MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33751
a2al
A2AL Daemon Claim
Makes any AI agent globally reachable and discoverable—no cloud, domain, or por…
N/A N/A
33752
foragekit Claim 1
Epistemic foraging for AI agents: source discovery, verified evidence, uncertai…
N/A N/A 81
33753
LokiMCPUniverse
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
33754
pavecer
Connects Microsoft Copilot Studio to ServiceNow Service Catalog, enabling users…
33755
athoune
Enables running Prospector static analysis on Python files or directories via M…
N/A N/A
33756
VibeTensor
VibeMCP Claim
Token-optimized unified MCP server for Gmail and Microsoft 365, enabling email,…
N/A N/A
33757
willorn
Enables AI assistants to query YashanDB using natural language through SQL oper…
33758
RenzoReccio
Enables inspecting database schemas and executing read-only SQL queries on a Po…
N/A N/A
33759
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。
33760
pipeworx-io
Enables searching, querying, and metadata retrieval for Réunion Open Data datas…
33761
cougz
Enables managing Docker environments through Arcane via natural language, provi…
N/A N/A
33762
parkavenue9639
jaeger-mcp Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
33763
Autonomad1
travel Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
33764
saluca-labs
tartarus-mcp Claim
A local-first MCP memory server providing persistent, searchable memory for AI …
N/A N/A
33765
SemyonSinchenko
A server implementation of MCP for Apache Spark that provides query plans and c…
N/A N/A
33766
krantiutils
Enables sending correctly threaded email replies through Proton Mail Bridge usi…
N/A N/A
33767
CrouchingMuppet
Enables AI assistants to manage Unraid OS via Docker, system calls, and file sy…
N/A N/A
33768
bepitulaz
An MCP server that enables Claude Desktop to read and write an Obsidian vault h…
33769
cmaalto03
Enables LLMs to manage student records through natural language by wrapping a s…
N/A N/A
33770
mtrajano
pontal-mcp Claim
Remote MCP server exposing Monday.com tools for leads and work namespaces via s…
N/A N/A
33771
hrushikeshkothem
Enables natural language filesystem operations (create, list, delete directorie…
N/A N/A
33772
pipeworx-io
mcp-19hz Claim
Enables querying electronic/dance music events from 19hz.info by region, with t…
33773
IMAFDI
polyplan-mcp Claim
Enables structured multi-model AI planning sessions across multiple CLI coding …
N/A N/A
33774
ayushkumar2601
Enables AI agents to safely interact with Ethereum by providing structured tool…
N/A N/A
33775
Kaboom2025
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
N/A N/A
33776
AIops-tools
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
N/A N/A
33777
doublebash
A Model Context Protocol server bridging Claude to Microsoft Outlook + Teams (e…
33778
axel-belfort
Currency conversion API for AI agents. Convert between fiat currencies (ECB rat…
N/A N/A 95
33779
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
33780
wujie272
Enables AI agents to directly control Android devices via Termux, providing 120…
N/A N/A
33781
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
N/A N/A
33782
toyball860721
Provides browser automation capabilities for AI assistants, enabling web naviga…
N/A N/A
33783
sibilleb
A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling A…
33784
selfpatch
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
33785
matematicsolutions
sg-eli-mcp Claim
An MCP server for Singapore Statutes Online (SSO), the official portal for Sing…
33786
keen-mcp
MindMap Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
33787
alvaroinckot
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
33788
plasmate-labs
Plasmate Claim
Agent-native headless browser for AI agents. Converts web pages to a Semantic O…
N/A N/A
33789
krmj22
macos-mcp Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
N/A N/A
33790
DataDawn-org
Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal …
33791
calderbuild
Continuum Claim
An autonomous AI showrunner for serialized vertical micro-drama that generates …
N/A N/A
33792
petarnenov
Read and manage your Argulog error tracking data - issues, projects, alerts, re…
33793
JTCHE
HoudiniMCP Claim
Connects SideFX Houdini to Claude via the Model Context Protocol, enabling cont…
N/A N/A
33794
MaidToShelly
DorkFiMCP Claim
Enables interaction with the DorkFi lending protocol on Voi and Algorand, suppo…
N/A N/A
33795
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。
33796
wu-yu-pei
Enables two or more Claude Code terminals on the same machine to communicate by…
N/A N/A
33797
jesslbrown
MCP server for scam-risk checks on job postings, recruiter emails, and company …
33798
hostodo
Hostodo MCP Claim
Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped to…
33799
kopiloto
Enables interacting with GitLab repositories, merge requests, and code through …
33800
borjanebbal
genomics-mcp Claim
Provides programmatic access to curated SNP data by trait, enabling LLM-powered…
N/A N/A
Showing 33751–33800 of 66549 servers
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