MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40151
pipeworx-io
Search, explore, and query open data from Loire-Atlantique (France) via natural…
40152
shubham0086
Enables agents to share state via a blackboard, record and retrieve failure res…
N/A N/A
40153
felix-windsor
A Model Context Protocol server that enables semantic vector search over Obsidi…
N/A N/A
40154
node2flow-th
MCP server for Airtable API — manage records, bases, tables, fields, and webhoo…
40155
saumdabi
pm-agents Claim
A multi-agent product-management copilot that automates morning briefings, metr…
N/A N/A
40156
sandeepramdas
Allows AI agents to authenticate with LinkedIn and share posts or links via the…
N/A N/A
40157
pavelpilyak
devrecall Claim
Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear ti…
N/A N/A
40158
mcp-developers Claim 1
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
N/A N/A 69
40159
qloba
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
40160
aswin-s
MCP server providing real-time Indian stock market data through 15 tools, inclu…
40161
xiazhe-xz
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
81
40162
zb2947244682
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
81
40163
santoshshinde2012
Framesleuth Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
N/A N/A
40164
JacobJandon
sicry Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
N/A N/A
40165
Jacobobber
fh6-tuner Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
N/A N/A
40166
pythondev-pro
PyForge IDE Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
N/A N/A 95
40167
costaadiego1989
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
N/A N/A
40168
JoeyBe1
mcp-augment Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
N/A N/A
40169
JameZUK
Arkana Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
40170
l4b4r4b4b4
news-mcp Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
40171
firekula
mcp-bridge Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
N/A N/A
40172
lukeduffell-personal
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
40173
Spider-Chat
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
40174
muslus
BioCite-MCP Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
40175
LogicMem
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
40176
LibreChat-AI
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
40177
lybang972314
agentbridge Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
N/A N/A
40178
devjourney
Enables AI assistants to control Music Assistant for music search, library brow…
40179
wudongjie
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
N/A N/A
40180
radi-totev
AgentAuth Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
N/A N/A 75
40181
ZureJack
A modular Python MCP server providing tools for text echoing, system informatio…
N/A N/A
40182
clemensjl
agentfenster Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
N/A N/A
40183
jppeiro90
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
40184
abmwine
Deterministic date arithmetic with auditable receipts: business days, due dates…
40185
incentivai
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
81
40186
mkhanal
DocPulse Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
N/A N/A 95
40187
shivam-jainn
websocat-mcp Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
N/A N/A
40188
ktibbs9417
Enables AI assistants to perform Google Workspace administrative actions via GA…
N/A N/A
40189
cppalliance
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
N/A N/A
40190
ratel-ai
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
40191
jianjungki
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
40192
foggy-projects
A semantic layer query engine with MCP support, enabling AI assistants to query…
40193
beepboop2025
A comprehensive MCP server with 37 tools for PDF operations including reading, …
N/A N/A
40194
cbuntingde
Enables agents to maintain persistent memory through three-tiered architecture:…
N/A N/A 95
40195
Livshitz
mcp-github Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
40196
edujuan
Assists AI coding agents in understanding and implementing UTCP by providing do…
40197
g-battaglia
mcp-seo Claim
Enables AI agents to perform comprehensive SEO audits on web pages, including m…
N/A N/A
40198
Baldros
MCP BACEN Claim
Provides tools to query Brazilian Central Bank public data, including SGS time …
40199 N/A N/A 95
40200
haydenwade
Enables LLMs to query current and historic avalanche danger ratings by location…
Showing 40151–40200 of 66534 servers
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