MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 2 hours, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38101 |
OpenAlex MCP Server
Claim
Enables searching and retrieving scholarly works, authors, institutions, and ci…
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| 38102 |
clearlist
Claim
AI resale manager. Photograph an item, AI writes the listing, publish a sale pa…
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| 38103 |
provenance
Claim
Stamp any data to the Markovian chain for a verifiable provenance receipt. Prov…
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| 38104 |
Devin MCP Server
Claim
Enables interaction with Devin's API across all versions (v1, v2, v3beta1) with…
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| 38105 |
Hashgrid DNA (local)
Claim
Search that learns from feedback, over text and images: embeds locally, sends D…
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| 38106 |
Cybersecurity MCP Server
Claim
Enables searching the NIST NVD for CVEs, retrieving full CVE details, checking …
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| 38107 |
up-law-mcp
Claim
A template for building legal MCP servers that enforces source citation to redu…
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| 38108 |
backburner
Claim
Run long shell commands as background tasks: start them, keep working, collect …
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| 38109 |
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
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| 38110 |
QA Automation MCP Server
Claim
An AI-powered QA automation tool that crawls web pages, generates Playwright-ba…
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| 38111 |
ChemMCP
Claim
ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assi…
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| 38112 |
fred-mcp
Claim
Enables users to search, retrieve, and explore economic data series from the Fe…
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| 38113 |
onenote-mcp-server
Claim
Enables natural language access to Microsoft OneNote notebooks, sections, and p…
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| 38114 |
Finance MCP Server
Claim
Enables fetching real-time financial market data, including price, key metrics,…
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| 38115 |
GitLab MCP Server
Claim
Enables AI assistants to interact with GitLab projects through natural language…
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| 38116 |
Wolfram Language MCP
Claim
Enables mathematical computation via Wolfram Language/Mathematica integration, …
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| 38117 |
Deploys an open-source integration layer for AI agents (Executor) to Cloudflare…
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| 38118 |
NiftyPM MCP Server
Claim
A Model Context Protocol server that exposes the NiftyPM project management API…
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| 38119 |
AssemblyLine MCP
Claim
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
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| 38120 |
icd10-coding
Claim
ICD-10-CM / HCC medical coding tools with database-verified accuracy and denial…
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| 38121 |
Enables creation, editing, listing, and management of Home Assistant automation…
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| 38122 |
geo-agent
Claim
Exposes live earth-science data (e.g., earthquakes from USGS) as tools for MCP-…
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| 38123 |
bakom-mcp
Claim
MCP server for Swiss BAKOM open data, enabling natural-language queries about b…
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| 38124 |
An MCP server for API discovery and execution with a token-efficient search -> …
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| 38125 |
Markdown rendering API for AI agents. Convert Markdown to fully styled HTML wit…
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| 38126 |
camoufox-mcp
Claim
Enables browser automation with anti-detection features, including navigation, …
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| 38127 |
apollo-io-mcp
Claim
MCP server for Apollo.io B2B database enabling people and company search, enric…
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| 38128 |
Cofound
Claim
MCP-native co-founder directory your AI agent searches, screening inbound pitch…
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| 38129 |
Growth marketing, SEO and GEO as agent tools: ranked moves, ship them, AI answe…
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| 38130 |
OneLore
Claim
Shared project context for AI agents and teams: docs, tasks, and messages that …
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| 38131 |
Extract DSL from MasterGo design files to analyze structure and generate accura…
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| 38132 |
FastMCP Example
Claim
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
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| 38133 |
kifrs-mcp-server
Claim
Enables querying K-IFRS and K-GAAP accounting standards from kifrs.com through …
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| 38134 |
Serverless MCP Framework
Claim
A framework to deploy MCP servers on AWS using serverless services like Lambda,…
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| 38135 |
fintools-mcp
Claim
Personal finance calculators exposed as an MCP server with a Gradio UI, deploya…
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| 38136 |
Automate tasks, processes, and approvals with AI.
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| 38137 |
Enables searching and asking questions over your PDF documents using a Pinecone…
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| 38138 |
mcp-dolphin
Claim
Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP…
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| 38139 |
Weather MCP Server
Claim
Enables weather data retrieval and analysis through an MCP server interface wit…
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| 38140 |
Finance MCP Server
Claim
Enables fetching financial statements (Income Statement, Balance Sheet, Cash Fl…
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| 38141 |
A Model Context Protocol server for interacting with the Amazon Selling Partner…
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| 38142 |
Zypin MCP
Claim
A lightweight MCP server for browser automation using Playwright with essential…
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| 38143 |
Connects to Odoo ERP to provide comprehensive inventory analysis, including dem…
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| 38144 |
Analyzes Amazon products with comprehensive insights including pricing, feature…
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| 38145 |
distribea-mcp
Claim
Generate images, video, music and voice from your CLI or AI agent. On-brand AI …
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| 38146 |
breeze-mcp
Claim
Residential proxy mcp for AI agents — fetch, search, and access geo-restricted …
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| 38147 |
MarkItDown MCP Server
Claim
A production-ready MCP server for converting documents and files to Markdown us…
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| 38148 |
okx-mcp-playground
Claim
Provides Claude with access to blockchain data and market prices via the OKX AP…
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| 38149 |
KnowJudges
Claim
Source-linked research on U.S. judges, courts, cases, and judicial analytics.
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| 38150 |
Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant obse…
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