MCP Server Quality Scores
Independent quality analysis of 66301 public MCP servers
Last updated 3 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65101 |
RAG MCP Server
Claim
A RAG knowledge base MCP server that adds vector search and reranking capabilit…
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| 65102 |
Looker MCP Server
Claim
Provides AI assistants direct access to Looker through a standard MCP interface…
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| 65103 |
therapistMCP
Claim
An MCP server that enables Claude to refer itself to another Claude instance fo…
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| 65104 |
ExcelMCPAdvanced
Claim
Fast, multi-sheet Excel retrieval and writing via MCP, supporting efficient dat…
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| 65105 |
Guardrails MCP Server
Claim
Enables AI agents to integrate with Guardrails to check user values, make align…
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| 65106 |
mcp-search-server
Claim
MCP-compliant server providing web search via Yandex Search API and URL fetchin…
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| 65107 |
robinhood-mcp
Claim
Enables AI models to manage Robinhood portfolios, execute trades, and run autom…
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| 65108 |
QiuChi
Claim
A production-grade MCP server framework with plugin system, middleware pipeline…
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| 65109 |
secure-github-ops
Claim
Enables safe GitHub automation by queuing write operations for admin approval b…
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| 65110 |
cartridge-cafe
Claim
Your AI builds live WebGPU game worlds on cartridge.cafe — guest door, no accou…
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| 65111 |
dowhistle-mcp-server
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| 65112 |
mcp-jira-server
Claim
An MCP server for Jira that enables comprehensive issue management, sprint oper…
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| 65113 |
mcp-catalogueoflife
Claim
Enables queries about global taxonomic data, including scientific name matching…
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| 65114 |
marimo-mcp
Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
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| 65115 |
case-chat
Claim
A conversational chat interface that uses RAG over a synthetic test corpus and …
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| 65116 |
Statuspage MCP Server
Claim
Enables management of Atlassian Statuspage incidents, components, and subscribe…
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| 65117 |
projscan
Claim
Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcome…
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| 65118 |
SuperSkill Registry
Claim
Find, inspect and install reviewed reusable AI-agent capabilities from superski…
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| 65119 |
BomberJS MCP Server
Claim
MCP server that exposes the atomic-bomb tool for generating project scaffolding…
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| 65120 |
vps-mcp-server
Claim
Gives AI assistants full control over a VPS via SSH, enabling command execution…
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| 65121 |
arcgis-peoria
Claim
Enables search and query of City of Peoria, Arizona open geospatial datasets (p…
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| 65122 |
FastAPI Architect MCP
Claim
An MCP server that gives Claude Code IDE-level intelligence for FastAPI project…
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| 65123 |
Inform Growth Demo MCP
Claim
Demonstrates Inform Growth's Camber Core platform using a fictional B2B SaaS co…
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| 65124 |
Google Ads MCP Server
Claim
Connects MCP clients to the Google Ads API v23, enabling account listing, GAQL …
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| 65125 |
ToolBridge
Claim
A governed MCP server for integrating AI agents with customer data, featuring r…
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| 65126 |
identity-mcp
Claim
MCP server that gives AI agents disposable email addresses and real phone numbe…
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| 65127 |
Provides persistent browser tabs with tools to read, click, type, and interact …
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| 65128 |
overseerr-mcp-server
Claim
FastMCP server to interact with the Overseerr API for movie and TV show request…
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| 65129 |
Handle Figma MCP
Claim
Enables AI assistants to read and modify Figma designs programmatically through…
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| 65130 |
AI-optimized MCP server for PineScript v6 development, providing comprehensive …
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| 65131 |
project-knowledge-mcp
Claim
Cross-project knowledge graph for MCP — map features across mobile, backend, an…
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| 65132 |
ScoutScore
Claim
Trust scoring for AI agents. Check scores, fidelity, and flags for x402 service…
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| 65133 |
IDMS Identity SQL MCP
Claim
Enables SQL-based identity lookups for IDMS systems, supporting search by accou…
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| 65134 |
plumb-mcp
Claim
Local Figma MCP server with no REST rate limits, no metered tool-call quotas, a…
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| 65135 |
Enables AI assistants to access and analyze Fitbit health data (activity, sleep…
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| 65136 |
LightRAG MCP Server
Claim
Enables AI clients to interact with a LightRAG knowledge graph server via MCP, …
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| 65137 |
mcp-toolkit-server
Claim
Converts Claude into a cybersecurity assistant by exposing 17 tools for network…
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| 65138 |
outris-mcp
Claim
Enables querying any API with natural language via Claude Desktop by connecting…
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| 65139 |
studio-state
Claim
A stateless MCP server for AI film and video production that tracks project sta…
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| 65140 |
Vindata MCP Server
Claim
Remote MCP server with built-in GitHub OAuth, deployed on Cloudflare Workers, e…
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| 65141 |
multi-agent-games
Claim
MCP server allowing two agents to play chess or Connect Four against each other…
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| 65142 |
openwrt-mcp
Claim
Allows you to interact with an OpenWrt router via SSH, enabling command executi…
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| 65143 |
jupyter-kernel-mcp
Claim
An MCP server that connects directly to a Jupyter kernel via ZMQ, enabling AI a…
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| 65144 |
OpenAPI MCP Server
Claim
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
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| 65145 |
Database Operations MCP
Claim
Enables database inspection, backup/restore, analysis, and querying, plus media…
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| 65146 |
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
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| 65147 |
nod-mcp-server
Claim
Enables AI agents to discover and interact with business capabilities by readin…
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| 65148 |
apple-mcp
Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
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| 65149 |
An MCP server that enables Claude Desktop to access and analyze financial data …
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| 65150 |
Mailjet MCP Server
Claim
Enables AI agents to interact with Mailjet's contact, campaign, segmentation, s…
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