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docstore-mcp

docstore-mcp

by johwiebe
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
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docstore-mcp MCP server

A small chromadb based document storage mcp server

Components

Resources

The server implements a simple note storage system with:

  • Custom note:// URI scheme for accessing individual notes

  • Each note resource has a name, description and text/plain mimetype

Prompts

The server provides a single prompt:

  • summarize-notes: Creates summaries of all stored notes

    • Optional "style" argument to control detail level (brief/detailed)

    • Generates prompt combining all current notes with style preference

Tools

The server implements one tool:

  • add-note: Adds a new note to the server

    • Takes "name" and "content" as required string arguments

    • Updates server state and notifies clients of resource changes

Related MCP server: Soduku Solver MCP Server

Configuration

[TODO: Add configuration details specific to your implementation]

Quickstart

Install

Claude Desktop

On MacOS: ~/Library/Application\ Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

Development

Building and Publishing

To prepare the package for distribution:

  1. Sync dependencies and update lockfile:

uv sync

  1. Build package distributions:

uv build

This will create source and wheel distributions in the dist/ directory.

  1. Publish to PyPI:

uv publish

Note: You'll need to set PyPI credentials via environment variables or command flags:

  • Token: --token or UV_PUBLISH_TOKEN

  • Or username/password: --username/UV_PUBLISH_USERNAME and --password/UV_PUBLISH_PASSWORD

Debugging

Since MCP servers run over stdio, debugging can be challenging. For the best debugging experience, we strongly recommend using the MCP Inspector.

You can launch the MCP Inspector via npm with this command:

npx @modelcontextprotocol/inspector uv --directory /Users/johanneswiebe/dev/docstore/docstore-mcp run docstore-mcp

Upon launching, the Inspector will display a URL that you can access in your browser to begin debugging.

Available Tools

3 tools
get_document_infoA

Get information about a specific document including chunk count and metadata.

Args: document: The filename of the document to get info for

Inputs: document (required).

list_documentsA

Get a list of all indexed documents. Returns a list of document filenames that have been ingested.

Inputs: no named parameters.

searchA

Search indexed PDF documents for relevant chunks.

Args: query: The search query text n_results: Maximum number of results to return (default: 5) document: Optional specific document filename to search within

Inputs: query (required), document, n_results.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A3.7/5.0

    Scored across 3 tools

    Disambiguation5/5

    Each tool has a distinct purpose: listing documents, searching within them, and retrieving info about a specific document. No overlap in functionality.

    Naming Consistency4/5

    Tools use snake_case. 'list_documents' and 'get_document_info' follow verb_noun, but 'search' is a bare verb, creating a minor inconsistency.

    Tool Count3/5

    Three tools is minimal for a document store. While the core operations of listing, searching, and getting info are present, the set feels sparse for a full-featured server.

    Completeness2/5

    The server lacks essential operations like adding or deleting documents. Without ingestion or removal tools, the surface is incomplete for managing a document store.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

    Resources

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