MCP Server Quality Scores
Independent quality analysis of 61082 public MCP servers
Last updated 1 hour, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 30251 |
Profit calculator, inventory health checks, COGS breakdown, tax deductions, reo…
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| 30252 |
Enables AI-driven mobile test automation through planning, generation, and self…
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| 30253 |
log-query-mcp
Claim
MCP server that exposes Discord and Twitch/Chatty chat log query tools to Claud…
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| 30254 |
SSH MCP Server
Claim
Enables AI apps to connect to remote servers via SSH, SFTP, and tunnels.
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| 30255 |
Base MCP Server
Claim
An MCP server that provides onchain tools for Claude AI to interact with the Ba…
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| 30256 |
An MCP server for querying and managing LlamaIndex documents stored in Qdrant v…
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| 30257 |
mcp-filesystem-server
Claim
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| 30258 |
MCP server that enables semantic search over macroeconomic data using the Lambd…
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| 30259 |
MCP Server
Claim
Integrates with GitHub, Neo4j, PostgreSQL, and Milvus, enabling queries and dat…
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| 30260 |
everything-mcp
Claim
The definitive MCP server for voidtools Everything - lightning-fast file search…
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| 30261 |
mcp-charm
Claim
Browse and search thousands of free car service manuals from charm.li.
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| 30262 |
Firewalla MCP Server
Claim
Enables interaction with Firewalla network security devices for network monitor…
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| 30263 |
panther-mcp
Claim
Enables AI assistants to backtest trading strategies described in plain English…
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| 30264 |
matrixscroll
Claim
A trust-first repository copilot to audit signed commit provenance, preview edi…
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| 30265 |
bitbucket-mcp-server
Claim
A Model Context Protocol (MCP) server that provides tools for interacting with …
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| 30266 |
data-sncf
Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
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| 30267 |
MCP Server Template
Claim
A template for building Model Context Protocol (MCP) servers using TypeScript, …
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| 30268 |
open-payments-mcp
Claim
Enables Open Payments operations such as creating incoming payments, quotes, an…
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| 30269 |
test
Claim
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| 30270 |
marketplace-mcp
Claim
Run a Shopstr / NOSTR marketplace storefront from an AI agent — create and upda…
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| 30271 |
n8n MCP Server
Claim
Enables AI assistants to search, validate, and manage n8n workflows, providing …
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| 30272 |
GitHub Repo Finder
Claim
A production-grade GitHub repository finder that helps LLMs discover best repos…
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| 30273 |
ShippingRates MCP
Claim
Ocean container shipping intelligence for AI agents. 24 MCP tools covering:
- …
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| 30274 |
ncbi-datasets-mcp
Claim
An MCP server that gives Claude access to NCBI Datasets v2 — search genome asse…
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| 30275 |
Rozkoduj MCP
Claim
Provides AI assistants with market screening, analysis, and scoring across stoc…
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| 30276 |
Jira MCP Server
Claim
A production-ready server that automatically exposes your entire Jira instance …
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| 30277 |
Intigriti MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
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| 30278 |
Exposes GObject Introspection metadata to coding agents, enabling querying of l…
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| 30279 |
Enables tracking personal finances with Indian Rupee support, adding expenses, …
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| 30280 |
hyperliquid-mcp
Claim
A Model Context Protocol (MCP) server for the Hyperliquid decentralized exchang…
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| 30281 |
DatabricksMCP
Claim
A production-ready MCP server template with example tools for health check and …
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| 30282 |
popcorn
Claim
An MCP server that enables AI agents to analyze videos locally by extracting tr…
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| 30283 |
Forward MCP
Claim
Enables agents to purchase verified growth outcomes such as qualified leads, sa…
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| 30284 |
sparksheets
Claim
Enables AI-powered document platform integration for Claude Code, Cursor, and C…
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| 30285 |
Enables Claude to store and retrieve information with semantic search using Qdr…
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| 30286 |
outline-wiki-mcp
Claim
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
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| 30287 |
mcp-threatfox
Claim
Enables searching for indicators of compromise from ThreatFox by file hash (MD5…
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| 30288 |
Antom MCP Server
Claim
A Model Context Protocol (MCP) compatible server that integrates Ant Internatio…
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| 30289 |
Enables natural language expense tracking and management via Claude Desktop, su…
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| 30290 |
bc-source-mcp
Claim
Exposes structured Microsoft Dynamics 365 Business Central source code (version…
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| 30291 |
sg-mobility-mcp
Claim
A grounded Singapore travel-planning brain for your AI personal assistant.
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| 30292 |
pygdbmi-mcp-server
Claim
Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execu…
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| 30293 |
mcp-github
Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
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| 30294 |
postman-mcp-server
Claim
Enables AI assistants to create, manage, and interact with Postman collections,…
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| 30295 |
rocketlane-mcp
Claim
Enables AI assistants to query Rocketlane CSM data for project health, team wor…
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| 30296 |
FAL Imagen 4 MCP Server
Claim
Enables high-quality image generation using Google's Imagen 4 Ultra model via t…
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| 30297 |
pharos-paygate
Claim
Provides AI agents with a complete payments toolkit on the Pharos Atlantic Test…
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| 30298 |
Combines Band AI platform control with ShortcutSistem digital marketing tools f…
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| 30299 |
Remote MCP Server
Claim
A Cloudflare Workers-based server that implements the Model Context Protocol (M…
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| 30300 |
amendor-mcp
Claim
Lets the non-technical people you build for request UI changes directly on your…
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