mycelium
Allows using Ollama-hosted embedding models for generating embeddings and retrieval in semantic search.
Allows using OpenAI's embedding models for generating embeddings and retrieval in semantic search.
Provides tools for semantic search and retrieval over documents stored in a Paperless-ngx instance.
Provides tools for semantic search and retrieval over notes in a Trilium Notes instance.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@myceliumsearch my notes for articles about neural networks"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
mycelium
Shared toolkit for building agent plugins over personal knowledge sources (documents, notes, and whatever comes next) — extracted out of the OpenClaw plugins for paperless-ngx and Trilium Notes, which had independently grown near-identical semantic search implementations.
Three problems, three packages:
Package | Problem it solves |
"I want to use any LLM for embeddings/retrieval, not just one hardcoded provider." Pluggable client for any OpenAI-compatible endpoint (OpenAI, OpenRouter, Ollama, vLLM, LM Studio, ...), plus an opt-in local CPU fallback with zero API dependency. | |
"I want semantic search over my personal document/note corpus without running a vector DB server." A local, file-backed sqlite-vec index with incremental sync and hybrid lexical+semantic search (Reciprocal Rank Fusion). | |
"I want my plugin's tools usable outside one specific agent host." Bridges the same tool definitions onto a standalone MCP server, over stdio and Streamable HTTP. |
Plus @mycelium/tooling-config: shared biome/tsconfig presets so
the standalone plugin repos this toolkit feeds stop drifting from each other.
Why "mycelium"
The fungal network that links otherwise-separate organisms and moves nutrients between them — which is the job here: linking separate personal-data sources to any LLM provider, over any transport, without each plugin reinventing the same wiring.
Related MCP server: ragi
Development
Bun-native: Bun as the package manager, workspace resolver, and test runner. TypeScript 7, Biome for lint/format, Changesets for versioning and multi-package releases.
bun install
bun run build
bun run lint
bun testSee AGENTS.md for repo layout and conventions.
License
MIT
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Maintenance
Resources
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