MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42351 |
datadog-logs-mcp
Claim
Enables querying and analyzing Datadog logs through search, aggregation, and in…
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| 42352 |
Enables AI agents to integrate with IBM Business Automation Workflow by exposin…
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| 42353 |
Persome
Claim
Local-first personal memory and model server for trusted MCP agents on macOS.
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| 42354 |
agentfetch
Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
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| 42355 |
YouTube MCP Server
Claim
Integrates with YouTube's Data API to enable video search, detailed video infor…
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| 42356 |
Mission MCP
Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
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| 42357 |
Google Webmaster MCP
Claim
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
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| 42358 |
smartscout-domo
Claim
An MCP server that provides Claude Desktop access to SmartScout's Amazon market…
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| 42359 |
surety-bonds
Claim
Surety Bond Encyclopedia: search 6,900+ U.S. surety bond requirements, all 50 s…
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| 42360 |
erpdevdb
Claim
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| 42361 |
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
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| 42362 |
ContextBank
Claim
ContextBank is a local-first personal context layer that stores links, files, a…
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| 42363 |
vector-mirror
Claim
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
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| 42364 |
arnfa-mcp
Claim
Enables AI agents to plan weather-aware trips across Thailand by providing real…
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| 42365 |
ArmBench MCP Server
Claim
Enables benchmarking and inference of LLMs on Arm64 cloud instances with Kleidi…
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| 42366 |
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs …
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| 42367 |
EMY Weather MCP Server
Claim
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
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| 42368 |
google-calendar
Claim
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| 42369 |
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
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| 42370 |
@jurislm/entire-mcp
Claim
MCP server providing 19 tools to manage AI agent checkpoints and sessions via t…
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| 42371 |
CodeAtlas MCP Enterprise
Claim
Ultra-lightweight, local-first MCP server for AI-powered code intelligence, pro…
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| 42372 |
VoiceLayer
Claim
VoiceLayer MCP server enables AI coding assistants to speak and hear via local,…
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| 42373 |
swagger-mcp-server
Claim
Enables natural language interaction with any Swagger/OpenAPI-defined API, allo…
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| 42374 |
sortie-mcp
Claim
Campaign orchestration MCP server for AI agents — dependency DAGs, parallel fan…
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| 42375 |
muse-tts-embed
Claim
Enables Claude to speak text with an embedded audio player, supporting 54 voice…
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| 42376 |
DRIFT-MCP
Claim
Next.js-based MCP server using mcp-handler for Vercel deployment, supporting SS…
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| 42377 |
bug-ledger-mcp
Claim
A shared, concurrency-safe ledger for LLM code audits. It enables multiple agen…
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| 42378 |
unitymcptest-mcp
Claim
A paid remote MCP for Unity-MCP, built to return verdicts, receipts, usage logs…
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| 42379 |
ReceiptGuard
Claim
Prevents autonomous agents from fabricating tool results by verifying HMAC-sign…
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| 42380 |
AI Casino MCP Server
Claim
Enables AI models to place bets on a European roulette wheel that spins every m…
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| 42381 |
PatternFly MCP Server
Claim
Provides access to PatternFly React development rules and documentation via MCP…
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| 42382 |
WinCC OA MCP Server
Claim
A Model Context Protocol server that bridges AI assistants with WinCC OA projec…
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| 42383 |
MCP Packet Tracer
Claim
Connects Claude with Cisco Packet Tracer 9.x to control network topologies, con…
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| 42384 |
MCP-Server
Claim
Enables web search via Tavily API and URL shortening with custom aliases and fa…
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| 42385 |
kb-mcp-server
Claim
Enables semantic search over a local knowledge base using MCP tools, allowing A…
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| 42386 |
iso-27001-ai-mcp
Claim
AI-powered iso 27001 ai MCP server for agents. Supports audit isms, risk assess…
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| 42387 |
null-trust-score
Claim
Enables AI agents to query trust scores and security reviews for MCP servers be…
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| 42388 |
tubescribe-mcp
Claim
MCP server for fetching YouTube video transcripts without an API key.
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| 42389 |
vp0-mcp
Claim
Search & import free iOS app-design starters from VP0 into your AI builder.
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| 42390 |
Hudu MCP Server
Claim
Enables Claude to interact with Hudu IT documentation, including searching, rea…
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| 42391 |
optometry-patient-mcp
Claim
FHIR-based patient records for domiciliary opticians
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| 42392 |
SkippyMCP
Claim
An MCP server for controlling Rigol oscilloscopes from an AI assistant. It tran…
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| 42393 |
postgres-mcp
Claim
Enables safe interaction with PostgreSQL databases through read-only queries, s…
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| 42394 |
News Crawler MCP Server
Claim
Enables crawling news articles by category (politics, economy, society, etc.) a…
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| 42395 |
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
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| 42396 |
sy-automl-mcp
Claim
An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, …
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| 42397 |
Guardia MCP Server
Claim
A production Model Context Protocol (MCP) server with 70+ tools, OAuth 2.1 auth…
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| 42398 |
Connect Claude, Cursor, or any MCP client to your FlowContent account
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| 42399 |
Central hub for managing affiliate links across all Rvvel applications and AI a…
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| 42400 |
Entity intelligence across AI surfaces. Read the verified record and submit cor…
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