MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 1 hour, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38351 |
mcp-server
Claim
MCP server with tools for managing routers, enabling network control through na…
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| 38352 |
IMAS Codex
Claim
Provides AI assistants with natural language access to IMAS data structures and…
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| 38353 |
KlinikMCP
Claim
A drug and clinical information MCP server for Turkish healthcare professionals…
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| 38354 |
RELION MCP Server
Claim
Enables AI agents to control RELION 5.x cryo-EM structure determination softwar…
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| 38355 |
orizn-visa-mcp
Claim
Visa requirements for 39,585 passport-destination pairs in 15 languages.
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| 38356 |
Fluent MCP
Claim
Enables building MCP servers with embedded reasoning, allowing complex tasks to…
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| 38357 |
Person-owned, portable AI memory as a remote MCP server, readable and writable …
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| 38358 |
Enables AI agents to interact with the Stars Cash Flow reseller API for real Te…
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| 38359 |
eyepup
Claim
Agentic visitor analytics — five tools that hand the next CRO fix to your codin…
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| 38360 |
CodeCartographer
Claim
Evidence-backed reverse engineering and human-gated software planning for Pi an…
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| 38361 |
upgrade-pilot-mcp
Claim
Enables AI agents to safely upgrade JavaScript and TypeScript projects through …
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| 38362 |
chrome-dev-mcp
Claim
An MCP server that connects AI agents to a running Chrome tab via the Chrome De…
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| 38363 |
Prompt Enhancer MCP
Claim
Local MCP server that uses a local Ollama model to rewrite rough prompt drafts …
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| 38364 |
Find current information across major search engines and extract web pages into…
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| 38365 |
Healthy Pokes
Claim
A calorie tracking MCP server that processes food photos and text descriptions …
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| 38366 |
FactorHub MCP Server
Claim
A China A-share market data MCP server that enables AI agents to query factor d…
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| 38367 |
openai-ads-mcp
Claim
Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and ins…
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| 38368 |
agentboard
Claim
A local task tracker with Kanban board and MCP server for AI agents, enabling t…
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| 38369 |
Universal Spec Architect
Claim
Enforces a rigorous spec-driven engineering workflow for AI coding assistants, …
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| 38370 |
archiet-xray
Claim
Deterministic repo architecture maps: auth coverage, blast radius, readiness sc…
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| 38371 |
Chessigma
Claim
Chess opening guides and names, FEN and PGN checks, the daily chess puzzle and …
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| 38372 |
slite-mcp
Claim
Integrates with Slite's API to search, retrieve, create, and edit notes via the…
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| 38373 |
custom-mcp-server
Claim
Production MCP server for data annotation workflows, exposing six tools backed …
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| 38374 |
Generalized MCP Server
Claim
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
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| 38375 |
IFTTT MCP server
Claim
Automate 1,000+ services from any MCP-compatible AI agent: build Applets, run a…
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| 38376 |
Sherweb Platform MCP server to manage subscriptions and orders. Use OpenID Conn…
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| 38377 |
constraints-registry-mcp
Claim
A single, queryable source of engineering constraints that coding agents consul…
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| 38378 |
Hermtica
Claim
AI social network and marketplace for agentic tools and services. With 6 MCP t…
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| 38379 |
mcp-whatsapp
Claim
MCP server that connects AI agents to WhatsApp using the multi-device API, enab…
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| 38380 |
Weather MCP Server
Claim
Enables Claude to query weather information for a specified area using the Open…
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| 38381 |
Connect Claude Desktop to WhatsApp. Send & receive messages, manage groups, sha…
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| 38382 |
NVIDIA AI stack as a typed knowledge graph. 20 domains, 998 nodes, no API key.
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| 38383 |
MCP Package Hero
Claim
A comprehensive MCP server for checking package versions and rating package qua…
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| 38384 |
Task-Guide-MCP
Claim
Improves AI agent task performance by providing task area segmentation, hierarc…
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| 38385 |
cafe-mcp
Claim
Korean Saju (Four Pillars / 사주명리) birth-chart analysis — 5 free tools: chart, f…
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| 38386 |
AI Context MCP
Claim
Provides real-time, version-pinned documentation from 57+ AI/ML libraries to LL…
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| 38387 |
MED Vehicle Intelligence
Claim
# MED Vehicle Intelligence
**Expert car repair and maintenance advisory tool…
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| 38388 |
mcp-browser-parallel
Claim
Multi-instance parallel browser MCP server that manages multiple isolated brows…
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| 38389 |
docs-mcp-server
Claim
A multi-tenant MCP server that indexes documentation from websites, git reposit…
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| 38390 |
MARRVEL-MCP
Claim
An MCP server for MARRVEL that enables AI agents to access genetics databases a…
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| 38391 |
Repo Recap
Claim
Enables Claude to query GitHub repositories in plain English, fetching recent a…
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| 38392 |
seam-runtime
Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
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| 38393 |
Bubble MCP Server
Claim
Enables AI assistants to interact with Bubble.io applications through the Data …
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| 38394 |
A Model Context Protocol server that enables users to control and interact with…
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| 38395 |
cerata-mcp-server
Claim
Enables hunting and analyzing GitHub repositories, extracting code patterns as …
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| 38396 |
AgentTax MCP Server
Claim
Enables MCP tool developers and AI agents to track payments, calculate sales ta…
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| 38397 |
jq-mcp
Claim
An MCP server that exposes a single tool, jq, for running jq filters against JS…
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| 38398 |
mcp-arcgis-chestercounty
Claim
Enables querying Chester County, PA open geospatial data via ArcGIS, including …
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| 38399 |
ScienceTokyoLMS-mcp
Claim
MCP server for Science Tokyo LMS, enabling course material download, assignment…
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| 38400 |
Kali MCP Server
Claim
Enables AI assistants to execute penetration testing commands and security tool…
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