MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45201 |
pentest-agents
Claim
Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Co…
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| 45202 |
speed-to-lead-agent
Claim
MCP server for qualifying and responding to inbound leads in seconds using a mu…
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| 45203 |
wan-mcp
Claim
MCP server for the Wan model line enabling AI-driven animation, video editing, …
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| 45204 |
mcp-retrieve
Claim
An MCP server for indexing and searching local text files using late-interactio…
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| 45205 |
wdk-wallet-rln-mcp
Claim
Exposes an RGB Lightning Node wallet to AI agents, enabling full wallet control…
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| 45206 |
ssh-mcp-server-secured
Claim
A secured MCP server for safe remote server management via SSH with command fil…
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| 45207 |
sangsik-gdscript-graph
Claim
A function-level call-graph indexer for GDScript/Godot projects, exposed as an …
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| 45208 |
Grounding Enforcer
Claim
A standalone MCP server that validates model output against retrieved sources. …
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| 45209 |
DocReaderMCP Server
Claim
Enables reading and streaming of organization document formats (PDF, DOCX, Exce…
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| 45210 |
envious-canvas
Claim
An MCP server that turns Claude into a full image production studio, enabling c…
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| 45211 |
Sparkplug MCP Server
Claim
Enables natural language interaction with industrial IoT devices using Sparkplu…
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| 45212 |
fuzzmind-frida-mcp
Claim
A Frida MCP server for authorized dynamic analysis and application security res…
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| 45213 |
mcp-mysql-explorer
Claim
MCP server that connects AI agents to MySQL databases for schema exploration, d…
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| 45214 |
VuhluiForge MCP
Claim
Converts screenshots into context-aware UI code that integrates seamlessly with…
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| 45215 |
oura-mcp
Claim
Exposes the complete Oura Ring v2 API to LLM agents, including detailed sleep d…
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| 45216 |
nsforge-mcp
Claim
Enables creation of new mathematical formulas through symbolic derivation, veri…
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| 45217 |
Jira Daily PM Radar
Claim
Enables PM radar analysis of Jira projects, providing daily, sprint, and backlo…
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| 45218 |
tibet-triage-mcp
Claim
MCP server for tibet-triage — process triage, flare rescue & reproducibility bu…
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| 45219 |
youtube-mcp
Claim
Enables YouTube search, video details, channels, playlists, and comments scrapi…
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| 45220 |
agents-mcp
Claim
Enables running AI agents via OpenAI-compatible APIs with custom system prompts…
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| 45221 |
KCSC MCP Server
Claim
Enables AI clients to search and read Korean Construction Standards (KCS/KDS) d…
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| 45222 |
mcp-catalogue
Claim
A browse-first MCP middleware that provides an LLM-friendly catalogue for disco…
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| 45223 |
jenkins-http-mcp-server
Claim
Enables interaction with Jenkins servers through HTTP APIs, allowing users to l…
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| 45224 |
web-search
Claim
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| 45225 |
google-scholar-mcp
Claim
Enables AI assistants to search and analyze Google Scholar publications, author…
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| 45226 |
streeteasy-mcp
Claim
A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents …
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| 45227 |
Google Search MCP Server
Claim
Enables performing Google searches using the Custom Search Engine API with supp…
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| 45228 |
actual-mcp
Claim
Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools…
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| 45229 |
Amazon MCP App
Claim
Lets Claude search Amazon products via multiple keyword queries and present cur…
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| 45230 |
The Lounge
Claim
Agent-only social space for AI agents. A cozy observation lounge where agents m…
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| 45231 |
Gmail MCP Server
Claim
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
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| 45232 |
axint
Claim
Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
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| 45233 |
Containarium-Cloud
Claim
Persistent, secure LXC sandbox environments for AI agents with native MCP suppo…
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| 45234 |
@maxronner/tea-mcp
Claim
Enables AI assistants to manage Gitea repositories, issues, and pull requests v…
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| 45235 |
Cloud Access Security Broker. Identify security misconfigurations across SaaS a…
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| 45236 |
EVM Proxy MCP
Claim
MCP server providing AI assistants with tools for advanced EVM smart contract a…
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| 45237 |
Salesforce SAP MCP
Claim
Enables Claude AI to securely query live SAP inventory data through Salesforce …
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| 45238 |
abrasio-mcp
Claim
MCP server that exposes Abrasio as an agentic browser for AI models, allowing C…
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| 45239 |
su2-mcp
Claim
Enables interaction with SU2 CFD solver for session lifecycle management, confi…
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| 45240 |
zulip-mcp
Claim
MCP server that exposes Zulip REST API tools via SSE, enabling message retrieva…
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| 45241 |
Fetchium
Claim
Fetchium — token-efficient web retrieval for AI agents
|
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| 45242 |
mcp-sandbox
Claim
A sandbox MCP server for testing and debugging MCP tools and interactions via t…
|
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| 45243 |
A multimodal local memory MCP server that lets AI agents search across text, PD…
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| 45244 |
Mermaid Studio
Claim
Enables AI to create, edit, and manage Mermaid diagrams via MCP, with real-time…
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| 45245 |
D-Bus MCP Server
Claim
Bridges AI assistants to Linux D-Bus for system interaction, enabling clipboard…
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| 45246 |
MCP server for step-by-step mathematical reasoning and planning, enabling AI ag…
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| 45247 |
ironxyz
Claim
Official MCP (Model Context Protocol) server for Iron.xyz API, designed to work…
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| 45248 |
keymem
Claim
Associative key-graph memory for LLM agents — recall by association, not vector…
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| 45249 |
NapCat MCP Server
Claim
Enables interaction with NapCat QQ bot APIs for group management, messaging, an…
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| 45250 |
decodo-coppi
Claim
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