MCP Catalog

QA RadarOfficial

Tells AI agents which files to test first — churn, coverage, and test mapping as risk scores.

Ohm MCPOfficial

AST-based Python refactoring MCP server with safe automated refactorings and rollback

Mhlabs MCP ToolsOfficial

An MCP server that provides text preprocessing, NLP components, and document analysis

pdfmuxOfficial

PDF-to-Markdown router. Per-page backend selection + confidence scoring for RAG ingestion.

mcp-brokerOfficial

Local MCP broker that exposes one compact entry for many upstream servers.

Neo — AI/ML EngineeringOfficial

AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs.

MCP Commerce Server StarterOfficial

FastMCP commerce server starter: product catalog, search, and checkout. Deploy to Vercel in 5 min.

OsmpOfficial

Agentic AI instruction encoding. 86.8% vs JSON. Inference-free decode. Any channel.

FileSystem MCP ServerOfficial

Secure filesystem access for AI agents with configurable directory and file type restrictions

Db Metadata Extractor MCPOfficial

Extract database metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle.

MCP As A JudgeOfficial

MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

Omni ScannerOfficial

Codebase observatory with 56+ scanners for git health, architecture, and documentation.

Piia EngramOfficial

Local-first AI identity for MCP coding tools. Lessons, decisions, and context you control.

IndieStackOfficial

Search 3,100+ developer tools via MCP. Install commands, compatibility data, health scores.

Perseus: MCP server and live context engineOfficial

Live context MCP server: resolves git, services, and tests into agent context. Local-first, MIT.

aiogram-mcpOfficial

MCP server for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts, event streaming

Pdf4vllmOfficial

PDF reader for vision LLMs. Auto-detects text corruption and switches to image mode.

Qiskit Code Assistant MCP ServerOfficial

MCP server for the Qiskit Code Assistant intelligent code completion

Qiskit Documentation MCP ServerOfficial

MCP server for querying and retrieving Qiskit documentation, guides, and API references

Qiskit Gym MCP ServerOfficial

MCP server for qiskit-gym reinforcement learning quantum circuit synthesis

Qiskit MCP ServerOfficial

MCP server for Qiskit quantum computing with circuit serialization utilities

N3moOfficial

N3MO: Code intelligence engine mapping repositories into queryable symbol graphs.

Nova3DOfficial

Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL, Blender script.

NetLogo MCPOfficial

Create, run, and analyze NetLogo agent-based models through natural conversation