MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46301
ma-za-kpe
Launch voice collection campaigns for feature phones, list active tasks, and mo…
N/A N/A 95
46302
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
81
46303
trendsmcp
Provides news sentiment scores, media volume trends, and historical coverage da…
46304
m2ai-mcp-servers
MCP server for clinical charting with Claude (codename: Ratchet) - Enables Clau…
46305
JakeTeagle
Ashby MCP Claim
Connects your Ashby recruiting data to Claude, enabling natural language querie…
81
46306
groundcobra009
Unofficial MCP server for Yahoo! Transit that provides Japanese train route sea…
46307
oocheol
MCP server that provides pregnancy, childbirth, and childcare information via p…
46308
brandon-lane-xyz
Google Tasks MCP Server is a local MCP server that provides AI agents with full…
N/A N/A
46309
CROCODILE-CESM
MCP server for debugging regional ocean (MOM6 + CESM) model runs, combining log…
N/A N/A
46310
xiaobenyang-com
how-to-cook Claim
An AI recipe recommendation server based on the MCP protocol, providing functio…
N/A N/A 95
46311
JDS300
Limitless Claim
A portable self-hosted memory layer for AI tools, storing context, memories, an…
46312
hec-ovi
Enables AI agents to perform multi-engine web search, fetch web pages, and extr…
46313
JorgeHI
Provides context about Toon Boom Harmony and its scripting API, enabling AI ass…
N/A N/A
46314
josemvelez78
European business compliance suite for AI agents — 28 tools covering tax ID val…
46315
msradam
semley Claim
Enables autonomous SRE incident investigation by allowing users to describe inc…
N/A N/A 95
46316
CSOAI-ORG
agent-negotiation-mcp MCP server by MEOK AI Labs
46317
ZebpayRajesh
MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orde…
N/A N/A 75
46318
TushaeBXN
engram Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
N/A N/A
46319
karellen
Enables LLM-powered debugging with rr reverse execution, allowing record and re…
N/A N/A
46320
pelaris
Pelaris Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
81
46321
Jogesh6895
An MCP server that enables searching across multiple RSS feed sources simultane…
46322
CSOAI-ORG
CHAS / SafeContractor / Constructionline pre-qualification preparation. Health …
N/A N/A 81
46323
wundervault
Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH key…
46324
janeksm
mcp-digger Claim
Progressive on-demand access to .NET NuGet package source for AI coding agents.
N/A N/A
46325
lonniev
cypher-mcp Claim
Monetized graph answers over Bitcoin Lightning. Sells priced answers from a gra…
46326
tougenrip
An MCP server that provides image generation using Google's Nano Banana Gemini …
46327
jyphotography
Enables AI assistants to search, retrieve, and manage Confluence pages, and gen…
46328
BitlyExchange
Provide MCP service for Bitly Exchange Traders. Bitly Exchange is an Fully-Onch…
N/A N/A 95
46329
gymishra
An MCP server for SAP Integration Suite that enables managing integration packa…
N/A N/A
46330
yaniv-fink
WordPress MCP server: publish posts, AI images, SEO and full site management, s…
46331
Black-Swan-Causal-Labs
Causal DAG analysis: backdoor paths, adjustment sets, bias simulation. Validate…
46332
pranavkakde
Enables LLMs to automate browser tasks (navigation, clicks, text input) via Sel…
N/A N/A
46333
authzx
mcp-gateway Claim
AuthzX MCP Gateway — policy-enforcing proxy between AI agents and MCP servers
N/A N/A
46334
t8y2
dbx Claim
Query databases from AI agents using connections configured in DBX.
N/A N/A
46335
y0mulab
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
46336
Suisei110
Enables AI assistants to create, duplicate, list, and run Apple Shortcuts using…
N/A N/A
46337
MCP-Mirror
Enables browser automation and web scraping through Playwright, supporting navi…
N/A N/A 95
46338
codingriver
upilot Claim
Unity Editor automation bridge for AI agents and MCP clients, enabling inspecti…
N/A N/A
46339
yihan2099
apple-fm-mcp Claim
MCP server that enables local Apple on-device Foundation Model access via any M…
N/A N/A
46340
mdlopresti
stoat-mcp Claim
Enables AI assistants to read and write messages, manage channels, and interact…
46341
zafronix
wc-mcp Claim
Every FIFA World Cup since 1930. 23 tournaments, full squads, knockout brackets…
46342
lie5860
Enables Claude to perform real-time web searches and fetch web page content via…
46343
groupdocs-annotation
MCP server for GroupDocs.Annotation — add, list, update, remove document annota…
N/A N/A
46344
kassol
Memory MCP Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
46345
clauxel
Paid remote MCP for WebMCP action receipt MCP, structured receipts, audit logs,…
46346
elhaweet
Enables users to generate complete, production-ready software projects from sim…
N/A N/A
46347
gianjohn88
XP-MCP Claim
XP-MCP provides 40+ specialized AI agents trained on real API documentation, en…
N/A N/A
46348
cyanheads
Get live scores, schedules, standings, team and player data for NFL, NBA, MLB, …
N/A N/A
46349
YobieBen
A specialized web crawler and scraper for the US Patent and Trademark Office (U…
N/A N/A
46350
ttekun
Enables AI assistants to read Bitbucket Cloud pull requests and diffs through n…
Showing 46301–46350 of 67197 servers
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