MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 55601 |
super-loop-mcp
Claim
A referee for self-improving AI agent loops that mines past sessions, improves …
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| 55602 |
Hermes Atlas MCP Server
Claim
Enables AI agents to search, browse, and recommend tools from the Hermes Agent …
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| 55603 |
news-volume-mcp
Claim
MCP server providing news article mention volume data, weekly series, growth pe…
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| 55604 |
mcp-reposkein
Claim
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first…
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| 55605 |
smithsonian-mcp-server
Claim
Search 19.4M Smithsonian Open Access objects, get CC0 images, find cross-collec…
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| 55606 |
Goodeye
Claim
Design, save, and run outcome-aligned AI workflows and verifiers, with reliable…
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| 55607 |
Bulwark
Claim
AI agent governance: content scanning, audit logs, policy evaluation, session m…
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| 55608 |
Excel MCP Server
Claim
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
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| 55609 |
Provides a standardized interface for interacting with Google Drive tools and s…
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| 55610 |
mcp-server
Claim
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| 55611 |
proxmox-mcp
Claim
A Python MCP server for Proxmox VE that lets AI agents read cluster status, pow…
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| 55612 |
Airtable MCP Pro
Claim
Enables comprehensive interaction with Airtable databases through MCP for ChatG…
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| 55613 |
An MCP server that gives AI agents full control over pfSense firewalls via the …
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| 55614 |
universal-dev-mcp
Claim
Connects AI tools to local dev servers, enabling them to view pages, call APIs,…
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| 55615 |
An MCP server that provides YouTube data access without API keys or quotas. It …
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| 55616 |
memeboat-mcp
Claim
Search 25,000+ meme templates and create shareable memes on memebo.at. Free, an…
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| 55617 |
licensing
Claim
MCP-native software license keys for AI-built apps — EARLY ACCESS (waitlist, no…
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| 55618 |
Analyzes GitHub repositories and provides advanced optimization recommendations…
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| 55619 |
Enables AI assistants to manage Empire listeners, stagers, agents, modules, and…
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| 55620 |
VS Auto Trend MCP Server
Claim
MCP server that wraps VS Auto Trend API to provide trend data and concept brief…
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| 55621 |
mcp-evidence-api
Claim
An MCP server that makes backend API requests and packages request+response pai…
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| 55622 |
A Model Context Protocol server that enables AI assistants to request user feed…
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| 55623 |
outlook-mcp
Claim
Microsoft Outlook MCP server — 20 tools for email, calendar, contacts, and sett…
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| 55624 |
Speakeasy Docs MCP
Claim
A lightweight, domain-agnostic hybrid search engine for markdown corpora, expos…
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| 55625 |
toreador-mcp-server
Claim
Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment s…
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| 55626 |
arcane-mcp
Claim
Exposes Arcane Docker management capabilities to AI agents, covering containers…
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| 55627 |
postgres-mcp
Claim
MCP server for PostgreSQL database management, enabling AI-assisted schema expl…
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| 55628 |
l324
Claim
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| 55629 |
datadog-logs-mcp
Claim
Enables querying and analyzing Datadog logs through search, aggregation, and in…
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| 55630 |
Enables AI agents to integrate with IBM Business Automation Workflow by exposin…
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| 55631 |
Persome
Claim
Local-first personal memory and model server for trusted MCP agents on macOS.
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| 55632 |
agentfetch
Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
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| 55633 |
YouTube MCP Server
Claim
Integrates with YouTube's Data API to enable video search, detailed video infor…
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| 55634 |
Mission MCP
Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
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| 55635 |
Google Webmaster MCP
Claim
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
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| 55636 |
smartscout-domo
Claim
An MCP server that provides Claude Desktop access to SmartScout's Amazon market…
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| 55637 |
surety-bonds
Claim
Surety Bond Encyclopedia: search 6,900+ U.S. surety bond requirements, all 50 s…
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| 55638 |
erpdevdb
Claim
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| 55639 |
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
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| 55640 |
ContextBank
Claim
ContextBank is a local-first personal context layer that stores links, files, a…
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| 55641 |
vector-mirror
Claim
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
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| 55642 |
arnfa-mcp
Claim
Enables AI agents to plan weather-aware trips across Thailand by providing real…
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| 55643 |
ArmBench MCP Server
Claim
Enables benchmarking and inference of LLMs on Arm64 cloud instances with Kleidi…
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| 55644 |
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs …
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| 55645 |
EMY Weather MCP Server
Claim
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
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| 55646 |
google-calendar
Claim
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| 55647 |
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
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| 55648 |
@jurislm/entire-mcp
Claim
MCP server providing 19 tools to manage AI agent checkpoints and sessions via t…
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| 55649 |
CodeAtlas MCP Enterprise
Claim
Ultra-lightweight, local-first MCP server for AI-powered code intelligence, pro…
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| 55650 |
VoiceLayer
Claim
VoiceLayer MCP server enables AI coding assistants to speak and hear via local,…
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