Sisyphus agent recreated in LangChain to figure out how it works and how to use it

CHANGELOG.md

@@ -1,3 +1,74 @@
+## v0.3.0 (2026-04-02)
+
+### Feat
+
+- Added `todo__clear` function to the todo system and updated REPL commands to have a .clear todo as well for significant changes in agent direction
+- Added available tools to prompts for sisyphus and code-reviewer agent families
+- Added available tools to coder prompt
+- Improved token efficiency when delegating from sisyphus -> coder
+- modified sisyphus agents to use the new ddg-search MCP server for web searches instead of built-in model searches
+- Added support for specifying a custom response to multiple-choice prompts when nothing suits the user's needs
+- Supported theming in the inquire prompts in the REPL
+- Added the duckduckgo-search MCP server for searching the web (in addition to the built-in tools for web searches)
+- Support for Gemini OAuth
+- Support authenticating or refreshing OAuth for supported clients from within the REPL
+- Allow first-runs to select OAuth for supported providers
+- Support OAuth authentication flows for Claude
+- Improved MCP server spinup and spindown when switching contexts or settings in the REPL: Modify existing config rather than stopping all servers always and re-initializing if unnecessary
+- Allow the explore agent to run search queries for understanding docs or API specs
+- Allow the oracle to perform web searches for deeper research
+- Added web search support to the main sisyphus agent to answer user queries
+- Created a CodeRabbit-style code-reviewer agent
+- Added configuration option in agents to indicate the timeout for user input before proceeding (defaults to 5 minutes)
+- Added support for sub-agents to escalate user interaction requests from any depth to the parent agents for user interactions
+- built-in user interaction tools to remove the need for the list/confirm/etc prompts in prompt tools and to enhance user interactions in Loki
+- Experimental update to sisyphus to use the new parallel agent spawning system
+- Added an agent configuration property that allows auto-injecting sub-agent spawning instructions (when using the built-in sub-agent spawning system)
+- Auto-dispatch support of sub-agents and support for the teammate pattern between subagents
+- Full passive task queue integration for parallelization of subagents
+- Implemented initial scaffolding for built-in sub-agent spawning tool call operations
+- Initial models for agent parallelization
+- Added interactive prompting between the LLM and the user in Sisyphus using the built-in Bash utils scripts
+
+### Fix
+
+- Clarified user text input interaction
+- recursion bug with similarly named Bash search functions in the explore agent
+- updated the error for unauthenticated oauth to include the REPL .authenticated command
+- Corrected a bug in the coder agent that wasn't outputting a summary of the changes made, so the parent Sisyphus agent has no idea if the agent worked or not
+- Claude code system prompt injected into claude requests to make them valid once again
+- Do not inject tools when models don't support them; detect this conflict before API calls happen
+- The REPL .authenticate command works from within sessions, agents, and roles with pre-configured models
+- Implemented the path normalization fix for the oracle and explore agents
+- Updated the atlassian MCP server endpoint to account for future deprecation
+- Fixed a bug in the coder agent that was causing the agent to create absolute paths from the current directory
+- the updated regex for secrets injection broke MCP server secrets interpolation because the regex greedily matched on new lines, replacing too much content. This fix just ignores commented out lines in YAML files by skipping commented out lines.
+- Don't try to inject secrets into commented-out lines in the config
+- Removed top_p parameter from some agents so they can work across model providers
+- Improved sub-agent stdout and stderr output for users to follow
+- Inject agent variables into environment variables for global tool calls when invoked from agents to modify global tool behavior
+- Removed the unnecessary execute_commands tool from the oracle agent
+- Added auto_confirm to the coder agent so sub-agent spawning doesn't freeze
+- Fixed a bug in the new supervisor and todo built-ins that was causing errors with OpenAI models
+- Added condition to sisyphus to always output a summary to clearly indicate completion
+- Updated the sisyphus prompt to explicitly tell it to delegate to the coder agent when it wants to write any code at all except for trivial changes
+- Added back in the auto_confirm variable into sisyphus
+- Removed the now unnecessary is_stale_response that was breaking auto-continuing with parallel agents
+- Bypassed enabled_tools for user interaction tools so if function calling is enabled at all, the LLM has access to the user interaction tools when in REPL mode
+- When parallel agents run, only write to stdout from the parent and only display the parent's throbber
+- Forgot to implement support for failing a task and keep all dependents blocked
+- Clean up orphaned sub-agents when the parent agent
+- Fixed the bash prompt utils so that they correctly show output when being run by a tool invocation
+- Forgot to automatically add the bidirectional communication back up to parent agents from sub-agents (i.e. need to be able to check inbox and send messages)
+- Agent delegation tools were not being passed into the {{__tools__}} placeholder so agents weren't delegating to subagents
+
+### Refactor
+
+- Made the oauth module more generic so it can support loopback OAuth (not just manual)
+- Changed the default session name for Sisyphus to temp (to require users to explicitly name sessions they wish to save)
+- Updated the sisyphus agent to use the built-in user interaction tools instead of custom bash-based tools
+- Cleaned up some left-over implementation stubs
+
 ## v0.2.0 (2026-02-14)
 
 ### Feat

Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "loki-ai"
-version = "0.2.0"
+version = "0.3.0"
 edition = "2024"
 authors = ["Alex Clarke <alex.j.tusa@gmail.com>"]
 description = "An all-in-one, batteries included LLM CLI Tool"
@@ -18,10 +18,11 @@ anyhow = "1.0.69"
 bytes = "1.4.0"
 clap = { version = "4.5.40", features = ["cargo", "derive", "wrap_help"] }
 dirs = "6.0.0"
+dunce = "1.0.5"
 futures-util = "0.3.29"
-inquire = "0.7.0"
+inquire = "0.9.4"
 is-terminal = "0.4.9"
-reedline = "0.40.0"
+reedline = "0.46.0"
 serde = { version = "1.0.152", features = ["derive"] }
 serde_json = { version = "1.0.93", features = ["preserve_order"] }
 serde_yaml = "0.9.17"
@@ -37,7 +38,7 @@ tokio-graceful = "0.2.2"
 tokio-stream = { version = "0.1.15", default-features = false, features = [
   "sync",
 ] }
-crossterm = "0.28.1"
+crossterm = "0.29.0"
 chrono = "0.4.23"
 bincode = { version = "2.0.0", features = [
   "serde",
@@ -90,14 +91,17 @@ strum_macros = "0.27.2"
 indoc = "2.0.6"
 rmcp = { version = "0.16.0", features = ["client", "transport-child-process"] }
 num_cpus = "1.17.0"
-rustpython-parser = "0.4.0"
+tree-sitter = "0.26.8"
-rustpython-ast = "0.4.0"
+tree-sitter-language = "0.1"
+tree-sitter-python = "0.25.0"
+tree-sitter-typescript = "0.23"
 colored = "3.0.0"
 clap_complete = { version = "4.5.58", features = ["unstable-dynamic"] }
-gman = "0.3.0"
+gman = "0.4.1"
 clap_complete_nushell = "4.5.9"
 open = "5"
-rand = "0.9.0"
+rand = { version = "0.10.0", features = ["default"] }
+url = "2.5.8"
 
 [dependencies.reqwest]
 version = "0.12.0"

README.md

@@ -28,6 +28,7 @@ Coming from [AIChat](https://github.com/sigoden/aichat)? Follow the [migration g
 * [Function Calling](./docs/function-calling/TOOLS.md#Tools): Leverage function calling capabilities to extend Loki's functionality with custom tools
     * [Creating Custom Tools](./docs/function-calling/CUSTOM-TOOLS.md): You can create your own custom tools to enhance Loki's capabilities.
         * [Create Custom Python Tools](./docs/function-calling/CUSTOM-TOOLS.md#custom-python-based-tools)
+        * [Create Custom TypeScript Tools](./docs/function-calling/CUSTOM-TOOLS.md#custom-typescript-based-tools)
         * [Create Custom Bash Tools](./docs/function-calling/CUSTOM-BASH-TOOLS.md)
             * [Bash Prompt Utilities](./docs/function-calling/BASH-PROMPT-HELPERS.md)
 * [First-Class MCP Server Support](./docs/function-calling/MCP-SERVERS.md): Easily connect and interact with MCP servers for advanced functionality.
@@ -154,7 +155,7 @@ loki --list-secrets
 ### Authentication
 Each client in your configuration needs authentication (with a few exceptions; e.g. ollama). Most clients use an API key
 (set via `api_key` in the config or through the [vault](./docs/VAULT.md)). For providers that support OAuth (e.g. Claude Pro/Max 
-subscribers), you can authenticate with your existing subscription instead:
+subscribers, Google Gemini), you can authenticate with your existing subscription instead:
 
 ```yaml
 # In your config.yaml

assets/agents/.shared/utils.sh

@@ -2,68 +2,6 @@
 # Shared Agent Utilities - Minimal, focused helper functions
 set -euo pipefail
 
-#############################
-## CONTEXT FILE MANAGEMENT ##
-#############################
-
-get_context_file() {
-  local project_dir="${LLM_AGENT_VAR_PROJECT_DIR:-.}"
-  echo "${project_dir}/.loki-context"
-}
-
-# Initialize context file for a new task
-# Usage: init_context "Task description"
-init_context() {
-  local task="$1"
-  local project_dir="${LLM_AGENT_VAR_PROJECT_DIR:-.}"
-  local context_file
-  context_file=$(get_context_file)
-  
-  cat > "${context_file}" <<EOF
-## Project: ${project_dir}
-## Task: ${task}
-## Started: $(date -Iseconds)
-
-### Prior Findings
-
-EOF
-}
-
-# Append findings to the context file
-# Usage: append_context "agent_name" "finding summary
-append_context() {
-  local agent="$1"
-  local finding="$2"
-  local context_file
-  context_file=$(get_context_file)
-
-  if [[ -f "${context_file}" ]]; then
-    {
-      echo ""
-      echo "[${agent}]:"
-      echo "${finding}"
-    } >> "${context_file}"
-  fi
-}
-
-# Read the current context (returns empty string if no context)
-# Usage: context=$(read_context)
-read_context() {
-  local context_file
-  context_file=$(get_context_file)
-  
-  if [[ -f "${context_file}" ]]; then
-    cat "${context_file}"
-  fi
-}
-
-# Clear the context file
-clear_context() {
-  local context_file
-  context_file=$(get_context_file)
-  rm -f "${context_file}"
-}
-
 #######################
 ## PROJECT DETECTION ##
 #######################
@@ -348,77 +286,11 @@ detect_project() {
   echo '{"type":"unknown","build":"","test":"","check":""}'
 }
 
-######################
-## AGENT INVOCATION ##
-######################
-
-# Invoke a subagent with optional context injection
-# Usage: invoke_agent <agent_name> <prompt> [extra_args...]
-invoke_agent() {
-  local agent="$1"
-  local prompt="$2"
-  shift 2
-
-  local context
-  context=$(read_context)
-
-  local full_prompt
-  if [[ -n "${context}" ]]; then
-    full_prompt="## Orchestrator Context
-
-The orchestrator (sisyphus) has gathered this context from prior work:
-
-<context>
-${context}
-</context>
-
-## Your Task
-
-${prompt}"
-  else
-    full_prompt="${prompt}"
-  fi
-
-  env AUTO_CONFIRM=true loki --agent "${agent}" "$@" "${full_prompt}" 2>&1
-}
-
-# Invoke a subagent and capture a summary of its findings
-# Usage: result=$(invoke_agent_with_summary "explore" "find auth patterns")
-invoke_agent_with_summary() {
-  local agent="$1"
-  local prompt="$2"
-  shift 2
-
-  local output
-  output=$(invoke_agent "${agent}" "${prompt}" "$@")
-
-  local summary=""
-
-  if echo "${output}" | grep -q "FINDINGS:"; then
-    summary=$(echo "${output}" | sed -n '/FINDINGS:/,/^[A-Z_]*COMPLETE/p' | grep "^- " | sed 's/^- /  - /')
-  elif echo "${output}" | grep -q "CODER_COMPLETE:"; then
-    summary=$(echo "${output}" | grep "CODER_COMPLETE:" | sed 's/CODER_COMPLETE: *//')
-  elif echo "${output}" | grep -q "ORACLE_COMPLETE"; then
-    summary=$(echo "${output}" | sed -n '/^## Recommendation/,/^## /{/^## Recommendation/d;/^## /d;p}' | sed '/^$/d' | head -10)
-  fi
-
-  # Failsafe: extract up to 5 meaningful lines if no markers found
-  if [[ -z "${summary}" ]]; then
-    summary=$(echo "${output}" | grep -v "^$" | grep -v "^#" | grep -v "^\-\-\-" | tail -10 | head -5)
-  fi
-
-  if [[ -n "${summary}" ]]; then
-    append_context "${agent}" "${summary}"
-  fi
-
-  echo "${output}"
-}
-
 ###########################
 ## FILE SEARCH UTILITIES ##
 ###########################
 
-search_files() {
+_search_files() {
   local pattern="$1"
   local dir="${2:-.}"
   

assets/agents/code-reviewer/config.yaml

@@ -122,3 +122,6 @@ instructions: |
   - Project: {{project_dir}}
   - CWD: {{__cwd__}}
   - Shell: {{__shell__}}
+  
+  ## Available Tools:
+  {{__tools__}}

assets/agents/coder/config.yaml

@@ -29,11 +29,30 @@ instructions: |
   ## Your Mission
 
   Given an implementation task:
-  1. Understand what to build (from context provided)
+  1. Check for orchestrator context first (see below)
-  2. Study existing patterns (read 1-2 similar files)
+  2. Fill gaps only. Read files NOT already covered in context
   3. Write the code (using tools, NOT chat output)
   4. Verify it compiles/builds
-  5. Signal completion
+  5. Signal completion with a summary
+
+  ## Using Orchestrator Context (IMPORTANT)
+
+  When spawned by sisyphus, your prompt will often contain a `<context>` block
+  with prior findings: file paths, code patterns, and conventions discovered by
+  explore agents.
+
+  **If context is provided:**
+  1. Use it as your primary reference. Don't re-read files already summarized
+  2. Follow the code patterns shown. Snippets in context ARE the style guide
+  3. Read the referenced files ONLY IF you need more detail (e.g. full function
+     signature, import list, or adjacent code not included in the snippet)
+  4. If context includes a "Conventions" section, follow it exactly
+
+  **If context is NOT provided or is too vague to act on:**
+  Fall back to self-exploration: grep for similar files, read 1-2 examples,
+  match their style.
+
+  **Never ignore provided context.** It represents work already done upstream.
 
   ## Todo System
 
@@ -82,12 +101,13 @@ instructions: |
 
   ## Completion Signal
 
-  End with:
+  When done, end your response with a summary so the parent agent knows what happened:
+
   ```
-  CODER_COMPLETE: [summary of what was implemented]
+  CODER_COMPLETE: [summary of what was implemented, which files were created/modified, and build status]
   ```
 
-  Or if failed:
+  Or if something went wrong:
   ```
   CODER_FAILED: [what went wrong]
   ```
@@ -105,3 +125,5 @@ instructions: |
   - CWD: {{__cwd__}}
   - Shell: {{__shell__}}
   
+  ## Available tools:
+  {{__tools__}}

assets/agents/coder/tools.sh

@@ -14,11 +14,28 @@ _project_dir() {
   (cd "${dir}" 2>/dev/null && pwd) || echo "${dir}"
 }
 
+# Normalize a path to be relative to project root.
+# Strips the project_dir prefix if the LLM passes an absolute path.
+# Usage: local rel_path; rel_path=$(_normalize_path "/abs/or/rel/path")
+_normalize_path() {
+  local input_path="$1"
+  local project_dir
+  project_dir=$(_project_dir)
+
+  if [[ "${input_path}" == /* ]]; then
+    input_path="${input_path#"${project_dir}"/}"
+  fi
+
+  input_path="${input_path#./}"
+  echo "${input_path}"
+}
+
 # @cmd Read a file's contents before modifying
 # @option --path! Path to the file (relative to project root)
 read_file() {
+  local file_path
 	# shellcheck disable=SC2154
-  local file_path="${argc_path}"
+  file_path=$(_normalize_path "${argc_path}")
   local project_dir
   project_dir=$(_project_dir)
   local full_path="${project_dir}/${file_path}"
@@ -39,7 +56,8 @@ read_file() {
 # @option --path! Path for the file (relative to project root)
 # @option --content! Complete file contents to write
 write_file() {
-  local file_path="${argc_path}"
+  local file_path
+  file_path=$(_normalize_path "${argc_path}")
   # shellcheck disable=SC2154
   local content="${argc_content}"
   local project_dir
@@ -47,7 +65,7 @@ write_file() {
   local full_path="${project_dir}/${file_path}"
   
   mkdir -p "$(dirname "${full_path}")"
-  echo "${content}" > "${full_path}"
+  printf '%s' "${content}" > "${full_path}"
   
   green "Wrote: ${file_path}" >> "$LLM_OUTPUT"
 }
@@ -55,7 +73,8 @@ write_file() {
 # @cmd Find files similar to a given path (for pattern matching)
 # @option --path! Path to find similar files for
 find_similar_files() {
-  local file_path="${argc_path}"
+  local file_path
+  file_path=$(_normalize_path "${argc_path}")
   local project_dir
   project_dir=$(_project_dir)
   
@@ -71,14 +90,14 @@ find_similar_files() {
     ! -name "$(basename "${file_path}")" \
     ! -name "*test*" \
     ! -name "*spec*" \
-    2>/dev/null | head -3)
+    2>/dev/null | sed "s|^${project_dir}/||" | head -3)
   
   if [[ -z "${results}" ]]; then
     results=$(find "${project_dir}/src" -type f -name "*.${ext}" \
       ! -name "*test*" \
       ! -name "*spec*" \
       -not -path '*/target/*' \
-      2>/dev/null | head -3)
+      2>/dev/null | sed "s|^${project_dir}/||" | head -3)
   fi
   
   if [[ -n "${results}" ]]; then
@@ -186,6 +205,7 @@ search_code() {
     grep -v '/target/' | \
     grep -v '/node_modules/' | \
     grep -v '/.git/' | \
+    sed "s|^${project_dir}/||" | \
     head -20) || true
   
   if [[ -n "${results}" ]]; then

assets/agents/explore/config.yaml

@@ -8,12 +8,13 @@ variables:
     description: Project directory to explore
     default: '.'
 
+mcp_servers:
+  - ddg-search
 global_tools:
   - fs_read.sh
   - fs_grep.sh
   - fs_glob.sh
   - fs_ls.sh
-  - web_search_loki.sh
 
 instructions: |
   You are a codebase explorer. Your job: Search, find, report. Nothing else.
@@ -68,6 +69,9 @@ instructions: |
   - Project: {{project_dir}}
   - CWD: {{__cwd__}}
   
+  ## Available Tools:
+  {{__tools__}}
+
 conversation_starters:
   - 'Find how authentication is implemented'
   - 'What patterns are used for API endpoints'

assets/agents/explore/tools.sh

@@ -14,6 +14,21 @@ _project_dir() {
   (cd "${dir}" 2>/dev/null && pwd) || echo "${dir}"
 }
 
+# Normalize a path to be relative to project root.
+# Strips the project_dir prefix if the LLM passes an absolute path.
+_normalize_path() {
+  local input_path="$1"
+  local project_dir
+  project_dir=$(_project_dir)
+
+  if [[ "${input_path}" == /* ]]; then
+    input_path="${input_path#"${project_dir}"/}"
+  fi
+
+  input_path="${input_path#./}"
+  echo "${input_path}"
+}
+
 # @cmd Get project structure and layout
 get_structure() {
   local project_dir
@@ -45,7 +60,7 @@ search_files() {
   echo "" >> "$LLM_OUTPUT"
   
   local results
-  results=$(search_files "${pattern}" "${project_dir}")
+  results=$(_search_files "${pattern}" "${project_dir}")
   
   if [[ -n "${results}" ]]; then
     echo "${results}" >> "$LLM_OUTPUT"
@@ -78,6 +93,7 @@ search_content() {
     grep -v '/node_modules/' | \
     grep -v '/.git/' | \
     grep -v '/dist/' | \
+    sed "s|^${project_dir}/||" | \
     head -30) || true
   
   if [[ -n "${results}" ]]; then
@@ -91,8 +107,9 @@ search_content() {
 # @option --path! Path to the file (relative to project root)
 # @option --lines Maximum lines to read (default: 200)
 read_file() {
+  local file_path
 	# shellcheck disable=SC2154
-  local file_path="${argc_path}"
+  file_path=$(_normalize_path "${argc_path}")
   local max_lines="${argc_lines:-200}"
   local project_dir
   project_dir=$(_project_dir)
@@ -122,7 +139,8 @@ read_file() {
 # @cmd Find similar files to a given file (for pattern matching)
 # @option --path! Path to the reference file
 find_similar() {
-  local file_path="${argc_path}"
+  local file_path
+  file_path=$(_normalize_path "${argc_path}")
   local project_dir
   project_dir=$(_project_dir)
   
@@ -138,7 +156,7 @@ find_similar() {
     ! -name "$(basename "${file_path}")" \
     ! -name "*test*" \
     ! -name "*spec*" \
-    2>/dev/null | head -5)
+    2>/dev/null | sed "s|^${project_dir}/||" | head -5)
   
   if [[ -n "${results}" ]]; then
     echo "${results}" >> "$LLM_OUTPUT"
@@ -147,7 +165,7 @@ find_similar() {
       ! -name "$(basename "${file_path}")" \
       ! -name "*test*" \
       -not -path '*/target/*' \
-      2>/dev/null | head -5)
+      2>/dev/null | sed "s|^${project_dir}/||" | head -5)
     if [[ -n "${results}" ]]; then
       echo "${results}" >> "$LLM_OUTPUT"
     else

assets/agents/file-reviewer/config.yaml

@@ -108,3 +108,6 @@ instructions: |
   ## Context
   - Project: {{project_dir}}
   - CWD: {{__cwd__}}
+  
+  ## Available Tools:
+  {{__tools__}}

assets/agents/oracle/config.yaml

@@ -8,12 +8,13 @@ variables:
     description: Project directory for context
     default: '.'
 
+mcp_servers:
+  - ddg-search
 global_tools:
   - fs_read.sh
   - fs_grep.sh
   - fs_glob.sh
   - fs_ls.sh
-  - web_search_loki.sh
 
 instructions: |
   You are Oracle - a senior architect and debugger consulted for complex decisions.
@@ -75,6 +76,9 @@ instructions: |
   - Project: {{project_dir}}
   - CWD: {{__cwd__}}
   
+  ## Available Tools:
+  {{__tools__}}
+
 conversation_starters:
   - 'Review this architecture design'
   - 'Help debug this complex issue'

assets/agents/oracle/tools.sh

@@ -14,21 +14,38 @@ _project_dir() {
   (cd "${dir}" 2>/dev/null && pwd) || echo "${dir}"
 }
 
+# Normalize a path to be relative to project root.
+# Strips the project_dir prefix if the LLM passes an absolute path.
+_normalize_path() {
+  local input_path="$1"
+  local project_dir
+  project_dir=$(_project_dir)
+
+  if [[ "${input_path}" == /* ]]; then
+    input_path="${input_path#"${project_dir}"/}"
+  fi
+
+  input_path="${input_path#./}"
+  echo "${input_path}"
+}
+
 # @cmd Read a file for analysis
 # @option --path! Path to the file (relative to project root)
 read_file() {
   local project_dir
   project_dir=$(_project_dir)
+  local file_path
   # shellcheck disable=SC2154
-  local full_path="${project_dir}/${argc_path}"
+  file_path=$(_normalize_path "${argc_path}")
+  local full_path="${project_dir}/${file_path}"
   
   if [[ ! -f "${full_path}" ]]; then
-    error "File not found: ${argc_path}" >> "$LLM_OUTPUT"
+    error "File not found: ${file_path}" >> "$LLM_OUTPUT"
     return 1
   fi
 
   {
-  	info "Reading: ${argc_path}"
+  	info "Reading: ${file_path}"
   	echo ""
   	cat "${full_path}"
   } >> "$LLM_OUTPUT"
@@ -80,6 +97,7 @@ search_code() {
     grep -v '/target/' | \
     grep -v '/node_modules/' | \
     grep -v '/.git/' | \
+    sed "s|^${project_dir}/||" | \
     head -30) || true
   
   if [[ -n "${results}" ]]; then
@@ -113,7 +131,8 @@ analyze_with_command() {
 # @cmd List directory contents
 # @option --path Path to list (default: project root)
 list_directory() {
-  local dir_path="${argc_path:-.}"
+  local dir_path
+  dir_path=$(_normalize_path "${argc_path:-.}")
   local project_dir
   project_dir=$(_project_dir)
   local full_path="${project_dir}/${dir_path}"

assets/agents/sisyphus/config.yaml

@@ -12,7 +12,7 @@ can_spawn_agents: true
 max_concurrent_agents: 4
 max_agent_depth: 3
 inject_spawn_instructions: true
-summarization_threshold: 4000
+summarization_threshold: 8000
 
 variables:
   - name: project_dir
@@ -22,12 +22,13 @@ variables:
     description: Auto-confirm command execution
     default: '1'
 
+mcp_servers:
+  - ddg-search
 global_tools:
   - fs_read.sh
   - fs_grep.sh
   - fs_glob.sh
   - fs_ls.sh
-  - web_search_loki.sh
   - execute_command.sh
 
 instructions: |
@@ -69,6 +70,45 @@ instructions: |
   | coder | Write/edit files, implement features | Creates/modifies files, runs builds |
   | oracle | Architecture decisions, complex debugging | Advisory, high-quality reasoning |
 
+  ## Coder Delegation Format (MANDATORY)
+
+  When spawning the `coder` agent, your prompt MUST include these sections.
+  The coder has NOT seen the codebase. Your prompt IS its entire context.
+
+  ### Template:
+
+  ```
+  ## Goal
+  [1-2 sentences: what to build/modify and where]
+
+  ## Reference Files
+  [Files that explore found, with what each demonstrates]
+  - `path/to/file.ext` - what pattern this file shows
+  - `path/to/other.ext` - what convention this file shows
+
+  ## Code Patterns to Follow
+  [Paste ACTUAL code snippets from explore results, not descriptions]
+  <code>
+  // From path/to/file.ext - this is the pattern to follow:
+  [actual code explore found, 5-20 lines]
+  </code>
+
+  ## Conventions
+  [Naming, imports, error handling, file organization]
+  - Convention 1
+  - Convention 2
+
+  ## Constraints
+  [What NOT to do, scope boundaries]
+  - Do NOT modify X
+  - Only touch files in Y/
+  ```
+
+  **CRITICAL**: Include actual code snippets, not just file paths.
+  If explore returned code patterns, paste them into the coder prompt.
+  Vague prompts like "follow existing patterns" waste coder's tokens on
+  re-exploration that you already did.
+
   ## Workflow Examples
 
   ### Example 1: Implementation task (explore -> coder, parallel exploration)
@@ -80,12 +120,12 @@ instructions: |
   2. todo__add --task "Explore existing API patterns"
   3. todo__add --task "Implement profile endpoint"
   4. todo__add --task "Verify with build/test"
-  5. agent__spawn --agent explore --prompt "Find existing API endpoint patterns, route structures, and controller conventions"
+  5. agent__spawn --agent explore --prompt "Find existing API endpoint patterns, route structures, and controller conventions. Include code snippets."
-  6. agent__spawn --agent explore --prompt "Find existing data models and database query patterns"
+  6. agent__spawn --agent explore --prompt "Find existing data models and database query patterns. Include code snippets."
   7. agent__collect --id <id1>
   8. agent__collect --id <id2>
   9. todo__done --id 1
-  10. agent__spawn --agent coder --prompt "Create user profiles endpoint following existing patterns. [Include context from explore results]"
+  10. agent__spawn --agent coder --prompt "<structured prompt using Coder Delegation Format above, including code snippets from explore results>"
   11. agent__collect --id <coder_id>
   12. todo__done --id 2
   13. run_build
@@ -134,7 +174,6 @@ instructions: |
 
   ## When to Do It Yourself
 
-  - Single-file reads/writes
   - Simple command execution
   - Trivial changes (typos, renames)
   - Quick file searches

assets/functions/mcp.json

@@ -16,11 +16,15 @@
     },
     "atlassian": {
       "command": "npx",
-      "args": ["-y", "mcp-remote@0.1.13", "https://mcp.atlassian.com/v1/sse"]
+      "args": ["-y", "mcp-remote@0.1.13", "https://mcp.atlassian.com/v1/mcp"]
     },
     "docker": {
       "command": "uvx",
       "args": ["mcp-server-docker"]
+    },
+    "ddg-search": {
+      "command": "uvx",
+      "args": ["duckduckgo-mcp-server"]
     }
   }
 }

assets/functions/scripts/run-agent.py

@@ -50,7 +50,13 @@ def parse_raw_data(data):
 
 def parse_argv():
     agent_func = sys.argv[1]
-    agent_data = sys.argv[2]
+
+    tool_data_file = os.environ.get("LLM_TOOL_DATA_FILE")
+    if tool_data_file and os.path.isfile(tool_data_file):
+        with open(tool_data_file, "r", encoding="utf-8") as f:
+            agent_data = f.read()
+    else:
+        agent_data = sys.argv[2]
 
     if (not agent_data) or (not agent_func):
         print("Usage: ./{agent_name}.py <agent-func> <agent-data>", file=sys.stderr)

assets/functions/scripts/run-agent.sh

@@ -14,7 +14,11 @@ main() {
 
 parse_argv() {
 		agent_func="$1"
-		agent_data="$2"
+    if [[ -n "$LLM_TOOL_DATA_FILE" ]] && [[ -f "$LLM_TOOL_DATA_FILE" ]]; then
+      	agent_data="$(cat "$LLM_TOOL_DATA_FILE")"
+    else
+				agent_data="$2"
+    fi
     if [[ -z "$agent_data" ]] || [[ -z "$agent_func" ]]; then
         die "usage: ./{agent_name}.sh <agent-func> <agent-data>"
     fi
@@ -57,7 +61,6 @@ run() {
     if [[ "$OS" == "Windows_NT" ]]; then
         set -o igncr
         tools_path="$(cygpath -w "$tools_path")"
-        tool_data="$(echo "$tool_data" | sed 's/\\/\\\\/g')"
     fi
 
     jq_script="$(cat <<-'EOF'

assets/functions/scripts/run-agent.ts

@@ -0,0 +1,189 @@
+#!/usr/bin/env tsx
+
+// Usage: ./{agent_name}.ts <agent-func> <agent-data>
+
+import { readFileSync, writeFileSync, existsSync } from "fs";
+import { join } from "path";
+import { pathToFileURL } from "url";
+
+async function main(): Promise<void> {
+  const { agentFunc, rawData } = parseArgv();
+  const agentData = parseRawData(rawData);
+
+  const configDir = "{config_dir}";
+  setupEnv(configDir, agentFunc);
+
+  const agentToolsPath = join(configDir, "agents", "{agent_name}", "tools.ts");
+  await run(agentToolsPath, agentFunc, agentData);
+}
+
+function parseRawData(data: string): Record<string, unknown> {
+  if (!data) {
+    throw new Error("No JSON data");
+  }
+
+  try {
+    return JSON.parse(data);
+  } catch {
+    throw new Error("Invalid JSON data");
+  }
+}
+
+function parseArgv(): { agentFunc: string; rawData: string } {
+  const agentFunc = process.argv[2];
+
+  const toolDataFile = process.env["LLM_TOOL_DATA_FILE"];
+  let agentData: string;
+  if (toolDataFile && existsSync(toolDataFile)) {
+    agentData = readFileSync(toolDataFile, "utf-8");
+  } else {
+    agentData = process.argv[3];
+  }
+
+  if (!agentFunc || !agentData) {
+    process.stderr.write("Usage: ./{agent_name}.ts <agent-func> <agent-data>\n");
+    process.exit(1);
+  }
+
+  return { agentFunc, rawData: agentData };
+}
+
+function setupEnv(configDir: string, agentFunc: string): void {
+  loadEnv(join(configDir, ".env"));
+  process.env["LLM_ROOT_DIR"] = configDir;
+  process.env["LLM_AGENT_NAME"] = "{agent_name}";
+  process.env["LLM_AGENT_FUNC"] = agentFunc;
+  process.env["LLM_AGENT_ROOT_DIR"] = join(configDir, "agents", "{agent_name}");
+  process.env["LLM_AGENT_CACHE_DIR"] = join(configDir, "cache", "{agent_name}");
+}
+
+function loadEnv(filePath: string): void {
+  let lines: string[];
+  try {
+    lines = readFileSync(filePath, "utf-8").split("\n");
+  } catch {
+    return;
+  }
+
+  for (const raw of lines) {
+    const line = raw.trim();
+    if (line.startsWith("#") || !line) {
+      continue;
+    }
+
+    const eqIdx = line.indexOf("=");
+    if (eqIdx === -1) {
+      continue;
+    }
+
+    const key = line.slice(0, eqIdx).trim();
+    if (key in process.env) {
+      continue;
+    }
+
+    let value = line.slice(eqIdx + 1).trim();
+    if (
+      (value.startsWith('"') && value.endsWith('"')) ||
+      (value.startsWith("'") && value.endsWith("'"))
+    ) {
+      value = value.slice(1, -1);
+    }
+    process.env[key] = value;
+  }
+}
+
+function extractParamNames(fn: Function): string[] {
+  const src = fn.toString();
+  const match = src.match(/^(?:async\s+)?function\s*\w*\s*\(([^)]*)\)/);
+  if (!match) {
+    return [];
+  }
+  return match[1]
+    .split(",")
+    .map((p) => p.trim().replace(/[:=?].*/s, "").trim())
+    .filter(Boolean);
+}
+
+function spreadArgs(
+  fn: Function,
+  data: Record<string, unknown>,
+): unknown[] {
+  const names = extractParamNames(fn);
+  if (names.length === 0) {
+    return [];
+  }
+  return names.map((name) => data[name]);
+}
+
+async function run(
+  agentPath: string,
+  agentFunc: string,
+  agentData: Record<string, unknown>,
+): Promise<void> {
+  const mod = await import(pathToFileURL(agentPath).href);
+
+  if (typeof mod[agentFunc] !== "function") {
+    throw new Error(`No module function '${agentFunc}' at '${agentPath}'`);
+  }
+
+  const fn = mod[agentFunc] as Function;
+  const args = spreadArgs(fn, agentData);
+  const value = await fn(...args);
+  returnToLlm(value);
+  dumpResult(`{agent_name}:${agentFunc}`);
+}
+
+function returnToLlm(value: unknown): void {
+  if (value === null || value === undefined) {
+    return;
+  }
+
+  const output = process.env["LLM_OUTPUT"];
+  const write = (s: string) => {
+    if (output) {
+      writeFileSync(output, s, "utf-8");
+    } else {
+      process.stdout.write(s);
+    }
+  };
+
+  if (typeof value === "string" || typeof value === "number" || typeof value === "boolean") {
+    write(String(value));
+  } else if (typeof value === "object") {
+    write(JSON.stringify(value, null, 2));
+  }
+}
+
+function dumpResult(name: string): void {
+  const dumpResults = process.env["LLM_DUMP_RESULTS"];
+  const llmOutput = process.env["LLM_OUTPUT"];
+
+  if (!dumpResults || !llmOutput || !process.stdout.isTTY) {
+    return;
+  }
+
+  try {
+    const pattern = new RegExp(`\\b(${dumpResults})\\b`);
+    if (!pattern.test(name)) {
+      return;
+    }
+  } catch {
+    return;
+  }
+
+  let data: string;
+  try {
+    data = readFileSync(llmOutput, "utf-8");
+  } catch {
+    return;
+  }
+
+  process.stdout.write(
+    `\x1b[2m----------------------\n${data}\n----------------------\x1b[0m\n`,
+  );
+}
+
+main().catch((err) => {
+  process.stderr.write(`${err}\n`);
+  process.exit(1);
+});

assets/functions/scripts/run-tool.py

@@ -49,6 +49,11 @@ def parse_raw_data(data):
 
 
 def parse_argv():
+    tool_data_file = os.environ.get("LLM_TOOL_DATA_FILE")
+    if tool_data_file and os.path.isfile(tool_data_file):
+        with open(tool_data_file, "r", encoding="utf-8") as f:
+            return f.read()
+
     argv = sys.argv[:] + [None] * max(0, 2 - len(sys.argv))
 
     tool_data = argv[1]

assets/functions/scripts/run-tool.sh

@@ -13,7 +13,11 @@ main() {
 }
 
 parse_argv() {
-		tool_data="$1"
+    if [[ -n "$LLM_TOOL_DATA_FILE" ]] && [[ -f "$LLM_TOOL_DATA_FILE" ]]; then
+        tool_data="$(cat "$LLM_TOOL_DATA_FILE")"
+    else
+				tool_data="$1"
+    fi
     if [[ -z "$tool_data" ]]; then
         die "usage: ./{function_name}.sh <tool-data>"
     fi
@@ -54,7 +58,6 @@ run() {
     if [[ "$OS" == "Windows_NT" ]]; then
         set -o igncr
         tool_path="$(cygpath -w "$tool_path")"
-        tool_data="$(echo "$tool_data" | sed 's/\\/\\\\/g')"
     fi
 
     jq_script="$(cat <<-'EOF'

assets/functions/scripts/run-tool.ts

@@ -0,0 +1,184 @@
+#!/usr/bin/env tsx
+
+// Usage: ./{function_name}.ts <tool-data>
+
+import { readFileSync, writeFileSync, existsSync } from "fs";
+import { join } from "path";
+import { pathToFileURL } from "url";
+
+async function main(): Promise<void> {
+  const rawData = parseArgv();
+  const toolData = parseRawData(rawData);
+
+  const rootDir = "{root_dir}";
+  setupEnv(rootDir);
+
+  const toolPath = "{tool_path}.ts";
+  await run(toolPath, "run", toolData);
+}
+
+function parseRawData(data: string): Record<string, unknown> {
+  if (!data) {
+    throw new Error("No JSON data");
+  }
+
+  try {
+    return JSON.parse(data);
+  } catch {
+    throw new Error("Invalid JSON data");
+  }
+}
+
+function parseArgv(): string {
+  const toolDataFile = process.env["LLM_TOOL_DATA_FILE"];
+  if (toolDataFile && existsSync(toolDataFile)) {
+    return readFileSync(toolDataFile, "utf-8");
+  }
+
+  const toolData = process.argv[2];
+
+  if (!toolData) {
+    process.stderr.write("Usage: ./{function_name}.ts <tool-data>\n");
+    process.exit(1);
+  }
+
+  return toolData;
+}
+
+function setupEnv(rootDir: string): void {
+  loadEnv(join(rootDir, ".env"));
+  process.env["LLM_ROOT_DIR"] = rootDir;
+  process.env["LLM_TOOL_NAME"] = "{function_name}";
+  process.env["LLM_TOOL_CACHE_DIR"] = join(rootDir, "cache", "{function_name}");
+}
+
+function loadEnv(filePath: string): void {
+  let lines: string[];
+  try {
+    lines = readFileSync(filePath, "utf-8").split("\n");
+  } catch {
+    return;
+  }
+
+  for (const raw of lines) {
+    const line = raw.trim();
+    if (line.startsWith("#") || !line) {
+      continue;
+    }
+
+    const eqIdx = line.indexOf("=");
+    if (eqIdx === -1) {
+      continue;
+    }
+
+    const key = line.slice(0, eqIdx).trim();
+    if (key in process.env) {
+      continue;
+    }
+
+    let value = line.slice(eqIdx + 1).trim();
+    if (
+      (value.startsWith('"') && value.endsWith('"')) ||
+      (value.startsWith("'") && value.endsWith("'"))
+    ) {
+      value = value.slice(1, -1);
+    }
+    process.env[key] = value;
+  }
+}
+
+function extractParamNames(fn: Function): string[] {
+  const src = fn.toString();
+  const match = src.match(/^(?:async\s+)?function\s*\w*\s*\(([^)]*)\)/);
+  if (!match) {
+    return [];
+  }
+  return match[1]
+    .split(",")
+    .map((p) => p.trim().replace(/[:=?].*/s, "").trim())
+    .filter(Boolean);
+}
+
+function spreadArgs(
+  fn: Function,
+  data: Record<string, unknown>,
+): unknown[] {
+  const names = extractParamNames(fn);
+  if (names.length === 0) {
+    return [];
+  }
+  return names.map((name) => data[name]);
+}
+
+async function run(
+  toolPath: string,
+  toolFunc: string,
+  toolData: Record<string, unknown>,
+): Promise<void> {
+  const mod = await import(pathToFileURL(toolPath).href);
+
+  if (typeof mod[toolFunc] !== "function") {
+    throw new Error(`No module function '${toolFunc}' at '${toolPath}'`);
+  }
+
+  const fn = mod[toolFunc] as Function;
+  const args = spreadArgs(fn, toolData);
+  const value = await fn(...args);
+  returnToLlm(value);
+  dumpResult("{function_name}");
+}
+
+function returnToLlm(value: unknown): void {
+  if (value === null || value === undefined) {
+    return;
+  }
+
+  const output = process.env["LLM_OUTPUT"];
+  const write = (s: string) => {
+    if (output) {
+      writeFileSync(output, s, "utf-8");
+    } else {
+      process.stdout.write(s);
+    }
+  };
+
+  if (typeof value === "string" || typeof value === "number" || typeof value === "boolean") {
+    write(String(value));
+  } else if (typeof value === "object") {
+    write(JSON.stringify(value, null, 2));
+  }
+}
+
+function dumpResult(name: string): void {
+  const dumpResults = process.env["LLM_DUMP_RESULTS"];
+  const llmOutput = process.env["LLM_OUTPUT"];
+
+  if (!dumpResults || !llmOutput || !process.stdout.isTTY) {
+    return;
+  }
+
+  try {
+    const pattern = new RegExp(`\\b(${dumpResults})\\b`);
+    if (!pattern.test(name)) {
+      return;
+    }
+  } catch {
+    return;
+  }
+
+  let data: string;
+  try {
+    data = readFileSync(llmOutput, "utf-8");
+  } catch {
+    return;
+  }
+
+  process.stdout.write(
+    `\x1b[2m----------------------\n${data}\n----------------------\x1b[0m\n`,
+  );
+}
+
+main().catch((err) => {
+  process.stderr.write(`${err}\n`);
+  process.exit(1);
+});

assets/functions/tools/demo_py.py

@@ -1,6 +1,7 @@
 import os
 from typing import List, Literal, Optional
 
+
 def run(
     string: str,
     string_enum: Literal["foo", "bar"],
@@ -9,26 +10,38 @@ def run(
     number: float,
     array: List[str],
     string_optional: Optional[str] = None,
+    integer_with_default: int = 42,
+    boolean_with_default: bool = True,
+    number_with_default: float = 3.14,
+    string_with_default: str = "hello",
     array_optional: Optional[List[str]] = None,
 ):
-    """Demonstrates how to create a tool using Python and how to use comments.
+    """Demonstrates all supported Python parameter types and variations.
     Args:
-        string: Define a required string property
+        string: A required string property
-        string_enum: Define a required string property with enum
+        string_enum: A required string property constrained to specific values
-        boolean: Define a required boolean property
+        boolean: A required boolean property
-        integer: Define a required integer property
+        integer: A required integer property
-        number: Define a required number property
+        number: A required number (float) property
-        array: Define a required string array property
+        array: A required string array property
-        string_optional: Define an optional string property
+        string_optional: An optional string property (Optional[str] with None default)
-        array_optional: Define an optional string array property
+        integer_with_default: An optional integer with a non-None default value
+        boolean_with_default: An optional boolean with a default value
+        number_with_default: An optional number with a default value
+        string_with_default: An optional string with a default value
+        array_optional: An optional string array property
     """
     output = f"""string: {string}
 string_enum: {string_enum}
-string_optional: {string_optional}
 boolean: {boolean}
 integer: {integer}
 number: {number}
 array: {array}
+string_optional: {string_optional}
+integer_with_default: {integer_with_default}
+boolean_with_default: {boolean_with_default}
+number_with_default: {number_with_default}
+string_with_default: {string_with_default}
 array_optional: {array_optional}"""
 
     for key, value in os.environ.items():

assets/functions/tools/demo_ts.ts

@@ -0,0 +1,53 @@
+/**
+ * Demonstrates all supported TypeScript parameter types and variations.
+ *
+ * @param string - A required string property
+ * @param string_enum - A required string property constrained to specific values
+ * @param boolean - A required boolean property
+ * @param number - A required number property
+ * @param array_bracket - A required string array using bracket syntax
+ * @param array_generic - A required string array using generic syntax
+ * @param string_optional - An optional string using the question mark syntax
+ * @param string_nullable - An optional string using the union-with-null syntax
+ * @param number_with_default - An optional number with a default value
+ * @param boolean_with_default - An optional boolean with a default value
+ * @param string_with_default - An optional string with a default value
+ * @param array_optional - An optional string array using the question mark syntax
+ */
+export function run(
+  string: string,
+  string_enum: "foo" | "bar",
+  boolean: boolean,
+  number: number,
+  array_bracket: string[],
+  array_generic: Array<string>,
+  string_optional?: string,
+  string_nullable: string | null = null,
+  number_with_default: number = 42,
+  boolean_with_default: boolean = true,
+  string_with_default: string = "hello",
+  array_optional?: string[],
+): string {
+  const parts = [
+    `string: ${string}`,
+    `string_enum: ${string_enum}`,
+    `boolean: ${boolean}`,
+    `number: ${number}`,
+    `array_bracket: ${JSON.stringify(array_bracket)}`,
+    `array_generic: ${JSON.stringify(array_generic)}`,
+    `string_optional: ${string_optional}`,
+    `string_nullable: ${string_nullable}`,
+    `number_with_default: ${number_with_default}`,
+    `boolean_with_default: ${boolean_with_default}`,
+    `string_with_default: ${string_with_default}`,
+    `array_optional: ${JSON.stringify(array_optional)}`,
+  ];
+
+  for (const [key, value] of Object.entries(process.env)) {
+    if (key.startsWith("LLM_")) {
+      parts.push(`${key}: ${value}`);
+    }
+  }
+
+  return parts.join("\n");
+}

assets/functions/tools/get_current_weather.ts

@@ -0,0 +1,24 @@
+#!/usr/bin/env tsx
+
+import { appendFileSync, mkdirSync } from "fs";
+import { dirname } from "path";
+
+/**
+ * Get the current weather in a given location
+ * @param location - The city and optionally the state or country (e.g., "London", "San Francisco, CA").
+ */
+export async function run(location: string): string {
+  const encoded = encodeURIComponent(location);
+  const url = `https://wttr.in/${encoded}?format=4`;
+
+  const resp = await fetch(url);
+  const data = await resp.text();
+
+  const dest = process.env["LLM_OUTPUT"] ?? "/dev/stdout";
+  if (dest !== "-" && dest !== "/dev/stdout") {
+    mkdirSync(dirname(dest), { recursive: true });
+    appendFileSync(dest, data, "utf-8");
+  }
+
+  return data;
+}

config.agent.example.yaml

@@ -32,7 +32,7 @@ max_concurrent_agents: 4         # Maximum number of agents that can run simulta
 max_agent_depth: 3               # Maximum nesting depth for sub-agents (prevents runaway spawning)
 inject_spawn_instructions: true  # Inject the default agent spawning instructions into the agent's system prompt
 summarization_model: null        # Model to use for summarizing sub-agent output (e.g. 'openai:gpt-4o-mini'); defaults to current model
-summarization_threshold: 4000   # Character threshold above which sub-agent output is summarized before returning to parent
+summarization_threshold: 4000    # Character threshold above which sub-agent output is summarized before returning to parent
 escalation_timeout: 300          # Seconds a sub-agent waits for a user interaction response before timing out (default: 5 minutes)
 mcp_servers:                     # Optional list of MCP servers that the agent utilizes
   - github                       # Corresponds to the name of an MCP server in the `<loki-config-dir>/functions/mcp.json` file

config.example.yaml

@@ -46,6 +46,7 @@ enabled_tools: null              # Which tools to enable by default. (e.g. 'fs,w
 visible_tools:                   # Which tools are visible to be compiled (and are thus able to be defined in 'enabled_tools')
 #  - demo_py.py
 #  - demo_sh.sh
+#  - demo_ts.ts
   - execute_command.sh
 #  - execute_py_code.py
 #  - execute_sql_code.sh
@@ -61,6 +62,7 @@ visible_tools:                   # Which tools are visible to be compiled (and a
 #  - fs_write.sh
   - get_current_time.sh
 #  - get_current_weather.py
+#  - get_current_weather.ts
   - get_current_weather.sh
   - query_jira_issues.sh
 #  - search_arxiv.sh
@@ -77,7 +79,7 @@ visible_tools:                   # Which tools are visible to be compiled (and a
 mcp_server_support: true         # Enables or disables MCP servers (globally).
 mapping_mcp_servers:             # Alias for an MCP server or set of servers
   git: github,gitmcp
-enabled_mcp_servers: null        # Which MCP servers to enable by default (e.g. 'github,slack')
+enabled_mcp_servers: null        # Which MCP servers to enable by default (e.g. 'github,slack,ddg-search')
 
 # ---- Session ----
 # See the [Session documentation](./docs/SESSIONS.md) for more information
@@ -192,6 +194,8 @@ clients:
   - type: gemini
     api_base: https://generativelanguage.googleapis.com/v1beta
     api_key: '{{GEMINI_API_KEY}}'                       # You can either hard-code or inject secrets from the Loki vault
+    auth: null                                          # When set to 'oauth', Loki will use OAuth instead of an API key
+                                                        # Authenticate with `loki --authenticate` or `.authenticate` in the REPL
     patch:
       chat_completions:
         '.*':

docs/AGENTS.md

@@ -33,6 +33,7 @@ If you're looking for more example agents, refer to the [built-in agents](../ass
   - [.env File Support](#env-file-support)
   - [Python-Based Agent Tools](#python-based-agent-tools)
   - [Bash-Based Agent Tools](#bash-based-agent-tools)
+  - [TypeScript-Based Agent Tools](#typescript-based-agent-tools)
 - [5. Conversation Starters](#5-conversation-starters)
 - [6. Todo System & Auto-Continuation](#6-todo-system--auto-continuation)
 - [7. Sub-Agent Spawning System](#7-sub-agent-spawning-system)
@@ -62,10 +63,12 @@ Agent configurations often have the following directory structure:
         ├── tools.sh
             or
         ├── tools.py
+            or
+        ├── tools.ts
 ```
 
 This means that agent configurations often are only two files: the agent configuration file (`config.yaml`), and the 
-tool definitions (`agents/my-agent/tools.sh` or `tools.py`).
+tool definitions (`agents/my-agent/tools.sh`, `tools.py`, or `tools.ts`).
 
 To see a full example configuration file, refer to the [example agent config file](../config.agent.example.yaml).
 
@@ -114,10 +117,10 @@ isolated environment, so in order for an agent to use a tool or MCP server that
 explicitly state which tools and/or MCP servers the agent uses. Otherwise, it is assumed that the agent doesn't use any 
 tools outside its own custom defined tools.
 
-And if you don't define a `agents/my-agent/tools.sh` or `agents/my-agent/tools.py`, then the agent is really just a 
+And if you don't define a `agents/my-agent/tools.sh`, `agents/my-agent/tools.py`, or `agents/my-agent/tools.ts`, then the agent is really just a 
 `role`.
 
-You'll notice there's no settings for agent-specific tooling. This is because they are handled separately and 
+You'll notice there are no settings for agent-specific tooling. This is because they are handled separately and 
 automatically. See the [Building Tools for Agents](#4-building-tools-for-agents) section below for more information.
 
 To see a full example configuration file, refer to the [example agent config file](../config.agent.example.yaml).
@@ -205,7 +208,7 @@ variables:
 ### Dynamic Instructions
 Sometimes you may find it useful to dynamically generate instructions on startup. Whether that be via a call to Loki
 itself to generate them, or by some other means. Loki supports this type of behavior using a special function defined
-in your `agents/my-agent/tools.py` or `agents/my-agent/tools.sh`.
+in your `agents/my-agent/tools.py`, `agents/my-agent/tools.sh`, or `agents/my-agent/tools.ts`.
 
 **Example: Instructions for a JSON-reader agent that specializes on each JSON input it receives**
 `agents/json-reader/tools.py`:
@@ -306,8 +309,8 @@ EOF
 }
 ```
 
-For more information on how to create custom tools for your agent and the structure of the `agent/my-agent/tools.sh` or 
+For more information on how to create custom tools for your agent and the structure of the `agent/my-agent/tools.sh`,
-`agent/my-agent/tools.py` files, refer to the [Building Tools for Agents](#4-building-tools-for-agents) section below.
+`agent/my-agent/tools.py`, or `agent/my-agent/tools.ts` files, refer to the [Building Tools for Agents](#4-building-tools-for-agents) section below.
 
 #### Variables
 All the same variable interpolations supported by static instructions is also supported by dynamic instructions. For 
@@ -337,10 +340,11 @@ defining a single function that gets executed at runtime (e.g. `main` for bash t
 tools define a number of *subcommands*.
 
 ### Limitations
-You can only utilize either a bash-based `<loki-config-dir>/agents/my-agent/tools.sh` or a Python-based 
+You can only utilize one of: a bash-based `<loki-config-dir>/agents/my-agent/tools.sh`, a Python-based 
-`<loki-config-dir>/agents/my-agent/tools.py`. However, if it's easier to achieve a task in one language vs the other, 
+`<loki-config-dir>/agents/my-agent/tools.py`, or a TypeScript-based `<loki-config-dir>/agents/my-agent/tools.ts`. 
+However, if it's easier to achieve a task in one language vs the other, 
 you're free to define other scripts in your agent's configuration directory and reference them from the main 
-`tools.py/sh` file. **Any scripts *not* named `tools.{py,sh}` will not be picked up by Loki's compiler**, meaning they 
+tools file. **Any scripts *not* named `tools.{py,sh,ts}` will not be picked up by Loki's compiler**, meaning they 
 can be used like any other set of scripts.
 
 It's important to keep in mind the following:
@@ -428,6 +432,55 @@ the same syntax ad formatting as is used to create custom bash tools globally.
 For more information on how to write, [build and test](function-calling/CUSTOM-BASH-TOOLS.md#execute-and-test-your-bash-tools) tools in bash, refer to the 
 [custom bash tools documentation](function-calling/CUSTOM-BASH-TOOLS.md).
 
+### TypeScript-Based Agent Tools
+TypeScript-based agent tools work exactly the same as TypeScript global tools. Instead of a single `run` function,
+you define as many exported functions as you like. Non-exported functions are private helpers and are invisible to the 
+LLM.
+
+**Example:**
+`agents/my-agent/tools.ts`
+```typescript
+/**
+ * Get your IP information
+ */
+export async function get_ip_info(): Promise<string> {
+  const resp = await fetch("https://httpbin.org/ip");
+  return await resp.text();
+}
+
+/**
+ * Find your public IP address using AWS
+ */
+export async function get_ip_address_from_aws(): Promise<string> {
+  const resp = await fetch("https://checkip.amazonaws.com");
+  return await resp.text();
+}
+
+// Non-exported helper — invisible to the LLM
+function formatResponse(data: string): string {
+  return data.trim();
+}
+```
+
+Loki automatically compiles each exported function as a separate tool for the LLM to call. Just make sure you
+follow the same JSDoc and parameter conventions as you would when creating custom TypeScript tools.
+
+TypeScript agent tools also support dynamic instructions via an exported `_instructions()` function:
+
+```typescript
+import { readFileSync } from "fs";
+
+/**
+ * Generates instructions for the agent dynamically
+ */
+export function _instructions(): string {
+  const schema = readFileSync("schema.json", "utf-8");
+  return `You are an AI agent that works with the following schema:\n${schema}`;
+}
+```
+
+For more information on how to build tools in TypeScript, refer to the [custom TypeScript tools documentation](function-calling/CUSTOM-TOOLS.md#custom-typescript-based-tools).
+
 ## 5. Conversation Starters
 It's often helpful to also have some conversation starters so users know what kinds of things the agent is capable of 
 doing. These are available in the REPL via the `.starter` command and are selectable.
@@ -467,11 +520,12 @@ inject_todo_instructions: true   # Include the default todo instructions into pr
 
 ### How It Works
 
-1. When `inject_todo_instructions` is enabled, agents receive instructions on using four built-in tools:
+1. When `inject_todo_instructions` is enabled, agents receive instructions on using five built-in tools:
     - `todo__init`: Initialize a todo list with a goal
     - `todo__add`: Add a task to the list
     - `todo__done`: Mark a task complete
     - `todo__list`: View current todo state
+    - `todo__clear`: Clear the entire todo list and reset the goal
    
    These instructions are a reasonable default that detail how to use Loki's To-Do System. If you wish, 
    you can disable the injection of the default instructions and specify your own instructions for how 
@@ -714,6 +768,7 @@ Loki comes packaged with some useful built-in agents:
 * `code-reviewer`: A [CodeRabbit](https://coderabbit.ai)-style code reviewer that spawns per-file reviewers using the teammate messaging pattern
 * `demo`: An example agent to use for reference when learning to create your own agents
 * `explore`: An agent designed to help you explore and understand your codebase
+* `file-reviewer`: An agent designed to perform code-review on a single file (used by the `code-reviewer` agent)
 * `jira-helper`: An agent that assists you with all your Jira-related tasks
 * `oracle`: An agent for high-level architecture, design decisions, and complex debugging
 * `sisyphus`: A powerhouse orchestrator agent for writing complex code and acting as a natural language interface for your codebase (similar to ClaudeCode, Gemini CLI, Codex, or OpenCode). Uses sub-agent spawning to delegate to `explore`, `coder`, and `oracle`.

docs/ENVIRONMENT-VARIABLES.md

@@ -107,6 +107,7 @@ The following variables can be used to change the log level of Loki or the locat
 can also pass the `--disable-log-colors` flag as well.
 
 ## Miscellaneous Variables
-| Environment Variable | Description                                                                                      | Default Value |
+| Environment Variable | Description                                                                                                                                                                                                                                                                                                                    | Default Value |
-|----------------------|--------------------------------------------------------------------------------------------------|---------------|
+|----------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------|
-| `AUTO_CONFIRM`       | Bypass all `guard_*` checks in the bash prompt helpers; useful for agent composition and routing |               |
+| `AUTO_CONFIRM`       | Bypass all `guard_*` checks in the bash prompt helpers; useful for agent composition and routing                                                                                                                                                                                                                               |               |
+| `LLM_TOOL_DATA_FILE` | Set automatically by Loki on Windows. Points to a temporary file containing the JSON tool call data. <br>Tool scripts (`run-tool.sh`, `run-agent.sh`, etc.) read from this file instead of command-line args <br>to avoid JSON escaping issues when data passes through `cmd.exe` → bash. **Not intended to be set by users.** |               |

docs/REPL.md

@@ -120,13 +120,14 @@ For more information on sessions and how to use them in Loki, refer to the [sess
 Loki lets you build OpenAI GPT-style agents. The following commands let you interact with and manage your agents in 
 Loki:
 
-| Command              | Description                                                |
+| Command              | Description                                                                                   |
-|----------------------|------------------------------------------------------------|
+|----------------------|-----------------------------------------------------------------------------------------------|
-| `.agent`             | Use an agent                                               |
+| `.agent`             | Use an agent                                                                                  |
-| `.starter`           | Display and use conversation starters for the active agent |
+| `.starter`           | Display and use conversation starters for the active agent                                    |
-| `.edit agent-config` | Open the agent configuration in your preferred text editor |
+| `.clear todo`        | Clear the todo list and stop auto-continuation (requires `auto_continue: true` on the agent)  |
-| `.info agent`        | Display information about the active agent                 |
+| `.edit agent-config` | Open the agent configuration in your preferred text editor                                    |
-| `.exit agent`        | Leave the active agent                                     |
+| `.info agent`        | Display information about the active agent                                                    |
+| `.exit agent`        | Leave the active agent                                                                        |
 
 ![agent](./images/agents/sql.gif)
 

docs/TODO-SYSTEM.md

@@ -117,6 +117,22 @@ Display the current todo list with status of each item.
 
 **Returns:** The full todo list with goal, progress, and item statuses
 
+### `todo__clear`
+Clear the entire todo list and reset the goal. Use when the current task has been canceled or invalidated.
+
+**Parameters:** None
+
+**Returns:** Confirmation that the todo list was cleared
+
+### REPL Command: `.clear todo`
+You can also clear the todo list manually from the REPL by typing `.clear todo`. This is useful when:
+- You gave a custom response that changes or cancels the current task
+- The agent is stuck in auto-continuation with stale todos
+- You want to start fresh without leaving and re-entering the agent
+
+**Note:** This command is only available when an agent with `auto_continue: true` is active. If the todo
+system isn't enabled for the current agent, the command will display an error message.
+
 ## Auto-Continuation
 When `auto_continue` is enabled, Loki automatically sends a continuation prompt if:
 

docs/clients/CLIENTS.md

@@ -137,8 +137,29 @@ loki --authenticate
 
 Alternatively, you can use the REPL command `.authenticate`.
 
-This opens your browser for the OAuth authorization flow. After authorizing, paste the authorization code back into
+This opens your browser for the OAuth authorization flow. Depending on the provider, Loki will either start a
-the terminal. Loki stores the tokens in `~/.cache/loki/oauth` and automatically refreshes them when they expire.
+temporary localhost server to capture the callback automatically (e.g. Gemini) or ask you to paste the authorization
+code back into the terminal (e.g. Claude). Loki stores the tokens in `~/.cache/loki/oauth` and automatically refreshes
+them when they expire.
+
+#### Gemini OAuth Note
+Loki uses the following scopes for OAuth with Gemini:
+* https://www.googleapis.com/auth/generative-language.peruserquota 
+* https://www.googleapis.com/auth/userinfo.email
+* https://www.googleapis.com/auth/generative-language.retriever (Sensitive)
+
+Since the `generative-language.retriever` scope is a sensitive scope, Google needs to verify Loki, which requires full
+branding (logo, official website, privacy policy, terms of service, etc.). The Loki app is open-source and is designed 
+to be used as a simple CLI. As such, there's no terms of service or privacy policy associated with it, and thus Google 
+cannot verify Loki. 
+
+So, when you kick off OAuth with Gemini, you may see a page similar to the following:
+![](../images/clients/gemini-oauth-page.png)
+
+Simply click the `Advanced` link and click `Go to Loki (unsafe)` to continue the OAuth flow.
+
+![](../images/clients/gemini-oauth-unverified.png)
+![](../images/clients/gemini-oauth-unverified-allow.png)
 
 **Step 3: Use normally**
 
@@ -153,6 +174,7 @@ loki -m my-claude-oauth:claude-sonnet-4-20250514 "Hello!"
 
 ### Providers That Support OAuth
 * Claude
+* Gemini
 
 ## Extra Settings
 Loki also lets you customize some extra settings for interacting with APIs:

docs/function-calling/CUSTOM-TOOLS.md

@@ -10,6 +10,8 @@ into your Loki setup. This document provides a guide on how to create and use cu
   - [Environment Variables](#environment-variables)
   - [Custom Bash-Based Tools](#custom-bash-based-tools)
   - [Custom Python-Based Tools](#custom-python-based-tools)
+  - [Custom TypeScript-Based Tools](#custom-typescript-based-tools)
+- [Custom Runtime](#custom-runtime)
 <!--toc:end-->
 
 ---
@@ -19,9 +21,10 @@ Loki supports custom tools written in the following programming languages:
 
 * Python
 * Bash
+* TypeScript
 
 ## Creating a Custom Tool
-All tools are created as scripts in either Python or Bash. They should be placed in the `functions/tools` directory.
+All tools are created as scripts in either Python, Bash, or TypeScript. They should be placed in the `functions/tools` directory.
 The location of the `functions` directory varies between systems, so you can use the following command to locate
 your `functions` directory:
 
@@ -81,6 +84,7 @@ Loki and demonstrates how to create a Python-based tool:
 import os
 from typing import List, Literal, Optional
 
+
 def run(
     string: str,
     string_enum: Literal["foo", "bar"],
@@ -89,26 +93,38 @@ def run(
     number: float,
     array: List[str],
     string_optional: Optional[str] = None,
+    integer_with_default: int = 42,
+    boolean_with_default: bool = True,
+    number_with_default: float = 3.14,
+    string_with_default: str = "hello",
     array_optional: Optional[List[str]] = None,
 ):
-    """Demonstrates how to create a tool using Python and how to use comments.
+    """Demonstrates all supported Python parameter types and variations.
     Args:
-        string: Define a required string property
+        string: A required string property
-        string_enum: Define a required string property with enum
+        string_enum: A required string property constrained to specific values
-        boolean: Define a required boolean property
+        boolean: A required boolean property
-        integer: Define a required integer property
+        integer: A required integer property
-        number: Define a required number property
+        number: A required number (float) property
-        array: Define a required string array property
+        array: A required string array property
-        string_optional: Define an optional string property
+        string_optional: An optional string property (Optional[str] with None default)
-        array_optional: Define an optional string array property
+        integer_with_default: An optional integer with a non-None default value
+        boolean_with_default: An optional boolean with a default value
+        number_with_default: An optional number with a default value
+        string_with_default: An optional string with a default value
+        array_optional: An optional string array property
     """
     output = f"""string: {string}
 string_enum: {string_enum}
-string_optional: {string_optional}
 boolean: {boolean}
 integer: {integer}
 number: {number}
 array: {array}
+string_optional: {string_optional}
+integer_with_default: {integer_with_default}
+boolean_with_default: {boolean_with_default}
+number_with_default: {number_with_default}
+string_with_default: {string_with_default}
 array_optional: {array_optional}"""
 
     for key, value in os.environ.items():
@@ -117,3 +133,150 @@ array_optional: {array_optional}"""
 
     return output
 ```
+
+### Custom TypeScript-Based Tools
+Loki supports tools written in TypeScript. TypeScript tools require [Node.js](https://nodejs.org/) and
+[tsx](https://tsx.is/) (`npx tsx` is used as the default runtime).
+
+Each TypeScript-based tool must follow a specific structure in order for Loki to properly compile and execute it:
+
+* The tool must be a TypeScript file with a `.ts` file extension.
+* The tool must have an `export function run(...)` that serves as the entry point for the tool.
+  * Non-exported functions are ignored by the compiler and can be used as private helpers.
+* The `run` function must accept flat parameters that define the inputs for the tool.
+  * Always use type annotations to specify the data type of each parameter.
+  * Use `param?: type` or `type | null` to indicate optional parameters.
+  * Use `param: type = value` for parameters with default values.
+* The `run` function must return a `string` (or `Promise<string>` for async functions).
+  * For TypeScript, the return value is automatically written to the `LLM_OUTPUT` environment variable, so there's
+    no need to explicitly write to the environment variable within the function.
+* The function must have a JSDoc comment that describes the tool and its parameters.
+  * Each parameter should be documented using `@param name - description` tags.
+  * These descriptions are passed to the LLM as the tool description, letting the LLM know what the tool does and
+    how to use it.
+* Async functions (`export async function run(...)`) are fully supported and handled transparently.
+
+**Supported Parameter Types:**
+
+| TypeScript Type   | JSON Schema                                      | Notes                       |
+|-------------------|--------------------------------------------------|-----------------------------|
+| `string`          | `{"type": "string"}`                             | Required string             |
+| `number`          | `{"type": "number"}`                             | Required number             |
+| `boolean`         | `{"type": "boolean"}`                            | Required boolean            |
+| `string[]`        | `{"type": "array", "items": {"type": "string"}}` | Array (bracket syntax)      |
+| `Array<string>`   | `{"type": "array", "items": {"type": "string"}}` | Array (generic syntax)      |
+| `"foo" \| "bar"`  | `{"type": "string", "enum": ["foo", "bar"]}`     | String enum (literal union) |
+| `param?: string`  | `{"type": "string"}` (not required)              | Optional via question mark  |
+| `string \| null`  | `{"type": "string"}` (not required)              | Optional via null union     |
+| `param = "value"` | `{"type": "string"}` (not required)              | Optional via default value  |
+
+**Unsupported Patterns (will produce a compile error):**
+
+* Rest parameters (`...args: string[]`)
+* Destructured object parameters (`{ a, b }: { a: string, b: string }`)
+* Arrow functions (`const run = (x: string) => ...`)
+* Function expressions (`const run = function(x: string) { ... }`)
+
+Only `export function` declarations are recognized. Non-exported functions are invisible to the compiler.
+
+Below is the [`demo_ts.ts`](../../assets/functions/tools/demo_ts.ts) tool definition that comes pre-packaged with
+Loki and demonstrates how to create a TypeScript-based tool:
+
+```typescript
+/**
+ * Demonstrates all supported TypeScript parameter types and variations.
+ *
+ * @param string - A required string property
+ * @param string_enum - A required string property constrained to specific values
+ * @param boolean - A required boolean property
+ * @param number - A required number property
+ * @param array_bracket - A required string array using bracket syntax
+ * @param array_generic - A required string array using generic syntax
+ * @param string_optional - An optional string using the question mark syntax
+ * @param string_nullable - An optional string using the union-with-null syntax
+ * @param number_with_default - An optional number with a default value
+ * @param boolean_with_default - An optional boolean with a default value
+ * @param string_with_default - An optional string with a default value
+ * @param array_optional - An optional string array using the question mark syntax
+ */
+export function run(
+  string: string,
+  string_enum: "foo" | "bar",
+  boolean: boolean,
+  number: number,
+  array_bracket: string[],
+  array_generic: Array<string>,
+  string_optional?: string,
+  string_nullable: string | null = null,
+  number_with_default: number = 42,
+  boolean_with_default: boolean = true,
+  string_with_default: string = "hello",
+  array_optional?: string[],
+): string {
+  const parts = [
+    `string: ${string}`,
+    `string_enum: ${string_enum}`,
+    `boolean: ${boolean}`,
+    `number: ${number}`,
+    `array_bracket: ${JSON.stringify(array_bracket)}`,
+    `array_generic: ${JSON.stringify(array_generic)}`,
+    `string_optional: ${string_optional}`,
+    `string_nullable: ${string_nullable}`,
+    `number_with_default: ${number_with_default}`,
+    `boolean_with_default: ${boolean_with_default}`,
+    `string_with_default: ${string_with_default}`,
+    `array_optional: ${JSON.stringify(array_optional)}`,
+  ];
+
+  for (const [key, value] of Object.entries(process.env)) {
+    if (key.startsWith("LLM_")) {
+      parts.push(`${key}: ${value}`);
+    }
+  }
+
+  return parts.join("\n");
+}
+```
+
+## Custom Runtime
+By default, Loki uses the following runtimes to execute tools:
+
+| Language   | Default Runtime | Requirement                    |
+|------------|-----------------|--------------------------------|
+| Python     | `python`        | Python 3 on `$PATH`            |
+| TypeScript | `npx tsx`       | Node.js + tsx (`npm i -g tsx`) |
+| Bash       | `bash`          | Bash on `$PATH`                |
+
+You can override the runtime for Python and TypeScript tools using a **shebang line** (`#!`) at the top of your
+script. Loki reads the first line of each tool file; if it starts with `#!`, the specified interpreter is used instead
+of the default.
+
+**Examples:**
+
+```python
+#!/usr/bin/env python3.11
+# This Python tool will be executed with python3.11 instead of the default `python`
+
+def run(name: str):
+    """Greet someone.
+    Args:
+        name: The name to greet
+    """
+    return f"Hello, {name}!"
+```
+
+```typescript
+#!/usr/bin/env bun
+// This TypeScript tool will be executed with Bun instead of the default `npx tsx`
+
+/**
+ * Greet someone.
+ * @param name - The name to greet
+ */
+export function run(name: string): string {
+  return `Hello, ${name}!`;
+}
+```
+
+This is useful for pinning a specific Python version, using an alternative TypeScript runtime like
+[Bun](https://bun.sh/) or [Deno](https://deno.com/), or working with virtual environments.

docs/function-calling/MCP-SERVERS.md

@@ -55,6 +55,7 @@ Loki ships with a `functions/mcp.json` file that includes some useful MCP server
 * [github](https://github.com/github/github-mcp-server) - Interact with GitHub repositories, issues, pull requests, and more.
 * [docker](https://github.com/ckreiling/mcp-server-docker) - Manage your local Docker containers with natural language
 * [slack](https://github.com/korotovsky/slack-mcp-server) - Interact with Slack
+* [ddg-search](https://github.com/nickclyde/duckduckgo-mcp-server) - Perform web searches with the DuckDuckGo search engine
 
 ## Loki Configuration
 MCP servers, like tools, can be used in a handful of contexts:

docs/function-calling/TOOLS.md

@@ -32,6 +32,7 @@ be enabled/disabled can be found in the [Configuration](#configuration) section
 |-------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------|
 | [`demo_py.py`](../../assets/functions/tools/demo_py.py)                             | Demonstrates how to create a tool using Python and how to use comments.                                                                                                                                                              | 🔴               |
 | [`demo_sh.sh`](../../assets/functions/tools/demo_sh.sh)                             | Demonstrate how to create a tool using Bash and how to use comment tags.                                                                                                                                                             | 🔴               |
+| [`demo_ts.ts`](../../assets/functions/tools/demo_ts.ts)                             | Demonstrates how to create a tool using TypeScript and how to use JSDoc comments.                                                                                                                                                    | 🔴               |
 | [`execute_command.sh`](../../assets/functions/tools/execute_command.sh)             | Execute the shell command.                                                                                                                                                                                                           | 🟢               |
 | [`execute_py_code.py`](../../assets/functions/tools/execute_py_code.py)             | Execute the given Python code.                                                                                                                                                                                                       | 🔴               |
 | [`execute_sql_code.sh`](../../assets/functions/tools/execute_sql_code.sh)           | Execute SQL code.                                                                                                                                                                                                                    | 🔴               |
@@ -49,6 +50,7 @@ be enabled/disabled can be found in the [Configuration](#configuration) section
 | [`get_current_time.sh`](../../assets/functions/tools/get_current_time.sh)           | Get the current time.                                                                                                                                                                                                                | 🟢               |
 | [`get_current_weather.py`](../../assets/functions/tools/get_current_weather.py)     | Get the current weather in a given location (Python implementation)                                                                                                                                                                  | 🔴               |
 | [`get_current_weather.sh`](../../assets/functions/tools/get_current_weather.sh)     | Get the current weather in a given location.                                                                                                                                                                                         | 🟢               |
+| [`get_current_weather.ts`](../../assets/functions/tools/get_current_weather.ts)     | Get the current weather in a given location (TypeScript implementation)                                                                                                                                                              | 🔴               |
 | [`query_jira_issues.sh`](../../assets/functions/tools/query_jira_issues.sh)         | Query for jira issues using a Jira Query Language (JQL) query.                                                                                                                                                                       | 🟢               |
 | [`search_arxiv.sh`](../../assets/functions/tools/search_arxiv.sh)                   | Search arXiv using the given search query and return the top papers.                                                                                                                                                                 | 🔴               |
 | [`search_wikipedia.sh`](../../assets/functions/tools/search_wikipedia.sh)           | Search Wikipedia using the given search query. <br>Use it to get detailed information about a public figure, interpretation of a <br>complex scientific concept or in-depth connectivity of a significant historical <br>event, etc. | 🔴               |

examples/langchain-sisyphus/README.md

@@ -0,0 +1,416 @@
+# Sisyphus in LangChain/LangGraph
+
+A faithful recreation of [Loki's Sisyphus agent](../../assets/agents/sisyphus/) using [LangGraph](https://docs.langchain.com/langgraph/) — LangChain's framework for stateful, multi-agent workflows.
+
+This project exists to help you understand LangChain/LangGraph by mapping every concept to its Loki equivalent.
+
+## Architecture Overview
+
+```
+┌─────────────────────────────────────────────────────────────┐
+│                     SUPERVISOR NODE                          │
+│  Intent classification → Routing decision → Command(goto=)   │
+│                                                              │
+│  Loki equivalent: sisyphus/config.yaml                       │
+│  (agent__spawn → Command, agent__collect → graph edge)       │
+└──────────┬──────────────┬──────────────┬────────────────────┘
+           │              │              │
+           ▼              ▼              ▼
+    ┌────────────┐ ┌────────────┐ ┌────────────┐
+    │  EXPLORE   │ │   ORACLE   │ │   CODER    │
+    │ (research) │ │  (advise)  │ │  (build)   │
+    │            │ │            │ │            │
+    │ read-only  │ │ read-only  │ │ read+write │
+    │ tools      │ │ tools      │ │ tools      │
+    └─────┬──────┘ └─────┬──────┘ └─────┬──────┘
+          │              │              │
+          └──────────────┼──────────────┘
+                         │
+                  back to supervisor
+```
+
+## Concept Map: Loki → LangGraph
+
+This is the key reference.  Every row maps a Loki concept to its LangGraph equivalent.
+
+### Core Architecture
+
+| Loki Concept | LangGraph Equivalent | Where in Code |
+|---|---|---|
+| Agent config (config.yaml) | Node function + system prompt | `agents/explore.py`, etc. |
+| Agent instructions | System prompt string | `EXPLORE_SYSTEM_PROMPT`, etc. |
+| Agent tools (tools.sh) | `@tool`-decorated Python functions | `tools/filesystem.py`, `tools/project.py` |
+| Agent session (chat loop) | Graph state + message list | `state.py` → `SisyphusState.messages` |
+| `agent__spawn --agent X` | `Command(goto="X")` | `agents/supervisor.py` |
+| `agent__collect --id` | Graph edge (implicit — workers return to supervisor) | `graph.py` → `add_edge("explore", "supervisor")` |
+| `agent__check` (non-blocking) | Not needed (graph handles scheduling) | — |
+| `agent__cancel` | Not needed (graph handles lifecycle) | — |
+| `can_spawn_agents: true` | Node has routing logic (supervisor) | `agents/supervisor.py` |
+| `max_concurrent_agents: 4` | `Send()` API for parallel fan-out | See [Parallel Execution](#parallel-execution) |
+| `max_agent_depth: 3` | `recursion_limit` in config | `cli.py` → `recursion_limit: 50` |
+| `summarization_threshold` | Manual truncation in supervisor | `supervisor.py` → `_summarize_outputs()` |
+
+### Tool System
+
+| Loki Concept | LangGraph Equivalent | Notes |
+|---|---|---|
+| `tools.sh` with `@cmd` annotations | `@tool` decorator | Loki compiles bash annotations to JSON schema; LangChain generates schema from the Python function signature + docstring |
+| `@option --pattern!` (required arg) | Function parameter without default | `def search_content(pattern: str)` |
+| `@option --lines` (optional arg) | Parameter with default | `def read_file(path: str, limit: int = 200)` |
+| `@env LLM_OUTPUT=/dev/stdout` | Return value | LangChain tools return strings; Loki tools write to `$LLM_OUTPUT` |
+| `@describe` | Docstring | The tool's docstring becomes the description the LLM sees |
+| Global tools (`fs_read.sh`, etc.) | Shared tool imports | Both agents import from `tools/filesystem.py` |
+| Agent-specific tools | Per-node tool binding | `llm.bind_tools(EXPLORE_TOOLS)` vs `llm.bind_tools(CODER_TOOLS)` |
+| `.shared/utils.sh` | `tools/project.py` | Shared project detection utilities |
+| `detect_project()` heuristic | `detect_project()` in Python | Same logic: check Cargo.toml → go.mod → package.json → etc. |
+| LLM fallback for unknown projects | (omitted) | The agents themselves can reason about unknown project types |
+
+### State & Memory
+
+| Loki Concept | LangGraph Equivalent | Notes |
+|---|---|---|
+| Agent session (conversation history) | `SisyphusState.messages` | `Annotated[list, add_messages]` — the reducer appends instead of replacing |
+| `agent_session: temp` | `MemorySaver` checkpointer | Loki's temp sessions are ephemeral; MemorySaver is in-memory (lost on restart) |
+| Per-agent isolation | Per-node system prompt + tools | In Loki agents have separate sessions; in LangGraph they share messages but have different system prompts |
+| `{{project_dir}}` variable | `SisyphusState.project_dir` | Loki interpolates variables into prompts; LangGraph stores them in state |
+| `{{__tools__}}` injection | `llm.bind_tools()` | Loki injects tool descriptions into the prompt; LangChain attaches them to the API call |
+
+### Orchestration
+
+| Loki Concept | LangGraph Equivalent | Notes |
+|---|---|---|
+| Intent classification table | `RoutingDecision` structured output | Loki does this in free text; LangGraph forces typed JSON |
+| Oracle triggers ("How should I...") | Supervisor prompt + structured output | Same trigger phrases, enforced via system prompt |
+| Coder delegation format | Supervisor builds HumanMessage | The structured prompt (Goal/Reference Files/Conventions/Constraints) |
+| `agent__spawn` (parallel) | `Send()` API | Dynamic fan-out to multiple nodes |
+| Todo system (`todo__init`, etc.) | `SisyphusState.todos` | State field with a merge reducer |
+| `auto_continue: true` | Supervisor loop (iteration counter) | Supervisor re-routes until FINISH or max iterations |
+| `max_auto_continues: 25` | `MAX_ITERATIONS = 15` | Safety valve to prevent infinite loops |
+| `user__ask` / `user__confirm` | `interrupt()` API | Pauses graph, surfaces question to caller, resumes with answer |
+| Escalation (child → parent → user) | `interrupt()` in any node | Any node can pause; the caller handles the interaction |
+
+### Execution Model
+
+| Loki Concept | LangGraph Equivalent | Notes |
+|---|---|---|
+| `loki --agent sisyphus` | `python -m sisyphus_langchain.cli` | CLI entry point |
+| REPL mode | `cli.py` → `repl()` | Interactive loop with thread persistence |
+| One-shot mode | `cli.py` → `run_query()` | Single query, print result, exit |
+| Streaming output | `graph.stream()` | LangGraph supports per-node streaming |
+| `inject_spawn_instructions` | (always on) | System prompts are always included |
+| `inject_todo_instructions` | (always on) | Todo instructions could be added to prompts |
+
+## How the Execution Flow Works
+
+### 1. User sends a message
+
+```python
+graph.invoke({"messages": [HumanMessage("Add a health check endpoint")]})
+```
+
+### 2. Supervisor classifies intent
+
+The supervisor LLM reads the message and produces a `RoutingDecision`:
+```json
+{
+  "intent": "implementation",
+  "next_agent": "explore",
+  "delegation_notes": "Find existing API endpoint patterns, route structure, and health check conventions"
+}
+```
+
+### 3. Supervisor routes via Command
+
+```python
+return Command(goto="explore", update={"intent": "implementation", "iteration_count": 1})
+```
+
+### 4. Explore agent runs
+
+- Receives the full message history (including the user's request)
+- Calls read-only tools (search_content, search_files, read_file)
+- Returns findings in messages
+
+### 5. Control returns to supervisor
+
+The graph edge `explore → supervisor` fires automatically.
+
+### 6. Supervisor reviews and routes again
+
+Now it has explore's findings.  It routes to coder with context:
+```json
+{
+  "intent": "implementation",
+  "next_agent": "coder",
+  "delegation_notes": "Implement health check endpoint following patterns found in src/routes/"
+}
+```
+
+### 7. Coder implements
+
+- Reads explore's findings from the message history
+- Writes files via `write_file` tool
+- Runs `verify_build` to check compilation
+
+### 8. Supervisor verifies and finishes
+
+```json
+{
+  "intent": "implementation",
+  "next_agent": "FINISH",
+  "delegation_notes": "Added /health endpoint in src/routes/health.py. Build passes."
+}
+```
+
+## Key Differences from Loki
+
+### What LangGraph does better
+
+1. **Declarative graph** — The topology is visible and debuggable.  Loki's orchestration is emergent from the LLM's tool calls.
+2. **Typed state** — `SisyphusState` is a TypedDict with reducers.  Loki's state is implicit in the conversation.
+3. **Checkpointing** — Built-in persistence.  Loki manages sessions manually.
+4. **Time-travel debugging** — Inspect any checkpoint.  Loki has no equivalent.
+5. **Structured routing** — `RoutingDecision` forces valid JSON.  Loki relies on the LLM calling the right tool.
+
+### What Loki does better
+
+1. **True parallelism** — `agent__spawn` runs multiple agents concurrently in separate threads.  This LangGraph implementation is sequential (see [Parallel Execution](#parallel-execution) for how to add it).
+2. **Agent isolation** — Each Loki agent has its own session, tools, and config.  LangGraph nodes share state.
+3. **Teammate messaging** — Loki agents can send messages to siblings.  LangGraph nodes communicate only through shared state.
+4. **Dynamic tool compilation** — Loki compiles bash/python/typescript tools at startup.  LangChain tools are statically defined.
+5. **Escalation protocol** — Loki's child-to-parent escalation is sophisticated.  LangGraph's `interrupt()` is simpler but less structured.
+6. **Task queues with dependencies** — Loki's `agent__task_create` supports dependency DAGs.  LangGraph's routing is simpler (hub-and-spoke).
+
+## Running It
+
+### Prerequisites
+
+```bash
+# Python 3.11+
+python --version
+
+# Set your API key
+export OPENAI_API_KEY="sk-..."
+```
+
+### Install
+
+```bash
+cd examples/langchain-sisyphus
+
+# With pip
+pip install -e .
+
+# Or with uv (recommended)
+uv pip install -e .
+```
+
+### Usage
+
+```bash
+# Interactive REPL (like `loki --agent sisyphus`)
+sisyphus
+
+# One-shot query
+sisyphus "Find all TODO comments in the codebase"
+
+# With custom models (cost optimization)
+sisyphus --explore-model gpt-4o-mini --coder-model gpt-4o "Add input validation to the API"
+
+# Programmatic usage
+python -c "
+from sisyphus_langchain import build_graph
+from langchain_core.messages import HumanMessage
+
+graph = build_graph()
+result = graph.invoke({
+    'messages': [HumanMessage('What patterns does this codebase use?')],
+    'intent': 'ambiguous',
+    'next_agent': '',
+    'iteration_count': 0,
+    'todos': [],
+    'agent_outputs': {},
+    'final_output': '',
+    'project_dir': '.',
+}, config={'configurable': {'thread_id': 'demo'}, 'recursion_limit': 50})
+print(result['final_output'])
+"
+```
+
+### Using Anthropic Models
+
+Replace `ChatOpenAI` with `ChatAnthropic` in the agent factories:
+
+```python
+from langchain_anthropic import ChatAnthropic
+
+# In agents/oracle.py:
+llm = ChatAnthropic(model="claude-sonnet-4-20250514", temperature=0.2).bind_tools(ORACLE_TOOLS)
+```
+
+## Deployment
+
+### Option 1: Standalone Script (Simplest)
+
+Just run the CLI directly. No infrastructure needed.
+
+```bash
+sisyphus "Add a health check endpoint"
+```
+
+### Option 2: FastAPI Server
+
+```python
+# server.py
+from fastapi import FastAPI
+from langserve import add_routes
+from sisyphus_langchain import build_graph
+
+app = FastAPI(title="Sisyphus API")
+graph = build_graph()
+add_routes(app, graph, path="/agent")
+
+# Run: uvicorn server:app --host 0.0.0.0 --port 8000
+# Call: POST http://localhost:8000/agent/invoke
+```
+
+### Option 3: LangGraph Platform (Production)
+
+Create a `langgraph.json` at the project root:
+
+```json
+{
+  "graphs": {
+    "sisyphus": "./sisyphus_langchain/graph.py:build_graph"
+  },
+  "dependencies": ["./sisyphus_langchain"],
+  "env": ".env"
+}
+```
+
+Then deploy:
+```bash
+pip install langgraph-cli
+langgraph deploy
+```
+
+This gives you:
+- Durable checkpointing (PostgreSQL)
+- Background runs
+- Streaming API
+- Zero-downtime deployments
+- Built-in observability
+
+### Option 4: Docker
+
+```dockerfile
+FROM python:3.12-slim
+WORKDIR /app
+COPY . .
+RUN pip install -e .
+CMD ["sisyphus"]
+```
+
+```bash
+docker build -t sisyphus .
+docker run -it -e OPENAI_API_KEY=$OPENAI_API_KEY sisyphus
+```
+
+## Parallel Execution
+
+This implementation routes sequentially for simplicity. To add Loki-style parallel agent execution, use LangGraph's `Send()` API:
+
+```python
+from langgraph.types import Send
+
+def supervisor_node(state):
+    # Fan out to multiple explore agents in parallel
+    # (like Loki's agent__spawn called multiple times)
+    return [
+        Send("explore", {
+            **state,
+            "messages": state["messages"] + [
+                HumanMessage("Find existing API endpoint patterns")
+            ],
+        }),
+        Send("explore", {
+            **state,
+            "messages": state["messages"] + [
+                HumanMessage("Find data models and database patterns")
+            ],
+        }),
+    ]
+```
+
+This is equivalent to Loki's pattern of spawning multiple explore agents:
+```
+agent__spawn --agent explore --prompt "Find API patterns"
+agent__spawn --agent explore --prompt "Find database patterns"
+agent__collect --id <id1>
+agent__collect --id <id2>
+```
+
+## Adding Human-in-the-Loop
+
+To replicate Loki's `user__ask` / `user__confirm` tools, use LangGraph's `interrupt()`:
+
+```python
+from langgraph.types import interrupt
+
+def supervisor_node(state):
+    # Pause and ask the user (like Loki's user__ask)
+    answer = interrupt({
+        "question": "How should we structure the authentication?",
+        "options": [
+            "JWT with httpOnly cookies (Recommended)",
+            "Session-based with Redis",
+            "OAuth2 with external provider",
+        ],
+    })
+    # `answer` contains the user's selection when the graph resumes
+```
+
+## Project Structure
+
+```
+examples/langchain-sisyphus/
+├── pyproject.toml                          # Dependencies & build config
+├── README.md                               # This file
+└── sisyphus_langchain/
+    ├── __init__.py                          # Package entry point
+    ├── cli.py                              # CLI (REPL + one-shot mode)
+    ├── graph.py                            # Graph assembly (wires nodes + edges)
+    ├── state.py                            # Shared state schema (TypedDict)
+    ├── agents/
+    │   ├── __init__.py
+    │   ├── supervisor.py                   # Sisyphus orchestrator (intent → routing)
+    │   ├── explore.py                      # Read-only codebase researcher
+    │   ├── oracle.py                       # Architecture/debugging advisor
+    │   └── coder.py                        # Implementation worker
+    └── tools/
+        ├── __init__.py
+        ├── filesystem.py                   # File read/write/search/glob tools
+        └── project.py                      # Project detection, build, test tools
+```
+
+### File-to-Loki Mapping
+
+| This Project | Loki Equivalent |
+|---|---|
+| `state.py` | Session context + todo state (implicit in Loki) |
+| `graph.py` | `src/supervisor/mod.rs` (runtime orchestration) |
+| `cli.py` | `src/main.rs` (CLI entry point) |
+| `agents/supervisor.py` | `assets/agents/sisyphus/config.yaml` |
+| `agents/explore.py` | `assets/agents/explore/config.yaml` + `tools.sh` |
+| `agents/oracle.py` | `assets/agents/oracle/config.yaml` + `tools.sh` |
+| `agents/coder.py` | `assets/agents/coder/config.yaml` + `tools.sh` |
+| `tools/filesystem.py` | `assets/functions/tools/fs_*.sh` |
+| `tools/project.py` | `assets/agents/.shared/utils.sh` + `sisyphus/tools.sh` |
+
+## Further Reading
+
+- [LangGraph Documentation](https://docs.langchain.com/langgraph/)
+- [LangGraph Multi-Agent Tutorial](https://docs.langchain.com/langgraph/how-tos/multi-agent-systems)
+- [Loki Agents Documentation](../../docs/AGENTS.md)
+- [Loki Sisyphus README](../../assets/agents/sisyphus/README.md)
+- [LangGraph Supervisor Library](https://github.com/langchain-ai/langgraph-supervisor-py)

examples/langchain-sisyphus/pyproject.toml

@@ -0,0 +1,29 @@
+[project]
+name = "sisyphus-langchain"
+version = "0.1.0"
+description = "Loki's Sisyphus multi-agent orchestrator recreated in LangChain/LangGraph"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "langgraph>=0.3.0",
+    "langchain>=0.3.0",
+    "langchain-openai>=0.3.0",
+    "langchain-anthropic>=0.3.0",
+    "langchain-core>=0.3.0",
+]
+
+[project.optional-dependencies]
+dev = [
+    "pytest>=8.0",
+    "ruff>=0.8.0",
+]
+server = [
+    "langgraph-api>=0.1.0",
+]
+
+[project.scripts]
+sisyphus = "sisyphus_langchain.cli:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"

examples/langchain-sisyphus/sisyphus_langchain/__init__.py

@@ -0,0 +1,5 @@
+"""Sisyphus multi-agent orchestrator — a LangGraph recreation of Loki's Sisyphus agent."""
+
+from sisyphus_langchain.graph import build_graph
+
+__all__ = ["build_graph"]

examples/langchain-sisyphus/sisyphus_langchain/agents/__init__.py

@@ -0,0 +1 @@
+"""Agent node definitions for the Sisyphus orchestrator."""

examples/langchain-sisyphus/sisyphus_langchain/agents/coder.py

@@ -0,0 +1,145 @@
+"""
+Coder agent node — the implementation worker.
+
+Loki equivalent: assets/agents/coder/config.yaml + tools.sh
+
+In Loki, the coder is the ONLY agent that modifies files.  It:
+    - Receives a structured prompt from sisyphus with code patterns to follow
+    - Writes files via the write_file tool (never pastes code in chat)
+    - Verifies builds after every change
+    - Signals CODER_COMPLETE or CODER_FAILED
+
+In LangGraph, coder is a node with write-capable tools (read_file, write_file,
+search_content, execute_command, verify_build).  The supervisor formats a
+structured delegation prompt (Goal / Reference Files / Code Patterns /
+Conventions / Constraints) and routes to this node.
+
+Key Loki→LangGraph mapping:
+    - Loki's "Coder Delegation Format" → the supervisor builds this as a
+      HumanMessage before routing to the coder node.
+    - Loki's auto_continue (up to 15) → the supervisor can re-route to coder
+      if verification fails, up to iteration_count limits.
+    - Loki's todo system for multi-file changes → the coder updates
+      state["todos"] as it completes each file.
+"""
+
+from __future__ import annotations
+
+from langchain_core.messages import SystemMessage
+from langchain_openai import ChatOpenAI
+
+from sisyphus_langchain.state import SisyphusState
+from sisyphus_langchain.tools.filesystem import (
+    read_file,
+    search_content,
+    search_files,
+    write_file,
+)
+from sisyphus_langchain.tools.project import (
+    execute_command,
+    run_tests,
+    verify_build,
+)
+
+# ---------------------------------------------------------------------------
+# System prompt — faithfully mirrors coder/config.yaml
+# ---------------------------------------------------------------------------
+CODER_SYSTEM_PROMPT = """\
+You are a senior engineer. You write code that works on the first try.
+
+## Your Mission
+
+Given an implementation task:
+1. Check for context provided in the conversation (patterns, conventions, reference files).
+2. Fill gaps only — read files NOT already covered in context.
+3. Write the code using the write_file tool (NEVER output code in chat).
+4. Verify it compiles/builds using verify_build.
+5. Provide a summary of what you implemented.
+
+## Using Provided Context (IMPORTANT)
+
+Your prompt often contains prior findings from the explore agent: file paths,
+code patterns, and conventions.
+
+**If context is provided:**
+1. Use it as your primary reference.  Don't re-read files already summarized.
+2. Follow the code patterns shown — snippets in context ARE the style guide.
+3. Read referenced files ONLY IF you need more detail (full signatures, imports).
+4. If context includes a "Conventions" section, follow it exactly.
+
+**If context is NOT provided or is too vague:**
+Fall back to self-exploration: search for similar files, read 1-2 examples,
+match their style.
+
+## Writing Code
+
+CRITICAL: Write code using the write_file tool. NEVER paste code in chat.
+
+## Pattern Matching
+
+Before writing ANY file:
+1. Find a similar existing file.
+2. Match its style: imports, naming, structure.
+3. Follow the same patterns exactly.
+
+## Verification
+
+After writing files:
+1. Run verify_build to check compilation.
+2. If it fails, fix the error (minimal change).
+3. Don't move on until build passes.
+
+## Rules
+
+1. Write code via tools — never output code to chat.
+2. Follow patterns — read existing files first.
+3. Verify builds — don't finish without checking.
+4. Minimal fixes — if build fails, fix precisely.
+5. No refactoring — only implement what's asked.
+"""
+
+# Full tool set — coder gets write access and command execution
+CODER_TOOLS = [
+    read_file,
+    write_file,
+    search_content,
+    search_files,
+    execute_command,
+    verify_build,
+    run_tests,
+]
+
+
+def create_coder_node(model_name: str = "gpt-4o", temperature: float = 0.1):
+    """
+    Factory that returns a coder node function.
+
+    Coder needs a capable model because it writes production code.  In Loki,
+    coder uses the same model as the parent by default.
+
+    Args:
+        model_name: Model identifier.
+        temperature: LLM temperature (Loki coder uses 0.1 for consistency).
+    """
+    llm = ChatOpenAI(model=model_name, temperature=temperature).bind_tools(CODER_TOOLS)
+
+    def coder_node(state: SisyphusState) -> dict:
+        """
+        LangGraph node: run the coder agent.
+
+        Reads conversation history (including the supervisor's structured
+        delegation prompt), invokes the LLM with write-capable tools,
+        and returns the result.
+        """
+        response = llm.invoke(
+            [SystemMessage(content=CODER_SYSTEM_PROMPT)] + state["messages"]
+        )
+        return {
+            "messages": [response],
+            "agent_outputs": {
+                **state.get("agent_outputs", {}),
+                "coder": response.content,
+            },
+        }
+
+    return coder_node

examples/langchain-sisyphus/sisyphus_langchain/agents/explore.py

@@ -0,0 +1,110 @@
+"""
+Explore agent node — the read-only codebase researcher.
+
+Loki equivalent: assets/agents/explore/config.yaml + tools.sh
+
+In Loki, the explore agent is spawned via `agent__spawn --agent explore --prompt "..."`
+and runs as an isolated subprocess with its own session.  It ends with
+"EXPLORE_COMPLETE" so the parent knows it's finished.
+
+In LangGraph, the explore agent is a *node* in the graph.  The supervisor routes
+to it via `Command(goto="explore")`.  It reads the latest message (the supervisor's
+delegation prompt), calls the LLM with read-only tools, and writes its findings
+back to the shared message list.  The graph edge then returns control to the
+supervisor.
+
+Key differences from Loki:
+    - No isolated session — shares the graph's message list (but has its own
+      system prompt and tool set, just like Loki's per-agent config).
+    - No "EXPLORE_COMPLETE" sentinel — the graph edge handles control flow.
+    - No output summarization — LangGraph's state handles context management.
+"""
+
+from __future__ import annotations
+
+from langchain_core.messages import SystemMessage
+from langchain_openai import ChatOpenAI
+
+from sisyphus_langchain.state import SisyphusState
+from sisyphus_langchain.tools.filesystem import (
+    list_directory,
+    read_file,
+    search_content,
+    search_files,
+)
+
+# ---------------------------------------------------------------------------
+# System prompt — faithfully mirrors explore/config.yaml
+# ---------------------------------------------------------------------------
+EXPLORE_SYSTEM_PROMPT = """\
+You are a codebase explorer. Your job: Search, find, report. Nothing else.
+
+## Your Mission
+
+Given a search task, you:
+1. Search for relevant files and patterns
+2. Read key files to understand structure
+3. Report findings concisely
+
+## Strategy
+
+1. **Find first, read second** — Never read a file without knowing why.
+2. **Use search_content to locate** — find exactly where things are defined.
+3. **Use search_files to discover** — find files by name pattern.
+4. **Read targeted sections** — use offset and limit to read only relevant lines.
+5. **Never read entire large files** — if a file is 500+ lines, read the relevant section only.
+
+## Output Format
+
+Always end your response with a structured findings summary:
+
+FINDINGS:
+- [Key finding 1]
+- [Key finding 2]
+- Relevant files: [list of paths]
+
+## Rules
+
+1. Be fast — don't read every file, read representative ones.
+2. Be focused — answer the specific question asked.
+3. Be concise — report findings, not your process.
+4. Never modify files — you are read-only.
+5. Limit reads — max 5 file reads per exploration.
+"""
+
+# Read-only tools — mirrors explore's tool set (no write_file, no execute_command)
+EXPLORE_TOOLS = [read_file, search_content, search_files, list_directory]
+
+
+def create_explore_node(model_name: str = "gpt-4o-mini", temperature: float = 0.1):
+    """
+    Factory that returns an explore node function bound to a specific model.
+
+    In Loki, the model is set per-agent in config.yaml.  Here we parameterize it
+    so you can use a cheap model for exploration (cost optimization).
+
+    Args:
+        model_name: OpenAI model identifier.
+        temperature: LLM temperature (Loki explore uses 0.1).
+    """
+    llm = ChatOpenAI(model=model_name, temperature=temperature).bind_tools(EXPLORE_TOOLS)
+
+    def explore_node(state: SisyphusState) -> dict:
+        """
+        LangGraph node: run the explore agent.
+
+        Reads the conversation history, applies the explore system prompt,
+        invokes the LLM with read-only tools, and returns the response.
+        """
+        response = llm.invoke(
+            [SystemMessage(content=EXPLORE_SYSTEM_PROMPT)] + state["messages"]
+        )
+        return {
+            "messages": [response],
+            "agent_outputs": {
+                **state.get("agent_outputs", {}),
+                "explore": response.content,
+            },
+        }
+
+    return explore_node

examples/langchain-sisyphus/sisyphus_langchain/agents/oracle.py

@@ -0,0 +1,124 @@
+"""
+Oracle agent node — the high-IQ architecture and debugging advisor.
+
+Loki equivalent: assets/agents/oracle/config.yaml + tools.sh
+
+In Loki, the oracle is a READ-ONLY advisor spawned for:
+    - Architecture decisions and multi-system tradeoffs
+    - Complex debugging (after 2+ failed fix attempts)
+    - Code/design review
+    - Risk assessment
+
+It uses temperature 0.2 (slightly higher than explore/coder for more creative
+reasoning) and ends with "ORACLE_COMPLETE".
+
+In LangGraph, oracle is a node that receives the full message history, reasons
+about the problem, and writes structured advice back.  It has read-only tools
+only — it never modifies files.
+
+Key Loki→LangGraph mapping:
+    - Loki oracle triggers (the "MUST spawn oracle when..." rules in sisyphus)
+      become routing conditions in the supervisor node.
+    - Oracle's structured output format (Analysis/Recommendation/Reasoning/Risks)
+      is enforced via the system prompt, same as in Loki.
+"""
+
+from __future__ import annotations
+
+from langchain_core.messages import SystemMessage
+from langchain_openai import ChatOpenAI
+
+from sisyphus_langchain.state import SisyphusState
+from sisyphus_langchain.tools.filesystem import (
+    list_directory,
+    read_file,
+    search_content,
+    search_files,
+)
+
+# ---------------------------------------------------------------------------
+# System prompt — faithfully mirrors oracle/config.yaml
+# ---------------------------------------------------------------------------
+ORACLE_SYSTEM_PROMPT = """\
+You are Oracle — a senior architect and debugger consulted for complex decisions.
+
+## Your Role
+
+You are READ-ONLY. You analyze, advise, and recommend. You do NOT implement.
+
+## When You're Consulted
+
+1. **Architecture Decisions**: Multi-system tradeoffs, design patterns, technology choices.
+2. **Complex Debugging**: After 2+ failed fix attempts, deep analysis needed.
+3. **Code Review**: Evaluating proposed designs or implementations.
+4. **Risk Assessment**: Security, performance, or reliability concerns.
+
+## Your Process
+
+1. **Understand**: Read relevant code, understand the full context.
+2. **Analyze**: Consider multiple angles and tradeoffs.
+3. **Recommend**: Provide clear, actionable advice.
+4. **Justify**: Explain your reasoning.
+
+## Output Format
+
+Structure your response as:
+
+## Analysis
+[Your understanding of the situation]
+
+## Recommendation
+[Clear, specific advice]
+
+## Reasoning
+[Why this is the right approach]
+
+## Risks/Considerations
+[What to watch out for]
+
+## Rules
+
+1. Never modify files — you advise, others implement.
+2. Be thorough — read all relevant context before advising.
+3. Be specific — general advice isn't helpful.
+4. Consider tradeoffs — there are rarely perfect solutions.
+5. Stay focused — answer the specific question asked.
+"""
+
+# Read-only tools — same set as explore (oracle never writes)
+ORACLE_TOOLS = [read_file, search_content, search_files, list_directory]
+
+
+def create_oracle_node(model_name: str = "gpt-4o", temperature: float = 0.2):
+    """
+    Factory that returns an oracle node function.
+
+    Oracle uses a more expensive model than explore because it needs deeper
+    reasoning.  In Loki, the model is inherited from the global config unless
+    overridden in oracle/config.yaml.
+
+    Args:
+        model_name: Model identifier (use a strong reasoning model).
+        temperature: LLM temperature (Loki oracle uses 0.2).
+    """
+    llm = ChatOpenAI(model=model_name, temperature=temperature).bind_tools(ORACLE_TOOLS)
+
+    def oracle_node(state: SisyphusState) -> dict:
+        """
+        LangGraph node: run the oracle agent.
+
+        Reads conversation history, applies the oracle system prompt,
+        invokes the LLM, and returns structured advice.
+        """
+        response = llm.invoke(
+            [SystemMessage(content=ORACLE_SYSTEM_PROMPT)] + state["messages"]
+        )
+        return {
+            "messages": [response],
+            "agent_outputs": {
+                **state.get("agent_outputs", {}),
+                "oracle": response.content,
+            },
+        }
+
+    return oracle_node

examples/langchain-sisyphus/sisyphus_langchain/agents/supervisor.py

@@ -0,0 +1,227 @@
+"""
+Sisyphus supervisor node — the orchestrator that classifies intent and routes.
+
+Loki equivalent: assets/agents/sisyphus/config.yaml
+
+This is the brain of the system.  In Loki, Sisyphus is the top-level agent that:
+    1. Classifies every incoming request (trivial / exploration / implementation /
+       architecture / ambiguous)
+    2. Routes to the appropriate sub-agent (explore, coder, oracle)
+    3. Manages the todo list for multi-step tasks
+    4. Verifies results and decides when the task is complete
+
+In LangGraph, the supervisor is a node that returns `Command(goto="agent_name")`
+to route control.  This replaces Loki's `agent__spawn` + `agent__collect` pattern
+with a declarative graph edge.
+
+Key Loki→LangGraph mapping:
+    - agent__spawn --agent explore  →  Command(goto="explore")
+    - agent__spawn --agent coder    →  Command(goto="coder")
+    - agent__spawn --agent oracle   →  Command(goto="oracle")
+    - agent__check / agent__collect →  (implicit: graph edges return to supervisor)
+    - todo__init / todo__add        →  state["todos"] updates
+    - user__ask / user__confirm     →  interrupt() for human-in-the-loop
+
+Parallel execution note:
+    Loki can spawn multiple explore agents in parallel.  In LangGraph, you'd use
+    the Send() API for dynamic fan-out.  For simplicity, this implementation uses
+    sequential routing.  See the README for how to add parallel fan-out.
+"""
+
+from __future__ import annotations
+
+from typing import Literal
+
+from langchain_core.messages import SystemMessage
+from langchain_openai import ChatOpenAI
+from langgraph.types import Command
+from pydantic import BaseModel, Field
+
+from sisyphus_langchain.state import SisyphusState
+
+# ---------------------------------------------------------------------------
+# Maximum iterations before forcing completion (safety valve)
+# Mirrors Loki's max_auto_continues: 25
+# ---------------------------------------------------------------------------
+MAX_ITERATIONS = 15
+
+# ---------------------------------------------------------------------------
+# Structured output schema for the supervisor's routing decision.
+#
+# In Loki, the supervisor is an LLM that produces free-text and calls tools
+# like agent__spawn.  In LangGraph, we use structured output to force the
+# LLM into a typed routing decision — more reliable than parsing free text.
+# ---------------------------------------------------------------------------
+class RoutingDecision(BaseModel):
+    """The supervisor's decision about what to do next."""
+
+    intent: Literal["trivial", "exploration", "implementation", "architecture", "ambiguous"] = Field(
+        description="Classified intent of the user's request."
+    )
+    next_agent: Literal["explore", "oracle", "coder", "FINISH"] = Field(
+        description=(
+            "Which agent to route to.  'explore' for research/discovery, "
+            "'oracle' for architecture/design/debugging advice, "
+            "'coder' for implementation, 'FINISH' if the task is complete."
+        )
+    )
+    delegation_notes: str = Field(
+        description=(
+            "Brief instructions for the target agent: what to look for (explore), "
+            "what to analyze (oracle), or what to implement (coder).  "
+            "For FINISH, summarize what was accomplished."
+        )
+    )
+
+
+# ---------------------------------------------------------------------------
+# Supervisor system prompt — faithfully mirrors sisyphus/config.yaml
+# ---------------------------------------------------------------------------
+SUPERVISOR_SYSTEM_PROMPT = """\
+You are Sisyphus — an orchestrator that drives coding tasks to completion.
+
+Your job: Classify → Delegate → Verify → Complete.
+
+## Intent Classification (BEFORE every action)
+
+| Type            | Signal                                              | Action               |
+|-----------------|-----------------------------------------------------|----------------------|
+| trivial         | Single file, known location, typo fix               | Route to FINISH      |
+| exploration     | "Find X", "Where is Y", "List all Z"               | Route to explore     |
+| implementation  | "Add feature", "Fix bug", "Write code"              | Route to coder       |
+| architecture    | See oracle triggers below                           | Route to oracle      |
+| ambiguous       | Unclear scope, multiple interpretations             | Route to FINISH with a clarifying question |
+
+## Oracle Triggers (MUST route to oracle when you see these)
+
+Route to oracle ANY time the user asks about:
+- "How should I..." / "What's the best way to..." — design/approach questions
+- "Why does X keep..." / "What's wrong with..." — complex debugging
+- "Should I use X or Y?" — technology or pattern choices
+- "How should this be structured?" — architecture
+- "Review this" / "What do you think of..." — code/design review
+- Tradeoff questions, multi-component questions, vague/open-ended questions
+
+## Agent Specializations
+
+| Agent   | Use For                                       |
+|---------|-----------------------------------------------|
+| explore | Find patterns, understand code, search        |
+| coder   | Write/edit files, implement features          |
+| oracle  | Architecture decisions, complex debugging     |
+
+## Workflow Patterns
+
+### Implementation task: explore → coder
+1. Route to explore to find existing patterns and conventions.
+2. Review explore findings.
+3. Route to coder with a structured prompt including the explore findings.
+4. Verify the coder's output (check for CODER_COMPLETE or CODER_FAILED).
+
+### Architecture question: explore + oracle
+1. Route to explore to find relevant code.
+2. Route to oracle with the explore findings for analysis.
+
+### Simple question: oracle directly
+For pure design/architecture questions, route to oracle directly.
+
+## Rules
+
+1. Always classify before acting.
+2. You are a coordinator, not an implementer.
+3. Route to oracle for ANY design/architecture question.
+4. When routing to coder, include code patterns from explore findings.
+5. Route to FINISH when the task is fully addressed.
+
+## Current State
+
+Iteration: {iteration_count}/{max_iterations}
+Previous agent outputs: {agent_outputs}
+"""
+
+
+def create_supervisor_node(model_name: str = "gpt-4o", temperature: float = 0.1):
+    """
+    Factory that returns a supervisor node function.
+
+    The supervisor uses a capable model for accurate routing.
+
+    Args:
+        model_name: Model identifier.
+        temperature: LLM temperature (low for consistent routing).
+    """
+    llm = ChatOpenAI(model=model_name, temperature=temperature).with_structured_output(
+        RoutingDecision
+    )
+
+    def supervisor_node(
+        state: SisyphusState,
+    ) -> Command[Literal["explore", "oracle", "coder", "__end__"]]:
+        """
+        LangGraph node: the Sisyphus supervisor.
+
+        Classifies the user's intent, decides which agent to route to,
+        and returns a Command that directs graph execution.
+        """
+        iteration = state.get("iteration_count", 0)
+
+        # Safety valve — prevent infinite loops
+        if iteration >= MAX_ITERATIONS:
+            return Command(
+                goto="__end__",
+                update={
+                    "final_output": "Reached maximum iterations.  Here's what was accomplished:\n"
+                    + "\n".join(
+                        f"- {k}: {v[:200]}" for k, v in state.get("agent_outputs", {}).items()
+                    ),
+                },
+            )
+
+        # Format the system prompt with current state
+        prompt = SUPERVISOR_SYSTEM_PROMPT.format(
+            iteration_count=iteration,
+            max_iterations=MAX_ITERATIONS,
+            agent_outputs=_summarize_outputs(state.get("agent_outputs", {})),
+        )
+
+        # Invoke the LLM to get a structured routing decision
+        decision: RoutingDecision = llm.invoke(
+            [SystemMessage(content=prompt)] + state["messages"]
+        )
+
+        # Route to FINISH
+        if decision.next_agent == "FINISH":
+            return Command(
+                goto="__end__",
+                update={
+                    "intent": decision.intent,
+                    "next_agent": "FINISH",
+                    "final_output": decision.delegation_notes,
+                },
+            )
+
+        # Route to a worker agent
+        return Command(
+            goto=decision.next_agent,
+            update={
+                "intent": decision.intent,
+                "next_agent": decision.next_agent,
+                "iteration_count": iteration + 1,
+            },
+        )
+
+    return supervisor_node
+
+
+def _summarize_outputs(outputs: dict[str, str]) -> str:
+    """Summarize agent outputs for the supervisor's context window."""
+    if not outputs:
+        return "(none yet)"
+    parts = []
+    for agent, output in outputs.items():
+        # Truncate long outputs to keep supervisor context manageable
+        # This mirrors Loki's summarization_threshold behavior
+        if len(output) > 2000:
+            output = output[:2000] + "... (truncated)"
+        parts.append(f"[{agent}]: {output}")
+    return "\n\n".join(parts)

examples/langchain-sisyphus/sisyphus_langchain/cli.py

@@ -0,0 +1,155 @@
+"""
+CLI entry point for the Sisyphus LangChain agent.
+
+This mirrors Loki's `loki --agent sisyphus` entry point.
+
+In Loki:
+    loki --agent sisyphus
+    # Starts a REPL with the sisyphus agent loaded
+
+In this LangChain version:
+    python -m sisyphus_langchain.cli
+    # or: sisyphus (if installed via pip)
+
+Usage:
+    # Interactive REPL mode
+    sisyphus
+
+    # One-shot query
+    sisyphus "Add a health check endpoint to the API"
+
+    # With custom models
+    sisyphus --supervisor-model gpt-4o --explore-model gpt-4o-mini "Find auth patterns"
+
+Environment variables:
+    OPENAI_API_KEY      — Required for OpenAI models
+    ANTHROPIC_API_KEY   — Required if using Anthropic models
+"""
+
+from __future__ import annotations
+
+import argparse
+import sys
+import uuid
+
+from langchain_core.messages import HumanMessage
+
+from sisyphus_langchain.graph import build_graph
+
+
+def run_query(graph, query: str, thread_id: str) -> str:
+    """
+    Run a single query through the Sisyphus graph.
+
+    Args:
+        graph: Compiled LangGraph.
+        query: User's natural language request.
+        thread_id: Session identifier for checkpointing.
+
+    Returns:
+        The final output string.
+    """
+    result = graph.invoke(
+        {
+            "messages": [HumanMessage(content=query)],
+            "intent": "ambiguous",
+            "next_agent": "",
+            "iteration_count": 0,
+            "todos": [],
+            "agent_outputs": {},
+            "final_output": "",
+            "project_dir": ".",
+        },
+        config={
+            "configurable": {"thread_id": thread_id},
+            "recursion_limit": 50,
+        },
+    )
+    return result.get("final_output", "(no output)")
+
+
+def repl(graph, thread_id: str) -> None:
+    """
+    Interactive REPL loop — mirrors Loki's REPL mode.
+
+    Maintains conversation across turns via the thread_id (checkpointer).
+    """
+    print("Sisyphus (LangChain) — type 'quit' to exit")
+    print("=" * 50)
+
+    while True:
+        try:
+            query = input("\n> ").strip()
+        except (EOFError, KeyboardInterrupt):
+            print("\nBye.")
+            break
+
+        if not query:
+            continue
+        if query.lower() in ("quit", "exit", "q"):
+            print("Bye.")
+            break
+
+        try:
+            output = run_query(graph, query, thread_id)
+            print(f"\n{output}")
+        except Exception as e:
+            print(f"\nError: {e}")
+
+
+def main() -> None:
+    """CLI entry point."""
+    parser = argparse.ArgumentParser(
+        description="Sisyphus — multi-agent coding orchestrator (LangChain edition)"
+    )
+    parser.add_argument(
+        "query",
+        nargs="?",
+        help="One-shot query (omit for REPL mode)",
+    )
+    parser.add_argument(
+        "--supervisor-model",
+        default="gpt-4o",
+        help="Model for the supervisor (default: gpt-4o)",
+    )
+    parser.add_argument(
+        "--explore-model",
+        default="gpt-4o-mini",
+        help="Model for the explore agent (default: gpt-4o-mini)",
+    )
+    parser.add_argument(
+        "--oracle-model",
+        default="gpt-4o",
+        help="Model for the oracle agent (default: gpt-4o)",
+    )
+    parser.add_argument(
+        "--coder-model",
+        default="gpt-4o",
+        help="Model for the coder agent (default: gpt-4o)",
+    )
+    parser.add_argument(
+        "--thread-id",
+        default=None,
+        help="Session thread ID for persistence (auto-generated if omitted)",
+    )
+
+    args = parser.parse_args()
+
+    graph = build_graph(
+        supervisor_model=args.supervisor_model,
+        explore_model=args.explore_model,
+        oracle_model=args.oracle_model,
+        coder_model=args.coder_model,
+    )
+
+    thread_id = args.thread_id or f"sisyphus-{uuid.uuid4().hex[:8]}"
+
+    if args.query:
+        output = run_query(graph, args.query, thread_id)
+        print(output)
+    else:
+        repl(graph, thread_id)
+
+
+if __name__ == "__main__":
+    main()

examples/langchain-sisyphus/sisyphus_langchain/graph.py

@@ -0,0 +1,115 @@
+"""
+Graph assembly — wires together the supervisor and worker nodes.
+
+This is the LangGraph equivalent of Loki's runtime agent execution engine
+(src/supervisor/mod.rs + src/config/request_context.rs).
+
+In Loki, the runtime:
+    1. Loads the agent config (config.yaml)
+    2. Compiles tools (tools.sh → binary)
+    3. Starts a chat loop: user → LLM → tool calls → LLM → ...
+    4. For orchestrators with can_spawn_agents: true, the supervisor module
+       manages child agent lifecycle (spawn, check, collect, cancel).
+
+In LangGraph, all of this is declarative:
+    1. Define nodes (supervisor, explore, oracle, coder)
+    2. Define edges (workers always return to supervisor)
+    3. Compile the graph (with optional checkpointer for persistence)
+    4. Invoke with initial state
+
+The graph topology:
+
+    ┌─────────────────────────────────────────────┐
+    │               SUPERVISOR                     │
+    │  (classifies intent, routes to workers)       │
+    └─────┬──────────┬──────────┬─────────────────┘
+          │          │          │
+          ▼          ▼          ▼
+      ┌────────┐ ┌────────┐ ┌────────┐
+      │EXPLORE │ │ ORACLE │ │ CODER  │
+      │(search)│ │(advise)│ │(build) │
+      └───┬────┘ └───┬────┘ └───┬────┘
+          │          │          │
+          └──────────┼──────────┘
+                     │
+              (back to supervisor)
+
+Every worker returns to the supervisor.  The supervisor decides what to do next:
+route to another worker, or end the graph.
+"""
+
+from __future__ import annotations
+
+from langgraph.checkpoint.memory import MemorySaver
+from langgraph.graph import END, START, StateGraph
+
+from sisyphus_langchain.agents.coder import create_coder_node
+from sisyphus_langchain.agents.explore import create_explore_node
+from sisyphus_langchain.agents.oracle import create_oracle_node
+from sisyphus_langchain.agents.supervisor import create_supervisor_node
+from sisyphus_langchain.state import SisyphusState
+
+
+def build_graph(
+    *,
+    supervisor_model: str = "gpt-4o",
+    explore_model: str = "gpt-4o-mini",
+    oracle_model: str = "gpt-4o",
+    coder_model: str = "gpt-4o",
+    use_checkpointer: bool = True,
+):
+    """
+    Build and compile the Sisyphus LangGraph.
+
+    This is the main entry point for creating the agent system.  It wires
+    together all nodes and edges, optionally adds a checkpointer for
+    persistence, and returns a compiled graph ready to invoke.
+
+    Args:
+        supervisor_model: Model for the routing supervisor.
+        explore_model: Model for the explore agent (can be cheaper).
+        oracle_model: Model for the oracle agent (should be strong).
+        coder_model: Model for the coder agent.
+        use_checkpointer: Whether to add MemorySaver for session persistence.
+
+    Returns:
+        A compiled LangGraph ready to .invoke() or .stream().
+
+    Model cost optimization (mirrors Loki's per-agent model config):
+        - supervisor: expensive (accurate routing is critical)
+        - explore: cheap (just searching, not reasoning deeply)
+        - oracle: expensive (deep reasoning, architecture advice)
+        - coder: expensive (writing correct code matters)
+    """
+    # Create the graph builder with our typed state
+    builder = StateGraph(SisyphusState)
+
+    # ── Register nodes ─────────────────────────────────────────────────
+    # Each node is a function that takes state and returns state updates.
+    # This mirrors Loki's agent registration (agents are discovered by
+    # their config.yaml in the agents/ directory).
+    builder.add_node("supervisor", create_supervisor_node(supervisor_model))
+    builder.add_node("explore", create_explore_node(explore_model))
+    builder.add_node("oracle", create_oracle_node(oracle_model))
+    builder.add_node("coder", create_coder_node(coder_model))
+
+    # ── Define edges ───────────────────────────────────────────────────
+    # Entry point: every invocation starts at the supervisor
+    builder.add_edge(START, "supervisor")
+
+    # Workers always return to supervisor (the hub-and-spoke pattern).
+    # In Loki, this is implicit: agent__collect returns output to the parent,
+    # and the parent (sisyphus) decides what to do next.
+    builder.add_edge("explore", "supervisor")
+    builder.add_edge("oracle", "supervisor")
+    builder.add_edge("coder", "supervisor")
+
+    # The supervisor node itself uses Command(goto=...) to route,
+    # so we don't need add_conditional_edges — the Command API
+    # handles dynamic routing internally.
+
+    # ── Compile ────────────────────────────────────────────────────────
+    checkpointer = MemorySaver() if use_checkpointer else None
+    graph = builder.compile(checkpointer=checkpointer)
+
+    return graph

examples/langchain-sisyphus/sisyphus_langchain/state.py

@@ -0,0 +1,100 @@
+"""
+Shared state schema for the Sisyphus orchestrator graph.
+
+In LangGraph, state is the single source of truth that flows through every node.
+This is analogous to Loki's per-agent session context, but unified into one typed
+dictionary that the entire graph shares.
+
+Loki Concept Mapping:
+    - Loki session context          → SisyphusState (TypedDict)
+    - Loki todo__init / todo__add   → SisyphusState.todos list
+    - Loki agent__spawn outputs     → SisyphusState.agent_outputs dict
+    - Loki intent classification    → SisyphusState.intent field
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from typing import Annotated, Literal
+
+from langchain_core.messages import BaseMessage
+from langgraph.graph.message import add_messages
+from typing_extensions import TypedDict
+
+# ---------------------------------------------------------------------------
+# Intent types — mirrors Loki's Sisyphus classification table
+# ---------------------------------------------------------------------------
+IntentType = Literal[
+    "trivial",        # Single file, known location, typo fix → handle yourself
+    "exploration",    # "Find X", "Where is Y" → spawn explore
+    "implementation", # "Add feature", "Fix bug" → spawn coder
+    "architecture",   # Design questions, oracle triggers → spawn oracle
+    "ambiguous",      # Unclear scope → ask user
+]
+
+# ---------------------------------------------------------------------------
+# Todo item — mirrors Loki's built-in todo system
+# ---------------------------------------------------------------------------
+@dataclass
+class TodoItem:
+    """A single task in the orchestrator's todo list."""
+    id: int
+    task: str
+    done: bool = False
+
+
+def _merge_todos(existing: list[TodoItem], new: list[TodoItem]) -> list[TodoItem]:
+    """
+    Reducer for the todos field.
+
+    LangGraph requires a reducer for any state field that can be written by
+    multiple nodes.  This merges by id: if a todo with the same id already
+    exists, the incoming version wins (allows marking done).
+    """
+    by_id = {t.id: t for t in existing}
+    for t in new:
+        by_id[t.id] = t
+    return list(by_id.values())
+
+
+# ---------------------------------------------------------------------------
+# Core graph state
+# ---------------------------------------------------------------------------
+class SisyphusState(TypedDict):
+    """
+    The shared state that flows through every node in the Sisyphus graph.
+
+    Annotated fields use *reducers* — functions that merge concurrent writes.
+    Without reducers, parallel node outputs would overwrite each other.
+    """
+
+    # Conversation history — the `add_messages` reducer appends new messages
+    # instead of replacing the list.  This is critical: every node adds its
+    # response here, and downstream nodes see the full history.
+    #
+    # Loki equivalent: each agent's chat session accumulates messages the same
+    # way, but messages are scoped per-agent.  In LangGraph the shared message
+    # list IS the inter-agent communication channel.
+    messages: Annotated[list[BaseMessage], add_messages]
+
+    # Classified intent for the current request
+    intent: IntentType
+
+    # Which agent the supervisor routed to last
+    next_agent: str
+
+    # Iteration counter — safety valve analogous to Loki's max_auto_continues
+    iteration_count: int
+
+    # Todo list for multi-step tracking (mirrors Loki's todo__* tools)
+    todos: Annotated[list[TodoItem], _merge_todos]
+
+    # Accumulated outputs from sub-agent nodes, keyed by agent name.
+    # The supervisor reads these to decide what to do next.
+    agent_outputs: dict[str, str]
+
+    # Final synthesized answer to return to the user
+    final_output: str
+
+    # The working directory / project path (mirrors Loki's project_dir variable)
+    project_dir: str

examples/langchain-sisyphus/sisyphus_langchain/tools/__init__.py

@@ -0,0 +1 @@
+"""Tool definitions for Sisyphus agents."""

examples/langchain-sisyphus/sisyphus_langchain/tools/filesystem.py

@@ -0,0 +1,175 @@
+"""
+Filesystem tools for Sisyphus agents.
+
+These are the LangChain equivalents of Loki's global tools:
+    - fs_read.sh   → read_file
+    - fs_grep.sh   → search_content
+    - fs_glob.sh   → search_files
+    - fs_ls.sh     → list_directory
+    - fs_write.sh  → write_file
+    - fs_patch.sh  → (omitted — write_file covers full rewrites)
+
+Loki Concept Mapping:
+    Loki tools are bash scripts with @cmd annotations that Loki's compiler
+    turns into function-calling declarations.  In LangChain, we use the @tool
+    decorator which serves the same purpose: it generates the JSON schema
+    that the LLM sees, and wraps the Python function for execution.
+"""
+
+from __future__ import annotations
+
+import fnmatch
+import os
+import re
+import subprocess
+
+from langchain_core.tools import tool
+
+
+@tool
+def read_file(path: str, offset: int = 1, limit: int = 200) -> str:
+    """Read a file's contents with optional line range.
+
+    Args:
+        path: Path to the file (absolute or relative to cwd).
+        offset: 1-based line number to start from.
+        limit: Maximum number of lines to return.
+    """
+    path = os.path.expanduser(path)
+    if not os.path.isfile(path):
+        return f"Error: file not found: {path}"
+
+    try:
+        with open(path, "r", encoding="utf-8", errors="replace") as f:
+            lines = f.readlines()
+    except Exception as e:
+        return f"Error reading {path}: {e}"
+
+    total = len(lines)
+    start = max(0, offset - 1)
+    end = min(total, start + limit)
+    selected = lines[start:end]
+
+    result = f"File: {path}  (lines {start + 1}-{end} of {total})\n\n"
+    for i, line in enumerate(selected, start=start + 1):
+        result += f"{i}: {line}"
+
+    if end < total:
+        result += f"\n... truncated ({total} total lines)"
+
+    return result
+
+
+@tool
+def write_file(path: str, content: str) -> str:
+    """Write complete contents to a file, creating parent directories as needed.
+
+    Args:
+        path: Path for the file.
+        content: Complete file contents to write.
+    """
+    path = os.path.expanduser(path)
+    os.makedirs(os.path.dirname(path) or ".", exist_ok=True)
+    try:
+        with open(path, "w", encoding="utf-8") as f:
+            f.write(content)
+        return f"Wrote: {path}"
+    except Exception as e:
+        return f"Error writing {path}: {e}"
+
+
+@tool
+def search_content(pattern: str, directory: str = ".", file_type: str = "") -> str:
+    """Search for a text/regex pattern in files under a directory.
+
+    Args:
+        pattern: Text or regex pattern to search for.
+        directory: Root directory to search in.
+        file_type: Optional file extension filter (e.g. "py", "rs").
+    """
+    directory = os.path.expanduser(directory)
+    cmd = ["grep", "-rn"]
+    if file_type:
+        cmd += [f"--include=*.{file_type}"]
+    cmd += [pattern, directory]
+
+    try:
+        result = subprocess.run(cmd, capture_output=True, text=True, timeout=30)
+        lines = result.stdout.strip().splitlines()
+    except Exception as e:
+        return f"Error: {e}"
+
+    # Filter noise
+    noise = {"/.git/", "/node_modules/", "/target/", "/dist/", "/__pycache__/"}
+    filtered = [l for l in lines if not any(n in l for n in noise)][:30]
+
+    if not filtered:
+        return "No matches found."
+    return "\n".join(filtered)
+
+
+@tool
+def search_files(pattern: str, directory: str = ".") -> str:
+    """Find files matching a glob pattern.
+
+    Args:
+        pattern: Glob pattern (e.g. '*.py', 'config*', '*test*').
+        directory: Directory to search in.
+    """
+    directory = os.path.expanduser(directory)
+    noise = {".git", "node_modules", "target", "dist", "__pycache__"}
+    matches: list[str] = []
+
+    for root, dirs, files in os.walk(directory):
+        dirs[:] = [d for d in dirs if d not in noise]
+        for name in files:
+            if fnmatch.fnmatch(name, pattern):
+                matches.append(os.path.join(root, name))
+                if len(matches) >= 25:
+                    break
+        if len(matches) >= 25:
+            break
+
+    if not matches:
+        return "No files found."
+    return "\n".join(matches)
+
+
+@tool
+def list_directory(path: str = ".", max_depth: int = 3) -> str:
+    """List directory tree structure.
+
+    Args:
+        path: Directory to list.
+        max_depth: Maximum depth to recurse.
+    """
+    path = os.path.expanduser(path)
+    if not os.path.isdir(path):
+        return f"Error: not a directory: {path}"
+
+    noise = {".git", "node_modules", "target", "dist", "__pycache__", ".venv", "venv"}
+    lines: list[str] = []
+
+    def _walk(dir_path: str, prefix: str, depth: int) -> None:
+        if depth > max_depth:
+            return
+        try:
+            entries = sorted(os.listdir(dir_path))
+        except PermissionError:
+            return
+
+        dirs = [e for e in entries if os.path.isdir(os.path.join(dir_path, e)) and e not in noise]
+        files = [e for e in entries if os.path.isfile(os.path.join(dir_path, e))]
+
+        for f in files[:20]:
+            lines.append(f"{prefix}{f}")
+        if len(files) > 20:
+            lines.append(f"{prefix}... ({len(files) - 20} more files)")
+
+        for d in dirs:
+            lines.append(f"{prefix}{d}/")
+            _walk(os.path.join(dir_path, d), prefix + "  ", depth + 1)
+
+    lines.append(f"{os.path.basename(path) or path}/")
+    _walk(path, "  ", 1)
+    return "\n".join(lines[:200])

examples/langchain-sisyphus/sisyphus_langchain/tools/project.py

@@ -0,0 +1,142 @@
+"""
+Project detection and build/test tools.
+
+These mirror Loki's .shared/utils.sh detect_project() heuristic and the
+sisyphus/coder tools.sh run_build / run_tests / verify_build commands.
+
+Loki Concept Mapping:
+    Loki uses a heuristic cascade: check for Cargo.toml → go.mod → package.json
+    etc., then falls back to an LLM call for unknown projects.  We replicate the
+    heuristic portion here.  The LLM fallback is omitted since the agents
+    themselves can reason about unknown project types.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import subprocess
+
+from langchain_core.tools import tool
+
+# ---------------------------------------------------------------------------
+# Project detection (mirrors _detect_heuristic in utils.sh)
+# ---------------------------------------------------------------------------
+_HEURISTICS: list[tuple[str, dict[str, str]]] = [
+    ("Cargo.toml", {"type": "rust", "build": "cargo build", "test": "cargo test", "check": "cargo check"}),
+    ("go.mod", {"type": "go", "build": "go build ./...", "test": "go test ./...", "check": "go vet ./..."}),
+    ("package.json", {"type": "nodejs", "build": "npm run build", "test": "npm test", "check": "npm run lint"}),
+    ("pyproject.toml", {"type": "python", "build": "", "test": "pytest", "check": "ruff check ."}),
+    ("pom.xml", {"type": "java", "build": "mvn compile", "test": "mvn test", "check": "mvn verify"}),
+    ("Makefile", {"type": "make", "build": "make build", "test": "make test", "check": "make lint"}),
+]
+
+
+def detect_project(directory: str) -> dict[str, str]:
+    """Detect project type and return build/test commands."""
+    for marker, info in _HEURISTICS:
+        if os.path.exists(os.path.join(directory, marker)):
+            return info
+    return {"type": "unknown", "build": "", "test": "", "check": ""}
+
+
+@tool
+def get_project_info(directory: str = ".") -> str:
+    """Detect the project type and show structure overview.
+
+    Args:
+        directory: Project root directory.
+    """
+    directory = os.path.expanduser(directory)
+    info = detect_project(directory)
+    result = f"Project: {os.path.abspath(directory)}\n"
+    result += f"Type: {info['type']}\n"
+    result += f"Build: {info['build'] or '(none)'}\n"
+    result += f"Test: {info['test'] or '(none)'}\n"
+    result += f"Check: {info['check'] or '(none)'}\n"
+    return result
+
+
+def _run_project_command(directory: str, command_key: str) -> str:
+    """Run a detected project command (build/test/check)."""
+    directory = os.path.expanduser(directory)
+    info = detect_project(directory)
+    cmd = info.get(command_key, "")
+
+    if not cmd:
+        return f"No {command_key} command detected for this project."
+
+    try:
+        result = subprocess.run(
+            cmd,
+            shell=True,
+            capture_output=True,
+            text=True,
+            cwd=directory,
+            timeout=300,
+        )
+        output = result.stdout + result.stderr
+        status = "SUCCESS" if result.returncode == 0 else f"FAILED (exit {result.returncode})"
+        return f"Running: {cmd}\n\n{output}\n\n{command_key.upper()}: {status}"
+    except subprocess.TimeoutExpired:
+        return f"{command_key.upper()}: TIMEOUT after 300s"
+    except Exception as e:
+        return f"{command_key.upper()}: ERROR — {e}"
+
+
+@tool
+def run_build(directory: str = ".") -> str:
+    """Run the project's build command.
+
+    Args:
+        directory: Project root directory.
+    """
+    return _run_project_command(directory, "build")
+
+
+@tool
+def run_tests(directory: str = ".") -> str:
+    """Run the project's test suite.
+
+    Args:
+        directory: Project root directory.
+    """
+    return _run_project_command(directory, "test")
+
+
+@tool
+def verify_build(directory: str = ".") -> str:
+    """Run the project's check/lint command to verify correctness.
+
+    Args:
+        directory: Project root directory.
+    """
+    return _run_project_command(directory, "check")
+
+
+@tool
+def execute_command(command: str, directory: str = ".") -> str:
+    """Execute a shell command and return its output.
+
+    Args:
+        command: Shell command to execute.
+        directory: Working directory.
+    """
+    directory = os.path.expanduser(directory)
+    try:
+        result = subprocess.run(
+            command,
+            shell=True,
+            capture_output=True,
+            text=True,
+            cwd=directory,
+            timeout=120,
+        )
+        output = (result.stdout + result.stderr).strip()
+        if result.returncode != 0:
+            return f"Command failed (exit {result.returncode}):\n{output}"
+        return output or "(no output)"
+    except subprocess.TimeoutExpired:
+        return "Command timed out after 120s."
+    except Exception as e:
+        return f"Error: {e}"

models.yaml

@@ -3,6 +3,13 @@
 #  - https://platform.openai.com/docs/api-reference/chat
 - provider: openai
   models:
+    - name: gpt-5.2
+      max_input_tokens: 400000
+      max_output_tokens: 128000
+      input_price: 1.75
+      output_price: 14
+      supports_vision: true
+      supports_function_calling: true
     - name: gpt-5.1
       max_input_tokens: 400000
       max_output_tokens: 128000

src/client/claude.rs

@@ -11,6 +11,7 @@ use serde::Deserialize;
 use serde_json::{Value, json};
 
 const API_BASE: &str = "https://api.anthropic.com/v1";
+const CLAUDE_CODE_PREFIX: &str = "You are Claude Code, Anthropic's official CLI for Claude.";
 
 #[derive(Debug, Clone, Deserialize)]
 pub struct ClaudeConfig {
@@ -84,7 +85,7 @@ async fn prepare_chat_completions(
         let ready = oauth::prepare_oauth_access_token(client, &provider, self_.name()).await?;
         if !ready {
             bail!(
-                "OAuth configured but no tokens found for '{}'. Run: loki --authenticate {}",
+                "OAuth configured but no tokens found for '{}'. Run: 'loki --authenticate {}' or '.authenticate' in the REPL",
                 self_.name(),
                 self_.name()
             );
@@ -94,6 +95,7 @@ async fn prepare_chat_completions(
         for (key, value) in provider.extra_request_headers() {
             request_data.header(key, value);
         }
+        inject_oauth_system_prompt(&mut request_data.body);
     } else if let Ok(api_key) = self_.get_api_key() {
         request_data.header("x-api-key", api_key);
     } else {
@@ -107,6 +109,43 @@ async fn prepare_chat_completions(
     Ok(request_data)
 }
 
+/// Anthropic requires OAuth-authenticated requests to include a Claude Code
+/// system prompt prefix in order to consider a request body as "valid".
+///
+/// This behavior was discovered 2026-03-17.
+///
+/// So this function injects the Claude Code system prompt into the request
+/// body to make it a valid request.
+fn inject_oauth_system_prompt(body: &mut Value) {
+    let prefix_block = json!({
+        "type": "text",
+        "text": CLAUDE_CODE_PREFIX,
+    });
+
+    match body.get("system") {
+        Some(Value::String(existing)) => {
+            let existing_block = json!({
+                "type": "text",
+                "text": existing,
+            });
+            body["system"] = json!([prefix_block, existing_block]);
+        }
+        Some(Value::Array(_)) => {
+            if let Some(arr) = body["system"].as_array_mut() {
+                let already_injected = arr
+                    .iter()
+                    .any(|block| block["text"].as_str() == Some(CLAUDE_CODE_PREFIX));
+                if !already_injected {
+                    arr.insert(0, prefix_block);
+                }
+            }
+        }
+        _ => {
+            body["system"] = json!([prefix_block]);
+        }
+    }
+}
+
 pub async fn claude_chat_completions(
     builder: RequestBuilder,
     _model: &Model,

src/client/claude_oauth.rs

@@ -29,6 +29,10 @@ impl OAuthProvider for ClaudeOAuthProvider {
         "org:create_api_key user:profile user:inference"
     }
 
+    fn extra_authorize_params(&self) -> Vec<(&str, &str)> {
+        vec![("code", "true")]
+    }
+
     fn extra_token_headers(&self) -> Vec<(&str, &str)> {
         vec![("anthropic-beta", BETA_HEADER)]
     }

src/client/gemini.rs

@@ -1,8 +1,11 @@
+use super::access_token::get_access_token;
+use super::gemini_oauth::GeminiOAuthProvider;
+use super::oauth;
 use super::vertexai::*;
 use super::*;
 
-use anyhow::{Context, Result};
+use anyhow::{Context, Result, bail};
-use reqwest::RequestBuilder;
+use reqwest::{Client as ReqwestClient, RequestBuilder};
 use serde::Deserialize;
 use serde_json::{Value, json};
 
@@ -13,6 +16,7 @@ pub struct GeminiConfig {
     pub name: Option<String>,
     pub api_key: Option<String>,
     pub api_base: Option<String>,
+    pub auth: Option<String>,
     #[serde(default)]
     pub models: Vec<ModelData>,
     pub patch: Option<RequestPatch>,
@@ -23,25 +27,64 @@ impl GeminiClient {
     config_get_fn!(api_key, get_api_key);
     config_get_fn!(api_base, get_api_base);
 
-    create_client_config!([("api_key", "API Key", None, true)]);
+    create_oauth_supported_client_config!();
 }
 
-impl_client_trait!(
+#[async_trait::async_trait]
-    GeminiClient,
+impl Client for GeminiClient {
-    (
+    client_common_fns!();
-        prepare_chat_completions,
-        gemini_chat_completions,
-        gemini_chat_completions_streaming
-    ),
-    (prepare_embeddings, embeddings),
-    (noop_prepare_rerank, noop_rerank),
-);
 
-fn prepare_chat_completions(
+    fn supports_oauth(&self) -> bool {
+        self.config.auth.as_deref() == Some("oauth")
+    }
+
+    async fn chat_completions_inner(
+        &self,
+        client: &ReqwestClient,
+        data: ChatCompletionsData,
+    ) -> Result<ChatCompletionsOutput> {
+        let request_data = prepare_chat_completions(self, client, data).await?;
+        let builder = self.request_builder(client, request_data);
+        gemini_chat_completions(builder, self.model()).await
+    }
+
+    async fn chat_completions_streaming_inner(
+        &self,
+        client: &ReqwestClient,
+        handler: &mut SseHandler,
+        data: ChatCompletionsData,
+    ) -> Result<()> {
+        let request_data = prepare_chat_completions(self, client, data).await?;
+        let builder = self.request_builder(client, request_data);
+        gemini_chat_completions_streaming(builder, handler, self.model()).await
+    }
+
+    async fn embeddings_inner(
+        &self,
+        client: &ReqwestClient,
+        data: &EmbeddingsData,
+    ) -> Result<EmbeddingsOutput> {
+        let request_data = prepare_embeddings(self, client, data).await?;
+        let builder = self.request_builder(client, request_data);
+        embeddings(builder, self.model()).await
+    }
+
+    async fn rerank_inner(
+        &self,
+        client: &ReqwestClient,
+        data: &RerankData,
+    ) -> Result<RerankOutput> {
+        let request_data = noop_prepare_rerank(self, data)?;
+        let builder = self.request_builder(client, request_data);
+        noop_rerank(builder, self.model()).await
+    }
+}
+
+async fn prepare_chat_completions(
     self_: &GeminiClient,
+    client: &ReqwestClient,
     data: ChatCompletionsData,
 ) -> Result<RequestData> {
-    let api_key = self_.get_api_key()?;
     let api_base = self_
         .get_api_base()
         .unwrap_or_else(|_| API_BASE.to_string());
@@ -59,26 +102,61 @@ fn prepare_chat_completions(
     );
 
     let body = gemini_build_chat_completions_body(data, &self_.model)?;
-
     let mut request_data = RequestData::new(url, body);
 
-    request_data.header("x-goog-api-key", api_key);
+    let uses_oauth = self_.config.auth.as_deref() == Some("oauth");
+
+    if uses_oauth {
+        let provider = GeminiOAuthProvider;
+        let ready = oauth::prepare_oauth_access_token(client, &provider, self_.name()).await?;
+        if !ready {
+            bail!(
+                "OAuth configured but no tokens found for '{}'. Run: 'loki --authenticate {}' or '.authenticate' in the REPL",
+                self_.name(),
+                self_.name()
+            );
+        }
+        let token = get_access_token(self_.name())?;
+        request_data.bearer_auth(token);
+    } else if let Ok(api_key) = self_.get_api_key() {
+        request_data.header("x-goog-api-key", api_key);
+    } else {
+        bail!(
+            "No authentication configured for '{}'. Set `api_key` or use `auth: oauth` with `loki --authenticate {}`.",
+            self_.name(),
+            self_.name()
+        );
+    }
 
     Ok(request_data)
 }
 
-fn prepare_embeddings(self_: &GeminiClient, data: &EmbeddingsData) -> Result<RequestData> {
+async fn prepare_embeddings(
-    let api_key = self_.get_api_key()?;
+    self_: &GeminiClient,
+    client: &ReqwestClient,
+    data: &EmbeddingsData,
+) -> Result<RequestData> {
     let api_base = self_
         .get_api_base()
         .unwrap_or_else(|_| API_BASE.to_string());
 
-    let url = format!(
+    let uses_oauth = self_.config.auth.as_deref() == Some("oauth");
-        "{}/models/{}:batchEmbedContents?key={}",
+
-        api_base.trim_end_matches('/'),
+    let url = if uses_oauth {
-        self_.model.real_name(),
+        format!(
-        api_key
+            "{}/models/{}:batchEmbedContents",
-    );
+            api_base.trim_end_matches('/'),
+            self_.model.real_name(),
+        )
+    } else {
+        let api_key = self_.get_api_key()?;
+        format!(
+            "{}/models/{}:batchEmbedContents?key={}",
+            api_base.trim_end_matches('/'),
+            self_.model.real_name(),
+            api_key
+        )
+    };
 
     let model_id = format!("models/{}", self_.model.real_name());
 
@@ -89,21 +167,28 @@ fn prepare_embeddings(self_: &GeminiClient, data: &EmbeddingsData) -> Result<Req
             json!({
                 "model": model_id,
                 "content": {
-                    "parts": [
+                    "parts": [{ "text": text }]
-                        {
-                            "text": text
-                        }
-                    ]
                 },
             })
         })
         .collect();
 
-    let body = json!({
+    let body = json!({ "requests": requests });
-        "requests": requests,
+    let mut request_data = RequestData::new(url, body);
-    });
 
-    let request_data = RequestData::new(url, body);
+    if uses_oauth {
+        let provider = GeminiOAuthProvider;
+        let ready = oauth::prepare_oauth_access_token(client, &provider, self_.name()).await?;
+        if !ready {
+            bail!(
+                "OAuth configured but no tokens found for '{}'. Run: 'loki --authenticate {}' or '.authenticate' in the REPL",
+                self_.name(),
+                self_.name()
+            );
+        }
+        let token = get_access_token(self_.name())?;
+        request_data.bearer_auth(token);
+    }
 
     Ok(request_data)
 }

src/client/gemini_oauth.rs

@@ -0,0 +1,49 @@
+use super::oauth::{OAuthProvider, TokenRequestFormat};
+
+pub struct GeminiOAuthProvider;
+
+const GEMINI_CLIENT_ID: &str =
+    "50826443741-upqcebrs4gctqht1f08ku46qlbirkdsj.apps.googleusercontent.com";
+const GEMINI_CLIENT_SECRET: &str = "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";
+
+impl OAuthProvider for GeminiOAuthProvider {
+    fn provider_name(&self) -> &str {
+        "gemini"
+    }
+
+    fn client_id(&self) -> &str {
+        GEMINI_CLIENT_ID
+    }
+
+    fn authorize_url(&self) -> &str {
+        "https://accounts.google.com/o/oauth2/v2/auth"
+    }
+
+    fn token_url(&self) -> &str {
+        "https://oauth2.googleapis.com/token"
+    }
+
+    fn redirect_uri(&self) -> &str {
+        ""
+    }
+
+    fn scopes(&self) -> &str {
+        "https://www.googleapis.com/auth/generative-language.peruserquota https://www.googleapis.com/auth/generative-language.retriever https://www.googleapis.com/auth/userinfo.email"
+    }
+
+    fn client_secret(&self) -> Option<&str> {
+        Some(GEMINI_CLIENT_SECRET)
+    }
+
+    fn extra_authorize_params(&self) -> Vec<(&str, &str)> {
+        vec![("access_type", "offline"), ("prompt", "consent")]
+    }
+
+    fn token_request_format(&self) -> TokenRequestFormat {
+        TokenRequestFormat::FormUrlEncoded
+    }
+
+    fn uses_localhost_redirect(&self) -> bool {
+        true
+    }
+}

src/client/mod.rs

@@ -1,6 +1,7 @@
 mod access_token;
 mod claude_oauth;
 mod common;
+mod gemini_oauth;
 mod message;
 pub mod oauth;
 #[macro_use]

src/client/model.rs

@@ -177,6 +177,10 @@ impl Model {
         self.data.max_output_tokens
     }
 
+    pub fn supports_function_calling(&self) -> bool {
+        self.data.supports_function_calling
+    }
+
     pub fn no_stream(&self) -> bool {
         self.data.no_stream
     }

src/client/oauth.rs

@@ -1,18 +1,27 @@
 use super::ClientConfig;
 use super::access_token::{is_valid_access_token, set_access_token};
 use crate::config::Config;
-use anyhow::{Result, bail};
+use anyhow::{Result, anyhow, bail};
 use base64::Engine;
 use base64::engine::general_purpose::URL_SAFE_NO_PAD;
 use chrono::Utc;
 use inquire::Text;
-use reqwest::Client as ReqwestClient;
+use reqwest::{Client as ReqwestClient, RequestBuilder};
 use serde::{Deserialize, Serialize};
-use serde_json::{Value, json};
+use serde_json::Value;
 use sha2::{Digest, Sha256};
+use std::collections::HashMap;
 use std::fs;
+use std::io::{BufRead, BufReader, Write};
+use std::net::TcpListener;
+use url::Url;
 use uuid::Uuid;
 
+pub enum TokenRequestFormat {
+    Json,
+    FormUrlEncoded,
+}
+
 pub trait OAuthProvider: Send + Sync {
     fn provider_name(&self) -> &str;
     fn client_id(&self) -> &str;
@@ -21,6 +30,22 @@ pub trait OAuthProvider: Send + Sync {
     fn redirect_uri(&self) -> &str;
     fn scopes(&self) -> &str;
 
+    fn client_secret(&self) -> Option<&str> {
+        None
+    }
+
+    fn extra_authorize_params(&self) -> Vec<(&str, &str)> {
+        vec![]
+    }
+
+    fn token_request_format(&self) -> TokenRequestFormat {
+        TokenRequestFormat::Json
+    }
+
+    fn uses_localhost_redirect(&self) -> bool {
+        false
+    }
+
     fn extra_token_headers(&self) -> Vec<(&str, &str)> {
         vec![]
     }
@@ -37,7 +62,7 @@ pub struct OAuthTokens {
     pub expires_at: i64,
 }
 
-pub async fn run_oauth_flow(provider: &impl OAuthProvider, client_name: &str) -> Result<()> {
+pub async fn run_oauth_flow(provider: &dyn OAuthProvider, client_name: &str) -> Result<()> {
     let random_bytes: [u8; 32] = rand::random::<[u8; 32]>();
     let code_verifier = URL_SAFE_NO_PAD.encode(random_bytes);
 
@@ -47,11 +72,21 @@ pub async fn run_oauth_flow(provider: &impl OAuthProvider, client_name: &str) ->
 
     let state = Uuid::new_v4().to_string();
 
-    let encoded_scopes = urlencoding::encode(provider.scopes());
+    let redirect_uri = if provider.uses_localhost_redirect() {
-    let encoded_redirect = urlencoding::encode(provider.redirect_uri());
+        let listener = TcpListener::bind("127.0.0.1:0")?;
+        let port = listener.local_addr()?.port();
+        let uri = format!("http://127.0.0.1:{port}/callback");
+        drop(listener);
+        uri
+    } else {
+        provider.redirect_uri().to_string()
+    };
 
-    let authorize_url = format!(
+    let encoded_scopes = urlencoding::encode(provider.scopes());
-        "{}?code=true&client_id={}&response_type=code&scope={}&redirect_uri={}&code_challenge={}&code_challenge_method=S256&state={}",
+    let encoded_redirect = urlencoding::encode(&redirect_uri);
+
+    let mut authorize_url = format!(
+        "{}?client_id={}&response_type=code&scope={}&redirect_uri={}&code_challenge={}&code_challenge_method=S256&state={}",
         provider.authorize_url(),
         provider.client_id(),
         encoded_scopes,
@@ -60,6 +95,14 @@ pub async fn run_oauth_flow(provider: &impl OAuthProvider, client_name: &str) ->
         state
     );
 
+    for (key, value) in provider.extra_authorize_params() {
+        authorize_url.push_str(&format!(
+            "&{}={}",
+            urlencoding::encode(key),
+            urlencoding::encode(value)
+        ));
+    }
+
     println!(
         "\nOpen this URL to authenticate with {} (client '{}'):\n",
         provider.provider_name(),
@@ -69,14 +112,16 @@ pub async fn run_oauth_flow(provider: &impl OAuthProvider, client_name: &str) ->
 
     let _ = open::that(&authorize_url);
 
-    let input = Text::new("Paste the authorization code:").prompt()?;
+    let (code, returned_state) = if provider.uses_localhost_redirect() {
-
+        listen_for_oauth_callback(&redirect_uri)?
-    let parts: Vec<&str> = input.splitn(2, '#').collect();
+    } else {
-    if parts.len() != 2 {
+        let input = Text::new("Paste the authorization code:").prompt()?;
-        bail!("Invalid authorization code format. Expected format: <code>#<state>");
+        let parts: Vec<&str> = input.splitn(2, '#').collect();
-    }
+        if parts.len() != 2 {
-    let code = parts[0];
+            bail!("Invalid authorization code format. Expected format: <code>#<state>");
-    let returned_state = parts[1];
+        }
+        (parts[0].to_string(), parts[1].to_string())
+    };
 
     if returned_state != state {
         bail!(
@@ -86,32 +131,32 @@ pub async fn run_oauth_flow(provider: &impl OAuthProvider, client_name: &str) ->
     }
 
     let client = ReqwestClient::new();
-    let mut request = client.post(provider.token_url()).json(&json!({
+    let request = build_token_request(
-        "grant_type": "authorization_code",
+        &client,
-        "client_id": provider.client_id(),
+        provider,
-        "code": code,
+        &[
-        "code_verifier": code_verifier,
+            ("grant_type", "authorization_code"),
-        "redirect_uri": provider.redirect_uri(),
+            ("client_id", provider.client_id()),
-        "state": state,
+            ("code", &code),
-    }));
+            ("code_verifier", &code_verifier),
-
+            ("redirect_uri", &redirect_uri),
-    for (key, value) in provider.extra_token_headers() {
+            ("state", &state),
-        request = request.header(key, value);
+        ],
-    }
+    );
 
     let response: Value = request.send().await?.json().await?;
 
     let access_token = response["access_token"]
         .as_str()
-        .ok_or_else(|| anyhow::anyhow!("Missing access_token in response: {response}"))?
+        .ok_or_else(|| anyhow!("Missing access_token in response: {response}"))?
         .to_string();
     let refresh_token = response["refresh_token"]
         .as_str()
-        .ok_or_else(|| anyhow::anyhow!("Missing refresh_token in response: {response}"))?
+        .ok_or_else(|| anyhow!("Missing refresh_token in response: {response}"))?
         .to_string();
     let expires_in = response["expires_in"]
         .as_i64()
-        .ok_or_else(|| anyhow::anyhow!("Missing expires_in in response: {response}"))?;
+        .ok_or_else(|| anyhow!("Missing expires_in in response: {response}"))?;
 
     let expires_at = Utc::now().timestamp() + expires_in;
 
@@ -150,33 +195,33 @@ fn save_oauth_tokens(client_name: &str, tokens: &OAuthTokens) -> Result<()> {
 
 pub async fn refresh_oauth_token(
     client: &ReqwestClient,
-    provider: &dyn OAuthProvider,
+    provider: &impl OAuthProvider,
     client_name: &str,
     tokens: &OAuthTokens,
 ) -> Result<OAuthTokens> {
-    let mut request = client.post(provider.token_url()).json(&json!({
+    let request = build_token_request(
-        "grant_type": "refresh_token",
+        client,
-        "client_id": provider.client_id(),
+        provider,
-        "refresh_token": tokens.refresh_token,
+        &[
-    }));
+            ("grant_type", "refresh_token"),
-
+            ("client_id", provider.client_id()),
-    for (key, value) in provider.extra_token_headers() {
+            ("refresh_token", &tokens.refresh_token),
-        request = request.header(key, value);
+        ],
-    }
+    );
 
     let response: Value = request.send().await?.json().await?;
 
     let access_token = response["access_token"]
         .as_str()
-        .ok_or_else(|| anyhow::anyhow!("Missing access_token in refresh response: {response}"))?
+        .ok_or_else(|| anyhow!("Missing access_token in refresh response: {response}"))?
         .to_string();
     let refresh_token = response["refresh_token"]
         .as_str()
-        .ok_or_else(|| anyhow::anyhow!("Missing refresh_token in refresh response: {response}"))?
+        .map(|s| s.to_string())
-        .to_string();
+        .unwrap_or_else(|| tokens.refresh_token.clone());
     let expires_in = response["expires_in"]
         .as_i64()
-        .ok_or_else(|| anyhow::anyhow!("Missing expires_in in refresh response: {response}"))?;
+        .ok_or_else(|| anyhow!("Missing expires_in in refresh response: {response}"))?;
 
     let expires_at = Utc::now().timestamp() + expires_in;
 
@@ -216,9 +261,110 @@ pub async fn prepare_oauth_access_token(
     Ok(true)
 }
 
-pub fn get_oauth_provider(provider_type: &str) -> Option<impl OAuthProvider> {
+fn build_token_request(
+    client: &ReqwestClient,
+    provider: &(impl OAuthProvider + ?Sized),
+    params: &[(&str, &str)],
+) -> RequestBuilder {
+    let mut request = match provider.token_request_format() {
+        TokenRequestFormat::Json => {
+            let body: serde_json::Map<String, Value> = params
+                .iter()
+                .map(|(k, v)| (k.to_string(), Value::String(v.to_string())))
+                .collect();
+            if let Some(secret) = provider.client_secret() {
+                let mut body = body;
+                body.insert(
+                    "client_secret".to_string(),
+                    Value::String(secret.to_string()),
+                );
+                client.post(provider.token_url()).json(&body)
+            } else {
+                client.post(provider.token_url()).json(&body)
+            }
+        }
+        TokenRequestFormat::FormUrlEncoded => {
+            let mut form: HashMap<String, String> = params
+                .iter()
+                .map(|(k, v)| (k.to_string(), v.to_string()))
+                .collect();
+            if let Some(secret) = provider.client_secret() {
+                form.insert("client_secret".to_string(), secret.to_string());
+            }
+            client.post(provider.token_url()).form(&form)
+        }
+    };
+
+    for (key, value) in provider.extra_token_headers() {
+        request = request.header(key, value);
+    }
+
+    request
+}
+
+fn listen_for_oauth_callback(redirect_uri: &str) -> Result<(String, String)> {
+    let url: Url = redirect_uri.parse()?;
+    let host = url.host_str().unwrap_or("127.0.0.1");
+    let port = url
+        .port()
+        .ok_or_else(|| anyhow!("No port in redirect URI"))?;
+    let path = url.path();
+
+    println!("Waiting for OAuth callback on {redirect_uri} ...\n");
+
+    let listener = TcpListener::bind(format!("{host}:{port}"))?;
+    let (mut stream, _) = listener.accept()?;
+
+    let mut reader = BufReader::new(&stream);
+    let mut request_line = String::new();
+    reader.read_line(&mut request_line)?;
+
+    let request_path = request_line
+        .split_whitespace()
+        .nth(1)
+        .ok_or_else(|| anyhow!("Malformed HTTP request from OAuth callback"))?;
+
+    let full_url = format!("http://{host}:{port}{request_path}");
+    let parsed: Url = full_url.parse()?;
+
+    if !parsed.path().starts_with(path) {
+        bail!("Unexpected callback path: {}", parsed.path());
+    }
+
+    let code = parsed
+        .query_pairs()
+        .find(|(k, _)| k == "code")
+        .map(|(_, v)| v.to_string())
+        .ok_or_else(|| {
+            let error = parsed
+                .query_pairs()
+                .find(|(k, _)| k == "error")
+                .map(|(_, v)| v.to_string())
+                .unwrap_or_else(|| "unknown".to_string());
+            anyhow!("OAuth callback returned error: {error}")
+        })?;
+
+    let returned_state = parsed
+        .query_pairs()
+        .find(|(k, _)| k == "state")
+        .map(|(_, v)| v.to_string())
+        .ok_or_else(|| anyhow!("Missing state parameter in OAuth callback"))?;
+
+    let response_body = "<html><body><h2>Authentication successful!</h2><p>You can close this tab and return to your terminal.</p></body></html>";
+    let response = format!(
+        "HTTP/1.1 200 OK\r\nContent-Type: text/html\r\nContent-Length: {}\r\nConnection: close\r\n\r\n{}",
+        response_body.len(),
+        response_body
+    );
+    stream.write_all(response.as_bytes())?;
+
+    Ok((code, returned_state))
+}
+
+pub fn get_oauth_provider(provider_type: &str) -> Option<Box<dyn OAuthProvider>> {
     match provider_type {
-        "claude" => Some(super::claude_oauth::ClaudeOAuthProvider),
+        "claude" => Some(Box::new(super::claude_oauth::ClaudeOAuthProvider)),
+        "gemini" => Some(Box::new(super::gemini_oauth::GeminiOAuthProvider)),
         _ => None,
     }
 }
@@ -263,7 +409,11 @@ fn client_config_info(client_config: &ClientConfig) -> (&str, &'static str, Opti
             "openai-compatible",
             None,
         ),
-        ClientConfig::GeminiConfig(c) => (c.name.as_deref().unwrap_or("gemini"), "gemini", None),
+        ClientConfig::GeminiConfig(c) => (
+            c.name.as_deref().unwrap_or("gemini"),
+            "gemini",
+            c.auth.as_deref(),
+        ),
         ClientConfig::CohereConfig(c) => (c.name.as_deref().unwrap_or("cohere"), "cohere", None),
         ClientConfig::AzureOpenAIConfig(c) => (
             c.name.as_deref().unwrap_or("azure-openai"),

src/client/stream.rs

@@ -342,7 +342,7 @@ mod tests {
 
     use bytes::Bytes;
     use futures_util::stream;
-    use rand::Rng;
+    use rand::random_range;
     use serde_json::json;
 
     #[test]
@@ -392,10 +392,9 @@ mod tests {
     }
 
     fn split_chunks(text: &str) -> Vec<Vec<u8>> {
-        let mut rng = rand::rng();
         let len = text.len();
-        let cut1 = rng.random_range(1..len - 1);
+        let cut1 = random_range(1..len - 1);
-        let cut2 = rng.random_range(cut1 + 1..len);
+        let cut2 = random_range(cut1 + 1..len);
         let chunk1 = text.as_bytes()[..cut1].to_vec();
         let chunk2 = text.as_bytes()[cut1..cut2].to_vec();
         let chunk3 = text.as_bytes()[cut2..].to_vec();

src/config/agent.rs

@@ -476,6 +476,11 @@ impl Agent {
         self.todo_list.mark_done(id)
     }
 
+    pub fn clear_todo_list(&mut self) {
+        self.todo_list.clear();
+        self.reset_continuation();
+    }
+
     pub fn continuation_prompt(&self) -> String {
         self.config.continuation_prompt.clone().unwrap_or_else(|| {
             formatdoc! {"

src/config/input.rs

@@ -239,12 +239,17 @@ impl Input {
         patch_messages(&mut messages, model);
         model.guard_max_input_tokens(&messages)?;
         let (temperature, top_p) = (self.role().temperature(), self.role().top_p());
-        let functions = self.config.read().select_functions(self.role());
+        let functions = if model.supports_function_calling() {
-        if let Some(vec) = &functions {
+            let fns = self.config.read().select_functions(self.role());
-            for def in vec {
+            if let Some(vec) = &fns {
-                debug!("Function definition: {:?}", def.name);
+                for def in vec {
+                    debug!("Function definition: {:?}", def.name);
+                }
             }
-        }
+            fns
+        } else {
+            None
+        };
         Ok(ChatCompletionsData {
             messages,
             temperature,

src/config/mod.rs

@@ -584,7 +584,7 @@ impl Config {
     }
 
     pub fn agent_functions_file(name: &str) -> Result<PathBuf> {
-        let allowed = ["tools.sh", "tools.py", "tools.js"];
+        let allowed = ["tools.sh", "tools.py", "tools.ts", "tools.js"];
 
         for entry in read_dir(Self::agent_data_dir(name))? {
             let entry = entry?;
@@ -1842,6 +1842,12 @@ impl Config {
             bail!("Already in an agent, please run '.exit agent' first to exit the current agent.");
         }
         let agent = Agent::init(config, agent_name, abort_signal.clone()).await?;
+        if !agent.model().supports_function_calling() {
+            eprintln!(
+                "Warning: The model '{}' does not support function calling. Agent tools (including todo, spawning, and user interaction) will not be available.",
+                agent.model().id()
+            );
+        }
         let session = session_name.map(|v| v.to_string()).or_else(|| {
             if config.read().macro_flag {
                 None

src/config/prompts.rs

@@ -7,10 +7,12 @@ pub(in crate::config) const DEFAULT_TODO_INSTRUCTIONS: &str = indoc! {"
         - `todo__add`: Add individual tasks. Add all planned steps before starting work.
         - `todo__done`: Mark a task done by id. Call this immediately after completing each step.
         - `todo__list`: Show the current todo list.
+        - `todo__clear`: Clear the entire todo list and reset the goal. Use when the user cancels or changes direction.
 
     RULES:
         - Always create a todo list before starting work.
         - Mark each task done as soon as you finish it; do not batch.
+        - If the user cancels the current task or changes direction, call `todo__clear` immediately.
         - If you stop with incomplete tasks, the system will automatically prompt you to continue."
 };
 

src/config/todo.rs

@@ -67,6 +67,11 @@ impl TodoList {
         self.todos.is_empty()
     }
 
+    pub fn clear(&mut self) {
+        self.goal.clear();
+        self.todos.clear();
+    }
+
     pub fn render_for_model(&self) -> String {
         let mut lines = Vec::new();
         if !self.goal.is_empty() {
@@ -149,6 +154,21 @@ mod tests {
         assert!(rendered.contains("○ 2. Map"));
     }
 
+    #[test]
+    fn test_clear() {
+        let mut list = TodoList::new("Some goal");
+        list.add("Task 1");
+        list.add("Task 2");
+        list.mark_done(1);
+        assert!(!list.is_empty());
+
+        list.clear();
+        assert!(list.is_empty());
+        assert!(list.goal.is_empty());
+        assert_eq!(list.todos.len(), 0);
+        assert!(!list.has_incomplete());
+    }
+
     #[test]
     fn test_serialization_roundtrip() {
         let mut list = TodoList::new("Roundtrip");

src/function/mod.rs

@@ -12,7 +12,7 @@ use crate::mcp::{
     MCP_DESCRIBE_META_FUNCTION_NAME_PREFIX, MCP_INVOKE_META_FUNCTION_NAME_PREFIX,
     MCP_SEARCH_META_FUNCTION_NAME_PREFIX,
 };
-use crate::parsers::{bash, python};
+use crate::parsers::{bash, python, typescript};
 use anyhow::{Context, Result, anyhow, bail};
 use indexmap::IndexMap;
 use indoc::formatdoc;
@@ -53,6 +53,7 @@ enum BinaryType<'a> {
 enum Language {
     Bash,
     Python,
+    TypeScript,
     Unsupported,
 }
 
@@ -61,6 +62,7 @@ impl From<&String> for Language {
         match s.to_lowercase().as_str() {
             "sh" => Language::Bash,
             "py" => Language::Python,
+            "ts" => Language::TypeScript,
             _ => Language::Unsupported,
         }
     }
@@ -72,6 +74,7 @@ impl Language {
         match self {
             Language::Bash => "bash",
             Language::Python => "python",
+            Language::TypeScript => "npx tsx",
             Language::Unsupported => "sh",
         }
     }
@@ -80,11 +83,32 @@ impl Language {
         match self {
             Language::Bash => "sh",
             Language::Python => "py",
+            Language::TypeScript => "ts",
             _ => "sh",
         }
     }
 }
 
+fn extract_shebang_runtime(path: &Path) -> Option<String> {
+    let file = File::open(path).ok()?;
+    let reader = io::BufReader::new(file);
+    let first_line = io::BufRead::lines(reader).next()?.ok()?;
+    let shebang = first_line.strip_prefix("#!")?;
+    let cmd = shebang.trim();
+    if cmd.is_empty() {
+        return None;
+    }
+    if let Some(after_env) = cmd.strip_prefix("/usr/bin/env ") {
+        let runtime = after_env.trim();
+        if runtime.is_empty() {
+            return None;
+        }
+        Some(runtime.to_string())
+    } else {
+        Some(cmd.to_string())
+    }
+}
+
 pub async fn eval_tool_calls(
     config: &GlobalConfig,
     mut calls: Vec<ToolCall>,
@@ -473,6 +497,11 @@ impl Functions {
                         file_name,
                         tools_file_path.parent(),
                     ),
+                    Language::TypeScript => typescript::generate_typescript_declarations(
+                        tool_file,
+                        file_name,
+                        tools_file_path.parent(),
+                    ),
                     Language::Unsupported => {
                         bail!("Unsupported tool file extension: {}", language.as_ref())
                     }
@@ -513,7 +542,14 @@ impl Functions {
                 bail!("Unsupported tool file extension: {}", language.as_ref());
             }
 
-            Self::build_binaries(binary_name, language, BinaryType::Tool(agent_name))?;
+            let tool_path = Config::global_tools_dir().join(tool);
+            let custom_runtime = extract_shebang_runtime(&tool_path);
+            Self::build_binaries(
+                binary_name,
+                language,
+                BinaryType::Tool(agent_name),
+                custom_runtime.as_deref(),
+            )?;
         }
 
         Ok(())
@@ -554,8 +590,9 @@ impl Functions {
     }
 
     fn build_agent_tool_binaries(name: &str) -> Result<()> {
+        let tools_file = Config::agent_functions_file(name)?;
         let language = Language::from(
-            &Config::agent_functions_file(name)?
+            &tools_file
                 .extension()
                 .and_then(OsStr::to_str)
                 .map(|s| s.to_lowercase())
@@ -568,7 +605,8 @@ impl Functions {
             bail!("Unsupported tool file extension: {}", language.as_ref());
         }
 
-        Self::build_binaries(name, language, BinaryType::Agent)
+        let custom_runtime = extract_shebang_runtime(&tools_file);
+        Self::build_binaries(name, language, BinaryType::Agent, custom_runtime.as_deref())
     }
 
     #[cfg(windows)]
@@ -576,6 +614,7 @@ impl Functions {
         binary_name: &str,
         language: Language,
         binary_type: BinaryType,
+        custom_runtime: Option<&str>,
     ) -> Result<()> {
         use native::runtime;
         let (binary_file, binary_script_file) = match binary_type {
@@ -613,6 +652,7 @@ impl Functions {
             )
         })?;
         let content_template = unsafe { std::str::from_utf8_unchecked(&embedded_file.data) };
+        let to_script_path = |p: &str| -> String { p.replace('\\', "/") };
         let content = match binary_type {
             BinaryType::Tool(None) => {
                 let root_dir = Config::functions_dir();
@@ -622,8 +662,8 @@ impl Functions {
                 );
                 content_template
                     .replace("{function_name}", binary_name)
-                    .replace("{root_dir}", &root_dir.to_string_lossy())
+                    .replace("{root_dir}", &to_script_path(&root_dir.to_string_lossy()))
-                    .replace("{tool_path}", &tool_path)
+                    .replace("{tool_path}", &to_script_path(&tool_path))
             }
             BinaryType::Tool(Some(agent_name)) => {
                 let root_dir = Config::agent_data_dir(agent_name);
@@ -633,16 +673,19 @@ impl Functions {
                 );
                 content_template
                     .replace("{function_name}", binary_name)
-                    .replace("{root_dir}", &root_dir.to_string_lossy())
+                    .replace("{root_dir}", &to_script_path(&root_dir.to_string_lossy()))
-                    .replace("{tool_path}", &tool_path)
+                    .replace("{tool_path}", &to_script_path(&tool_path))
             }
             BinaryType::Agent => content_template
                 .replace("{agent_name}", binary_name)
-                .replace("{config_dir}", &Config::config_dir().to_string_lossy()),
+                .replace(
+                    "{config_dir}",
+                    &to_script_path(&Config::config_dir().to_string_lossy()),
+                ),
         }
         .replace(
             "{prompt_utils_file}",
-            &Config::bash_prompt_utils_file().to_string_lossy(),
+            &to_script_path(&Config::bash_prompt_utils_file().to_string_lossy()),
         );
         if binary_script_file.exists() {
             fs::remove_file(&binary_script_file)?;
@@ -656,40 +699,48 @@ impl Functions {
             binary_file.display()
         );
 
-        let run = match language {
+        let run = if let Some(rt) = custom_runtime {
-            Language::Bash => {
+            rt.to_string()
-                let shell = runtime::bash_path().ok_or_else(|| anyhow!("Shell not found"))?;
+        } else {
-                format!("{shell} --noprofile --norc")
+            match language {
+                Language::Bash => {
+                    let shell = runtime::bash_path().ok_or_else(|| anyhow!("Shell not found"))?;
+                    format!("{shell} --noprofile --norc")
+                }
+                Language::Python if Path::new(".venv").exists() => {
+                    let executable_path = env::current_dir()?
+                        .join(".venv")
+                        .join("Scripts")
+                        .join("activate.bat");
+                    let canonicalized_path = dunce::canonicalize(&executable_path)?;
+                    format!(
+                        "call \"{}\" && {}",
+                        canonicalized_path.to_string_lossy(),
+                        language.to_cmd()
+                    )
+                }
+                Language::Python => {
+                    let executable_path = which::which("python")
+                        .or_else(|_| which::which("python3"))
+                        .map_err(|_| anyhow!("Python executable not found in PATH"))?;
+                    let canonicalized_path = dunce::canonicalize(&executable_path)?;
+                    canonicalized_path.to_string_lossy().into_owned()
+                }
+                Language::TypeScript => {
+                    let npx_path = which::which("npx").map_err(|_| {
+                        anyhow!("npx executable not found in PATH (required for TypeScript tools)")
+                    })?;
+                    let canonicalized_path = dunce::canonicalize(&npx_path)?;
+                    format!("{} tsx", canonicalized_path.to_string_lossy())
+                }
+                _ => bail!("Unsupported language: {}", language.as_ref()),
             }
-            Language::Python if Path::new(".venv").exists() => {
-                let executable_path = env::current_dir()?
-                    .join(".venv")
-                    .join("Scripts")
-                    .join("activate.bat");
-                let canonicalized_path = fs::canonicalize(&executable_path)?;
-                format!(
-                    "call \"{}\" && {}",
-                    canonicalized_path.to_string_lossy(),
-                    language.to_cmd()
-                )
-            }
-            Language::Python => {
-                let executable_path = which::which("python")
-                    .or_else(|_| which::which("python3"))
-                    .map_err(|_| anyhow!("Python executable not found in PATH"))?;
-                let canonicalized_path = fs::canonicalize(&executable_path)?;
-                canonicalized_path.to_string_lossy().into_owned()
-            }
-            _ => bail!("Unsupported language: {}", language.as_ref()),
         };
         let bin_dir = binary_file
             .parent()
-            .expect("Failed to get parent directory of binary file")
+            .expect("Failed to get parent directory of binary file");
-            .canonicalize()?
+        let canonical_bin_dir = dunce::canonicalize(bin_dir)?.to_string_lossy().into_owned();
-            .to_string_lossy()
+        let wrapper_binary = dunce::canonicalize(&binary_script_file)?
-            .into_owned();
-        let wrapper_binary = binary_script_file
-            .canonicalize()?
             .to_string_lossy()
             .into_owned();
         let content = formatdoc!(
@@ -697,7 +748,7 @@ impl Functions {
 						@echo off
 						setlocal
 
-						set "bin_dir={bin_dir}"
+						set "bin_dir={canonical_bin_dir}"
 
 						{run} "{wrapper_binary}" %*"#,
         );
@@ -713,6 +764,7 @@ impl Functions {
         binary_name: &str,
         language: Language,
         binary_type: BinaryType,
+        custom_runtime: Option<&str>,
     ) -> Result<()> {
         use std::os::unix::prelude::PermissionsExt;
 
@@ -741,7 +793,7 @@ impl Functions {
             )
         })?;
         let content_template = unsafe { std::str::from_utf8_unchecked(&embedded_file.data) };
-        let content = match binary_type {
+        let mut content = match binary_type {
             BinaryType::Tool(None) => {
                 let root_dir = Config::functions_dir();
                 let tool_path = format!(
@@ -772,13 +824,44 @@ impl Functions {
             "{prompt_utils_file}",
             &Config::bash_prompt_utils_file().to_string_lossy(),
         );
-        if binary_file.exists() {
-            fs::remove_file(&binary_file)?;
-        }
-        let mut file = File::create(&binary_file)?;
-        file.write_all(content.as_bytes())?;
 
-        fs::set_permissions(&binary_file, fs::Permissions::from_mode(0o755))?;
+        if let Some(rt) = custom_runtime
+            && let Some(newline_pos) = content.find('\n')
+        {
+            content = format!("#!/usr/bin/env {rt}{}", &content[newline_pos..]);
+        }
+
+        if language == Language::TypeScript {
+            let bin_dir = binary_file
+                .parent()
+                .expect("Failed to get parent directory of binary file");
+            let script_file = bin_dir.join(format!("run-{binary_name}.ts"));
+            if script_file.exists() {
+                fs::remove_file(&script_file)?;
+            }
+            let mut sf = File::create(&script_file)?;
+            sf.write_all(content.as_bytes())?;
+            fs::set_permissions(&script_file, fs::Permissions::from_mode(0o755))?;
+
+            let ts_runtime = custom_runtime.unwrap_or("tsx");
+            let wrapper = format!(
+                "#!/bin/sh\nexec {ts_runtime} \"{}\" \"$@\"\n",
+                script_file.display()
+            );
+            if binary_file.exists() {
+                fs::remove_file(&binary_file)?;
+            }
+            let mut wf = File::create(&binary_file)?;
+            wf.write_all(wrapper.as_bytes())?;
+            fs::set_permissions(&binary_file, fs::Permissions::from_mode(0o755))?;
+        } else {
+            if binary_file.exists() {
+                fs::remove_file(&binary_file)?;
+            }
+            let mut file = File::create(&binary_file)?;
+            file.write_all(content.as_bytes())?;
+            fs::set_permissions(&binary_file, fs::Permissions::from_mode(0o755))?;
+        }
 
         Ok(())
     }
@@ -1117,6 +1200,20 @@ pub fn run_llm_function(
     #[cfg(windows)]
     let cmd_name = polyfill_cmd_name(&cmd_name, &bin_dirs);
 
+    #[cfg(windows)]
+    let cmd_args = {
+        let mut args = cmd_args;
+        if let Some(json_data) = args.pop() {
+            let tool_data_file = temp_file("-tool-data-", ".json");
+            fs::write(&tool_data_file, &json_data)?;
+            envs.insert(
+                "LLM_TOOL_DATA_FILE".into(),
+                tool_data_file.display().to_string(),
+            );
+        }
+        args
+    };
+
     envs.insert("CLICOLOR_FORCE".into(), "1".into());
     envs.insert("FORCE_COLOR".into(), "1".into());
 

src/function/todo.rs

@@ -76,6 +76,16 @@ pub fn todo_function_declarations() -> Vec<FunctionDeclaration> {
             },
             agent: false,
         },
+        FunctionDeclaration {
+            name: format!("{TODO_FUNCTION_PREFIX}clear"),
+            description: "Clear the entire todo list and reset the goal. Use when the current task has been canceled or invalidated.".to_string(),
+            parameters: JsonSchema {
+                type_value: Some("object".to_string()),
+                properties: Some(IndexMap::new()),
+                ..Default::default()
+            },
+            agent: false,
+        },
     ]
 }
 
@@ -156,6 +166,17 @@ pub fn handle_todo_tool(config: &GlobalConfig, cmd_name: &str, args: &Value) ->
                 None => bail!("No active agent"),
             }
         }
+        "clear" => {
+            let mut cfg = config.write();
+            let agent = cfg.agent.as_mut();
+            match agent {
+                Some(agent) => {
+                    agent.clear_todo_list();
+                    Ok(json!({"status": "ok", "message": "Todo list cleared"}))
+                }
+                None => bail!("No active agent"),
+            }
+        }
         _ => bail!("Unknown todo action: {action}"),
     }
 }

src/function/user_interaction.rs

@@ -12,6 +12,7 @@ use tokio::sync::oneshot;
 pub const USER_FUNCTION_PREFIX: &str = "user__";
 
 const DEFAULT_ESCALATION_TIMEOUT_SECS: u64 = 300;
+const CUSTOM_MULTI_CHOICE_ANSWER_OPTION: &str = "Other (custom)";
 
 pub fn user_interaction_function_declarations() -> Vec<FunctionDeclaration> {
     vec![
@@ -151,9 +152,14 @@ fn handle_direct_ask(args: &Value) -> Result<Value> {
         .get("question")
         .and_then(Value::as_str)
         .ok_or_else(|| anyhow!("'question' is required"))?;
-    let options = parse_options(args)?;
+    let mut options = parse_options(args)?;
+    options.push(CUSTOM_MULTI_CHOICE_ANSWER_OPTION.to_string());
 
-    let answer = Select::new(question, options).prompt()?;
+    let mut answer = Select::new(question, options).prompt()?;
+
+    if answer == CUSTOM_MULTI_CHOICE_ANSWER_OPTION {
+        answer = Text::new("Custom response:").prompt()?
+    }
 
     Ok(json!({ "answer": answer }))
 }
@@ -175,7 +181,7 @@ fn handle_direct_input(args: &Value) -> Result<Value> {
         .and_then(Value::as_str)
         .ok_or_else(|| anyhow!("'question' is required"))?;
 
-    let answer = Text::new(question).prompt()?;
+    let answer = Text::new(&format!("{question}\nYour answer: ")).prompt()?;
 
     Ok(json!({ "answer": answer }))
 }

src/main.rs

@@ -23,7 +23,7 @@ use crate::config::{
     TEMP_SESSION_NAME, WorkingMode, ensure_parent_exists, list_agents, load_env_file,
     macro_execute,
 };
-use crate::render::render_error;
+use crate::render::{prompt_theme, render_error};
 use crate::repl::Repl;
 use crate::utils::*;
 
@@ -33,7 +33,7 @@ use anyhow::{Result, anyhow, bail};
 use clap::{CommandFactory, Parser};
 use clap_complete::CompleteEnv;
 use client::ClientConfig;
-use inquire::{Select, Text};
+use inquire::{Select, Text, set_global_render_config};
 use log::LevelFilter;
 use log4rs::append::console::ConsoleAppender;
 use log4rs::append::file::FileAppender;
@@ -86,7 +86,7 @@ async fn main() -> Result<()> {
     if let Some(client_arg) = &cli.authenticate {
         let config = Config::init_bare()?;
         let (client_name, provider) = resolve_oauth_client(client_arg.as_deref(), &config.clients)?;
-        oauth::run_oauth_flow(&provider, &client_name).await?;
+        oauth::run_oauth_flow(&*provider, &client_name).await?;
         return Ok(());
     }
 
@@ -106,6 +106,14 @@ async fn main() -> Result<()> {
         )
         .await?,
     ));
+
+    {
+        let cfg = config.read();
+        if cfg.highlight {
+            set_global_render_config(prompt_theme(cfg.render_options()?)?)
+        }
+    }
+
     if let Err(err) = run(config, cli, text, abort_signal).await {
         render_error(err);
         process::exit(1);
@@ -517,7 +525,7 @@ fn init_console_logger(
 fn resolve_oauth_client(
     explicit: Option<&str>,
     clients: &[ClientConfig],
-) -> Result<(String, impl OAuthProvider)> {
+) -> Result<(String, Box<dyn OAuthProvider>)> {
     if let Some(name) = explicit {
         let provider_type = oauth::resolve_provider_type(name, clients)
             .ok_or_else(|| anyhow!("Client '{name}' not found or doesn't support OAuth"))?;

src/parsers/common.rs

@@ -0,0 +1,236 @@
+use crate::function::{FunctionDeclaration, JsonSchema};
+use anyhow::{Context, Result, anyhow, bail};
+use indexmap::IndexMap;
+use serde_json::Value;
+use tree_sitter::Node;
+
+#[derive(Debug)]
+pub(crate) struct Param {
+    pub name: String,
+    pub ty_hint: String,
+    pub required: bool,
+    pub default: Option<Value>,
+    pub doc_type: Option<String>,
+    pub doc_desc: Option<String>,
+}
+
+pub(crate) trait ScriptedLanguage {
+    fn ts_language(&self) -> tree_sitter::Language;
+
+    fn lang_name(&self) -> &str;
+
+    fn find_functions<'a>(&self, root: Node<'a>, src: &str) -> Vec<(Node<'a>, Node<'a>)>;
+
+    fn function_name<'a>(&self, func_node: Node<'a>, src: &'a str) -> Result<&'a str>;
+
+    fn extract_description(
+        &self,
+        wrapper_node: Node<'_>,
+        func_node: Node<'_>,
+        src: &str,
+    ) -> Option<String>;
+
+    fn extract_params(
+        &self,
+        func_node: Node<'_>,
+        src: &str,
+        description: &str,
+    ) -> Result<Vec<Param>>;
+}
+
+pub(crate) fn build_param(
+    name: &str,
+    mut ty: String,
+    mut required: bool,
+    default: Option<Value>,
+) -> Param {
+    if ty.ends_with('?') {
+        ty.pop();
+        required = false;
+    }
+
+    Param {
+        name: name.to_string(),
+        ty_hint: ty,
+        required,
+        default,
+        doc_type: None,
+        doc_desc: None,
+    }
+}
+
+pub(crate) fn build_parameters_schema(params: &[Param], _description: &str) -> JsonSchema {
+    let mut props: IndexMap<String, JsonSchema> = IndexMap::new();
+    let mut req: Vec<String> = Vec::new();
+
+    for p in params {
+        let name = p.name.replace('-', "_");
+        let mut schema = JsonSchema::default();
+
+        let ty = if !p.ty_hint.is_empty() {
+            p.ty_hint.as_str()
+        } else if let Some(t) = &p.doc_type {
+            t.as_str()
+        } else {
+            "str"
+        };
+
+        if let Some(d) = &p.doc_desc
+            && !d.is_empty()
+        {
+            schema.description = Some(d.clone());
+        }
+
+        apply_type_to_schema(ty, &mut schema);
+
+        if p.default.is_none() && p.required {
+            req.push(name.clone());
+        }
+
+        props.insert(name, schema);
+    }
+
+    JsonSchema {
+        type_value: Some("object".into()),
+        description: None,
+        properties: Some(props),
+        items: None,
+        any_of: None,
+        enum_value: None,
+        default: None,
+        required: if req.is_empty() { None } else { Some(req) },
+    }
+}
+
+pub(crate) fn apply_type_to_schema(ty: &str, s: &mut JsonSchema) {
+    let t = ty.trim_end_matches('?');
+    if let Some(rest) = t.strip_prefix("list[") {
+        s.type_value = Some("array".into());
+        let inner = rest.trim_end_matches(']');
+        let mut item = JsonSchema::default();
+
+        apply_type_to_schema(inner, &mut item);
+
+        if item.type_value.is_none() {
+            item.type_value = Some("string".into());
+        }
+        s.items = Some(Box::new(item));
+
+        return;
+    }
+
+    if let Some(rest) = t.strip_prefix("literal:") {
+        s.type_value = Some("string".into());
+        let vals = rest
+            .split('|')
+            .map(|x| x.trim().trim_matches('"').trim_matches('\'').to_string())
+            .collect::<Vec<_>>();
+        if !vals.is_empty() {
+            s.enum_value = Some(vals);
+        }
+        return;
+    }
+
+    s.type_value = Some(
+        match t {
+            "bool" => "boolean",
+            "int" => "integer",
+            "float" => "number",
+            "str" | "any" | "" => "string",
+            _ => "string",
+        }
+        .into(),
+    );
+}
+
+pub(crate) fn underscore(s: &str) -> String {
+    s.chars()
+        .map(|c| {
+            if c.is_ascii_alphanumeric() {
+                c.to_ascii_lowercase()
+            } else {
+                '_'
+            }
+        })
+        .collect::<String>()
+        .split('_')
+        .filter(|t| !t.is_empty())
+        .collect::<Vec<_>>()
+        .join("_")
+}
+
+pub(crate) fn node_text<'a>(node: Node<'_>, src: &'a str) -> Result<&'a str> {
+    node.utf8_text(src.as_bytes())
+        .map_err(|err| anyhow!("invalid utf-8 in source: {err}"))
+}
+
+pub(crate) fn named_child(node: Node<'_>, index: usize) -> Option<Node<'_>> {
+    let mut cursor = node.walk();
+    node.named_children(&mut cursor).nth(index)
+}
+
+pub(crate) fn generate_declarations<L: ScriptedLanguage>(
+    lang: &L,
+    src: &str,
+    file_name: &str,
+    is_tool: bool,
+) -> Result<Vec<FunctionDeclaration>> {
+    let mut parser = tree_sitter::Parser::new();
+    let language = lang.ts_language();
+    parser.set_language(&language).with_context(|| {
+        format!(
+            "failed to initialize {} tree-sitter parser",
+            lang.lang_name()
+        )
+    })?;
+
+    let tree = parser
+        .parse(src.as_bytes(), None)
+        .ok_or_else(|| anyhow!("failed to parse {}: {file_name}", lang.lang_name()))?;
+
+    if tree.root_node().has_error() {
+        bail!(
+            "failed to parse {}: syntax error in {file_name}",
+            lang.lang_name()
+        );
+    }
+
+    let mut out = Vec::new();
+    for (wrapper, func) in lang.find_functions(tree.root_node(), src) {
+        let func_name = lang.function_name(func, src)?;
+
+        if func_name.starts_with('_') && func_name != "_instructions" {
+            continue;
+        }
+        if is_tool && func_name != "run" {
+            continue;
+        }
+
+        let description = lang
+            .extract_description(wrapper, func, src)
+            .unwrap_or_default();
+        let params = lang
+            .extract_params(func, src, &description)
+            .with_context(|| format!("in function '{func_name}' in {file_name}"))?;
+        let schema = build_parameters_schema(&params, &description);
+
+        let name = if is_tool && func_name == "run" {
+            underscore(file_name)
+        } else {
+            underscore(func_name)
+        };
+
+        let desc_trim = description.trim().to_string();
+        if desc_trim.is_empty() {
+            bail!("Missing or empty description on function: {func_name}");
+        }
+
+        out.push(FunctionDeclaration {
+            name,
+            description: desc_trim,
+            parameters: schema,
+            agent: !is_tool,
+        });
+    }
+    Ok(out)
+}

src/parsers/mod.rs

@@ -1,2 +1,4 @@
 pub(crate) mod bash;
+pub(crate) mod common;
 pub(crate) mod python;
+pub(crate) mod typescript;

src/parsers/typescript.rs

@@ -0,0 +1,789 @@
+use crate::function::FunctionDeclaration;
+use crate::parsers::common::{self, Param, ScriptedLanguage};
+use anyhow::{Context, Result, anyhow, bail};
+use indexmap::IndexMap;
+use serde_json::Value;
+use std::fs::File;
+use std::io::Read;
+use std::path::Path;
+use tree_sitter::Node;
+
+pub(crate) struct TypeScriptLanguage;
+
+impl ScriptedLanguage for TypeScriptLanguage {
+    fn ts_language(&self) -> tree_sitter::Language {
+        tree_sitter_typescript::LANGUAGE_TYPESCRIPT.into()
+    }
+
+    fn lang_name(&self) -> &str {
+        "typescript"
+    }
+
+    fn find_functions<'a>(&self, root: Node<'a>, _src: &str) -> Vec<(Node<'a>, Node<'a>)> {
+        let mut cursor = root.walk();
+        root.named_children(&mut cursor)
+            .filter_map(|stmt| match stmt.kind() {
+                "export_statement" => unwrap_exported_function(stmt).map(|fd| (stmt, fd)),
+                _ => None,
+            })
+            .collect()
+    }
+
+    fn function_name<'a>(&self, func_node: Node<'a>, src: &'a str) -> Result<&'a str> {
+        let name_node = func_node
+            .child_by_field_name("name")
+            .ok_or_else(|| anyhow!("function_declaration missing name"))?;
+        common::node_text(name_node, src)
+    }
+
+    fn extract_description(
+        &self,
+        wrapper_node: Node<'_>,
+        func_node: Node<'_>,
+        src: &str,
+    ) -> Option<String> {
+        let text = jsdoc_text(wrapper_node, func_node, src)?;
+        let lines = clean_jsdoc_lines(text);
+        let mut description = Vec::new();
+        for line in lines {
+            if line.starts_with('@') {
+                break;
+            }
+            description.push(line);
+        }
+
+        let description = description.join("\n").trim().to_string();
+        (!description.is_empty()).then_some(description)
+    }
+
+    fn extract_params(
+        &self,
+        func_node: Node<'_>,
+        src: &str,
+        _description: &str,
+    ) -> Result<Vec<Param>> {
+        let parameters = func_node
+            .child_by_field_name("parameters")
+            .ok_or_else(|| anyhow!("function_declaration missing parameters"))?;
+        let mut out = Vec::new();
+        let mut cursor = parameters.walk();
+
+        for param in parameters.named_children(&mut cursor) {
+            match param.kind() {
+                "required_parameter" | "optional_parameter" => {
+                    let name = parameter_name(param, src)?;
+                    let ty = get_arg_type(param.child_by_field_name("type"), src)?;
+                    let required = param.kind() == "required_parameter"
+                        && param.child_by_field_name("value").is_none();
+                    let default = param.child_by_field_name("value").map(|_| Value::Null);
+                    out.push(common::build_param(name, ty, required, default));
+                }
+                "rest_parameter" => {
+                    let line = param.start_position().row + 1;
+                    bail!("line {line}: rest parameters (...) are not supported in tool functions")
+                }
+                "object_pattern" => {
+                    let line = param.start_position().row + 1;
+                    bail!(
+                        "line {line}: destructured object parameters (e.g. '{{ a, b }}: {{ a: string }}') \
+                         are not supported in tool functions. Use flat parameters instead (e.g. 'a: string, b: string')."
+                    )
+                }
+                other => {
+                    let line = param.start_position().row + 1;
+                    bail!("line {line}: unsupported parameter type: {other}")
+                }
+            }
+        }
+
+        let wrapper = match func_node.parent() {
+            Some(parent) if parent.kind() == "export_statement" => parent,
+            _ => func_node,
+        };
+        if let Some(doc) = jsdoc_text(wrapper, func_node, src) {
+            let meta = parse_jsdoc_params(doc);
+            for p in &mut out {
+                if let Some(desc) = meta.get(&p.name)
+                    && !desc.is_empty()
+                {
+                    p.doc_desc = Some(desc.clone());
+                }
+            }
+        }
+
+        Ok(out)
+    }
+}
+
+pub fn generate_typescript_declarations(
+    mut tool_file: File,
+    file_name: &str,
+    parent: Option<&Path>,
+) -> Result<Vec<FunctionDeclaration>> {
+    let mut src = String::new();
+    tool_file
+        .read_to_string(&mut src)
+        .with_context(|| format!("Failed to load script at '{tool_file:?}'"))?;
+
+    let is_tool = parent
+        .and_then(|p| p.file_name())
+        .is_some_and(|n| n == "tools");
+
+    common::generate_declarations(&TypeScriptLanguage, &src, file_name, is_tool)
+}
+
+fn unwrap_exported_function(node: Node<'_>) -> Option<Node<'_>> {
+    node.child_by_field_name("declaration")
+        .filter(|child| child.kind() == "function_declaration")
+        .or_else(|| {
+            let mut cursor = node.walk();
+            node.named_children(&mut cursor)
+                .find(|child| child.kind() == "function_declaration")
+        })
+}
+
+fn jsdoc_text<'a>(wrapper_node: Node<'_>, func_node: Node<'_>, src: &'a str) -> Option<&'a str> {
+    wrapper_node
+        .prev_named_sibling()
+        .or_else(|| func_node.prev_named_sibling())
+        .filter(|node| node.kind() == "comment")
+        .and_then(|node| common::node_text(node, src).ok())
+        .filter(|text| text.trim_start().starts_with("/**"))
+}
+
+fn clean_jsdoc_lines(doc: &str) -> Vec<String> {
+    let trimmed = doc.trim();
+    let inner = trimmed
+        .strip_prefix("/**")
+        .unwrap_or(trimmed)
+        .strip_suffix("*/")
+        .unwrap_or(trimmed);
+
+    inner
+        .lines()
+        .map(|line| {
+            let line = line.trim();
+            let line = line.strip_prefix('*').unwrap_or(line).trim_start();
+            line.to_string()
+        })
+        .collect()
+}
+
+fn parse_jsdoc_params(doc: &str) -> IndexMap<String, String> {
+    let mut out = IndexMap::new();
+
+    for line in clean_jsdoc_lines(doc) {
+        let Some(rest) = line.strip_prefix("@param") else {
+            continue;
+        };
+
+        let mut rest = rest.trim();
+        if rest.starts_with('{')
+            && let Some(end) = rest.find('}')
+        {
+            rest = rest[end + 1..].trim_start();
+        }
+
+        if rest.is_empty() {
+            continue;
+        }
+
+        let name_end = rest.find(char::is_whitespace).unwrap_or(rest.len());
+        let mut name = rest[..name_end].trim();
+        if let Some(stripped) = name.strip_suffix('?') {
+            name = stripped;
+        }
+
+        if name.is_empty() {
+            continue;
+        }
+
+        let mut desc = rest[name_end..].trim();
+        if let Some(stripped) = desc.strip_prefix('-') {
+            desc = stripped.trim_start();
+        }
+
+        out.insert(name.to_string(), desc.to_string());
+    }
+
+    out
+}
+
+fn parameter_name<'a>(node: Node<'_>, src: &'a str) -> Result<&'a str> {
+    if let Some(name) = node.child_by_field_name("name") {
+        return match name.kind() {
+            "identifier" => common::node_text(name, src),
+            "rest_pattern" => {
+                let line = node.start_position().row + 1;
+                bail!("line {line}: rest parameters (...) are not supported in tool functions")
+            }
+            "object_pattern" | "array_pattern" => {
+                let line = node.start_position().row + 1;
+                bail!(
+                    "line {line}: destructured parameters are not supported in tool functions. \
+                     Use flat parameters instead (e.g. 'a: string, b: string')."
+                )
+            }
+            other => {
+                let line = node.start_position().row + 1;
+                bail!("line {line}: unsupported parameter type: {other}")
+            }
+        };
+    }
+
+    let pattern = node
+        .child_by_field_name("pattern")
+        .ok_or_else(|| anyhow!("parameter missing pattern"))?;
+
+    match pattern.kind() {
+        "identifier" => common::node_text(pattern, src),
+        "rest_pattern" => {
+            let line = node.start_position().row + 1;
+            bail!("line {line}: rest parameters (...) are not supported in tool functions")
+        }
+        "object_pattern" | "array_pattern" => {
+            let line = node.start_position().row + 1;
+            bail!(
+                "line {line}: destructured parameters are not supported in tool functions. \
+                 Use flat parameters instead (e.g. 'a: string, b: string')."
+            )
+        }
+        other => {
+            let line = node.start_position().row + 1;
+            bail!("line {line}: unsupported parameter type: {other}")
+        }
+    }
+}
+
+fn get_arg_type(annotation: Option<Node<'_>>, src: &str) -> Result<String> {
+    let Some(annotation) = annotation else {
+        return Ok(String::new());
+    };
+
+    match annotation.kind() {
+        "type_annotation" | "type" => get_arg_type(common::named_child(annotation, 0), src),
+        "predefined_type" => Ok(match common::node_text(annotation, src)? {
+            "string" => "str",
+            "number" => "float",
+            "boolean" => "bool",
+            "any" | "unknown" | "void" | "undefined" => "any",
+            _ => "any",
+        }
+        .to_string()),
+        "type_identifier" | "nested_type_identifier" => Ok("any".to_string()),
+        "generic_type" => {
+            let name = annotation
+                .child_by_field_name("name")
+                .ok_or_else(|| anyhow!("generic_type missing name"))?;
+            let type_name = common::node_text(name, src)?;
+            let type_args = annotation
+                .child_by_field_name("type_arguments")
+                .ok_or_else(|| anyhow!("generic_type missing type arguments"))?;
+            let inner = common::named_child(type_args, 0)
+                .ok_or_else(|| anyhow!("generic_type missing inner type"))?;
+
+            match type_name {
+                "Array" => Ok(format!("list[{}]", get_arg_type(Some(inner), src)?)),
+                _ => Ok("any".to_string()),
+            }
+        }
+        "array_type" => {
+            let inner = common::named_child(annotation, 0)
+                .ok_or_else(|| anyhow!("array_type missing inner type"))?;
+            Ok(format!("list[{}]", get_arg_type(Some(inner), src)?))
+        }
+        "union_type" => resolve_union_type(annotation, src),
+        "literal_type" => resolve_literal_type(annotation, src),
+        "parenthesized_type" => get_arg_type(common::named_child(annotation, 0), src),
+        _ => Ok("any".to_string()),
+    }
+}
+
+fn resolve_union_type(annotation: Node<'_>, src: &str) -> Result<String> {
+    let members = flatten_union_members(annotation);
+    let has_null = members.iter().any(|member| is_nullish_type(*member, src));
+
+    let mut literal_values = Vec::new();
+    let mut all_string_literals = true;
+    for member in &members {
+        match string_literal_member(*member, src) {
+            Some(value) => literal_values.push(value),
+            None => {
+                all_string_literals = false;
+                break;
+            }
+        }
+    }
+
+    if all_string_literals && !literal_values.is_empty() {
+        return Ok(format!("literal:{}", literal_values.join("|")));
+    }
+
+    let mut first_non_null = None;
+    for member in members {
+        if is_nullish_type(member, src) {
+            continue;
+        }
+        first_non_null = Some(get_arg_type(Some(member), src)?);
+        break;
+    }
+
+    let mut ty = first_non_null.unwrap_or_else(|| "any".to_string());
+    if has_null && !ty.ends_with('?') {
+        ty.push('?');
+    }
+    Ok(ty)
+}
+
+fn flatten_union_members(node: Node<'_>) -> Vec<Node<'_>> {
+    let node = if node.kind() == "type" {
+        match common::named_child(node, 0) {
+            Some(inner) => inner,
+            None => return vec![],
+        }
+    } else {
+        node
+    };
+
+    if node.kind() != "union_type" {
+        return vec![node];
+    }
+
+    let mut cursor = node.walk();
+    let mut out = Vec::new();
+    for child in node.named_children(&mut cursor) {
+        out.extend(flatten_union_members(child));
+    }
+    out
+}
+
+fn resolve_literal_type(annotation: Node<'_>, src: &str) -> Result<String> {
+    let inner = common::named_child(annotation, 0)
+        .ok_or_else(|| anyhow!("literal_type missing inner literal"))?;
+
+    match inner.kind() {
+        "string" | "number" | "true" | "false" | "unary_expression" => {
+            Ok(format!("literal:{}", common::node_text(inner, src)?.trim()))
+        }
+        "null" | "undefined" => Ok("any".to_string()),
+        _ => Ok("any".to_string()),
+    }
+}
+
+fn string_literal_member(node: Node<'_>, src: &str) -> Option<String> {
+    let node = if node.kind() == "type" {
+        common::named_child(node, 0)?
+    } else {
+        node
+    };
+
+    if node.kind() != "literal_type" {
+        return None;
+    }
+
+    let inner = common::named_child(node, 0)?;
+    if inner.kind() != "string" {
+        return None;
+    }
+
+    Some(common::node_text(inner, src).ok()?.to_string())
+}
+
+fn is_nullish_type(node: Node<'_>, src: &str) -> bool {
+    let node = if node.kind() == "type" {
+        match common::named_child(node, 0) {
+            Some(inner) => inner,
+            None => return false,
+        }
+    } else {
+        node
+    };
+
+    match node.kind() {
+        "literal_type" => common::named_child(node, 0)
+            .is_some_and(|inner| matches!(inner.kind(), "null" | "undefined")),
+        "predefined_type" => common::node_text(node, src)
+            .map(|text| matches!(text, "undefined" | "void"))
+            .unwrap_or(false),
+        _ => false,
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::function::JsonSchema;
+    use std::fs;
+    use std::time::{SystemTime, UNIX_EPOCH};
+
+    fn parse_ts_source(
+        source: &str,
+        file_name: &str,
+        parent: &Path,
+    ) -> Result<Vec<FunctionDeclaration>> {
+        let unique = SystemTime::now()
+            .duration_since(UNIX_EPOCH)
+            .expect("time")
+            .as_nanos();
+        let path = std::env::temp_dir().join(format!("loki_ts_parser_{file_name}_{unique}.ts"));
+        fs::write(&path, source).expect("write");
+        let file = File::open(&path).expect("open");
+        let result = generate_typescript_declarations(file, file_name, Some(parent));
+        let _ = fs::remove_file(&path);
+        result
+    }
+
+    fn properties(schema: &JsonSchema) -> &IndexMap<String, JsonSchema> {
+        schema
+            .properties
+            .as_ref()
+            .expect("missing schema properties")
+    }
+
+    fn property<'a>(schema: &'a JsonSchema, name: &str) -> &'a JsonSchema {
+        properties(schema)
+            .get(name)
+            .unwrap_or_else(|| panic!("missing property: {name}"))
+    }
+
+    #[test]
+    fn test_ts_tool_demo() {
+        let source = r#"
+/**
+ * Demonstrates how to create a tool using TypeScript.
+ *
+ * @param query - The search query string
+ * @param format - Output format
+ * @param count - Maximum results to return
+ * @param verbose - Enable verbose output
+ * @param tags - List of tags to filter by
+ * @param language - Optional language filter
+ * @param extra_tags - Optional extra tags
+ */
+export function run(
+  query: string,
+  format: "json" | "csv" | "xml",
+  count: number,
+  verbose: boolean,
+  tags: string[],
+  language?: string,
+  extra_tags?: Array<string>,
+): string {
+  return "result";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "demo_ts", Path::new("tools")).unwrap();
+        assert_eq!(declarations.len(), 1);
+
+        let decl = &declarations[0];
+        assert_eq!(decl.name, "demo_ts");
+        assert!(!decl.agent);
+
+        let params = &decl.parameters;
+        assert_eq!(params.type_value.as_deref(), Some("object"));
+        assert_eq!(
+            params.required.as_ref().unwrap(),
+            &vec![
+                "query".to_string(),
+                "format".to_string(),
+                "count".to_string(),
+                "verbose".to_string(),
+                "tags".to_string(),
+            ]
+        );
+
+        assert_eq!(
+            property(params, "query").type_value.as_deref(),
+            Some("string")
+        );
+
+        let format = property(params, "format");
+        assert_eq!(format.type_value.as_deref(), Some("string"));
+        assert_eq!(
+            format.enum_value.as_ref().unwrap(),
+            &vec!["json".to_string(), "csv".to_string(), "xml".to_string()]
+        );
+
+        assert_eq!(
+            property(params, "count").type_value.as_deref(),
+            Some("number")
+        );
+        assert_eq!(
+            property(params, "verbose").type_value.as_deref(),
+            Some("boolean")
+        );
+
+        let tags = property(params, "tags");
+        assert_eq!(tags.type_value.as_deref(), Some("array"));
+        assert_eq!(
+            tags.items.as_ref().unwrap().type_value.as_deref(),
+            Some("string")
+        );
+
+        let language = property(params, "language");
+        assert_eq!(language.type_value.as_deref(), Some("string"));
+        assert!(
+            !params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"language".to_string())
+        );
+
+        let extra_tags = property(params, "extra_tags");
+        assert_eq!(extra_tags.type_value.as_deref(), Some("array"));
+        assert_eq!(
+            extra_tags.items.as_ref().unwrap().type_value.as_deref(),
+            Some("string")
+        );
+        assert!(
+            !params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"extra_tags".to_string())
+        );
+    }
+
+    #[test]
+    fn test_ts_tool_simple() {
+        let source = r#"
+/**
+ * Execute the given code.
+ *
+ * @param code - The code to execute
+ */
+export function run(code: string): string {
+  return eval(code);
+}
+"#;
+
+        let declarations = parse_ts_source(source, "execute_code", Path::new("tools")).unwrap();
+        assert_eq!(declarations.len(), 1);
+
+        let decl = &declarations[0];
+        assert_eq!(decl.name, "execute_code");
+        assert!(!decl.agent);
+
+        let params = &decl.parameters;
+        assert_eq!(params.required.as_ref().unwrap(), &vec!["code".to_string()]);
+        assert_eq!(
+            property(params, "code").type_value.as_deref(),
+            Some("string")
+        );
+    }
+
+    #[test]
+    fn test_ts_agent_tools() {
+        let source = r#"
+/** Get user info by ID */
+export function get_user(id: string): string {
+  return "";
+}
+
+/** List all users */
+export function list_users(): string {
+  return "";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "tools", Path::new("demo")).unwrap();
+        assert_eq!(declarations.len(), 2);
+        assert_eq!(declarations[0].name, "get_user");
+        assert_eq!(declarations[1].name, "list_users");
+        assert!(declarations[0].agent);
+        assert!(declarations[1].agent);
+    }
+
+    #[test]
+    fn test_ts_reject_rest_params() {
+        let source = r#"
+/**
+ * Has rest params
+ */
+export function run(...args: string[]): string {
+  return "";
+}
+"#;
+
+        let err = parse_ts_source(source, "rest_params", Path::new("tools")).unwrap_err();
+        let msg = format!("{err:#}");
+        assert!(msg.contains("rest parameters"));
+        assert!(msg.contains("in function 'run'"));
+    }
+
+    #[test]
+    fn test_ts_missing_jsdoc() {
+        let source = r#"
+export function run(x: string): string {
+  return x;
+}
+"#;
+
+        let err = parse_ts_source(source, "missing_jsdoc", Path::new("tools")).unwrap_err();
+        assert!(
+            err.to_string()
+                .contains("Missing or empty description on function: run")
+        );
+    }
+
+    #[test]
+    fn test_ts_syntax_error() {
+        let source = "export function run(: broken";
+        let err = parse_ts_source(source, "syntax_error", Path::new("tools")).unwrap_err();
+        assert!(err.to_string().contains("failed to parse typescript"));
+    }
+
+    #[test]
+    fn test_ts_underscore_skipped() {
+        let source = r#"
+/** Private helper */
+function _helper(): void {}
+
+/** Public function */
+export function do_stuff(): string {
+  return "";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "tools", Path::new("demo")).unwrap();
+        assert_eq!(declarations.len(), 1);
+        assert_eq!(declarations[0].name, "do_stuff");
+        assert!(declarations[0].agent);
+    }
+
+    #[test]
+    fn test_ts_non_exported_helpers_skipped() {
+        let source = r#"
+#!/usr/bin/env tsx
+
+import { appendFileSync } from 'fs';
+
+/**
+ * Get the current weather in a given location
+ * @param location - The city
+ */
+export function get_current_weather(location: string): string {
+  return fetchSync("https://example.com/" + location);
+}
+
+function fetchSync(url: string): string {
+  return "sunny";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "tools", Path::new("demo")).unwrap();
+        assert_eq!(declarations.len(), 1);
+        assert_eq!(declarations[0].name, "get_current_weather");
+    }
+
+    #[test]
+    fn test_ts_instructions_not_skipped() {
+        let source = r#"
+/** Help text for the agent */
+export function _instructions(): string {
+  return "";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "tools", Path::new("demo")).unwrap();
+        assert_eq!(declarations.len(), 1);
+        assert_eq!(declarations[0].name, "instructions");
+        assert!(declarations[0].agent);
+    }
+
+    #[test]
+    fn test_ts_optional_with_null_union() {
+        let source = r#"
+/**
+ * Fetch data with optional filter
+ *
+ * @param url - The URL to fetch
+ * @param filter - Optional filter string
+ */
+export function run(url: string, filter: string | null): string {
+  return "";
+}
+"#;
+
+        let declarations = parse_ts_source(source, "fetch_data", Path::new("tools")).unwrap();
+        let params = &declarations[0].parameters;
+        assert!(
+            params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"url".to_string())
+        );
+        assert!(
+            !params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"filter".to_string())
+        );
+        assert_eq!(
+            property(params, "filter").type_value.as_deref(),
+            Some("string")
+        );
+    }
+
+    #[test]
+    fn test_ts_optional_with_default() {
+        let source = r#"
+/**
+ * Search with limit
+ *
+ * @param query - Search query
+ * @param limit - Max results
+ */
+export function run(query: string, limit: number = 10): string {
+  return "";
+}
+"#;
+
+        let declarations =
+            parse_ts_source(source, "search_with_limit", Path::new("tools")).unwrap();
+        let params = &declarations[0].parameters;
+        assert!(
+            params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"query".to_string())
+        );
+        assert!(
+            !params
+                .required
+                .as_ref()
+                .unwrap()
+                .contains(&"limit".to_string())
+        );
+        assert_eq!(
+            property(params, "limit").type_value.as_deref(),
+            Some("number")
+        );
+    }
+
+    #[test]
+    fn test_ts_shebang_parses() {
+        let source = r#"#!/usr/bin/env tsx
+
+/**
+ * Get weather
+ * @param location - The city
+ */
+export function run(location: string): string {
+  return location;
+}
+"#;
+
+        let result = parse_ts_source(source, "get_weather", Path::new("tools"));
+        eprintln!("shebang parse result: {result:?}");
+        assert!(result.is_ok(), "shebang should not cause parse failure");
+        let declarations = result.unwrap();
+        assert_eq!(declarations.len(), 1);
+        assert_eq!(declarations[0].name, "get_weather");
+    }
+}

src/render/inquire.rs

@@ -0,0 +1,53 @@
+use crate::render::RenderOptions;
+use anyhow::Result;
+use inquire::ui::{Attributes, Color, RenderConfig, StyleSheet};
+use syntect::highlighting::{Highlighter, Theme};
+use syntect::parsing::Scope;
+
+const DEFAULT_INQUIRE_PROMPT_THEME: Color = Color::DarkYellow;
+
+pub fn prompt_theme<'a>(render_options: RenderOptions) -> Result<RenderConfig<'a>> {
+    let theme = render_options.theme.as_ref();
+    let mut render_config = RenderConfig::default();
+
+    if let Some(theme_ref) = theme {
+        let prompt_color = resolve_foreground(theme_ref, "markup.heading")?
+            .unwrap_or(DEFAULT_INQUIRE_PROMPT_THEME);
+
+        render_config.prompt = StyleSheet::new()
+            .with_fg(prompt_color)
+            .with_attr(Attributes::BOLD);
+        render_config.selected_option = Some(
+            render_config
+                .selected_option
+                .unwrap_or(render_config.option)
+                .with_attr(
+                    render_config
+                        .selected_option
+                        .unwrap_or(render_config.option)
+                        .att
+                        | Attributes::BOLD,
+                ),
+        );
+        render_config.selected_checkbox = render_config
+            .selected_checkbox
+            .with_attr(render_config.selected_checkbox.style.att | Attributes::BOLD);
+        render_config.option = render_config
+            .option
+            .with_attr(render_config.option.att | Attributes::BOLD);
+    }
+
+    Ok(render_config)
+}
+
+fn resolve_foreground(theme: &Theme, scope_str: &str) -> Result<Option<Color>> {
+    let scope = Scope::new(scope_str)?;
+    let style_mod = Highlighter::new(theme).style_mod_for_stack(&[scope]);
+    let fg = style_mod.foreground.or(theme.settings.foreground);
+
+    Ok(fg.map(|c| Color::Rgb {
+        r: c.r,
+        g: c.g,
+        b: c.b,
+    }))
+}

src/render/mod.rs

@@ -1,6 +1,9 @@
+mod inquire;
 mod markdown;
 mod stream;
 
+pub use inquire::prompt_theme;
+
 pub use self::markdown::{MarkdownRender, RenderOptions};
 use self::stream::{markdown_stream, raw_stream};
 

src/repl/completer.rs

@@ -111,12 +111,14 @@ fn create_suggestion(value: &str, description: &str, span: Span) -> Suggestion {
         Some(description.to_string())
     };
     Suggestion {
+        display_override: None,
         value: value.to_string(),
         description,
         style: None,
         extra: None,
         span,
         append_whitespace: false,
+        match_indices: None,
     }
 }
 

src/repl/mod.rs

@@ -33,7 +33,7 @@ use std::{env, mem, process};
 
 const MENU_NAME: &str = "completion_menu";
 
-static REPL_COMMANDS: LazyLock<[ReplCommand; 38]> = LazyLock::new(|| {
+static REPL_COMMANDS: LazyLock<[ReplCommand; 39]> = LazyLock::new(|| {
     [
         ReplCommand::new(".help", "Show this help guide", AssertState::pass()),
         ReplCommand::new(".info", "Show system info", AssertState::pass()),
@@ -137,6 +137,11 @@ static REPL_COMMANDS: LazyLock<[ReplCommand; 38]> = LazyLock::new(|| {
             "Leave agent",
             AssertState::True(StateFlags::AGENT),
         ),
+        ReplCommand::new(
+            ".clear todo",
+            "Clear the todo list and stop auto-continuation",
+            AssertState::True(StateFlags::AGENT),
+        ),
         ReplCommand::new(
             ".rag",
             "Initialize or access RAG",
@@ -438,7 +443,7 @@ pub async fn run_repl_command(
                 }
                 let clients = config.read().clients.clone();
                 let (client_name, provider) = resolve_oauth_client(Some(client.name()), &clients)?;
-                oauth::run_oauth_flow(&provider, &client_name).await?;
+                oauth::run_oauth_flow(&*provider, &client_name).await?;
             }
             ".prompt" => match args {
                 Some(text) => {
@@ -804,6 +809,25 @@ pub async fn run_repl_command(
                 Some("messages") => {
                     bail!("Use '.empty session' instead");
                 }
+                Some("todo") => {
+                    let mut cfg = config.write();
+                    match cfg.agent.as_mut() {
+                        Some(agent) => {
+                            if !agent.auto_continue_enabled() {
+                                bail!(
+                                    "The todo system is not enabled for this agent. Set 'auto_continue: true' in the agent's config.yaml to enable it."
+                                );
+                            }
+                            if agent.todo_list().is_empty() {
+                                println!("Todo list is already empty.");
+                            } else {
+                                agent.clear_todo_list();
+                                println!("Todo list cleared.");
+                            }
+                        }
+                        None => bail!("No active agent"),
+                    }
+                }
                 _ => unknown_command()?,
             },
             ".vault" => match split_first_arg(args) {