MCP Server Quality Scores
Independent quality analysis of 41668 public MCP servers
Last updated 44 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35351 |
Provides validated clinical scoring tools for AI agents via MCP, with evidence-…
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| 35352 |
testproject
Claim
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| 35353 |
apix420_mcp_server
Claim
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| 35354 |
Mockzilla
Claim
MCP server for mockzilla. Lets coding agents (Claude Desktop, Cursor, etc.) ins…
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| 35355 |
ai-counsel
Claim
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between A…
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| 35356 |
ziwei-mcp
Claim
A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates a…
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| 35357 |
cpcmcp
Claim
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| 35358 |
rewind-mcp
Claim
Enables developers to recover their working context after interruptions by anal…
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| 35359 |
CDP-MCP Server
Claim
Wraps Chrome DevTools Protocol to provide AI agents with low-level browser debu…
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| 35360 |
options-chain-mcp
Claim
Read-only MCP server for options research with server-side filtering to reduce …
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| 35361 |
Apiverket MCP Server
Claim
Query Swedish public data from AI tools. Includes company data, SCB statistics,…
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| 35362 |
mcp-memory-graph
Claim
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
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| 35363 |
mastra-ai-course
Claim
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| 35364 |
news-mcp-server
Claim
Enables real-time monitoring and analysis of enterprise public opinion with sen…
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| 35365 |
Python MCP Server
Claim
A modular server for managing and registering tools, enabling extensible functi…
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| 35366 |
An MCP Server that enables interaction with Zoom's API through the Multi-Agent …
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| 35367 |
youtube-trends-mcp
Claim
Enables AI assistants to query YouTube search trends, including rising topics, …
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| 35368 |
youtube
Claim
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| 35369 |
Picsha AI MCP Server
Claim
MCP server for Picsha AI platform enabling LLMs to search, upload, and manage d…
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| 35370 |
Enables AI assistants to securely query Italian legacy ERP databases (AS/400, S…
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| 35371 |
Jira MCP Server
Claim
An MCP server for integrating with Jira Server instances, enabling natural lang…
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| 35372 |
kaspi-merchant-mcp
Claim
Enables managing Kaspi Marketplace orders through AI assistants, including list…
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| 35373 |
Ambari MCP Server
Claim
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
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| 35374 |
excel-mcp
Claim
An MCP server for performing Excel file operations including read, write, and m…
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| 35375 |
FantasyPros API Server
Claim
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
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| 35376 |
GEOScore MCP Server
Claim
Enables scanning websites for AI search readiness, generating fixes like llms.t…
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| 35377 |
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
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| 35378 |
blender-mcp
Claim
Enables AI-powered control of Blender through natural language, allowing users …
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| 35379 |
Spotify MCP Server
Claim
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
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| 35380 |
CrazyNinja Odds Devigger
Claim
Calculate conservative and alternative sports betting odds with expected value …
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| 35381 |
AgentLayer MCP Server
Claim
Provides real-time AI infrastructure data including LLM costs, model benchmarks…
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| 35382 |
karate-graph-mcp
Claim
Enables analysis of Karate framework feature files, extracting dependencies and…
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| 35383 |
SimpleCodeMCP
Claim
Indexes internal code libraries and exposes them via MCP for AI agents to provi…
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| 35384 |
mcp-server-docx
Claim
Enables creating professional Word documents from markdown or structured conten…
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| 35385 |
swiss-food-safety-mcp
Claim
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
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| 35386 |
PyAutoGUI-MCP
Claim
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
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| 35387 |
browser-use MCP Server
Claim
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing c…
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| 35388 |
MCP server for self-hosted Jira instance with Personal Access Token authenticat…
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| 35389 |
agents-md
Claim
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| 35390 |
mcp-server-251215
Claim
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| 35391 |
Parcel MCP Server
Claim
A mock MCP server for small parcel operations, providing tools to track package…
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| 35392 |
mcp--server
Claim
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| 35393 |
ClawPipe
Claim
Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediat…
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| 35394 |
mcp-google-ads1
Claim
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| 35395 |
Enables Claude to interact with Google Workspace services including Gmail, Driv…
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| 35396 |
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
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| 35397 |
copilot
Claim
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| 35398 |
StackSwap
Claim
Hosted HTTP MCP server for B2B SaaS GTM stack research. 8 read-only tools wrapp…
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| 35399 | — | |||||||||
| 35400 |
OpenSCAD MCP Server
Claim
Enables AI assistants to render 3D models by providing tools to execute OpenSCA…
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