MCP Server Quality Scores

Independent quality analysis of 58073 public MCP servers

58073
Discovered
29849
Scored
2112
Verified
16953
Complete

Last updated 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57851
freeplayai
freeplay-mcp Claim
Enables AI agents to interact with Freeplay, an ops platform for AI engineering…
57852
3D-Tech-Solutions
Code Scalpel Claim
Enables AI assistants to surgically extract and analyze code, reducing token us…
57853
Growth-Management
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OA…
57854
H-mmer
Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Co…
N/A N/A
57855
prime001
Enables AI agents to route tasks requiring human judgment (e.g., content modera…
57856
InfraMCP
MCP server for VMware vSphere infrastructure management, enabling VM operations…
N/A N/A
57857
pinkpixel-dev
LLMSTXT-MCP Server Claim
MCP server that allows AI agents to fetch and process llms.txt documentation fr…
81
57858
e-brokenc0de
An MCP server that drives Anthropic's Claude Design from agentic coding CLIs, p…
N/A N/A
57859
Fantasticlegend1000
opensooq-mcp Claim
A read-only MCP server that gives LLM agents live access to OpenSooq, the large…
57860
axel-belfort
AI-powered text and URL summarization API for AI agents. Extract key points fro…
81
57861
cammac-creator
Swiss customs (TARES), FINMA registry & NOGA/NACE/ISIC classifications. 9 MCP t…
57862
universal-mcp
Enables interaction with Google SearchConsole tools and services through a unif…
57863
ahmedabdirahman1-max
safe-sql-mcp Claim
Enables read-only SQL database access for AI assistants, allowing schema explor…
N/A N/A
57864
k1y0miiii
tbro-mcp Claim
An MCP server that provides web_search and web_fetch tools returning plain text…
N/A N/A
57865
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
57866
mjavadalavi
Enables comprehensive Sentry monitoring including performance analysis, issue t…
N/A N/A
57867
g-tiwari
MCP server for TestRail API, providing AI assistants with 107 tools to manage t…
N/A N/A
57868
furrytailapps
Provides access to geological data from Sveriges Geologiska Undersökning (SGU),…
N/A N/A
57869
yogimathius
A symbolic reasoning engine that enables symbolic ontology operations through a…
N/A N/A
57870
lu-wo
Local-first MCP server for safely searching and editing Apple Contacts on macOS…
N/A N/A
57871
aitrailblazer
SEC/XBRL issuer intelligence for crypto public companies via MCP, OpenAPI, x402…
57872
CSOAI-ORG
mmoagent-mcp Claim
Cross-game market intelligence and currency conversion across six MMOs, enablin…
57873
advaitgore
AgentPay Claim
AgentPay is the authorization layer between an AI agent and real spending. You …
57874
falegria86
Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking,…
N/A N/A
57875
tangcent
Indexes local Maven and Gradle caches to enable AI agents to search for Java cl…
N/A N/A
57876
tnicholson
Provides comprehensive access to NIST cybersecurity frameworks and controls, en…
N/A N/A
57877
Rethunk-AI
clodbridge Claim
Enables Claude Code to automatically discover and use project-specific rules, s…
N/A N/A
57878
neugence
MCP server for Whipscribe — transcribe audio and video from a URL or local file…
N/A N/A
57879
Knuckles-Team
MCP server that enables audio transcription from files (wav, mp4, mp3, flac) or…
N/A N/A
57880
bracesproul
Template for serving FastMCP servers over Streamable HTTP within a LangGraph Se…
57881
collactivelabs
Enables AI agents to interact with the Pinterest API, allowing management of bo…
57882
owine
Exposes UniFi Protect's Integration REST API as tools for Claude Code and other…
57883
Jonnyds
Enables natural language querying and semantic search over a bilingual customer…
N/A N/A
57884
imdeniil
MCP server for Yandex Tracker API that provides 146 tools for managing issues, …
N/A N/A
57885
rasheedonnet
osdu-mcp Claim
Enables AI agents to interact with the OSDU® data platform through Model Contex…
N/A N/A
57886
chirag127
Crawl websites recursively to build a hierarchical map of pages. Convert HTML i…
N/A N/A 95
57887
M-SAAD-BIN-MAZHAR
This MCP server lets an AI client manage GitHub repositories through the GitHub…
57888
trashchenkov
Checks text for AI generation using GigaChat API, enabling integration into AI …
57889
zxkane
A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. I…
57890
davidmosiah
Privacy-first unofficial Google Health API v4 MCP server for health, sleep, act…
N/A N/A
57891
hovav698
Enables AI assistants to create and query multi-dimensional vector indexes from…
N/A N/A
57892
idamadam
Botany MCP Claim
Remote MCP server for authoritative plant information from the VicFlora API. En…
57893
dar-k99
A remote MCP server template for Cloudflare Workers without authentication, sup…
N/A N/A
57894
dilshankavishka
MCP-Server Claim
Enables querying a structured CV and sending test emails via Ethereal through a…
57895
mcpflow
Enables AI systems to manage Verodat accounts, workspaces, and datasets, includ…
57896
JuhongPark
Local MCP voice coach with English pronunciation, grammar, and fluency feedback.
N/A N/A
57897
shuizhengqi1
A Model Context Protocol server that integrates Futu OpenAPI, enabling AI model…
N/A N/A
57898
tradingvolatility
Enables AI agents to discover and retrieve options market-structure data (GEX, …
57899
shaneholloman
Provides code collection and project structure reporting tools for code analysi…
N/A N/A
57900
DileepWick
Authoritative Taiho Toyota Bearing Catalogue MCP server. Provides high-fidelity…
Showing 57851–57900 of 58073 servers