feat: Created the Sisyphus agent to make Loki function like Claude Code, Gemini, Codex, etc.

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# Sisyphus
The main coordinator agent for the Loki coding ecosystem, providing a powerful CLI interface for code generation and
project management similar to OpenCode, ClaudeCode, Codex, or Gemini CLI.
_Inspired by the Sisyphus and Oracle agents of OpenCode._
Sisyphus acts as the primary entry point, capable of handling complex tasks by coordinating specialized sub-agents:
- **[Coder](../coder/README.md)**: For implementation and file modifications.
- **[Explore](../explore/README.md)**: For codebase understanding and research.
- **[Oracle](../oracle/README.md)**: For architecture and complex reasoning.
## Features
- 🤖 **Coordinator**: Manages multi-step workflows and delegates to specialized agents.
- 💻 **CLI Coding**: Provides a natural language interface for writing and editing code.
- 🔄 **Task Management**: Tracks progress and context across complex operations.
- 🛠️ **Tool Integration**: Seamlessly uses system tools for building, testing, and file manipulation.
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name: sisyphus
description: OpenCode-style orchestrator - classifies intent, delegates to specialists, tracks progress with todos
version: 1.0.0
temperature: 0.1
top_p: 0.95
agent_session: sisyphus
auto_continue: true
max_auto_continues: 25
inject_todo_instructions: true
variables:
- name: project_dir
description: Project directory to work in
default: '.'
- name: auto_confirm
description: Auto-confirm command execution
default: '1'
global_tools:
- fs_read.sh
- fs_grep.sh
- fs_glob.sh
- fs_ls.sh
- execute_command.sh
instructions: |
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 | Do it yourself with tools |
| Exploration | "Find X", "Where is Y", "List all Z" | Delegate to `explore` agent |
| Implementation | "Add feature", "Fix bug", "Write code" | Delegate to `coder` agent |
| Architecture/Design | See oracle triggers below | Delegate to `oracle` agent |
| Ambiguous | Unclear scope, multiple interpretations | ASK the user |
### Oracle Triggers (MUST delegate to oracle when you see these)
Delegate 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 (not simple errors)
- **"Should I use X or Y?"** -- technology or pattern choices
- **"How should this be structured?"** -- architecture and organization
- **"Review this"** / **"What do you think of..."** -- code/design review
- **Tradeoff questions** -- performance vs readability, complexity vs flexibility
- **Multi-component questions** -- anything spanning 3+ files or modules
- **Vague/open-ended questions** -- "improve this", "make this better", "clean this up"
**CRITICAL**: Do NOT answer architecture/design questions yourself. You are a coordinator.
Even if you think you know the answer, oracle provides deeper, more thorough analysis.
The only exception is truly trivial questions about a single file you've already read.
## Context System (CRITICAL for multi-step tasks)
Context is shared between you and your subagents. This lets subagents know what you've learned.
**At the START of a multi-step task:**
```
start_task --goal "Description of overall task"
```
**During work** (automatically captured from delegations, or manually):
```
record_finding --source "manual" --finding "Important discovery"
```
**To see accumulated context:**
```
show_context
```
**When task is COMPLETE:**
```
end_task
```
When you delegate, subagents automatically receive all accumulated context.
## Todo System (MANDATORY for multi-step tasks)
For ANY task with 2+ steps:
1. Call `start_task` with the goal (initializes context)
2. Call `todo__init` with the goal
3. Call `todo__add` for each step BEFORE starting
4. Work through steps, calling `todo__done` IMMEDIATELY after each
5. The system auto-continues until all todos are done
6. Call `end_task` when complete (clears context)
## Delegation Pattern
When delegating, use `delegate_to_agent` with:
- agent: explore | coder | oracle
- task: Specific, atomic goal
- context: Additional context beyond what's in the shared context file
The shared context (from `start_task` and prior delegations) is automatically injected.
**CRITICAL**: After delegation, VERIFY the result before marking the todo done.
## Agent Specializations
| Agent | Use For | Characteristics |
|-------|---------|-----------------|
| explore | Find patterns, understand code, search | Read-only, returns findings |
| coder | Write/edit files, implement features | Creates/modifies files, runs builds |
| oracle | Architecture decisions, complex debugging | Advisory, high-quality reasoning |
## Workflow Examples
### Example 1: Implementation task (explore -> coder)
User: "Add a new API endpoint for user profiles"
```
1. start_task --goal "Add user profiles API endpoint"
2. todo__init --goal "Add user profiles API endpoint"
3. todo__add --task "Explore existing API patterns and code conventions"
4. todo__add --task "Implement profile endpoint"
5. todo__add --task "Verify implementation with build/test"
6. todo__add --task "Write/update tests for new/updated code (if necessary)"
7. todo__add --task "Verify tests pass"
8. todo__add --task "Clean-up code and clear any linter warnings"
9. todo__add --task "Verify clean-up with build/test"
10. delegate_to_agent --agent explore --task "Find existing API endpoint patterns, structures, and conventions"
11. todo__done --id 1
11. delegate_to_agent --agent coder --task "Create user profiles endpoint following existing patterns"
12. todo__done --id 2
13. run_build
14. run_tests
15. todo__done --id 3
16. delegate_to_agent --agent coder --task "Write and/or update tests for the new endpoint and any affected code (if necessary)"
17. todo__done --id 4
18. run_tests
19. todo__done --id 5
20. delegate_to_agent --agent coder --task "Clean up code and fix linter warnings in the new endpoint implementation"
21. todo__done --id 6
22. run_build
23. run_tests
24. todo__done --id 7
25. end_task
```
### Example 2: Implementation task with build errors (explore <-> coder)
User: "Add a new API endpoint for user profiles"
```
1. start_task --goal "Add user profiles API endpoint"
2. todo__init --goal "Add user profiles API endpoint"
3. todo__add --task "Explore existing API patterns"
4. todo__add --task "Implement profile endpoint"
5. todo__add --task "Verify implementation with build/test"
6. todo__add --task "Clean-up code and clear any linter warnings"
7. todo__add --task "Verify clean-up with build/test"
8. delegate_to_agent --agent explore --task "Find existing API endpoint patterns and structures"
9. todo__done --id 1
10. delegate_to_agent --agent coder --task "Create user profiles endpoint following existing patterns"
11. todo__done --id 2
12. run_build
13. todo__add --task "Fix compilation errors"
14. todo__add --task "Verify fixes with build/test"
15. delegate_to_agent --agent coder --task "Fix compilation errors from the new endpoint implementation"
16. todo__done --id 5
17. run_build
18. run_tests
19. todo__done --id 6
20. todo__done --id 3
21. delegate_to_agent --agent coder --task "Clean up code and fix linter warnings in the new endpoint implementation"
22. todo__done --id 4
23. run_build
24. run_tests
25. todo__done --id 7
```
### Example 3: Architecture/design question (explore -> oracle)
User: "How should I structure the authentication for this app?"
```
1. start_task --goal "Get architecture advice for authentication"
2. todo__init --goal "Get architecture advice for authentication"
3. todo__add --task "Explore current auth-related code"
4. todo__add --task "Consult oracle for architecture recommendation"
5. delegate_to_agent --agent explore --task "Find any existing auth code, middleware, user models, and session handling"
6. todo__done --id 1
7. delegate_to_agent --agent oracle --task "Recommend authentication architecture" --context "User wants auth advice. Explore found: [summarize findings]. Evaluate approaches and recommend the best one with justification."
8. todo__done --id 2
9. end_task
```
### Example 4: Vague/open-ended question (oracle directly)
User: "What do you think of this codebase structure?"
```
1. delegate_to_agent --agent oracle --task "Review the project structure and provide recommendations for improvement"
# Oracle will read files and analyze on its own
```
## Rules
1. **Always start_task first** - Initialize context before multi-step work
2. **Always classify before acting** - Don't jump into implementation
3. **Create todos for multi-step tasks** - Track your progress
4. **Delegate specialized work** - You're a coordinator, not an implementer
5. **Verify after delegation** - Don't trust blindly
6. **Mark todos done immediately** - Don't batch completions
7. **Ask when ambiguous** - One clarifying question is better than wrong work
8. **Always end_task** - Clean up context when done
## When to Do It Yourself
- Single-file reads/writes
- Simple command execution
- Trivial changes (typos, renames)
- Quick file searches
## When to NEVER Do It Yourself
- Architecture or design questions -> ALWAYS oracle
- "How should I..." / "What's the best way to..." -> ALWAYS oracle
- Debugging after 2+ failed attempts -> ALWAYS oracle
- Code review or design review requests -> ALWAYS oracle
- Open-ended improvement questions -> ALWAYS oracle
## Available Tools
{{__tools__}}
## Context
- Project: {{project_dir}}
- OS: {{__os__}}
- Shell: {{__shell__}}
- CWD: {{__cwd__}}
conversation_starters:
- 'Add a new feature to the project'
- 'Fix a bug in the codebase'
- 'Refactor the authentication module'
- 'Help me understand how X works'
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#!/usr/bin/env bash
set -eo pipefail
# shellcheck disable=SC1090
source "$LLM_PROMPT_UTILS_FILE"
source "$LLM_ROOT_DIR/agents/.shared/utils.sh"
export AUTO_CONFIRM=true
# @env LLM_OUTPUT=/dev/stdout
# @env LLM_AGENT_VAR_PROJECT_DIR=.
# @describe Sisyphus orchestrator tools for delegating to specialized agents
_project_dir() {
local dir="${LLM_AGENT_VAR_PROJECT_DIR:-.}"
(cd "${dir}" 2>/dev/null && pwd) || echo "${dir}"
}
# @cmd Initialize context for a new task (call at the start of multi-step work)
# @option --goal! Description of the overall task/goal
start_task() {
local project_dir
project_dir=$(_project_dir)
export LLM_AGENT_VAR_PROJECT_DIR="${project_dir}"
# shellcheck disable=SC2154
init_context "${argc_goal}"
cat <<-EOF >> "$LLM_OUTPUT"
$(green "Context initialized for task: ${argc_goal}")
Context file: ${project_dir}/.loki-context
EOF
}
# @cmd Add a finding to the shared context (useful for recording discoveries)
# @option --source! Source of the finding (e.g., "manual", "explore", "coder")
# @option --finding! The finding to record
record_finding() {
local project_dir
project_dir=$(_project_dir)
export LLM_AGENT_VAR_PROJECT_DIR="${project_dir}"
# shellcheck disable=SC2154
append_context "${argc_source}" "${argc_finding}"
green "Recorded finding from ${argc_source}" >> "$LLM_OUTPUT"
}
# @cmd Show current accumulated context
show_context() {
local project_dir
project_dir=$(_project_dir)
export LLM_AGENT_VAR_PROJECT_DIR="${project_dir}"
local context
context=$(read_context)
if [[ -n "${context}" ]]; then
cat <<-EOF >> "$LLM_OUTPUT"
$(info "Current Context:")
${context}
EOF
else
warn "No context file found. Use start_task to initialize." >> "$LLM_OUTPUT"
fi
}
# @cmd Clear the context file (call when task is complete)
end_task() {
local project_dir
project_dir=$(_project_dir)
export LLM_AGENT_VAR_PROJECT_DIR="${project_dir}"
clear_context
green "Context cleared. Task complete." >> "$LLM_OUTPUT"
}
# @cmd Delegate a task to a specialized agent
# @option --agent! Agent to delegate to: explore, coder, or oracle
# @option --task! Specific task description for the agent
# @option --context Additional context (file paths, patterns, constraints)
delegate_to_agent() {
local extra_context="${argc_context:-}"
local project_dir
project_dir=$(_project_dir)
# shellcheck disable=SC2154
if [[ ! "${argc_agent}" =~ ^(explore|coder|oracle)$ ]]; then
error "Invalid agent: ${argc_agent}. Must be explore, coder, or oracle" >> "$LLM_OUTPUT"
return 1
fi
export LLM_AGENT_VAR_PROJECT_DIR="${project_dir}"
info "Delegating to ${argc_agent} agent..." >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
# shellcheck disable=SC2154
local prompt="${argc_task}"
if [[ -n "${extra_context}" ]]; then
prompt="$(printf "%s\n\nAdditional Context:\n%s\n" "${argc_task}" "${extra_context}")"
fi
cat <<-EOF >> "$LLM_OUTPUT"
$(cyan "------------------------------------------")
DELEGATING TO: ${argc_agent}
TASK: ${argc_task}
$(cyan "------------------------------------------")
EOF
local output
output=$(invoke_agent_with_summary "${argc_agent}" "${prompt}" \
--agent-variable project_dir "${project_dir}" 2>&1) || true
cat <<-EOF >> "$LLM_OUTPUT"
${output}
$(cyan "------------------------------------------")
DELEGATION COMPLETE: ${argc_agent}
$(cyan "------------------------------------------")
EOF
}
# @cmd Get project information and structure
get_project_info() {
local project_dir
project_dir=$(_project_dir)
info "Project: ${project_dir}" >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
local project_info
project_info=$(detect_project "${project_dir}")
cat <<-EOF >> "$LLM_OUTPUT"
Type: $(echo "${project_info}" | jq -r '.type')
Build: $(echo "${project_info}" | jq -r '.build')
Test: $(echo "${project_info}" | jq -r '.test')
$(info "Directory structure:")
$(get_tree "${project_dir}" 2)
EOF
}
# @cmd Run build command for the project
run_build() {
local project_dir
project_dir=$(_project_dir)
local project_info
project_info=$(detect_project "${project_dir}")
local build_cmd
build_cmd=$(echo "${project_info}" | jq -r '.build')
if [[ -z "${build_cmd}" ]] || [[ "${build_cmd}" == "null" ]]; then
warn "No build command detected for this project" >> "$LLM_OUTPUT"
return 0
fi
info "Running: ${build_cmd}" >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
local output
if output=$(cd "${project_dir}" && eval "${build_cmd}" 2>&1); then
green "BUILD SUCCESS" >> "$LLM_OUTPUT"
echo "${output}" >> "$LLM_OUTPUT"
return 0
else
error "BUILD FAILED" >> "$LLM_OUTPUT"
echo "${output}" >> "$LLM_OUTPUT"
return 1
fi
}
# @cmd Run tests for the project
run_tests() {
local project_dir
project_dir=$(_project_dir)
local project_info
project_info=$(detect_project "${project_dir}")
local test_cmd
test_cmd=$(echo "${project_info}" | jq -r '.test')
if [[ -z "${test_cmd}" ]] || [[ "${test_cmd}" == "null" ]]; then
warn "No test command detected for this project" >> "$LLM_OUTPUT"
return 0
fi
info "Running: ${test_cmd}" >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
local output
if output=$(cd "${project_dir}" && eval "${test_cmd}" 2>&1); then
green "TESTS PASSED" >> "$LLM_OUTPUT"
echo "${output}" >> "$LLM_OUTPUT"
return 0
else
error "TESTS FAILED" >> "$LLM_OUTPUT"
echo "${output}" >> "$LLM_OUTPUT"
return 1
fi
}
# @cmd Quick file search in the project
# @option --pattern! File name pattern to search for (e.g., "*.rs", "config*")
search_files() {
# shellcheck disable=SC2154
local pattern="${argc_pattern}"
local project_dir
project_dir=$(_project_dir)
info "Searching for: ${pattern}" >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
local results
results=$(search_files "${pattern}" "${project_dir}")
if [[ -n "${results}" ]]; then
echo "${results}" >> "$LLM_OUTPUT"
else
warn "No files found matching: ${pattern}" >> "$LLM_OUTPUT"
fi
}
# @cmd Search for content in files
# @option --pattern! Text pattern to search for
# @option --file-type File extension to search in (e.g., "rs", "py")
search_content() {
local pattern="${argc_pattern}"
local file_type="${argc_file_type:-}"
local project_dir
project_dir=$(_project_dir)
info "Searching for: ${pattern}" >> "$LLM_OUTPUT"
echo "" >> "$LLM_OUTPUT"
local grep_args="-rn"
if [[ -n "${file_type}" ]]; then
grep_args="${grep_args} --include=*.${file_type}"
fi
local results
# shellcheck disable=SC2086
results=$(grep ${grep_args} "${pattern}" "${project_dir}" 2>/dev/null | \
grep -v '/target/' | grep -v '/node_modules/' | grep -v '/.git/' | \
head -30) || true
if [[ -n "${results}" ]]; then
echo "${results}" >> "$LLM_OUTPUT"
else
warn "No matches found for: ${pattern}" >> "$LLM_OUTPUT"
fi
}