Project RAG wiki
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., "@Project RAG wikisearch the wiki for 'deployment steps'"
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.
Project RAG wiki
Repository-scoped MCP knowledge service for Markdown wiki content.
It indexes Markdown files from a mounted wiki folder, stores vectors in ChromaDB, and serves:
MCP endpoint (streamable HTTP)
health endpoint
The MCP surface is intentionally small at the moment:
Active tools:
wiki_search,wiki_read,wiki_list,wiki_write,wiki_append
What This Image Expects
A wiki folder mounted at
/workspace/wikiA writable KB state folder mounted at
/workspace/.kbA shared models cache KB state folder mounted at
/root/.cache/huggingface/hub
Do not bake runtime .kb state into images.
Runtime Defaults
KB_WIKI_ROOT=/workspace/wikiKB_ROOT=/workspace/.kbKB_PORT=1111KB_MCP_PATH=/mcp/KB_HEALTH_PATH=/healthKB_EMBEDDING_MODEL=all-MiniLM-L6-v2KB_CHUNK_SIZE=500KB_CHUNK_OVERLAP=150KB_TOP_K=8KB_MERGE_ADJACENT_WINDOW=1KB_WATCH_INTERVAL_SECONDS=15
Run
docker run --rm \
-p 1111:1111 \
-v "$(pwd)/wiki:/workspace/wiki" \
-v "$(reponame)-kb-data:/workspace/.kb" \
-v "kb-models:/root/.cache/huggingface/hub" \
ihorleleka/project-rag-wiki:latestRelease Automation
Image versioning is driven from the Git tag.
Tag releases as
X.Y.Z.The GitHub Actions workflow at [
.github/workflows/docker-release.yml] builds and pushes the Docker image on tag pushes.The workflow passes the tag name directly into the Docker build as
VERSION.That same
VERSIONvalue is used for the OCI image label and the installed Python package version inside the image.
Set these repository settings before using the workflow:
Secret
DOCKERHUB_USERNAMESecret
DOCKERHUB_TOKEN
Endpoints
Health:
GET /healthMCP:
POST /mcp/(also mounted at/mcp)
The health response is 200 only when the service startup reindex has completed successfully and the MCP session manager is running.
License
MIT. See LICENSE.
This server cannot be installed
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