MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52551
sam-shepp
A Model Context Protocol (MCP) server that bridges MCP clients with AWS Lambda …
52552
masayukick
A serverless MCP (Model Context Protocol) implementation on Cloudflare Workers …
81
52553
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
52554
horizondatawave
Find and research people across LinkedIn, Instagram, and the open web. Search w…
N/A N/A 95
52555
pipeworx-io
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
81
52556
fernforestgames
An MCP server that enables AI assistants to generate images using Black Forest …
52557
urbanmorph
Description: Query India's open geo data in natural language. 8 tools: list lay…
52558
mako10k
Adds async processing to any MCP server, with timeout, task management, and sub…
N/A N/A
52559
First-Touch-Inc
FirstTouch Claim
Give AI agents real hands on LinkedIn: sourcing, AI qualification, HubSpot-nati…
52560
MindsetConsulting
sflight-mcp Claim
Enables natural language querying of SAP flight data (airlines, flights, bookin…
52561
cyanheads
Search the Wayback Machine and IA library (40M+ items), fetch snapshots, item m…
N/A N/A
52562
lemondude21
Enables building and querying knowledge graphs by ingesting documents into Neo4…
52563
ethereumfollowprotocol
Provides read-only access to Google Drive meeting transcripts and Google Calend…
N/A N/A
52564
samson-ailabs
Klarova Claim
A governed context layer for internal data exposed over MCP, enabling agents to…
52565
jcaiagent7143-ui
sendpage Claim
Publish an HTML document as a link anyone can open in one tap, plus PDF, image …
52566
estate-atlas
MCP server for querying the San Diego Municipal Code, bulletins, permits, parce…
52567
al928132
Enables Claude Code to save, list, and read markdown notes directly from conver…
N/A N/A
52568
rilexus
MCP server that wraps the UMT media monitoring API, enabling search and retriev…
52569
gabcoyne
An MCP server that converts Apache Airflow DAGs into Prefect flows. It provides…
N/A N/A
52570
iflow-mcp
A comprehensive MCP server that provides AI assistants with professional-grade …
N/A N/A
52571
SA-GIMA
Enables generating videos from images and text prompts using Jimeng Video 3.0 A…
N/A N/A
52572
universal-mcp
Provides a standardized interface for interacting with GitHub's tools and servi…
52573
estrenuo
An MCP server that enables AI assistants to interact with OmniFocus on macOS vi…
N/A N/A
52574
v3velev
Persistent, searchable conversation memory shared across Claude Code and Codex,…
N/A N/A
52575
pravin-khandke
A production-ready MCP server that authenticates agents via OAuth 2.1 Bearer to…
52576
bradenpan
Enables comprehensive management of Google Ads accounts by allowing users to cr…
81
52577
etherwindy
Bangumi MCP Claim
Enables searching and retrieving information about anime, manga, and related co…
52578
rajeshpenki
Enables management and monitoring of Databricks jobs, including listing, runnin…
52579
IsaacEryn
A11y Check Claim
Web accessibility scanning (WCAG 2.2 AA + KWCAG 2.2) with Korean remediation gu…
N/A N/A
52580
lumiastream
An MCP server for Lumia Stream that lets AI assistants trigger commands, set li…
N/A N/A
52581
C0d1g0v3c
obsidian-mcp Claim
MCP server that provides read and write access to an Obsidian vault by interact…
N/A N/A
52582
auraweon7-ship-it
Enables Claude to search and analyze Korean academic papers using the Korea Cit…
81
52583
shndo1337
MCP server that turns Wildberries marketplace into a toolkit for LLM agents, en…
52584
VibeTechnologies
Vibe MCP Claim
Browser automation MCP server that enables multiple AI agents to simultaneously…
52585
embedded-society
An MCP server that provides file I/O and primitive placement tools, enabling AI…
N/A N/A
52586
Heretek-RE
re-il2cpp Claim
An MCP server that recovers original C# class, method, field, and parameter nam…
N/A N/A
52587
Coding-Professional
Enterprise-grade MCP server for Vibe APIs, enabling AI agents to manage project…
52588
vinades
mcp-dauthau Claim
Connects AI tools to Vietnamese bid (đấu thầu) lookup service DauThau via MCP, …
52589
Saurabhsing21
DeepMap MCP Claim
Enables LLMs to directly access and analyze cancer dependency data from the Dep…
N/A N/A
52590
ilhankilic
AI-powered spatial intelligence for landscape restoration, enabling queries on …
52591
xiachenggang
Provides AI knowledge base query service for Cocos Creator 3.8.8 + exia-framewo…
N/A N/A
52592
one710
ComputerMate Claim
Enables AI to control a computer through mouse, keyboard, and screen capture to…
N/A N/A
52593
DuoDuo25
MCP server that pushes Feishu (Lark) messages to Claude Code sessions and allow…
N/A N/A
52594
r123singh
Enables interaction with Trello boards, lists, and cards. Supports creating, up…
52595
cameroncooke
XcodeBuildMCP provides tools for Xcode project management, simulator management…
N/A N/A 95
52596
sangeethdba
oracledb-mcp Claim
MCP server for Oracle SQL performance diagnostics and AWR analysis, compatible …
N/A N/A
52597
amit608
MCPyDoc Claim
Provides real-time access to Python package documentation, source code, and sym…
N/A N/A
52598
HoussemMak
Microsoft 365 & Azure admin: Graph, ARM, and the PowerShell cmdlets Graph does …
N/A N/A
52599
Kush614
niahub-mcp Claim
Provides pre-indexed knowledge packs for popular technologies (Stripe, React, e…
52600
InitialXW
Enables DevOps Agent to troubleshoot VPC networking problems by running live pr…
Showing 52551–52600 of 67226 servers