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PrefectHQ
fastmcp

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

68.4M 25K 2K
orco82
fastmcp-docs

tools documentation generator for FastMCP servers

21K 2 1
TangentDomain
excel-mcp-server-fastmcp

Excel MCP Server based on FastMCP and openpyxl

21K 6 1
jlowin
hud-fastmcp-python-sdk

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

7K 25K 2K
pvliesdonk
markdown-vault-mcp

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

6K 6 3
vish288
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.

6K 3 1
leshchenko1979
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

5K 39 11
u9401066
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)

5K 0 0
Vortiago
mcp-outline

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

5K 143 45
tugrulguner
intpot

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

5K 8 3
TadMSTR
scoped-mcp

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

4K 1 0
detailobsessed
codereviewbuddy

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

4K 0 0
kaiser-data
kitsune-mcp

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

4K 0 0
shigechika
jquants-mcp

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

4K 0 0
CobraChickenAI
ideahub-mcp

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

3K 0 0
ariffazil
arifos

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

3K 42 8
namastexlabs
automagik-tools

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

3K 15 7
rozkoduj
rozkoduj-mcp

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

3K 0 0
kaiser-data
chameleon-mcp

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

3K 0 0
bintocher
mcp-superset

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

3K 33 3
FlynnLachendro
methods-mcp

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

3K 0 0
whillhill
mcpstore

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

2K 430 34
etoyama
insight-blueprint

MCP server for data science analysis design management

2K 0 0
flc-design
pm-server

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

2K 0 0
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