diff --git a/Environment-Variables.md b/Environment-Variables.md
index 5a225be..bd97831 100644
--- a/Environment-Variables.md
+++ b/Environment-Variables.md
@@ -50,7 +50,7 @@ The following environment variables are available for clients in Loki:
| Environment Variable | Description |
|----------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| `{client}_API_KEY` | For clients that require an API key, you can define the keys either through environment variables or
using the [vault](./Vault.md). The variables are named after the client to which they apply;
e.g. `OPENAI_API_KEY`, `GEMINI_API_KEY`, etc. |
+| `{client}_API_KEY` | For clients that require an API key, you can define the keys either through environment variables or
using the [vault](Vault). The variables are named after the client to which they apply;
e.g. `OPENAI_API_KEY`, `GEMINI_API_KEY`, etc. |
| `LOKI_PLATFORM` | Combine with `{client}_API_KEY` to run Loki without a configuration file.
This variable is ignored if a configuration file exists. |
| `LOKI_PATCH_{client}_CHAT_COMPLETIONS` | Patch chat completion requests to models on the corresponding client; Can modify the URL, body,
or headers. |
| `LOKI_SHELL` | Specify the shell that Loki should be using when executing commands |
diff --git a/MCP-Servers.md b/MCP-Servers.md
index 65518e8..54573b2 100644
--- a/MCP-Servers.md
+++ b/MCP-Servers.md
@@ -6,7 +6,7 @@ services, those services can expose their functionality through an MCP server.
Loki has first-class support for MCP servers.
-As mentioned in the [Loki Vault documentation](Vault.md), Loki can inject sensitive
+As mentioned in the [Loki Vault documentation](Vault), Loki can inject sensitive
configuration data into your MCP configuration file to ensure that secrets are not hard-coded.
---
diff --git a/REPL.md b/REPL.md
index d7bd2e7..9b01c0f 100644
--- a/REPL.md
+++ b/REPL.md
@@ -145,7 +145,7 @@ Usage: .file ... [-- ...]

-For more information about ephemeral RAG, refer to the [ephemeral RAG documentation](RAGd#ephemeral-rag).
+For more information about ephemeral RAG, refer to the [ephemeral RAG documentation](RAG#ephemeral-rag).
## `.vault` - Manage the Loki vault
The Loki vault lets users store sensitive secrets and credentials securely so that there's no plaintext secrets