MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40951 |
OpenClaude MCP Server
Claim
A high-performance control plane for Ollama-based local LLM sessions with backg…
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| 40952 |
mcp-gwansang
Claim
Extracts deterministic facial features from photos locally using MediaPipe, ret…
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| 40953 |
Claw Recall
Claim
Persistent, searchable memory for AI agents. Enables agents to recover context …
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| 40954 |
skill-composer-mcp
Claim
A local AI skill composer that reads, analyzes, compares, and combines SKILL.md…
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| 40955 |
tex-browse-use
Claim
TEX is an MCP server that enables Claude Code to perform browser tasks using pl…
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| 40956 |
Connects AI agents to decentralized, community-built APIs on Solana, enabling a…
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| 40957 |
Mempool Doctor
Claim
Enables blockchain mempool analysis with a free tier for basic queries and a pr…
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| 40958 |
vibedeploy
Claim
Deploy and host AI-built websites on EU infrastructure, straight from your AI a…
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| 40959 |
MCP Govee
Claim
Enables AI assistants to control Govee smart devices, including lights, via nat…
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| 40960 |
xcode-cloud-mcp
Claim
MCP server for managing Xcode Cloud workflows, builds, and test artifacts via t…
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| 40961 |
Provides AI agents with verified, monthly software pricing data for categories …
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| 40962 |
apitype
Claim
Enables AI assistants to generate TypeScript types, Zod schemas, TypeBox, and J…
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| 40963 |
blue-matador-mcp-server
Claim
Enables natural language management of Bluematador monitoring, including cloud …
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| 40964 |
graphdb
Claim
Indexes Ruby on Rails codebases into a queryable graph of associations, routes,…
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| 40965 |
A streamlined foundation for building Model Context Protocol servers in Python,…
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| 40966 |
bankstatementparser-mcp
Claim
Model Context Protocol server exposing the bankstatementparser library as first…
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| 40967 |
Städel Museum MCP Server
Claim
This server enables AI models to access the Städel Museum's digital collection …
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| 40968 |
abacus-mcp-server
Claim
Enables AI-driven first-principles calculations for quantum chemistry and mater…
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| 40969 |
flowindex
Claim
Enables AI coding agents to analyze codebase behavior through entrypoints, call…
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| 40970 |
mcpfetchserver
Claim
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| 40971 |
Fun Translations
Claim
Give your AI agent access to 150+ translators covering fictional languages, pop…
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| 40972 |
mcp-tools-server
Claim
A small MCP server for course experiments that provides tools to read recent co…
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| 40973 |
mcp-server-wise
Claim
Wise Personal API: profiles, balances, multi-currency rates, transfers, recipie…
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| 40974 |
homekit-cli
Claim
An MCP server that provides tools for inspecting and controlling Apple HomeKit …
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| 40975 |
Respira for WordPress
Claim
MCP server for AI-assisted WordPress editing across 12 page builders. 172 tools…
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| 40976 |
OmniFlow
Claim
Enables AI clients to automate Windows desktop applications through window mani…
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| 40977 |
@nlspec/server
Claim
Enables AI agents to parse, create, update, delete, and search natural language…
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| 40978 |
Evolution MCP Server
Claim
MCP server for managing WhatsApp instances and sending messages through Evoluti…
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| 40979 |
apple-fm-mcp
Claim
MCP server that enables local Apple on-device Foundation Model access via any M…
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| 40980 |
Peru payments for AI agents — Yape / PagoEfectivo via Mercado Pago. Never holds…
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| 40981 |
Xpenser
Claim
xpenser.cleverbrush.com is a ln open-source, self-hostable personal expense and…
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| 40982 |
GoDavaii Health AI — Indian medicine DB, drug interactions, pregnancy safety, d…
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| 40983 |
Cocos Asset Forge MCP
Claim
An MCP server that enables AI-assisted Cocos Creator asset production, generati…
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| 40984 |
klattsch-mcp
Claim
Enables AI models to speak and sing using retro-style formant speech synthesis,…
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| 40985 |
mcp-strudel
Claim
Enables conversion between Strudel mini-notation patterns and MIDI notes, allow…
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| 40986 |
mcp-mediastack
Claim
Provides access to live news and media data via the Mediastack API, enabling qu…
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| 40987 |
FlowState MCP
Claim
An MCP server that preserves and recalls work context, enabling users to log se…
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| 40988 |
brocogni
Claim
semantic browser observation for AI agents via MCP, 100% local, zero telemetry
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| 40989 |
HonestQR
Claim
Generate static QR codes (URL, WiFi, vCard, pixel art) and decode QR images. Co…
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| 40990 |
@revxl/devtools
Claim
Provides 17 developer utility tools for AI agents, including free tools like JS…
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| 40991 |
Meetings MCP Server
Claim
Provides read-only access to Google Drive meeting transcripts and Google Calend…
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| 40992 |
dbSNP MCP Plugin
Claim
An MCP plugin that provides access to NCBI's dbSNP database, allowing developer…
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| 40993 |
DDG MCP Server
Claim
A basic MCP server template built with FastMCP framework that provides example …
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| 40994 |
A Model Context Protocol server that enables AI assistants to fetch Reddit cont…
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| 40995 |
stoat-mcp
Claim
Enables AI assistants to read and write messages, manage channels, and interact…
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| 40996 |
TrustMesh MCP Server
Claim
Provides AI agents with trust scoring and reputation management capabilities fo…
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| 40997 |
Figma MCP Server
Claim
Enables integrating Figma with AI assistants like Claude Desktop and Gemini CLI…
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| 40998 |
Cadence
Claim
Detects your work mode and plays Spotify music matched to the task, learning yo…
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| 40999 |
@roarkanalytics/sdk-mcp
Claim
Enables AI assistants to interact with the Roark REST API, allowing them to exp…
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| 41000 |
mParticle MCP Server
Claim
Enables interaction with mParticle's Data Planning API to manage data plans, re…
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