MCP Server Quality Scores
Independent quality analysis of 64798 public MCP servers
Last updated 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 31101 |
mcp-media-toolkit
Claim
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
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| 31102 |
mcp-search-kivest
Claim
Provides AI-powered search, web search, image search, video search, news search…
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| 31103 |
terminal-toolkit-mcp
Claim
Enables LLM clients to execute shell commands safely through the MCP protocol, …
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| 31104 |
inferbench
Claim
InferBench's MCP server lets coding agents run, serve and benchmark local LLMs …
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| 31105 |
IntelliDiff MCP Server
Claim
Enables intelligent file and folder comparison with advanced text normalization…
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| 31106 |
Databricks-cursor-mcp
Claim
Enables managing Databricks directly from Cursor IDE with 30 tools for notebook…
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| 31107 |
GolfBox MCP
Claim
A local MCP server for GolfBox tee-time workflows that lets agent clients authe…
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| 31108 |
miami_friend
Claim
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| 31109 |
Provides KPI tools for factory intelligence, including productivity, quality, d…
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| 31110 |
genetic-mcp
Claim
Enables evolutionary idea generation using genetic algorithms with LLM workers,…
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| 31111 |
Doc Monitor MCP
Claim
Enables AI agents to monitor web documentation for changes, perform semantic se…
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| 31112 |
procurement-graph
Claim
Exposes a dependency graph of strategic sourcing artifacts and analyses as an M…
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| 31113 |
scorezilla-mcp
Claim
Official MCP server for Scorezilla (leaderboards for games). Your AI coding ass…
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| 31114 |
Copado MCP Server
Claim
Provide a flexible MCP server implementation that enables integration of LLMs w…
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| 31115 |
Planhat MCP
Claim
Enables interacting with Planhat customer data via natural language, supporting…
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| 31116 |
Instrument MCP Server
Claim
Enables natural language control of test instruments like spectrum analyzers an…
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| 31117 |
alpha-forge-mcp
Claim
AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and wa…
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| 31118 |
poe2-build-mcp
Claim
An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Buildin…
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| 31119 |
Duck Punch MCP
Claim
A collection of MCP servers that dynamically wrap existing Python SDKs (Google …
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| 31120 |
MCP Localization Project
Claim
A system that localizes Model Context Protocol (MCP) functionality, integrating…
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| 31121 |
arch-viewer
Claim
Provides AI-powered architecture analysis and visualization of codebases, expos…
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| 31122 |
Euclid-MCP
Claim
MCP server for logical reasoning that turns facts into formal proofs using a de…
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| 31123 |
wcag-text-mcp
Claim
Validates text accessibility (contrast, spacing, language) against WCAG 2.1 cri…
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| 31124 |
candiceai
Claim
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| 31125 |
CaptureMind
Claim
Turn Claude Desktop conversations into visual mind maps via MCP.
Highlights blo…
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| 31126 |
jobd
Claim
Self-hostable GPU-aware job broker for your own machines. The MCP server expose…
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| 31127 |
CareerPilot
Claim
An AI job-hunt copilot that enables searching live job boards, shortlisting ope…
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| 31128 |
pomodoro-ai-mcp
Claim
pomodoro-ai-mcp MCP server by MEOK AI Labs
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| 31129 |
ssh-mcp-server-secured
Claim
A secured MCP server for safe remote server management via SSH with command fil…
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| 31130 |
Fast Embedding MCP SSE
Claim
Provides fast static embedding, similarity, and search capabilities via MCP too…
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| 31131 |
Generates API documentation in Confluence from Swagger/OpenAPI specs or NestJS …
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| 31132 |
tai-dynamic-postgres-mcp
Claim
Generates FastMCP tools for PostgreSQL DML operations (insert, select, update, …
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| 31133 |
Where's My DB?
Claim
A Claude skill + MCP server that tells you how Deutsche Bahn delays will affect…
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| 31134 |
sahmk-mcp
Claim
Official MCP server for interacting with Saudi market data (Sahmk) via natural …
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| 31135 |
whois-mcp
Claim
A Model Context Protocol server for performing WHOIS domain lookups directly vi…
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| 31136 |
PVGIS MCP
Claim
MCP server that estimates photovoltaic production using the European Commission…
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| 31137 |
Douyin MCP
Claim
Enables AI assistants to access Douyin (TikTok China) data including video sear…
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| 31138 |
blender-mcp
Claim
Enables AI-powered control of Blender through natural language, allowing users …
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| 31139 |
confluence-mcp
Claim
A Confluence MCP server optimized for AI agents, enabling surgical section edit…
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| 31140 |
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
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| 31141 |
WhatsApp MCP Server
Claim
Enables Claude to read and send WhatsApp messages, including media and call his…
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| 31142 |
Saju Concierge
Claim
MCP server that calculates saju (four pillars) from birth date/time and provide…
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| 31143 |
bim2sim-mcp
Claim
MCP server for BIM-to-building-energy simulation workflows with IFC extraction,…
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| 31144 |
IBKR TWS MCP Server
Claim
Enables AI agents to interact with Interactive Brokers through 48 tools for mar…
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| 31145 |
JIRA MCP Server
Claim
Enables interaction with JIRA through the MCP interface, allowing users to mana…
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| 31146 |
mainframe-mcp
Claim
Provides safe, structured access to an IBM z/OS mainframe through natural langu…
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| 31147 |
Project Planner MCP
Claim
MCP server for structured Laravel project planning. Scans projects, creates tic…
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| 31148 |
MCP OAuth Server
Claim
A Node.js MCP server with custom OAuth 2.1 + PKCE authentication, enabling secu…
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| 31149 |
Integrates with the Aerodrome Swap API to enable token swaps, pool information …
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| 31150 |
checko-mcp
Claim
Enables AI assistants to search and retrieve data about Russian companies, entr…
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