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fastmcp

🚀 The fast, Pythonic way to build MCP servers and clients.

fastmcp-docs

tools documentation generator for FastMCP servers

excel-mcp-server-fastmcp

Excel MCP Server based on FastMCP and openpyxl

hud-fastmcp-python-sdk

🚀 The fast, Pythonic way to build MCP servers and clients.

markdown-vault-mcp

Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing

mcp-gitlab

MCP server for GitLab API — 76 tools for AI assistants (Claude, Cursor, VS Code). Projects, MRs, pipelines, CI/CD, approvals, issues, code review.

fast-mcp-telegram

Telegram MCP server with HTTP-MTProto Bridge — direct API/curl access, multi-user Bearer auth, Docker, MTProto proxy, file attachments, voice transcription, context-optimized

asset-aware-mcp

Asset-Aware MCP Server — AI Agent precisely accesses tables, figures, sections from PDFs + .docx round-trip editing (DFM) with 46 tools / 13 resources, segmentation export, layout overlay, OCR preprocessing, knowledge graph (LightRAG)

mcp-outline

A Model Context Protocol (MCP) server enabling AI assistants to interact with Outline documentation services.

intpot

Universal converter between CLI (Typer), MCP (FastMCP), and API (FastAPI) interfaces. Convert any Python app between frameworks with one command.

scoped-mcp

Per-agent scoped MCP tool proxy — credential isolation, resource scoping, and audit logging for AI agent deployments

codereviewbuddy

codereviewbuddy helps your AI agent interact with AI code review--smoothly.

kitsune-mcp

The shape-shifting MCP hub — shapeshift() into any MCP server at runtime. 7 registries. No restart.

jquants-mcp

MCP server for Japanese stock market data via J-Quants API — tools for price history, financials, screeners, and candlestick charts

ideahub-mcp

Agent-first MCP server for capturing and recalling ideas — the agent's and their human's.

arifos

ArifOS — Constitutional MCP kernel for governed AI execution. AAA architecture: Architect · Auditor · Agent. Built for the open-source agentic era.

automagik-tools

From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns, adapts, and speaks human

rozkoduj-mcp

Decode the markets with your AI assistant. Screening, analysis, and scoring across stocks, crypto, and forex.

chameleon-mcp

The shape-shifting MCP hub — shapeshift() into 10,000+ MCP servers at runtime. One entry point, no restarts, 7 registries.

mcp-superset

MCP server for managing Apache Superset — 128+ tools for dashboards, charts, datasets, SQL Lab, access control

methods-mcp

Lightweight, on-demand MCP server for structured methods extraction and reproducibility heuristics on academic papers.

mcpstore

A composable, ready-to-use MCP toolkit for agents and rapid integration.

insight-blueprint

MCP server for data science analysis design management

pm-server

Project management MCP Server for Claude Code — track tasks, visualize progress, manage decisions