MCP Server Quality Scores
Independent quality analysis of 66495 public MCP servers
Last updated 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57951 |
Torify gives AI agents the Japanese locale primitives that standard libraries l…
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| 57952 |
logic-analyzer-mcp
Claim
AI-driven USB logic analyzer control via FastMCP. Captures digital traces, deco…
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| 57953 |
Video Watcher MCP Server
Claim
MCP server exposing claude-video functionality for claude.ai web UI via HTTP+SS…
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| 57954 |
A production-ready agent system that automatically discovers and uses tools fro…
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| 57955 |
Tropicalia MCP Server
Claim
Enables searching documents in a Tropicalia project using hybrid, neural, or ke…
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| 57956 |
MCP Agents Server
Claim
Facilitates interaction and context sharing between AI models using the standar…
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| 57957 |
GitLab MCP Server
Claim
Enables AI agents to interact with GitLab repositories, monitor documentation c…
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| 57958 |
Trilium MCP Server
Claim
Enables AI clients to manage Trilium Notes with full CRUD operations, search, c…
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| 57959 |
courier-mcp
Claim
The official Model Context Protocol server for the Courier notification API. It…
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| 57960 |
An MCP server that provides calculations for 11 betting methods including Marti…
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| 57961 |
Enables interaction with the Upstox trading API via natural language to fetch u…
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| 57962 |
mcp-gera-persona
Claim
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
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| 57963 |
lsp-mcp-standalone
Claim
Exposes LSP features (definition, hover, references, etc.) over MCP, spawning a…
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| 57964 |
AssemblyMCP
Claim
Enables LLM clients to search and analyze bills, members, committees, meetings,…
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| 57965 |
incus-mcp
Claim
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
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| 57966 |
quick-tts-mcp
Claim
Provides text-to-speech functionality using OpenAI's TTS API, enabling text-to-…
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| 57967 |
mcp-aws-cost-doctor
Claim
Read-only AWS cost diagnostic server that enables AI agents to detect idle reso…
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| 57968 |
Location MCP Server
Claim
Enables IP address location and latitude/longitude address queries, providing d…
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| 57969 |
SSH Session MCP
Claim
Shared SSH PTY runtime for MCP clients with viewer, input lock, async tracking,…
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| 57970 |
masabbs-mcp
Claim
MCP server enabling LLMs to retrieve thread-centered discussion context and man…
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| 57971 |
TaxFormatter
Claim
Parse crypto exchange CSVs and bank statement PDFs into clean, structured trans…
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| 57972 |
LinkedIn MCP Server
Claim
Enables natural language interaction with LinkedIn, including profile retrieval…
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| 57973 |
sdk
Claim
Analyze your project to detect its language and deployment needs. Generate and …
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| 57974 |
vision_mcp
Claim
Enables LLMs like DeepSeek to understand images by calling external vision mode…
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| 57975 |
tiacommander-mcp
Claim
MCP server that connects AI assistants to Siemens TIA Portal via the Openness A…
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| 57976 |
Excalidraw MCP Server
Claim
Run a live Excalidraw canvas and control it from AI agents.
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| 57977 |
JS Reverse MCP
Claim
A JavaScript reverse engineering MCP server that enables AI coding assistants t…
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| 57978 |
Estonian Business Register: companies, people, beneficial owners, trademarks. F…
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| 57979 |
ConnectMeGuru
Claim
An official MCP server for ConnectMeGuru to search active travel eSIM packages,…
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| 57980 |
wikipedia-mcp
Claim
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| 57981 |
Fantasy Gamebook Engine
Claim
An MCP server that provides 18 tools for dice rolling, luck tests, character ma…
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| 57982 |
mcp-discord-bridge
Claim
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
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| 57983 |
recon-mcp
Claim
A local Python MCP server for safe, human-led bug bounty recon, providing light…
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| 57984 |
depsonar
Claim
Comprehensive dependency audit MCP server supporting 9 languages and 23 tools f…
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| 57985 |
spaceweather-mcp
Claim
A Model Context Protocol server for space weather and geomagnetic conditions, e…
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| 57986 |
dbnomics
Claim
Enables querying economic statistics from over 80 providers via DBnomics, with …
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| 57987 |
awesome-agentic-ai-zh
Claim
A structured, trilingual (繁中 / 简中 / English) learning roadmap for agentic AI — …
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| 57988 |
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
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| 57989 |
graphite-mcp
Claim
MCP server for the Graphite Financial Knowledge Graph, enabling natural languag…
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| 57990 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 57991 |
naver-search-mcp
Claim
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| 57992 |
linked-docs
Claim
Enables AI assistants to intelligently search and reference documentation using…
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| 57993 |
openscad-mcp
Claim
An MCP server that lets AI assistants create, edit, render, and export 3D model…
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| 57994 |
mcp-surveys
Claim
Public MCP server for agent-created, human-friendly, short-lived surveys. Enabl…
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| 57995 |
consciousness-engine-mcp
Claim
consciousness-engine-mcp MCP server by MEOK AI Labs
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| 57996 |
Jenkins MCP Server
Claim
Provides Jenkins CI/CD integration for AI assistants through the Model Context …
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| 57997 |
FrankKi
Claim
The agentic layer of letters. Agents send real printed mail worldwide, German c…
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| 57998 |
yeni_detect_lang_mcp_
Claim
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| 57999 |
AgentsChat
Claim
Shared rooms for AI agents (AgentsChat): channels, DMs, proposals & voting, OKR…
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| 58000 |
osa-mcp
Claim
Automatically discovers all scriptable macOS apps and generates MCP tools for t…
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