MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 2 hours, 2 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52301 |
Smart-MCP
Claim
Generates complex draw.io diagrams (tables, kanbans, GANTT) using a local 9B LL…
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| 52302 |
Bauplan MCP Server
Claim
Enables AI assistants to interact with Bauplan lakehouse operations, including …
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| 52303 |
AgentScore
Claim
Trust scoring for AI agents via MCP. Check any agent's reputation before transa…
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| 52304 |
notebooklm-mcp
Claim
Bridges Claude Code/Cowork with Google NotebookLM for AI-powered research, sour…
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| 52305 |
image-mcp
Claim
MCP server for image recognition, supporting multiple vision backends (Anthropi…
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| 52306 |
Remote MCP AuthKit
Claim
Enables remote MCP client connections with WorkOS AuthKit authentication, suppo…
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| 52307 |
Lex
Claim
Provides programmatic access to UK legal documents with hybrid semantic search …
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| 52308 |
pg-mcp
Claim
A Model Context Protocol server for PostgreSQL that enables database operations…
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| 52309 |
taiwan-weather-mcp
Claim
An MCP server that provides real-time weather forecasts, weather warnings, and …
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| 52310 |
test
Claim
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| 52311 |
browser-mcp
Claim
Unified MCP server for browser automation (Playwright + CDP + CLI) and bookmark…
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| 52312 |
Highway MCP
Claim
Enables any MCP host to drive durable, always-on agents that run server-side on…
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| 52313 |
CardioTriage MCP Server
Claim
Provides phenotype-aware cardiovascular triage tools including FHIR R5 case ret…
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| 52314 |
gnosys-treeshell
Claim
Tree-based navigation MCP that provides a single interface to explore and execu…
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| 52315 |
mainframe-mcp
Claim
Provides safe, structured access to an IBM z/OS mainframe through natural langu…
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| 52316 |
wps-office-mcp
Claim
Integrates AI assistants with WPS Office to automate operations across Writer, …
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| 52317 |
image-recognition-mcp
Claim
Enables running an OpenAI-compatible vision-language model on local images with…
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| 52318 |
AIVectorMemory
Claim
MCP server that provides cross-session persistent memory for AI coding assistan…
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| 52319 |
ContemPlace
Claim
MCP server for a personal knowledge base that captures and structures idea frag…
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| 52320 |
SWMF MCP Server
Claim
SWMF MCP Server enables AI agents to work with the Space Weather Modeling Frame…
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| 52321 |
ros2_medkit_mcp
Claim
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
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| 52322 |
codex-sentry-mcp
Claim
Bridges OpenAI Codex with Sentry to automatically fetch, analyze, and fix error…
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| 52323 |
Data Nashville MCP
Claim
Enables querying and exploring Nashville open data from data.nashville.gov and …
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| 52324 |
indesign-cli MCP Server
Claim
Enables AI agents to directly control Adobe InDesign through CLI commands, prov…
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| 52325 |
hermes-marketplace-tools
Claim
Provides MCP tools for searching and comparing products on Wildberries (and Ozo…
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| 52326 |
Redmine MCP Server
Claim
Enables AI clients (Cursor, Claude Desktop) to manage Redmine issues, projects,…
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| 52327 |
icici-mcp
Claim
Enables trading Indian stocks on ICICI Direct through natural conversation with…
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| 52328 |
TradingView MCP Bridge
Claim
Connects Claude Code to your locally running TradingView app via Chrome DevTool…
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| 52329 |
after-effects-mcp
Claim
Control Adobe After Effects from any MCP client: arbitrary ExtendScript, backgr…
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| 52330 |
agent-magnet
Claim
Self-learning memory for AI tools. Remembers user preferences and context acros…
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| 52331 |
Browserbeam MCP Server
Claim
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
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| 52332 |
Enables AI assistants to manage Empire listeners, stagers, agents, modules, and…
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| 52333 |
Smara MCP Server
Claim
A vendor-neutral, user-sovereign memory layer for AI agents and tools, providin…
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| 52334 |
GitLab MCP Server
Claim
Enables AI assistants to interact with GitLab projects by listing merge request…
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| 52335 |
Realtime Sales Dashboard
Claim
Streams simulated sales data via WebSocket and renders live KPIs, state ranking…
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| 52336 |
lightrag-mcp
Claim
Bridges AI assistants with LightRAG's knowledge graph capabilities, enabling do…
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| 52337 |
FunASR
Claim
Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, spea…
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| 52338 |
MCP Learning Server
Claim
A learning-focused MCP server that provides tools for current time, arithmetic,…
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| 52339 |
valorem-mev-mcp
Claim
Gives MCP-compatible LLM agents direct access to real-time MEV and DeFi data vi…
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| 52340 |
verifiable-memory
Claim
Memory for AI agents that can't hallucinate — answers only from stored facts wi…
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| 52341 |
MySQL MCP Server
Claim
An AI-to-DB secure gateway that enables AI assistants like Claude Code to inter…
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| 52342 |
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
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| 52343 |
nl-eli-mcp
Claim
An MCP server for Dutch consolidated legislation, enabling AI agents to retriev…
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| 52344 |
Effect Q&A MCP Server
Claim
Fetches category data from a Q&A service API and returns a markdown summary gro…
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| 52345 |
blob-svg-mcp
Claim
MCP server for generating organic, customizable blob shapes as SVG using sinuso…
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| 52346 |
toss-invest
Claim
Enables interaction with Toss Securities API for market data, stock information…
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| 52347 |
ads-mcp
Claim
Unified MCP server for managing Meta Ads, LinkedIn Ads, Google Ads, GA4, and Se…
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| 52348 |
Weather MCP Server
Claim
Provides real-time weather data to Claude using the Open-Meteo API, with no API…
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| 52349 |
Searches UniProt by protein name to find accession numbers and retrieves detail…
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| 52350 |
cve-lookup-mcp
Claim
Provides live CVE data from NVD and EPSS without API key, enabling AI assistant…
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