MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
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
32651
LokiMCPUniverse
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
32652
pavecer
Connects Microsoft Copilot Studio to ServiceNow Service Catalog, enabling users…
32653
VibeTensor
VibeMCP Claim
Token-optimized unified MCP server for Gmail and Microsoft 365, enabling email,…
N/A N/A
32654
willorn
Enables AI assistants to query YashanDB using natural language through SQL oper…
32655
RenzoReccio
Enables inspecting database schemas and executing read-only SQL queries on a Po…
N/A N/A
32656
cxdpowered
mcp-ccnu-lib Claim
封装华中师范大学图书馆空间预约系统(包括登录、查座位、预约、取消、暂离等操作)为一组MCP工具,供LLM调用执行。
32657
pipeworx-io
Enables searching, querying, and metadata retrieval for Réunion Open Data datas…
32658
cougz
Enables managing Docker environments through Arcane via natural language, provi…
N/A N/A
32659
parkavenue9639
jaeger-mcp Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
32660
Autonomad1
travel Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
32661
saluca-labs
tartarus-mcp Claim
A local-first MCP memory server providing persistent, searchable memory for AI …
N/A N/A
32662
SemyonSinchenko
A server implementation of MCP for Apache Spark that provides query plans and c…
N/A N/A
32663
krantiutils
Enables sending correctly threaded email replies through Proton Mail Bridge usi…
N/A N/A
32664
CrouchingMuppet
Enables AI assistants to manage Unraid OS via Docker, system calls, and file sy…
N/A N/A
32665
hrushikeshkothem
Enables natural language filesystem operations (create, list, delete directorie…
N/A N/A
32666
pipeworx-io
mcp-19hz Claim
Enables querying electronic/dance music events from 19hz.info by region, with t…
32667
IMAFDI
polyplan-mcp Claim
Enables structured multi-model AI planning sessions across multiple CLI coding …
N/A N/A
32668
Kaboom2025
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
N/A N/A
32669
AIops-tools
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
N/A N/A
32670
axel-belfort
Currency conversion API for AI agents. Convert between fiat currencies (ECB rat…
N/A N/A 95
32671
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
32672
wujie272
Enables AI agents to directly control Android devices via Termux, providing 120…
N/A N/A
32673
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
N/A N/A
32674
toyball860721
Provides browser automation capabilities for AI assistants, enabling web naviga…
N/A N/A
32675
sibilleb
A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling A…
32676
selfpatch
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
32677
keen-mcp
MindMap Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
32678
alvaroinckot
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
32679
plasmate-labs
Plasmate Claim
Agent-native headless browser for AI agents. Converts web pages to a Semantic O…
N/A N/A
32680
krmj22
macos-mcp Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
N/A N/A
32681
DataDawn-org
Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal …
32682
calderbuild
Continuum Claim
An autonomous AI showrunner for serialized vertical micro-drama that generates …
N/A N/A
32683
petarnenov
Read and manage your Argulog error tracking data - issues, projects, alerts, re…
32684
JTCHE
HoudiniMCP Claim
Connects SideFX Houdini to Claude via the Model Context Protocol, enabling cont…
N/A N/A
32685
miloira
一个基于MCP的Python REPL服务器,支持多会话管理、代码执行、历史记录回放和包安装,为AI提供Python解释器能力。
32686
wu-yu-pei
Enables two or more Claude Code terminals on the same machine to communicate by…
N/A N/A
32687
jesslbrown
MCP server for scam-risk checks on job postings, recruiter emails, and company …
32688
hostodo
Hostodo MCP Claim
Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped to…
32689
kopiloto
Enables interacting with GitLab repositories, merge requests, and code through …
32690
borjanebbal
genomics-mcp Claim
Provides programmatic access to curated SNP data by trait, enabling LLM-powered…
N/A N/A
32691
Vollkorn-Games
Godot MCP Claim
An MCP server that gives AI assistants full control over the Godot game engine,…
N/A N/A
32692
Arshiyan-Elahi
Enables Claude to search jobs, manage proposals, messages, and contracts on Upw…
N/A N/A
32693
Yocoolab
Exposes Yocoolab design feedback threads, selections, and activity events as to…
32694
utsavagg2007
Enables drafting, formatting, analyzing, and publishing LinkedIn posts directly…
N/A N/A
32695
PerssonaOps
MCP server that lets AI agents control Perssona. It enables creating terminals,…
N/A N/A
32696
astralisone
Orchestrates Rive animations by enabling discovery, integration, and compositio…
32697
jsilvanus
skosmos-mcp Claim
Wraps the Skosmos REST API to enable AI assistants to browse, search, and trave…
32698
Tritlo
MCP server enabling Claude to consult Codex (GPT-5.x) mid-task for second opini…
N/A N/A
32699
pipeworx-io
Enables querying and searching Vilas County, Wisconsin open geospatial datasets…
32700
johnhringiv
notes-mcp Claim
Remote MCP server that exposes a personal git repository of markdown notes to C…
Showing 32651–32700 of 66549 servers
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