MCP Server Quality Scores
Independent quality analysis of 58579 public MCP servers
Last updated 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57651 |
Refract
Claim
MCP proxy that compresses tool schemas on the fly. Up to 98% token reduction, 1…
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| 57652 |
Railway Guardrail MCP
Claim
A team-wide, remote MCP server that lets Claude operate Railway projects throug…
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| 57653 |
Meta Ads MCP Server
Claim
Self-hosted MCP server providing secure, multi-tenant access to Meta Marketing …
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| 57654 |
MCP-ndl-search
Claim
Enables natural language search of Japan's National Diet Library bibliographic …
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| 57655 |
Mimo Vision MCP
Claim
An image recognition MCP server based on mimo-v2.5, enabling AI assistants to d…
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| 57656 |
wp-blockmarkup-mcp
Claim
Provides AI assistants with a verified database of WordPress Gutenberg block sc…
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| 57657 |
mac-vision-mcp
Claim
An MCP server that enables AI coding agents to capture screenshots of macOS win…
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| 57658 |
Tunnel Manager
Claim
MCP server for managing SSH tunnels and remote hosts, offering tools for host i…
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| 57659 |
Saju MCP Server
Claim
Enables MCP clients to compute and interpret Korean Four Pillars of Destiny (Sa…
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| 57660 |
AvatarBook MCP Server
Claim
Enables delegation of work to AI agents with cryptographic verification and tok…
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| 57661 |
memory-nexus-cloud
Claim
Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowled…
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| 57662 |
@langapi/mcp-server
Claim
MCP server for AI-powered translation management in i18n projects, enabling aut…
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| 57663 |
ddg-search-mcp
Claim
DuckDuckGo Search MCP Server. Scrapes DuckDuckGo Lite directly — no API key req…
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| 57664 |
mcp-gouv-fr
Claim
MCP server for exploring French public open data via APIs like data.gouv.fr, ge…
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| 57665 |
Baguskto Saham
Claim
Enables AI assistants to access Indonesian stock market data, including real-ti…
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| 57666 |
mcp-graphql
Claim
Enables LLMs to interact with GraphQL APIs through schema introspection and que…
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| 57667 |
RPG Maker MZ MCP Server
Claim
Enables creating RPG Maker MZ games using natural language through AI assistanc…
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| 57668 |
Rabobank Demo MCP Server
Claim
Demonstrates how to expose approved internal banking tools to AI assistants via…
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| 57669 |
roshan-fahm-mcp
Claim
MCP server wrapping Roshan AI's Fahm Persian language service, enabling chat, t…
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| 57670 |
Enables automated searching and commenting on Xiaohongshu with AI-generated com…
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| 57671 |
MCP server for the Gemini Omni model line, enabling task creation (audio, chara…
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| 57672 |
agenttrust
Claim
Trust scores & reputation for the agent-to-agent economy. Verify A2A counterpar…
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| 57673 |
Narwal MCP Server Clone
Claim
A TypeScript MCP server for querying React component documentation, searching a…
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| 57674 |
TrueVoice MCP
Claim
Enables detection and elimination of AI slop in text, providing tools to analyz…
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| 57675 |
gamma-mcp
Claim
Enables AI-powered generation of presentations, documents, social posts, and we…
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| 57676 |
MCP-Logseq
Claim
Connects MCP-compatible AI assistants to Logseq graphs, enabling block-first op…
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| 57677 |
gmail-mcp-server
Claim
A production-ready MCP server that connects Claude AI to Gmail, enabling full e…
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| 57678 |
Gantry
Claim
An MCP proxy and dashboard for Space Molt AI fleets that provides compound tool…
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| 57679 |
MCP Traits Matcher
Claim
A personality analysis server that creates persons with traits, adds descriptio…
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| 57680 |
mcp-ibge
Claim
Exposes official IBGE data as MCP tools, including Brazilian localities, SIDRA …
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| 57681 |
jetlag-mcp
Claim
Enables listing and running Ansible playbooks, managing roles, reading docs, an…
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| 57682 |
unbiased
Claim
Reads your GitHub profile and provides developer context (stack, projects, expe…
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| 57683 |
AI Applyd
Claim
ATS resume scoring, interview prep, resume optimization, and job analysis. 10 t…
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| 57684 |
Handwrytten MCP Server
Claim
Enables AI assistants to send real handwritten notes via physical cards using H…
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| 57685 |
Valorant MCP Server
Claim
Provides Valorant game data through the Model Context Protocol, including playe…
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| 57686 |
Roblox MCP Server
Claim
Enables real-time friend presence tracking and seamless game joining in Roblox.
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| 57687 |
proc-repl-mcp
Claim
Enables stateful subprocess sessions (REPLs) and tmux-backed TUI program contro…
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| 57688 |
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
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| 57689 |
kubesearch-mcp
Claim
Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.…
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| 57690 |
hashline-mcp
Claim
An MCP server for precise, hash-referenced file editing that enables atomic edi…
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| 57691 |
lu-eli-mcp
Claim
Enables querying Luxembourg legislation metadata and full Akoma Ntoso text via …
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| 57692 |
hpo-link
Claim
MCP server that provides tools for querying the Human Phenotype Ontology (HPO) …
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| 57693 |
zabbix-mcp
Claim
MCP server to access the Zabbix API, providing tools to list hosts, problems, t…
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| 57694 |
Marrow
Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
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| 57695 |
japan-ir-search
Claim
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
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| 57696 |
bash-mcp
Claim
Enables executing shell commands without permission prompts, including running …
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| 57697 |
Enables AI-powered web data extraction and research through Firecrawl's Agent A…
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| 57698 |
mcp-github-server
Claim
A simple MCP server that provides repository information (list repos, get repo …
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| 57699 |
AdaptixC2 MCP Server
Claim
Enables LLM agents to interact with and automate operations with the AdaptixC2 …
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| 57700 |
Blackbird MCP Server
Claim
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
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