MCP Server Quality Scores
Independent quality analysis of 61551 public MCP servers
Last updated 1 hour, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 31251 |
LATS MCP Server
Claim
Enables systematic code investigation using Monte Carlo Tree Search to explore …
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| 31252 |
MCP server that exposes RESTForge capabilities to AI agents, enabling them to s…
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| 31253 |
TolstoyMCP
Claim
Tolstoy MCP for AI-native ecommerce brands: Studio generates marketing videos a…
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| 31254 |
Local Weather MCP Server
Claim
Provides a health check and a get_weather tool to query current weather by city…
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| 31255 |
thingworx-mcp
Claim
MCP server for PTC ThingWorx, the IIoT platform, providing 8 tools for AI agent…
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| 31256 |
A Fastify plugin that enables multi-tenant MCP servers with isolated tools per …
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| 31257 |
tts-audio-mcp
Claim
MCP server that analyzes TTS audio recordings, providing transcription, quality…
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| 31258 |
cre-fred-mcp
Claim
Enables pulling live Federal Reserve economic data (SOFR, Treasury yields, Fed …
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| 31259 |
SSH MCP Server
Claim
Enables AI to execute commands on remote hosts via SSH, supporting password and…
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| 31260 |
actian-docs-mcp
Claim
Enables natural-language queries across Actian product documentation, GA4 conte…
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| 31261 |
jira-mcp-server
Claim
Enables AI agents to manage Jira projects and issues using natural language, in…
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| 31262 |
@lakehouse/mcp-server
Claim
MCP server for Lakehouse42, enabling code-first tool discovery, hybrid search, …
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| 31263 |
suwappu
Claim
Cross-chain DEX for AI agents. Swap tokens across 7+ chains.
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| 31264 |
setlist-mcp
Claim
setlist.fm concert data for Claude — setlists, artists, venues, tours, and citi…
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| 31265 |
Martini
Claim
Manage AI filmmaking projects, scenes, assets, and generations in Martini.
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| 31266 |
callable
Claim
API for AI agents to delegate tasks to real humans.
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| 31267 |
Brand Images → Notion
Claim
Enriches Claude with tools to generate brand-consistent images using OpenAI's g…
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| 31268 |
palate
Claim
The taste layer for AI website builders: real design taste from 270+ deeply-ana…
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| 31269 |
Local Memory MCP Server
Claim
Provides persistent local memory functionality for AI assistants, enabling them…
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| 31270 |
MCPBridge
Claim
Unified MCP server bridging Claude Code and Ollama to Roblox Studio and Blender.
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| 31271 |
mcp-offline-wikipedia
Claim
Provides offline search and retrieval of Wikipedia articles using Kiwix .zim fi…
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| 31272 |
socialmemory-mcp
Claim
Enables local AI agents to search, read, and manage a user's saved X likes and …
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| 31273 |
ynab-mcp-server
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| 31274 |
TimeLog MCP
Claim
A localhost server that enables Claude to administer a firm's TimeLog account v…
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| 31275 |
spotify-mcp-server
Claim
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| 31276 |
Green Gooding
Claim
Read-only catalog for Green Gooding — NYC peer-to-peer rental marketplace.
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| 31277 |
InboundPilot — AI Autopilot for Lead Qualification via Instagram, WhatsApp & Me…
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| 31278 |
mcp-grok
Claim
MCP server for Grok Imagine AI video generation
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| 31279 |
Pro Tools MCP Server
Claim
Enables AI assistants to control Pro Tools via the PTSL gRPC API, providing ses…
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| 31280 |
claude-code-mcp
Claim
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
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| 31281 |
mcp-server
Claim
AI-powered household inventory — query everything you own via natural language
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| 31282 |
PredMCP
Claim
Polymarket + HIP-4 + Hyperliquid perps for Claude. 22 tools, signals & arb. Fre…
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| 31283 |
Lightweight MCP server for Gmail and Google Calendar, enabling email and calend…
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| 31284 |
Futures volatility intelligence: forecasts, regime detection, signals, and anal…
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| 31285 |
Checks npm and PyPI packages for outdated versions, deprecation status, and bre…
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| 31286 |
WEATHGARDS
Claim
Exposes MCP tools that enable remote LLMs to query local Docker containers, OS …
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| 31287 |
QuantDinger
Claim
AI quantitative trading platform for crypto, stocks, and forex with backtesting…
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| 31288 |
tampermonkey-mcp
Claim
MCP server to manage your Tampermonkey scripts
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| 31289 |
Apollo MCP
Claim
MCP server for the Apollo.io API that lets LLMs search and enrich people and co…
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| 31290 |
Text classification API for AI agents. Classify text into topic categories with…
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| 31291 |
mcp-fish
Claim
MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice …
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| 31292 |
mealie-mcp
Claim
Docker-hosted MCP server for Mealie that enables AI agents to read cookbooks, e…
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| 31293 |
ArXiv Sync MCP Server
Claim
Enables AI assistants to search, download, and access arXiv papers with local s…
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| 31294 |
universalbench-mcp
Claim
Execution layer for UniversalBench MCP, enabling code execution, bash, web sear…
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| 31295 |
aw4eqwsd
Claim
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| 31296 |
Enables programmatic control of Cursor's cloud-based AI agents for automated co…
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| 31297 |
Job Search MCP Server
Claim
Enables Claude to search AI/ML jobs across Greenhouse, Lever, and Adzuna, with …
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| 31298 |
Atomadic Forge
Claim
Architecture compiler for AI code. 11 tools, 92 actions, 872 Lean4 proofs, 100/…
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| 31299 |
JigsawStack Translation
Claim
With our real time AI Translation, you can translate any text, & images convers…
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| 31300 |
Telique MCP
Claim
Enables querying telecom routing data (LRN, CNAM, DNO, LERG, toll-free routing)…
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