MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53551
anvanster
tempera Claim
Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle…
— ○ ⏳ — N/A N/A — — —
53552
echoes-io
Enables AI integration with the Echoes storytelling platform, providing narrati…
— ○ ⏳ — N/A N/A — — —
53553
Usman-Ghani123
This is an unofficial, community-built MCP server for qTest Manager. Not affili…
— ○ ⏳ — — — — — —
53554
taisly
agent Claim
Taisly Agent Kit MCP server for AI agent social media video publishing. Discove…
— ○ ⏳ — — — — — —
53555
foragekit Claim 1
Epistemic foraging for AI agents: source discovery, verified evidence, uncertai…
— ○ — N/A N/A — 81 —
53556
brettscharm
ELM MCP Claim
Enables AI assistants to interact with IBM Engineering Lifecycle Management (EL…
— ○ ⏳ — N/A N/A — — —
53557
CSOAI-ORG
recipe-finder-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
53558
woladi
sugestim Claim
Enables recognition and defense against covert influence patterns (Milton Model…
— ○ ⏳ — N/A N/A — — —
53559
Unfathomable-siren38
Enables running interactive terminals inside Claude Code and Claude Desktop, su…
— ○ ⏳ — N/A N/A — — —
53560
gbram1
Hivemind Claim
Persistent, append-only event log for AI agent coordination, enabling agents to…
— ○ ⏳ — — — — — —
53561
consigcody94
Enables AI workflows to integrate with Notion workspaces, supporting page and d…
— ○ ⏳ — — — — 81 —
53562
LuuOW
qrouter Claim
Quantum natural-language retrieval MCP server that ranks text passages by seman…
— ○ ⏳ — — — — — —
53563
pdurlej
jan-mcp Claim
Converts raw GitHub notes into polished Polish release notes, PR descriptions, …
— ○ ⏳ — N/A N/A — — —
53564
wpwriter
wpwriter Claim
AI-powered WordPress content management. Generate posts, images, manage SEO, au…
— ○ ⏳ — — — — 81 —
53565
sunreddy1593-tech
Exposes Gmail (send/draft) and Google Docs (append) capabilities as tools for a…
— ○ ⏳ — — — — — —
53566
gentry-ai-bot
contentforge Claim
Content pipeline MCP server — image sourcing, SEO, affiliate links, and CMS pub…
— ○ ⏳ — N/A N/A — 95 —
53567
PTrobe
Enables querying local meeting notes, calendar events, email metadata, and dail…
— ○ ⏳ — N/A N/A — — —
53568
chrishayuk
Mechanistic interpretability MCP server wrapping chuk-lazarus, enabling model l…
— ○ ⏳ — N/A N/A — — —
53569
nqzai
kakunin-mcp Claim
Enables AI agents to self-verify their authorized scope, check risk scores, and…
— ○ ⏳ — — — — — —
53570
firasmj
A Model Context Protocol server that enables AI agents to programmatically crea…
— ○ ⏳ — N/A N/A — — —
53571
clawdbotworker
imagegen-mcp Claim
AI image generation from text prompts via x402 micropayments on Base. $0.10 USD…
— ○ ⏳ — N/A N/A — — —
53572
BACH-AI-Tools
Enables accessing Yelp Business API to search businesses, get reviews, menus, a…
— ○ ⏳ — N/A N/A — — —
53573
socraticsurge
Telugu Panchangam for AI assistants: daily panchangam, muhurta windows, tarabal…
— ○ ⏳ — — — — — —
53574
chirag1749
MCP server for the Fund Tracking System, enabling agents to manage lending busi…
— ○ ⏳ — N/A N/A — — —
53575
jafarimohammad
Enables AI assistants to interact with Azure DevOps Server 2022 through natural…
— ○ ⏳ — — — — — —
53576 — ○ ⏳ — N/A N/A — 95 —
53577
kevinmeyvaert
A reference server implementation for the Model Context Protocol that enables A…
— ○ ⏳ — — — — 81 —
53578
JithunMethusahan
Enables interaction with the Dog API through natural language, supporting opera…
— ○ ⏳ — — — — — —
53579
matvei77
Enables natural language financial management for self-hosted Maybe Finance ins…
— ○ ⏳ — N/A N/A — — —
53580
Ruhal-Doshi
skill-depot Claim
Enables AI agents to semantically search and retrieve relevant skills from a lo…
— ○ ⏳ — N/A N/A — — —
53581
FrankGenGo
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
— ○ ⏳ — — — — — —
53582
Lee-Becky
google Claim
— ○ ⏳ — N/A N/A — 95 —
53583
davidsimoes
Access Czech and Slovak company data (financials, contacts, risks, ownership) v…
— ○ ⏳ — N/A N/A — — —
53584 — ○ ⏳ — N/A N/A — 95 —
53585
IsaiahDupree
MCP connector for iMessage & Contacts via a local Mac agent + Vercel relay
— ○ ⏳ — — — — — —
53586
lhseokool
A boilerplate for building and deploying MCP servers on Vercel, featuring examp…
— ○ ⏳ — — — — — —
53587
0x67108864
A local-first MCP server providing persistent, searchable knowledge base via SQ…
— ○ ⏳ — N/A N/A — — —
53588
samrullo
Connects Claude to a local project management API, enabling task, project, and …
— ○ ⏳ — — — — — —
53589
schuang
Converts linear Markdown documents into styled Google Slides presentations with…
— ○ ⏳ — N/A N/A — — —
53590
fivanparedes
MKMChat Claim
AI assistant and MCP server for Mortal Kombat Mobile that provides intelligent …
— ○ ⏳ — N/A N/A — — —
53591 — ○ ⏳ — N/A N/A — 95 —
53592
xx5921
Enables AI assistants to have voice conversations and screen sharing capabiliti…
— ○ ⏳ — N/A N/A — — —
53593
xlian-fe
A code review tool that generates detailed HTML review documents by comparing b…
— ○ ⏳ — N/A N/A — — —
53594
Swanand33
Exposes llm-behave's behavioral regression testing as MCP tools, allowing offli…
— ○ ⏳ — N/A N/A — — —
53595
soizo
Provides a web_search MCP tool for cc-switch, backed by a self-hosted SearXNG i…
— ○ ⏳ — N/A N/A — — —
53596
alexscarano
Exposes Claude Code's file editing, command execution, and test running capabil…
— ○ ⏳ — N/A N/A — — —
53597
sandeep-alluru
Foghorn Claim
Architectural decision tracker with staleness detection — records decisions and…
— ○ ⏳ — N/A N/A — — —
53598
agentkarmaio
Exposes AgentKarma's read-only trust and reputation tools (karma, agents, succe…
— ○ ⏳ — — — — — —
53599
pipeworx-io
Enables AI agents to search, query, and retrieve metadata from the Cook County …
— ○ ⏳ — — — — — —
53600
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
— ○ ⏳ — N/A N/A — — —
Showing 53551–53600 of 69153 servers