MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46851
industrial-aiops
OT-AIops Claim
Provides AI agents with safe, governed read access to industrial control system…
46852
odirasamuel
Provides read-only access to sports data, odds intelligence, and historical sta…
46853
kev-hu
zep-mcp Claim
MCP server for the Zep Cloud API — a context engineering platform for AI agent …
N/A N/A
46854
ahernan2
buffer-mcp Claim
Enables managing Buffer social media posts via Claude, including creating, sche…
46855
bnbhat
Read-only MCP server that exposes Launchpad bug-tracking data for a single proj…
46856
scoutos
A Deno implementation that enables AI models to interact with Linear issue trac…
81
46857
liyongshun
flow-mcp Claim
A minimal MCP server that provides business control primitives (finish, pause, …
N/A N/A
46858
sam-shepp
A Model Context Protocol (MCP) server that bridges MCP clients with AWS Lambda …
46859
masayukick
A serverless MCP (Model Context Protocol) implementation on Cloudflare Workers …
81
46860
928871247
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
81
46861
horizondatawave
Find and research people across LinkedIn, Instagram, and the open web. Search w…
N/A N/A 95
46862
pipeworx-io
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
81
46863
fernforestgames
An MCP server that enables AI assistants to generate images using Black Forest …
46864
urbanmorph
Description: Query India's open geo data in natural language. 8 tools: list lay…
46865
mako10k
Adds async processing to any MCP server, with timeout, task management, and sub…
N/A N/A
46866
First-Touch-Inc
FirstTouch Claim
Give AI agents real hands on LinkedIn: sourcing, AI qualification, HubSpot-nati…
46867
MindsetConsulting
sflight-mcp Claim
Enables natural language querying of SAP flight data (airlines, flights, bookin…
46868
cyanheads
Search the Wayback Machine and IA library (40M+ items), fetch snapshots, item m…
N/A N/A
46869
lemondude21
Enables building and querying knowledge graphs by ingesting documents into Neo4…
46870
ethereumfollowprotocol
Provides read-only access to Google Drive meeting transcripts and Google Calend…
N/A N/A
46871
samson-ailabs
Klarova Claim
A governed context layer for internal data exposed over MCP, enabling agents to…
46872
jcaiagent7143-ui
sendpage Claim
Publish an HTML document as a link anyone can open in one tap, plus PDF, image …
46873
estate-atlas
MCP server for querying the San Diego Municipal Code, bulletins, permits, parce…
46874
al928132
Enables Claude Code to save, list, and read markdown notes directly from conver…
N/A N/A
46875
rilexus
MCP server that wraps the UMT media monitoring API, enabling search and retriev…
46876
gabcoyne
An MCP server that converts Apache Airflow DAGs into Prefect flows. It provides…
N/A N/A
46877
iflow-mcp
A comprehensive MCP server that provides AI assistants with professional-grade …
N/A N/A
46878
SA-GIMA
Enables generating videos from images and text prompts using Jimeng Video 3.0 A…
N/A N/A
46879
universal-mcp
Provides a standardized interface for interacting with GitHub's tools and servi…
46880
estrenuo
An MCP server that enables AI assistants to interact with OmniFocus on macOS vi…
N/A N/A
46881
v3velev
Persistent, searchable conversation memory shared across Claude Code and Codex,…
N/A N/A
46882
pravin-khandke
A production-ready MCP server that authenticates agents via OAuth 2.1 Bearer to…
46883
bradenpan
Enables comprehensive management of Google Ads accounts by allowing users to cr…
81
46884
etherwindy
Bangumi MCP Claim
Enables searching and retrieving information about anime, manga, and related co…
46885
rajeshpenki
Enables management and monitoring of Databricks jobs, including listing, runnin…
46886
IsaacEryn
A11y Check Claim
Web accessibility scanning (WCAG 2.2 AA + KWCAG 2.2) with Korean remediation gu…
N/A N/A
46887
lumiastream
An MCP server for Lumia Stream that lets AI assistants trigger commands, set li…
N/A N/A
46888
C0d1g0v3c
obsidian-mcp Claim
MCP server that provides read and write access to an Obsidian vault by interact…
N/A N/A
46889
auraweon7-ship-it
Enables Claude to search and analyze Korean academic papers using the Korea Cit…
81
46890
shndo1337
MCP server that turns Wildberries marketplace into a toolkit for LLM agents, en…
46891
VibeTechnologies
Vibe MCP Claim
Browser automation MCP server that enables multiple AI agents to simultaneously…
46892
embedded-society
An MCP server that provides file I/O and primitive placement tools, enabling AI…
N/A N/A
46893
Heretek-RE
re-il2cpp Claim
An MCP server that recovers original C# class, method, field, and parameter nam…
N/A N/A
46894
Coding-Professional
Enterprise-grade MCP server for Vibe APIs, enabling AI agents to manage project…
46895
vinades
mcp-dauthau Claim
Connects AI tools to Vietnamese bid (đấu thầu) lookup service DauThau via MCP, …
46896
Saurabhsing21
DeepMap MCP Claim
Enables LLMs to directly access and analyze cancer dependency data from the Dep…
N/A N/A
46897
ilhankilic
AI-powered spatial intelligence for landscape restoration, enabling queries on …
46898
xiachenggang
Provides AI knowledge base query service for Cocos Creator 3.8.8 + exia-framewo…
N/A N/A
46899
one710
ComputerMate Claim
Enables AI to control a computer through mouse, keyboard, and screen capture to…
N/A N/A
46900
CSOAI-ORG
UK Operator Licence, tachograph, drivers' hours, DVSA roadside checks for UK ha…
N/A N/A
Showing 46851–46900 of 67197 servers
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