MCP Tool Shop

Weekly spotlights on MCP tools that actually help.

Short, honest picks for people building agent workflows — clear install steps, real tradeoffs, and a link to verify anything we claim.

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112 public repos
100% local-first
MCP native
Weekly spotlights
Spotlight

File Compass

Deterministic file-system navigation and inspection for large repos

Python
Screenshot of File Compass

Recently shipped

All releases

In the spotlight

Tools selected this week.

Intermediate representation library for web component analysis.

npm install websketch-ir
TypeScript
ircorelibrary

Browser extension for web page analysis and code generation

browserextensionanalysis

Semantic file search with HNSW indexing and local embeddings.

pip install file-compass
Python
mcpsearchembeddings

MCP server for AI-assisted web analysis

mcp-serverwebai

Creator attestation proofs and authorship verification

provenanceattestationdotnet

JavaScript/TypeScript provenance and traceability engine

provenancetraceabilitytypescript

MCP Core Tools

The essentials for building and discovering MCP tool ecosystems.

Voice Stack

Text-to-speech infrastructure from plugin to engine.

Security & Testing

Audit, stress-test, and harden your MCP tools.

ML & Training

Local model training, fine-tuning, and image generation.

Infrastructure

Deterministic building blocks for CI, packaging, and agent reliability.