MCP Server Quality Scores
Independent quality analysis of 69313 public MCP servers
Last updated 3 hours, 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44001 |
CoreRag
Claim
Enables Claude Desktop to perform local-first semantic search, ingest documents…
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| 44002 |
Zoom Search
Claim
MCP search and evidence tool for AI agents. Rewrites queries, zooms into source…
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| 44003 |
MinIO MCP Server
Claim
A Model Context Protocol (MCP) server that provides a bridge between MCP-compat…
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| 44004 |
Testing Bank MCP
Claim
An MCP router that connects to multiple PagerDuty sandbox environments for test…
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| 44005 |
mcp-safe-fetch
Claim
A content fetcher that sanitizes, size-caps, and caches fetched content, protec…
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| 44006 |
mcp
Claim
Model Context Protocol (MCP) Server for the mcp API.
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| 44007 |
Flagsmith
Claim
MCP server for Flagsmith's Core and SDK APIs, enabling management of feature fl…
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| 44008 |
entroute
Claim
Enables web search for AI agents with pay-per-search in USDC, no API keys neede…
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| 44009 |
Enables AI assistants to audit, migrate, scaffold, and manage TON smart contrac…
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| 44010 |
Orbixio Studio
Claim
MCP server for generating and managing YouTube video scripts with human-in-the-…
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| 44011 |
project-brain-mcp
Claim
Engineering memory for Claude Code — prevents re-investigating solved problems …
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| 44012 |
Connects Claude Desktop to Windows Calculator, enabling accurate mathematical c…
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| 44013 |
Ring MCP Server
Claim
Enables control of Ring home security devices, including doorbells, cameras, li…
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| 44014 |
Rhino MCP
Claim
Enables AI-powered 3D modeling in Rhino 8 through 135+ tools for geometry, tran…
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| 44015 |
ffmpeg-mcp
Claim
An MCP server that exposes FFmpeg as structured tools for AI-agent-driven video…
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| 44016 |
solid-mcp
Claim
MCP server for the Solid protocol enabling AI models to read, write, search, an…
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| 44017 |
GDP MCP Tools
Claim
MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 …
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| 44018 |
A code review tool server based on Model Context Protocol (MCP) providing multi…
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| 44019 |
llmprobe
Claim
Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throug…
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| 44020 |
Etsy MCP Server
Claim
An MCP server for interacting with the Etsy API, enabling listing management, s…
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| 44021 |
knowflow
Claim
Connects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-st…
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| 44022 |
MoonMCP
Claim
A scope-aware bug-bounty & reconnaissance MCP server that works out of the box …
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| 44023 |
recall-mcp
Claim
A shared, local-first memory layer for AI CLIs, providing persistent, layered m…
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| 44024 |
@repomend/mcp
Claim
Security scanning MCP server that connects Claude to RepoMend findings, enablin…
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| 44025 |
mcp-x
Claim
Enables posting tweets to X (Twitter) via the X API v2, using Claude.
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| 44026 |
Habit Tracker MCP Server
Claim
Enables users to analyze their habits over a specified period and receive weekl…
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| 44027 |
mcp-meta-marketing
Claim
MCP server that wraps the Meta Marketing API (Graph API v25.0) as semantic tool…
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| 44028 |
Odoo MCP Server
Claim
Provides read-only access to Odoo databases via OdooRPC, allowing AI assistants…
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| 44029 |
contextpulse-mcp
Claim
Real-time context budget tracking for AI coding agents with token counting, loo…
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| 44030 |
Chroma MCP Server
Claim
A Model Context Protocol server for Chroma, enabling AI models to create collec…
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| 44031 |
gdbmcp
Claim
Attaches to a running C++ process and exposes tools to inspect live memory via …
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| 44032 |
SystemManager
Claim
Provides system-specific metadata through a tool that returns data for a given …
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| 44033 |
clawborrator-mcp
Claim
Connects Claude Code instances to a clawborrator hub via WebSocket, enabling cr…
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| 44034 |
claude-code-mcp
Claim
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
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| 44035 |
cloakbrowser-mcp
Claim
Playwright MCP-compatible browser automation using CloakBrowser Chromium, avail…
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| 44036 |
dispatch-mcp
Claim
MCP server for tier-based dispatch delegation via OmniRoute, enabling message d…
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| 44037 |
Redshift MCP Server
Claim
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
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| 44038 |
codex-buddy-for-claude
Claim
Enables Claude Code to leverage OpenAI models for expert code review, deep arch…
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| 44039 |
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
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| 44040 |
Symbols Awakening MCP
Claim
A symbolic reasoning engine that enables symbolic ontology operations through a…
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| 44041 |
Browser Runtime MCP
Claim
Enables AI agents to monitor and debug browser runtime errors, console logs, an…
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| 44042 |
wildberries-mcp
Claim
MCP server that turns Wildberries marketplace into a toolkit for LLM agents, en…
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| 44043 |
MCP YouTube-DLP
Claim
Provides tools for downloading YouTube videos and audio using yt-dlp, enabling …
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| 44044 |
Apple Notes MCP Server
Claim
Enables Claude to read, write, search, and manage Apple Notes on macOS via Appl…
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| 44045 |
mcp-hello-world
Claim
A minimal MCP server mock for testing, providing echo, debug, and greeting reso…
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| 44046 |
cocos-mcp-v2-ui
Claim
Enables MCP clients to control Cocos Creator 2.x for UI design, such as transla…
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| 44047 |
accessibility-mcp-server
Claim
Enables AI agents to perform comprehensive web accessibility checks (WCAG 2.1/2…
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| 44048 |
github-mcp-tool
Claim
Enables managing GitHub repositories, files, and user information through MCP, …
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| 44049 |
SettleMesh
Claim
Deploy and monetize agent-built apps from one MCP. Ship a full-stack app (login…
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| 44050 |
mcp-repo-context
Claim
A Weaviate-backed MCP server that gives Claude Code agents semantic search over…
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