anythingllm-rag
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| ANYTHINGLLM_API_KEY | Yes | Your AnythingLLM Developer API key | |
| ANYTHINGLLM_BASE_URL | Yes | The base URL of your AnythingLLM instance, e.g. http://your-anythingllm-host |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {
"listChanged": true
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| rag_findA | Check whether an AnythingLLM workspace exists for a repo. Matches on exact display name (e.g. 'owner/repo'). Returns {exists, workspace|null, all}. |
| rag_searchA | Semantic search over a workspace's embedded docs. No LLM generation. Default scoreThreshold 0.2 (the native embedder scores low). Returns matching chunks with scores. |
| rag_create_workspaceA | Create an AnythingLLM workspace named after the repo (e.g. 'owner/repo'). Returns {name, slug}. |
| rag_writeA | Embed a curated markdown doc into a workspace (raw-text + auto-embed). If overwrite=true (default), removes any existing embedding with the same title first to avoid stale duplicates. |
| rag_forgetA | Remove the embedded doc whose canonical title matches (extension-insensitive). Used when a doc is split or retired so the stale title leaves no retrievable embedding. Returns {forgotten, title|locations}. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
TDQS
Scored across 5 tools
Each tool targets a distinct operation: lookup, creation, semantic search, document injection, and document removal. The only minor overlap is that rag_write can remove stale embeddings via overwrite, but the intent (write vs. forget) is clearly separated in the descriptions.
All tools share a consistent rag_ prefix and use lowercase snake_case verbs. However, create_workspace includes an object while find, search, write, and forget are bare verbs, so the pattern is not perfectly uniform.
Five tools is a well-scoped set for a focused RAG/workspace utility. Each tool covers a distinct part of the workflow without redundancy or bloat.
The core RAG lifecycle is covered: find/create workspaces, write docs, semantic search, and forget docs. The main gap is the lack of a workspace deletion tool, which prevents full lifecycle cleanup.