MCP Server Quality Scores
Independent quality analysis of 64636 public MCP servers
Last updated 10 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 36901 |
An MCP server implementation that enables searching and retrieving research art…
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| 36902 |
selenium-recorder-mcp
Claim
Records browser interactions (clicks, DOM mutations, console logs, JS errors) v…
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| 36903 |
mcp-ziwei
Claim
Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on bi…
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| 36904 |
agent-services-mcp
Claim
MCP server: x402-paid & free tools for AI agents — provenance, quality scoring,…
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| 36905 |
Jira-Mcp
Claim
Multi-client MCP server for Jira, enabling project and issue management for mul…
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| 36906 |
Apple Notes
Claim
Semantic search + connection-discovery across your own Apple Notes (bridges, sy…
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| 36907 |
etfedge-mcp
Claim
Read-only MCP server for Taiwan active ETF research database, providing tools t…
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| 36908 |
Governed USDC wallet for AI agents — policy gates, spending caps, and Ed25519-s…
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| 36909 |
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
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| 36910 |
obsidian-mcp
Claim
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| 36911 |
Courier
Claim
Continuity protocol for autonomous AI agents. Agent messaging with SMTP bridge …
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| 36912 |
code-index
Claim
Rust code index MCP server with native 1C:Enterprise (BSL) support. 25 tools. S…
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| 36913 |
VMware MCP Server
Claim
Enables management of VMware vCenter and ESXi environments, including VM operat…
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| 36914 |
Yahoo Fantasy MCP
Claim
Enables Claude to interact with Yahoo Fantasy Baseball and Basketball leagues, …
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| 36915 |
Engram
Claim
Persistent memory for AI agents with Ebbinghaus forgetting curve, semantic grap…
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| 36916 |
Polaroid
Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
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| 36917 |
server
Claim
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| 36918 |
solidity-auditor-mcp
Claim
Audits Ethereum/Solidity smart contracts using the Cysic Minimax model, providi…
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| 36919 |
gdep
Claim
🎮 gdep — Game Codebase Analysis Tool
Understand a Unity/UE5/Axmol project in 0.…
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| 36920 |
opencode-chatgpt-bridge
Claim
A local MCP bridge that lets ChatGPT control opencode sessions for code modific…
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| 36921 |
Orbis API Marketplace
Claim
Browse, discover, and call 971 production APIs from Claude, Cursor, or Windsurf…
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| 36922 |
arxiv-search MCP Server
Claim
Enables searching academic papers on arXiv and retrieving detailed information …
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| 36923 |
neoforge-kb-mcp
Claim
MCP server that provides RAG-based access to Neoforge Mod API documentation, en…
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| 36924 |
Multi-Tool MCP Server
Claim
A Docker-based FastMCP server for dynamic Python code execution with support fo…
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| 36925 |
hsm-mcp
Claim
Enables querying the Dutch IND public register of recognised sponsors for work/…
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| 36926 |
LocalAnt
Claim
LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through…
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| 36927 |
browser-auth-mcp
Claim
Enables AI agents to authenticate with websites using a real Chromium browser w…
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| 36928 |
RePythonNET-MCP
Claim
Enables static analysis and patching of .NET binaries through decompilation, IL…
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| 36929 |
Skills-MCP-Server
Claim
Index and search reusable skills from local folders. Discover relevant skills w…
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| 36930 |
Minecraft MCP Server
Claim
Enables querying Minecraft Java server status via the Model Context Protocol, d…
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| 36931 |
baozhibao-mcp-server
Claim
MCP server for managing personal items with expiration dates, enabling AI agent…
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| 36932 |
changeflow
Claim
AI-powered web monitoring. Track any website, get structured change intelligenc…
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| 36933 |
legends-mcp
Claim
Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve J…
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| 36934 |
gmat-mcp-server
Claim
Enables AI agents to autonomously write, run, and debug NASA GMAT mission scrip…
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| 36935 |
sorsa-mcp
Claim
MCP server for the Sorsa.io X/Twitter data API
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| 36936 |
ToolMux
Claim
Aggregates multiple MCP servers via a single interface with token optimization …
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| 36937 |
mcp-code-context
Claim
Enables LLMs to efficiently read, write, and refactor code using precise AST-ba…
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| 36938 |
power-point-mcp
Claim
Enables Claude to read, create, and edit a single pre-bound PowerPoint file via…
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| 36939 |
ai-ready-ds-auditor
Claim
Enables AI IDEs to query Figma design tokens, component specs, and audit issues…
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| 36940 |
gem-mcp
Claim
An autonomous MCP server for AI-powered software generation using Gemini and Gr…
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| 36941 |
Hunch
Claim
MCP server that exposes Kalshi prediction markets as tools for AI agents, enabl…
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| 36942 |
lumberjack
Claim
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| 36943 |
mcp-server
Claim
stories.yaml — an open specification for software requirements, enforced by CI.
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| 36944 |
dbnomics
Claim
Enables querying economic statistics from over 80 providers via DBnomics, with …
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| 36945 |
Stream MCP
Claim
Enables deployment of MCP servers over HTTP, providing ready-to-use tools for t…
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| 36946 |
OSHA Compliance MCP
Claim
Query OSHA safety standards (29 CFR 1910 & 1926) with plain-English summaries. …
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| 36947 |
Context7 MCP Server
Claim
An MCP server that bridges to the Context7 API, enabling querying documentation…
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| 36948 |
Self-Learning MCP
Claim
Enables AI agents to learn from their work by recording tasks, extracting patte…
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| 36949 |
stitch-pro-mcp
Claim
An intelligent MCP server for Google Stitch that generates production-ready UI …
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| 36950 |
Provides unified access to vulnerability data from NVD, MITRE, and GitHub Secur…
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