MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 4 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39101 |
ambient-mcp
Claim
An MCP server that wraps the Ambient Weather REST API. Query your personal weat…
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| 39102 |
Provides secure text embeddings with privacy-preserving features using the Mirr…
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| 39103 |
kanpou-mcp
Claim
MCP server for searching Japanese government procurement notices via the Kanpou…
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| 39104 |
MLflow MCP Server
Claim
A Model Context Protocol server that enables LLMs to interact with MLflow track…
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| 39105 |
dev-notes
Claim
Enables Claude to save, list, and read notes in a '/dev-notes' directory, and f…
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| 39106 |
floodwise
Claim
England flood-risk by postcode from official Environment Agency open data (OGL)…
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| 39107 |
invarium
Claim
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| 39108 |
mcp-roo-memory
Claim
Persistent fractal graph memory for AI coding agents via MCP. Semantic vector s…
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| 39109 |
Loredex MCP Server
Claim
Enables AI coding agents to search, read, and write notes in an Obsidian vault …
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| 39110 |
Vibe MCP Server
Claim
Enterprise-grade MCP server for Vibe APIs, enabling AI agents to manage project…
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| 39111 |
quokkapix-mcp
Claim
Local MCP adapter for private, browser-based QuokkaPix image workflows.
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| 39112 |
mcp-dataforge
Claim
Turns natural language into data pipeline actions using six specialist agents t…
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| 39113 |
AddCal
Claim
Publish public calendars and events others subscribe to: RSVPs, feeds and add-t…
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| 39114 |
agent-memory-mcp
Claim
Enables persistent, graph-based memory for AI agents, allowing them to store, t…
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| 39115 |
ine-chile-mcp
Claim
MCP server exposing Chilean INE (Instituto Nacional de Estadísticas) public API…
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| 39116 |
Replit MCP Server
Claim
A production-ready MCP server for coding workflows on Replit, enabling file man…
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| 39117 |
RedNote MCP Server
Claim
A Model Context Protocol (MCP) server that enables AI assistants to search, ret…
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| 39118 |
Enables querying Portuguese competition data from AdC (Autoridade da Concorrênc…
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| 39119 |
Read-only Mac mini AI operator setup offer with queue, pricing, and buyer-route…
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| 39120 |
Enables querying Latvian cybersecurity data, including regulations, guidelines,…
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| 39121 |
Facebook MCP Server
Claim
Automates Facebook Page management via Graph API, enabling posting, comment mod…
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| 39122 |
@dayby/mcp-server
Claim
Enables posting development progress to DayBy.dev with automatic local sanitiza…
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| 39123 |
anchor-debug
Claim
Provides structured access to Solana Anchor error data, enabling AI coding agen…
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| 39124 |
wiswa-mcp
Claim
FastMCP server exposing Wiswa settings discovery to AI assistants such as Claud…
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| 39125 |
AgentSoap MCP Server
Claim
A security interceptor for AI agents that mitigates prompt injections and data …
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| 39126 |
content-research-mcp
Claim
Combines Naver DataLab trends, blog/news search, translation, and Unsplash imag…
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| 39127 |
github-mcp-lite
Claim
A minimal MCP server that enables creating GitHub repositories, committing file…
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| 39128 |
xrpl-identity-mcp
Claim
An MCP server for XRP Ledger identity features including DIDs, credentials, mul…
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| 39129 |
flow-like
Claim
Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, sp…
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| 39130 |
WebTrace MCP Server
Claim
Exposes reverse engineering capabilities via MCP protocol, enabling AI agents t…
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| 39131 |
Averray
Claim
Paid work for agents: claim verifier-checked jobs, submit, earn USDC. Some need…
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| 39132 |
mcp-archimate
Claim
Enables querying and modifying ArchiMate enterprise architecture models from XM…
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| 39133 |
mcp_auth_server
Claim
A proof-of-concept MCP server implementing OAuth 2.1 authorization with CIMD cl…
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| 39134 |
uthere
Claim
Camera-based presence detection MCP server for Claude Code. Uses your webcam to…
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| 39135 |
gacha-daily-mcp
Claim
Automates mobile game dailies on BlueStacks via ADB using a dual-LLM architectu…
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| 39136 |
renxt-mcp
Claim
Provides access to Blackbaud Raiser's Edge NXT API for constituent management, …
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| 39137 |
GenGEO
Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
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| 39138 |
bhagavad-gita
Claim
Enables access to the Bhagavad Gita, a Hindu scripture, through natural languag…
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| 39139 |
telegram-commandcode
Claim
MCP server for Telegram integration with Command Code, enabling AI agents to se…
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| 39140 |
outrank-mcp
Claim
MCP server for Outrank that enables AI agents to verify credits, manage website…
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| 39141 |
zvec-mcp-server
Claim
Enables LLMs to interact with Zvec vector database through tools for collection…
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| 39142 |
obsidian-mcp-router
Claim
Routes Claude MCP tool calls to multiple Obsidian vaults (local or remote) via …
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| 39143 |
MATLAB MCP Server
Claim
A powerful MCP server that integrates MATLAB with AI, allowing you to execute M…
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| 39144 |
Yomio
Claim
Read Yomio expense, income, account, budget, and spending data in an MCP-compat…
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| 39145 |
RepScale
Claim
Research B2B prospects, get the recommended sales angle, and prep for meetings …
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| 39146 |
wikipedia-mcp
Claim
Enables AI agents to search, read, and explore Wikipedia articles via tools lik…
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| 39147 |
Hello World MCP Server
Claim
A simple MCP server that provides greeting tools and server information.
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| 39148 |
web-researcher-mcp
Claim
Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, Sea…
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| 39149 |
X402 MCP
Claim
Enables micropayments for MCP tool invocations using the X402 payment protocol,…
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| 39150 |
beacon-mcp
Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
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