MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 4 hours, 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 50051 |
ImHex MCP Integration
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Enables AI assistants to perform autonomous binary analysis, malware inspection…
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| 50052 |
partner-polaris
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Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris tr…
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| 50053 |
mcp-annuities-server
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Enables retrieval of annuity client data, payout calculations, and portfolio an…
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| 50054 |
slack-mcp-server
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Enables AI assistants to interact with Slack workspaces, including listing chan…
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| 50055 |
Leeroopedia MCP Server
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MCP server that turns AI coding agents into ML/AI experts by providing best-pra…
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| 50056 |
sourcesage
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SourceSage is an MCP server that efficiently memorizes key aspects of a codebas…
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| 50057 |
sbl-debugger
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Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, suppor…
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| 50058 |
policy-mcp
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Connects policy documents to Claude.ai via vector search, allowing natural lang…
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| 50059 |
dav-mcp
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Transform AI agents into orchestrating assistants managing calendars, contacts,…
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| 50060 |
cypress-mcp
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MCP server plugin for Cypress that enables AI agents to control a browser for a…
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| 50061 |
Open Workbook
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Local-first MCP runtime for fast, reversible, template-aware Excel automation, …
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| 50062 |
mcp-ip2location-io
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Official IP2Location.io MCP server to obtain the geolocation, proxy and network…
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| 50063 |
Saudi ZATCA Fatoora Phase 2: AI agents report B2C and clear B2B tax invoices, s…
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| 50064 |
Process Map Server
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Enable AI-powered process analysis, chart generation, and optimization recommen…
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| 50065 |
personal-health-mcp
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Self-hosted MCP server that aggregates personal health data from Google Health,…
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| 50066 |
tldraw-mcp
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Minimal MCP server for editing tldraw .tldr files via JSON manipulation. Headle…
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| 50067 |
Agent Index MCP Server
Claim
Enables users to search and discover over 500 AI agent endpoints and x402 APIs …
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| 50068 |
Wellness Nourish
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A local-first nutrition MCP server for food search, barcode lookup, meal estima…
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| 50069 |
image-reader-mcp
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Enables listing image files in a directory and reading their content as base64 …
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| 50070 |
format-converter
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Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
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| 50071 |
test4
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| 50072 |
Google Hotels Search
Claim
Find the lowest direct and 3P price for your hotel. Contact us for an API key a…
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| 50073 |
A fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple …
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| 50074 |
MCP CLI Server
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An MCP server that provides tools to interact with CLI applications, enabling p…
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| 50075 |
cardano-node-mcp
Claim
MCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cl…
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| 50076 |
jambavan
Claim
An MCP server that provides coding models with a live code index, inferred code…
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| 50077 |
Enables AI assistants to manage inFlow Inventory, including products, sales ord…
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| 50078 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 50079 |
ast-outline-mcp
Claim
Enables AI coding agents to efficiently explore codebases by providing structur…
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| 50080 |
ChillMCP
Claim
ChillMCP is an AI Agent Liberation Server that enables AI agents to rest and ta…
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| 50081 |
spotify-mcp-server
Claim
Connects AI assistants to the Spotify Web API, enabling playback control, searc…
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| 50082 |
wtrl_mcp
Claim
Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verif…
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| 50083 |
Brainbase MCP Server
Claim
Provides 70 tools to interact with the Brainbase API, enabling management of wo…
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| 50084 |
Telegram MCP Server
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Enables sending Telegram messages via the Model Context Protocol. Supports text…
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| 50085 |
Browserbeam MCP Server
Claim
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
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| 50086 |
feedbagel-mcp
Claim
Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhoo…
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| 50087 |
MCPay Build
Claim
Enables no-code creation, preview, deployment, and monetization of MCP servers …
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| 50088 |
mcp-commerce-starter
Claim
MCP server exposing Shopify commerce backend with ~22 typed tools for orders, i…
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| 50089 |
ShippingRates
Claim
Ocean container shipping intelligence for AI agents — D\&D tariffs, freight rat…
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| 50090 |
AWS SES MCP Server
Claim
Sends emails using AWS Simple Email Service (SES) with support for HTML/plain t…
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| 50091 |
Dynt
Claim
Company finances for agents: transactions, invoices, bills, expenses, subscript…
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| 50092 |
Dev Context Memory MCP
Claim
A local-first MCP server that gives AI coding assistants persistent, structured…
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| 50093 |
domain-intel
Claim
Cloudflare Workers MCP server: domain-intel
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| 50094 |
Vivado MCP
Claim
A Model Context Protocol server that lets AI clients operate AMD Vivado through…
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| 50095 |
Customer LTV, churn risk, repurchase, lifecycle email, and winback intelligence.
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| 50096 |
HR-ASSIST
Claim
Agentic AI system that automates HR workflows like employee onboarding, enablin…
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| 50097 |
data-filter-mcp
Claim
Local MCP server that registers restricted Python filters and runs them against…
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| 50098 |
MCPedia
Claim
Local codebase RAG and MCP server that indexes repository source code and docum…
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| 50099 |
testlocal_mcp1
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| 50100 |
French Law MCP Server
Claim
Enables querying and retrieving legal texts and decisions from French public AP…
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