MCP Server Quality Scores
Independent quality analysis of 43459 public MCP servers
Last updated 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41501 |
Bowman Prospects MCP
Claim
Classifies Bowman Prospects baseball cards using image recognition, provides pl…
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| 41502 |
MCP Git Commit Generator
Claim
Analyzes Git repository changes and generates conventional, context-aware commi…
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| 41503 |
personal-mcp
Claim
MCP server that bridges coding agents (Claude Code, Codex, Gemini CLI) via ACP …
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| 41504 |
Godot Scene Analyzer
Claim
Analyzes Godot game projects to enforce ECS architecture patterns, automaticall…
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| 41505 |
codex-dobby-mcp
Claim
A local MCP server that lets Claude delegate scoped work to Codex with structur…
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| 41506 |
Keshro MCP
Claim
The intelligent execution layer for coding agents, exposed as an MCP server for…
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| 41507 |
twelvedata
Claim
Enables access to real-time and historical market data including stocks, ETFs, …
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| 41508 |
MCP SVG Animator
Claim
Enables creating and iterating on animated SVG diagrams from text input, photos…
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| 41509 |
cheapflights-mcp
Claim
An MCP server that finds cheap flights with flexible dates and smart suggestion…
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| 41510 |
Remote MCP security gateway for auth, redaction, policy enforcement, and audit …
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| 41511 |
悟道数据 Wudao Data 是面向 OpenClaw、Hermes、Claude 和自建 AI Agent 的 A股股票数据 MCP Server,提供市…
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| 41512 |
@yawlabs/aws-mcp
Claim
A small AWS MCP for AI assistants: one server, one config entry, SSO re-auth ba…
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| 41513 |
rawtherapee-mcp-server
Claim
Enables AI-assisted RAW photo development via RawTherapee CLI, with a visual fe…
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| 41514 |
Israel Real Estate MCP
Claim
MCP server for querying Israeli government real estate data, enabling property …
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| 41515 |
Google Workspace MCP
Claim
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
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| 41516 |
Connects to Odoo ERP to provide comprehensive inventory analysis, including dem…
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| 41517 |
prediction-examples
Claim
预测年度GMV,快速评估业务增长趋势。分析评论情感,识别正负面反馈。整合关键洞察,提升营销与产品决策效率。
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| 41518 |
MCP CNES
Claim
Consulta o CNES (estabelecimentos de saúde): profissionais, leitos, equipamento…
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| 41519 |
LogMCP
Claim
MCP server — read-only log access for AI assistants. Debug your Linux server wi…
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| 41520 |
Dataiku DSS MCP Server
Claim
A comprehensive MCP server for Dataiku DSS integration, providing Claude Code w…
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| 41521 |
SynthOS
Claim
AI-powered DeFi yield routing. Deposit into risk-scored yield bundles, analyze …
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| 41522 |
agent-memory
Claim
A persistent, trust-scored project memory for AI coding agents, backed by Postg…
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| 41523 |
mcp-elicitations
Claim
A demonstration MCP server that shows how to use elicitations to ask users for …
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| 41524 |
dingdawg-governance
Claim
Universal governance layer for AI agents — MCP-native,
fail-closed, LNN interpr…
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| 41525 |
Fetch MCP Server
Claim
Enables LLMs to fetch and extract web content using browser automation, OCR, an…
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| 41526 |
ContextBuilder (ctx)
Claim
A Context-as-a-Service MCP server that maintains structured, graph-based contex…
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| 41527 |
Streamfog MCP
Claim
AI-driven AR lens orchestrator for live OBS streams that enables control of Str…
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| 41528 |
Steam (read-only)
Claim
Read-only Steam: friends, games, playtime, achievements, sales, reviews, and li…
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| 41529 |
A comprehensive MCP server that gives AI assistants full control over your desk…
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| 41530 |
MCParr Server
Claim
Integrates with Radarr and Sonarr to manage your media library, enabling search…
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| 41531 |
reelgrep-mcp
Claim
MCP server for reelgrep - browse and search your local video library from any M…
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| 41532 |
Enables AI-powered project management by connecting Claude to Planka kanban boa…
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| 41533 |
garmin-mcp
Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
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| 41534 |
gandi-mcp
Claim
Production-grade MCP server for the Gandi v5 API, enabling domain, DNS, email, …
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| 41535 |
Harness Engineering MCP
Claim
Enables AI coding environments to enforce engineering governance through MCP to…
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| 41536 |
lamatok-mcp
Claim
MCP server for LamaTok TikTok data API — auto-generates 20+ tools from the live…
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| 41537 |
RAGex
Claim
Gives Claude semantic search superpowers to find and reuse existing patterns in…
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| 41538 |
Funding arbitrage scanner API for AI agents. Scan cross-venue funding rate spre…
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| 41539 |
OpenCoffer
Claim
Enables querying personal finance data including accounts, transactions, spendi…
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| 41540 |
Control macOS system settings, apps, windows, audio, displays, screenshots, and…
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| 41541 |
Kodus OSV
Claim
HTTP server exposing OSV (v1) for open source vulnerability lookup via osv_quer…
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| 41542 |
NocoBase MCP Server
Claim
Enables interaction with NocoBase CRM platforms via the FlowModels API for mana…
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| 41543 |
HumanJudge
Claim
Human-evaluation infrastructure for AI quality. 25,000+ blind human reviews by …
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| 41544 |
algokiller-plugin
Claim
ARM64 trace evidence analysis & cipher algorithm recovery — Claude Desktop plug…
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| 41545 |
moviefinder-mcp
Claim
An MCP server that wraps The Movie Database (TMDB) API, enabling search for mov…
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| 41546 |
RhinoMCP
Claim
A Rhino MCP Server for AI Agents to create and edit Rhino.
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| 41547 |
Persistent graph-backed conversational memory for AI agents.
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| 41548 |
open-codex-computer-use
Claim
👾 Open Computer Use – Open-Source Alternative to Codex Computer Use
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| 41549 |
notion
Claim
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| 41550 |
mcp-chembl
Claim
Enables querying ChEMBL drug discovery database for molecules, targets, activit…
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