MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 3 hours, 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46301 |
voicesphere-mcp
Claim
Launch voice collection campaigns for feature phones, list active tasks, and mo…
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| 46302 |
Canvas
Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
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| 46303 |
news-sentiment-mcp
Claim
Provides news sentiment scores, media volume trends, and historical coverage da…
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| 46304 |
MCP server for clinical charting with Claude (codename: Ratchet) - Enables Clau…
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| 46305 |
Ashby MCP
Claim
Connects your Ashby recruiting data to Claude, enabling natural language querie…
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| 46306 |
yahoo-transit-mcp
Claim
Unofficial MCP server for Yahoo! Transit that provides Japanese train route sea…
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| 46307 |
pregnancy-baby-mcp
Claim
MCP server that provides pregnancy, childbirth, and childcare information via p…
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| 46308 |
Google Tasks MCP Server is a local MCP server that provides AI agents with full…
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| 46309 |
MCP server for debugging regional ocean (MOM6 + CESM) model runs, combining log…
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| 46310 |
how-to-cook
Claim
An AI recipe recommendation server based on the MCP protocol, providing functio…
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| 46311 |
Limitless
Claim
A portable self-hosted memory layer for AI tools, storing context, memories, an…
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| 46312 |
websearch-skill
Claim
Enables AI agents to perform multi-engine web search, fetch web pages, and extr…
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| 46313 |
MCP Harmony Context
Claim
Provides context about Toon Boom Harmony and its scripting API, enabling AI ass…
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| 46314 |
mcp-europe-business
Claim
European business compliance suite for AI agents — 28 tools covering tax ID val…
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| 46315 |
semley
Claim
Enables autonomous SRE incident investigation by allowing users to describe inc…
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| 46316 |
agent-negotiation-mcp
Claim
agent-negotiation-mcp MCP server by MEOK AI Labs
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| 46317 |
MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orde…
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| 46318 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 46319 |
karellen-rr-mcp
Claim
Enables LLM-powered debugging with rr reverse execution, allowing record and re…
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| 46320 |
Pelaris
Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
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| 46321 |
mcp-rss-feed-searcher
Claim
An MCP server that enables searching across multiple RSS feed sources simultane…
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| 46322 |
CHAS / SafeContractor / Constructionline pre-qualification preparation. Health …
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| 46323 |
wundervault-mcp
Claim
Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH key…
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| 46324 |
mcp-digger
Claim
Progressive on-demand access to .NET NuGet package source for AI coding agents.
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| 46325 |
cypher-mcp
Claim
Monetized graph answers over Bitcoin Lightning. Sells priced answers from a gra…
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| 46326 |
nano-banana-claude
Claim
An MCP server that provides image generation using Google's Nano Banana Gemini …
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| 46327 |
confluence-mcp
Claim
Enables AI assistants to search, retrieve, and manage Confluence pages, and gen…
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| 46328 |
Provide MCP service for Bitly Exchange Traders. Bitly Exchange is an Fully-Onch…
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| 46329 |
An MCP server for SAP Integration Suite that enables managing integration packa…
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| 46330 |
WordPress MCP server: publish posts, AI images, SEO and full site management, s…
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| 46331 |
DAG Studio MCP
Claim
Causal DAG analysis: backdoor paths, adjustment sets, bias simulation. Validate…
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| 46332 |
mcp-selenium-python
Claim
Enables LLMs to automate browser tasks (navigation, clicks, text input) via Sel…
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| 46333 |
mcp-gateway
Claim
AuthzX MCP Gateway — policy-enforcing proxy between AI agents and MCP servers
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| 46334 |
dbx
Claim
Query databases from AI agents using connections configured in DBX.
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| 46335 |
japan-ir-search
Claim
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
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| 46336 |
Apple Shortcut Maker MCP
Claim
Enables AI assistants to create, duplicate, list, and run Apple Shortcuts using…
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| 46337 |
Enables browser automation and web scraping through Playwright, supporting navi…
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| 46338 |
upilot
Claim
Unity Editor automation bridge for AI agents and MCP clients, enabling inspecti…
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| 46339 |
apple-fm-mcp
Claim
MCP server that enables local Apple on-device Foundation Model access via any M…
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| 46340 |
stoat-mcp
Claim
Enables AI assistants to read and write messages, manage channels, and interact…
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| 46341 |
wc-mcp
Claim
Every FIFA World Cup since 1930. 23 tournaments, full squads, knockout brackets…
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| 46342 |
openai-search-mcp
Claim
Enables Claude to perform real-time web searches and fetch web page content via…
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| 46343 |
groupdocs-annotation-mcp
Claim
MCP server for GroupDocs.Annotation — add, list, update, remove document annota…
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| 46344 |
Memory MCP
Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
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| 46345 |
webmcpactionreceipt-mcp
Claim
Paid remote MCP for WebMCP action receipt MCP, structured receipts, audit logs,…
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| 46346 |
Enables users to generate complete, production-ready software projects from sim…
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| 46347 |
XP-MCP
Claim
XP-MCP provides 40+ specialized AI agents trained on real API documentation, en…
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| 46348 |
sports-mcp-server
Claim
Get live scores, schedules, standings, team and player data for NFL, NBA, MLB, …
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| 46349 |
uspto-crawler-mcp
Claim
A specialized web crawler and scraper for the US Patent and Trademark Office (U…
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| 46350 |
Enables AI assistants to read Bitbucket Cloud pull requests and diffs through n…
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