MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40951 |
ga-mcp-full
Claim
Provides full Google Analytics 4 management and reporting capabilities via MCP,…
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| 40952 |
audiencescore
Claim
Reference MCP server for the AudienceScore protocol: query a vendor's audience …
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| 40953 |
Shopee Log MCP Server
Claim
A TypeScript MCP server for querying Shopee logs via the log platform's Mgmt AP…
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| 40954 |
fallmortgageonboard-mcp
Claim
MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operation…
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| 40955 |
Upwork MCP Server
Claim
Enables Claude to search jobs, manage proposals, messages, and contracts on Upw…
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| 40956 |
wandb-mcp-server
Claim
Query and analyze your Weights & Biases data using natural language through the…
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| 40957 |
cosmo-mcp
Claim
MCP server that connects Hermes Agent to ERPNext for managing stock, sales, cus…
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| 40958 |
RAG Code Search Agent
Claim
Enables natural language search over indexed codebases with source citations an…
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| 40959 |
mcp-metals-api
Claim
Wraps the Metals-API to provide real-time precious metals data (gold, silver, p…
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| 40960 |
remember-mcp
Claim
Multi-tenant memory system MCP server with vector search, relationships, and tr…
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| 40961 |
mitre-mcp
Claim
Comprehensive MITRE ATT\&CK MCP server with SOC integration for technique looku…
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| 40962 |
notebooklm-mcp
Claim
An MCP server that enables Claude to interact with Google NotebookLM via browse…
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| 40963 |
seats.aero MCP server
Claim
Enables natural language interaction with the seats.aero API for searching flig…
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| 40964 |
clickup-mcp-server
Claim
Enables AI assistants to manage ClickUp workspaces, teams, spaces, folders, lis…
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| 40965 |
Semantic search and retrieval system for local documents using vector embedding…
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| 40966 |
MCP Feedback Server
Claim
Enables agents to request and receive user feedback during task execution throu…
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| 40967 |
engram-mcp
Claim
An MCP server that enables semantic and keyword search over Claude Code convers…
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| 40968 |
colab-mcp
Claim
Bridges a local agent to a Colab session in the browser, enabling seamless inte…
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| 40969 |
Hyperliquid MCP Updated
Claim
A read-only Model Context Protocol server for Hyperliquid that exposes over 30 …
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| 40970 |
litellm-mcp
Claim
MCP server that lets Claude Code dispatch tasks to the LiteLLM gateway, support…
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| 40971 |
2D Assets MCP
Claim
MCP server for generating advanced mock 2D PNG assets for game prototypes.
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| 40972 |
mcp-textstats
Claim
Provides text statistics and readability scores (Flesch Reading Ease, Flesch-Ki…
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| 40973 |
IMDb MCP Server
Claim
Enables searching, discovering, and playing movies from IMDb via a Model Contex…
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| 40974 |
contxt-box
Claim
A local-first external context box for coding agents, providing indexed file me…
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| 40975 |
nanobanana-pro-mcp
Claim
An MCP server that provides AI-powered image generation, format conversion, and…
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| 40976 |
Enables AI assistants to access real-time stock, crypto, and market index data …
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| 40977 |
Generates high-quality 8-second videos with native audio from text prompts or i…
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| 40978 |
fitness-agent-mcp
Claim
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
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| 40979 |
mcp-watermark
Claim
MCP server for adding text and image watermarks to PDF documents, with customiz…
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| 40980 |
calculator-mcp-test
Claim
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| 40981 |
SyncContext
Claim
MCP server that provides a shared semantic memory layer for AI coding agents, e…
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| 40982 |
Jenesis Travel
Claim
Bangkok boutique planner: live Thailand journeys, prices, FAQs, and enquiry han…
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| 40983 |
plumber-lead-machine-mcp
Claim
MCP server that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as …
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| 40984 |
mcp-figma
Claim
Bridges AI clients to Figma Desktop via Plugin API and WebSocket, enabling real…
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| 40985 |
Pay-per-call AI + web + on-chain tools over x402 (USDC on Base): LLM, SEO, extr…
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| 40986 |
DebugForge
Claim
MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous de…
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| 40987 |
be-eli-mcp
Claim
Enables retrieval of Belgian legislation metadata and full text by ELI coordina…
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| 40988 |
material-web-mcp
Claim
Provides programmatic access to Material Web documentation and components for A…
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| 40989 |
XDS110 MCP Server
Claim
Enables Large Language Models to act as co-debuggers for Texas Instruments embe…
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| 40990 |
Free transactional email + SMTP relay. Agents self-signup, no API key needed to…
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| 40991 |
Provides a framework for running multiple MCP servers using FastAPI, stdio, and…
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| 40992 |
UART MCP Server
Claim
Enables reading UART logs from Windows serial ports and sending text to the UAR…
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| 40993 |
mcp-datagouv
Claim
MCP server to query French Open Data from data.gouv.fr
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| 40994 |
TradingView MCP Bridge
Claim
Enables AI assistants to interact with TradingView Desktop charts for analysis,…
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| 40995 |
@nebuloss/r2-re-mcp
Claim
Stateful radare2 MCP server tailored for reverse-engineering WiFi firmware, wit…
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| 40996 |
mood-radio-mcp
Claim
Enables users to anonymously share and pass along songs with messages in mood-b…
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| 40997 |
sefaria-api-mcp
Claim
Enables AI agents to access and interact with the Sefaria database of Jewish te…
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| 40998 |
semaphore-mcp-server
Claim
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terra…
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| 40999 |
Frenchie
Claim
Frenchie is an MCP-first multimodal utility for AI agents.
It helps agents wor…
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| 41000 |
w2w-mcp
Claim
MCP server integrating with When2Work scheduling API, enabling AI assistants to…
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