MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56801
Rosentic
rosentic Claim
Deterministic cross-branch conflict detection for AI coding agents
— ○ ⏳ — N/A N/A — — —
56802
awslabs
A high-performance Model Context Protocol (MCP) server that provides seamless i…
— ○ ⏳ — — — — — —
56803
taisly
agent Claim
Taisly Agent Kit MCP server for AI agent social media video publishing. Discove…
— ○ ⏳ — — — — — —
56804 — ○ ⏳ — — — — 81 —
56805
mattias242
Enables LLMs to read, search, and manage emails via IMAP with secure, read-only…
— ○ ⏳ — — — — — —
56806
glitch-exec-labs
MCP server for the LinkedIn Marketing API — campaigns, analytics, creatives.
— ○ ⏳ — N/A N/A — — —
56807
anvanster
tempera Claim
Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle…
— ○ ⏳ — N/A N/A — — —
56808
echoes-io
Enables AI integration with the Echoes storytelling platform, providing narrati…
— ○ ⏳ — N/A N/A — — —
56809
Usman-Ghani123
This is an unofficial, community-built MCP server for qTest Manager. Not affili…
— ○ ⏳ — — — — — —
56810
cyanheads
Researcher profiles, works, affiliations, funding, and peer reviews from the OR…
— ○ ⏳ — — — — — —
56811
brettscharm
ELM MCP Claim
Enables AI assistants to interact with IBM Engineering Lifecycle Management (EL…
— ○ ⏳ — N/A N/A — — —
56812
CSOAI-ORG
recipe-finder-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
56813
woladi
sugestim Claim
Enables recognition and defense against covert influence patterns (Milton Model…
— ○ ⏳ — N/A N/A — — —
56814
metaweardigital
Deterministic safety, correctness & cost gate that vets Postgres SQL before you…
— ○ ⏳ — — — — 67 —
56815
gbram1
Hivemind Claim
Persistent, append-only event log for AI agent coordination, enabling agents to…
— ○ ⏳ — — — — — —
56816
LuuOW
qrouter Claim
Quantum natural-language retrieval MCP server that ranks text passages by seman…
— ○ ⏳ — — — — — —
56817
pdurlej
jan-mcp Claim
Converts raw GitHub notes into polished Polish release notes, PR descriptions, …
— ○ ⏳ — N/A N/A — — —
56818
wpwriter
wpwriter Claim
AI-powered WordPress content management. Generate posts, images, manage SEO, au…
— ○ ⏳ — — — — 81 —
56819
consigcody94
Enables AI workflows to integrate with Notion workspaces, supporting page and d…
— ○ ⏳ — — — — 81 —
56820
BACH-AI-Tools
Enables accessing Yelp Business API to search businesses, get reviews, menus, a…
— ○ ⏳ — N/A N/A — — —
56821
PTrobe
Enables querying local meeting notes, calendar events, email metadata, and dail…
— ○ ⏳ — N/A N/A — — —
56822
junter1989k-ai
Norway payments for AI agents — cards / Klarna via Stripe. Never holds funds.
— ○ ⏳ — — — — — —
56823
chrishayuk
Mechanistic interpretability MCP server wrapping chuk-lazarus, enabling model l…
— ○ ⏳ — N/A N/A — — —
56824
nqzai
kakunin-mcp Claim
Enables AI agents to self-verify their authorized scope, check risk scores, and…
— ○ ⏳ — — — — — —
56825
firasmj
A Model Context Protocol server that enables AI agents to programmatically crea…
— ○ ⏳ — N/A N/A — — —
56826
clawdbotworker
imagegen-mcp Claim
AI image generation from text prompts via x402 micropayments on Base. $0.10 USD…
— ○ ⏳ — N/A N/A — — —
56827
sunreddy1593-tech
Exposes Gmail (send/draft) and Google Docs (append) capabilities as tools for a…
— ○ ⏳ — — — — — —
56828
socraticsurge
Telugu Panchangam for AI assistants: daily panchangam, muhurta windows, tarabal…
— ○ ⏳ — — — — — —
56829
matvei77
Enables natural language financial management for self-hosted Maybe Finance ins…
— ○ ⏳ — N/A N/A — — —
56830
FrankGenGo
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
— ○ ⏳ — — — — — —
56831
jafarimohammad
Enables AI assistants to interact with Azure DevOps Server 2022 through natural…
— ○ ⏳ — — — — — —
56832
Lee-Becky
google Claim
— ○ ⏳ — N/A N/A — 95 —
56833
kevinmeyvaert
A reference server implementation for the Model Context Protocol that enables A…
— ○ ⏳ — — — — 81 —
56834
chirag1749
MCP server for the Fund Tracking System, enabling agents to manage lending busi…
— ○ ⏳ — N/A N/A — — —
56835
Ruhal-Doshi
skill-depot Claim
Enables AI agents to semantically search and retrieve relevant skills from a lo…
— ○ ⏳ — N/A N/A — — —
56836 — ○ ⏳ — N/A N/A — 95 —
56837
JithunMethusahan
Enables interaction with the Dog API through natural language, supporting opera…
— ○ ⏳ — — — — — —
56838 — ○ ⏳ — N/A N/A — 95 —
56839
IsaiahDupree
MCP connector for iMessage & Contacts via a local Mac agent + Vercel relay
— ○ ⏳ — — — — — —
56840
davidsimoes
Access Czech and Slovak company data (financials, contacts, risks, ownership) v…
— ○ ⏳ — N/A N/A — — —
56841
xlian-fe
A code review tool that generates detailed HTML review documents by comparing b…
— ○ ⏳ — N/A N/A — — —
56842 — ○ ⏳ — N/A N/A — 95 —
56843
lhseokool
A boilerplate for building and deploying MCP servers on Vercel, featuring examp…
— ○ ⏳ — — — — — —
56844
0x67108864
A local-first MCP server providing persistent, searchable knowledge base via SQ…
— ○ ⏳ — N/A N/A — — —
56845
samrullo
Connects Claude to a local project management API, enabling task, project, and …
— ○ ⏳ — — — — — —
56846
schuang
Converts linear Markdown documents into styled Google Slides presentations with…
— ○ ⏳ — N/A N/A — — —
56847
fivanparedes
MKMChat Claim
AI assistant and MCP server for Mortal Kombat Mobile that provides intelligent …
— ○ ⏳ — N/A N/A — — —
56848
xx5921
Enables AI assistants to have voice conversations and screen sharing capabiliti…
— ○ ⏳ — N/A N/A — — —
56849
agentkarmaio
Exposes AgentKarma's read-only trust and reputation tools (karma, agents, succe…
— ○ ⏳ — — — — — —
56850
lyse-labs
ds-pilot Claim
MCP server that exposes your design system components and tokens to AI agents, …
— ○ ⏳ — N/A N/A — — —
Showing 56801–56850 of 69111 servers