MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45201
H-mmer
Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Co…
N/A N/A
45202
OmateLabs
MCP server for qualifying and responding to inbound leads in seconds using a mu…
45203
runapi-ai
wan-mcp Claim
MCP server for the Wan model line enabling AI-driven animation, video editing, …
45204
maxbaluev
mcp-retrieve Claim
An MCP server for indexing and searching local text files using late-interactio…
N/A N/A
45205
kaleidoswap
Exposes an RGB Lightning Node wallet to AI agents, enabling full wallet control…
45206
marian-craciunescu
A secured MCP server for safe remote server management via SSH with command fil…
45207
Eomsangsik
A function-level call-graph indexer for GDScript/Godot projects, exposed as an …
N/A N/A
45208
steveswain14
A standalone MCP server that validates model output against retrieved sources. …
N/A N/A
45209
prafulsapkota
Enables reading and streaming of organization document formats (PDF, DOCX, Exce…
N/A N/A
45210
saurabhav88
An MCP server that turns Claude into a full image production studio, enabling c…
N/A N/A
45211
emqx
Enables natural language interaction with industrial IoT devices using Sparkplu…
N/A N/A
45212
fuzzmind
A Frida MCP server for authorized dynamic analysis and application security res…
N/A N/A
45213
xsg22
MCP server that connects AI agents to MySQL databases for schema exploration, d…
45214
sethswango
Converts screenshots into context-aware UI code that integrates seamlessly with…
45215
jhamblin
oura-mcp Claim
Exposes the complete Oura Ring v2 API to LLM agents, including detailed sleep d…
45216
u9401066
nsforge-mcp Claim
Enables creation of new mathematical formulas through symbolic derivation, veri…
45217
letya999
Enables PM radar analysis of Jira projects, providing daily, sprint, and backlo…
45218
Humotica
MCP server for tibet-triage — process triage, flare rescue & reproducibility bu…
45219
iamkw0n
youtube-mcp Claim
Enables YouTube search, video details, channels, playlists, and comments scrapi…
N/A N/A
45220
DedInc
agents-mcp Claim
Enables running AI agents via OpenAI-compatible APIs with custom system prompts…
N/A N/A
45221
sinmb79
Enables AI clients to search and read Korean Construction Standards (KCS/KDS) d…
45222
Aidan-Kay
A browse-first MCP middleware that provides an LLM-friendly catalogue for disco…
45223
mdtahmidhossain
Enables interaction with Jenkins servers through HTTP APIs, allowing users to l…
45224
ksteele
web-search Claim
N/A N/A 95
45225
dihannahdi
Enables AI assistants to search and analyze Google Scholar publications, author…
N/A N/A
45226
Alec2435
A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents …
45227
fvanevski
Enables performing Google searches using the Custom Search Engine API with supp…
45228
slushpupie
actual-mcp Claim
Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools…
45229
tobinsouth
Lets Claude search Amazon products via multiple keyword queries and present cur…
45230
indigoint
The Lounge Claim
Agent-only social space for AI agents. A cozy observation lounge where agents m…
81
45231
cristip73
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
N/A N/A
45232
nima
axint Claim
Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
81
45233
FootprintAI
Persistent, secure LXC sandbox environments for AI agents with native MCP suppo…
45234
maxronner
Enables AI assistants to manage Gitea repositories, issues, and pull requests v…
N/A N/A
45235
cloudflare
Cloud Access Security Broker. Identify security misconfigurations across SaaS a…
81
45236
0xGval
MCP server providing AI assistants with tools for advanced EVM smart contract a…
45237
prasanth-personal
Enables Claude AI to securely query live SAP inventory data through Salesforce …
45238
Scrape-Technology
abrasio-mcp Claim
MCP server that exposes Abrasio as an agentic browser for AI models, allowing C…
45239
cmudrc
su2-mcp Claim
Enables interaction with SU2 CFD solver for session lifecycle management, confi…
N/A N/A
45240
VanBarbascu
zulip-mcp Claim
MCP server that exposes Zulip REST API tools via SSE, enabling message retrieva…
N/A N/A
45241
zuhabul
Fetchium Claim
Fetchium — token-efficient web retrieval for AI agents
45242
kkamal11
mcp-sandbox Claim
A sandbox MCP server for testing and debugging MCP tools and interactions via t…
45243
AlaeddineMessadi
A multimodal local memory MCP server that lets AI agents search across text, PD…
N/A N/A
45244
wangyaominde
Enables AI to create, edit, and manage Mermaid diagrams via MCP, with real-time…
45245
aaronsb
Bridges AI assistants to Linux D-Bus for system interaction, enabling clipboard…
N/A N/A
45246
cr21
MCP server for step-by-step mathematical reasoning and planning, enabling AI ag…
N/A N/A
45247
ironxyz
ironxyz Claim
Official MCP (Model Context Protocol) server for Iron.xyz API, designed to work…
45248
donggyun112
keymem Claim
Associative key-graph memory for LLM agents — recall by association, not vector…
N/A N/A
45249
1021143806
Enables interaction with NapCat QQ bot APIs for group management, messaging, an…
45250
guidobosch87
decodo-coppi Claim
N/A N/A 95
Showing 45201–45250 of 67197 servers
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