MCP Server Quality Scores
Independent quality analysis of 69027 public MCP servers
Last updated 1 hour, 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 63451 |
CodeSift
Claim
Token-efficient code intelligence MCP server that indexes codebases with tree-s…
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| 63452 |
Codex Vision MCP
Claim
A local MCP server that adds computer-vision tools to coding agents and models …
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| 63453 |
Vector Task MCP Server
Claim
A secure, vector-based task management server for Claude Desktop using sqlite-v…
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| 63454 |
AgentSkill MCP
Claim
A universal MCP server that enables any MCP-compatible agent to use Anthropic's…
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| 63455 |
Enables Large Language Models to access and manipulate Autodesk Revit models th…
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| 63456 |
confluence
Claim
Enables querying Confluence or Kubernetes documentation through hybrid search a…
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| 63457 |
Unilytics MCP Server
Claim
Marketing analytics MCP server with 21 tools for SEO, keyword research, backlin…
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| 63458 |
loop-verify
Claim
An MCP server that performs independent verification of artifacts against crite…
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| 63459 |
CSE MCP Intelligence
Claim
Institutional-grade MCP server for the Colombo Stock Exchange. Features real-ti…
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| 63460 |
CodeCartographer
Claim
Evidence-backed reverse engineering and human-gated software planning for Pi an…
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| 63461 |
Arara MCP
Claim
Turns Claude Code, Claude Desktop, Cursor, Windsurf or ChatGPT into a WhatsApp …
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| 63462 |
Elyan Staking MCP Server
Claim
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
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| 63463 |
mcp-code-reviewer
Claim
An MCP server for automatic code review using OpenRouter, enabling performance,…
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| 63464 |
agent-delegation-mcp
Claim
Agent Delegation MCP Server by MEOK AI Labs
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| 63465 |
beatos
Claim
Local-first beat library for music producers. MCP server (Claude Code / Claude …
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| 63466 |
Bluesky MCP Server
Claim
A Model Context Protocol server that connects to Bluesky and provides natural l…
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| 63467 |
Coval MCP Server
Claim
Enables AI assistants to interact with Coval's evaluation platform for launchin…
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| 63468 |
Enables natural language querying of a football knowledge graph via Neo4j, gene…
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| 63469 |
云启智联 MCP Server
Claim
让支持 MCP 的 AI 客户端直接调用票据识别能力,包括银行回单、对账单、增值税发票等解析。
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| 63470 |
legal_mcp
Claim
Enables semantic search over Polish court judgments and legislative acts via MC…
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| 63471 |
MCP Git Explorer
Claim
Enables Claude to explore and analyze remote Git repositories, providing struct…
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| 63472 |
claude-ssh-mcp
Claim
Enables Claude to connect to servers via SSH, execute commands, transfer files,…
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| 63473 |
Yantrix MCP
Claim
Dynamic MCP server — 30+ tools across fact verification, agent memory, Indian N…
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| 63474 |
qwen-vision-mcp
Claim
Enables text-only LLMs to see images on demand by integrating Qwen vision model…
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| 63475 |
reminder-mcp
Claim
Enables scheduling and triggering reminders delivered via Slack or Telegram thr…
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| 63476 |
cpp-semantic-graph
Claim
Builds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI as…
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| 63477 |
aha-mcp
Claim
MCP server for accessing and managing Aha! records, including features, require…
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| 63478 |
gemini-vision-mcp-safe
Claim
A privacy-conscious MCP server that enables image analysis via Google Gemini wi…
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| 63479 |
Brutalist MCP
Claim
Multi-perspective code analysis using Claude Code, Codex, and Antigravity CLI a…
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| 63480 |
An MCP server that integrates HandaaS data APIs for industrial chain analysis, …
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| 63481 |
Satori MCP Server
Claim
An MCP server that generates beautiful images from React components using Sator…
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| 63482 |
codesteer-atlas
Claim
Local MCP server for semantic code search using Tree-sitter AST parsing, local …
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| 63483 |
chipi-v0-shadcn
Claim
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| 63484 |
Claude Code MCP Server
Claim
An MCP server that allows Claude Desktop to remotely control Claude Code instan…
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| 63485 |
openai-mcp
Claim
MCP server that bridges ChatGPT Plus/Pro to Claude Code, enabling chat, deep re…
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| 63486 |
An MCP server for content creation that extracts video transcripts, scrapes web…
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| 63487 |
youtube-research-mcp
Claim
Enables AI assistants to research YouTube videos by collecting captions, commen…
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| 63488 |
xliff-processor
Claim
An MCP server for processing XLIFF and TMX translation files, enabling parsing,…
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| 63489 |
beauty
Claim
AI-native beauty ads, sponsored product discovery, and brand recommendations.
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| 63490 |
Style-Coach-MCP
Claim
Provides data-driven cover letter coaching by analyzing tone, keywords, and str…
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| 63491 |
google-calendar-mcp
Claim
Enables natural language interaction with Google Calendar, including creating, …
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| 63492 |
Agent Incident Relay MCP — Article 73 5-clock broadcaster. One incident → simul…
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| 63493 |
Enables interaction with AWS Amplify Gen2 application data through natural lang…
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| 63494 |
MCP Code Flow Analyzer
Claim
An MCP server that analyzes and traces business code flows across your codebase…
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| 63495 |
EMEA Compliance MCP
Claim
EMEA sales + employment compliance for AI agents across 7 countries (UK, German…
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| 63496 |
Enables AI assistants to connect to Gmail accounts, check connection status, an…
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| 63497 |
TON Data MCP Server
Claim
TON Data MCP Server — real-time blockchain data for AI agents. Provides wallet …
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| 63498 |
junto-memory
Claim
A shared memory and coordination server for multiple AI coding agents, built on…
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| 63499 |
reaper-reapy-mcp
Claim
Enables AI assistants to control REAPER DAW via the Model Context Protocol, inc…
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| 63500 |
litejira-mcp
Claim
A client-side MCP server that enables AI assistants to interact with the LiteJi…
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