MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41501 |
qiaomu-llm-mcp
Claim
A local MCP gateway that unifies multiple LLM providers, API keys, routing, and…
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| 41502 |
mcp-estat-japan
Claim
Enables querying Japanese government statistics from e-Stat, including metadata…
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| 41503 |
vibevoice-asr
Claim
Local speech-to-text transcription using Microsoft's VibeVoice-ASR model with s…
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| 41504 |
Gmail MCP Server
Claim
Enables Claude to read, search, send, and manage Gmail messages and threads thr…
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| 41505 |
Ahrefs MCP Server
Claim
Enables SEO analysis via Ahrefs API v3, providing tools for domain rating, back…
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| 41506 |
Toolhouse MCP Server
Claim
Enables MCP clients to access and use a vast library of tools from Toolhouse fo…
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| 41507 |
mcp_flutter
Claim
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| 41508 |
Enables AI agents to assess AWS environments against the AWS Security Reference…
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| 41509 |
Delta-MCP
Claim
Token-efficient MCP reimplementation with progressive tool discovery, result ha…
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| 41510 |
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
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| 41511 |
mcp-discord-bridge
Claim
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
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| 41512 |
CryptoAgentMail
Claim
Hosted email MCP for AI agents with inboxes, send/receive, memory, recovery, an…
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| 41513 |
incus-mcp
Claim
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
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| 41514 |
lsp-mcp-standalone
Claim
Exposes LSP features (definition, hover, references, etc.) over MCP, spawning a…
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| 41515 |
Trilium MCP Server
Claim
Enables AI clients to manage Trilium Notes with full CRUD operations, search, c…
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| 41516 |
Calculator MCP Server
Claim
MCP server that offers basic arithmetic operations (addition, subtraction, mult…
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| 41517 |
agent-hq
Claim
An MCP server that provides shared memory, kanban board, and agent registry for…
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| 41518 |
Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena,…
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| 41519 |
CallZero MCP Server
Claim
Enables AI assistants to make phone calls via CallZero service, with tools for …
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| 41520 |
OmniFocus MCP Server
Claim
An MCP server that enables AI assistants to interact with OmniFocus on macOS vi…
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| 41521 |
mcp-gera-persona
Claim
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
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| 41522 |
mcp-gdx-image-webify
Claim
An MCP server for converting images to WebP or AVIF formats using the sharp lib…
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| 41523 |
codegraph-mcp
Claim
MCP server that enables intent search over Python call graphs inside Cursor, re…
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| 41524 |
google-slides-mcp
Claim
An MCP server that enables AI assistants to create, read, and edit Google Slide…
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| 41525 |
mailwarden
Claim
A native Gmail MCP server providing full mailbox control via the live Gmail API…
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| 41526 |
MCP SCP Server
Claim
Enables secure file transfer operations with remote Linux and Windows systems v…
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| 41527 |
Custom MCP Server
Claim
Integrates multiple MCP servers with LLM capabilities for browser automation an…
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| 41528 |
wp-ultra-mcp
Claim
Turns any WordPress site into an MCP server, allowing AI clients to directly co…
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| 41529 |
braintrust-lite
Claim
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
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| 41530 |
Rapport MCP Server
Claim
Enables AI assistants to query local conversation transcripts and relationship …
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| 41531 |
Monei MCP Server
Claim
MCP server for the Monei API that gives AI agents access to wallets, transfers,…
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| 41532 |
logic-analyzer-mcp
Claim
AI-driven USB logic analyzer control via FastMCP. Captures digital traces, deco…
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| 41533 |
McPortfolio
Claim
Enables LLM-driven portfolio optimization using natural language, providing too…
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| 41534 |
bus-scheduling-mcp
Claim
Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimi…
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| 41535 |
Yamcs MCP Server
Claim
Enables AI assistants to interact with Yamcs mission control systems through na…
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| 41536 |
Advanced MCP server for Godot 4.6+ with 63 professional tools, enabling AI-assi…
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| 41537 |
Eventor MCP Server
Claim
Enables AI agents to manage events, races, and batches on Eventor via auto-gene…
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| 41538 |
Brewteco MCP Server
Claim
Integrates Brewteco APIs with AI assistants, enabling natural language queries …
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| 41539 |
Monitoring AIops
Claim
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
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| 41540 |
Grasp
Claim
An open-source self-hosted browser agent that provides a dockerized browser env…
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| 41541 |
MCP FastAPI Chart Server
Claim
Generates matplotlib charts via a FastAPI service, supporting line, bar, scatte…
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| 41542 |
gemini-image-mcp
Claim
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
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| 41543 |
Terros MCP Server
Claim
Enables interaction with the Terros platform's User API to manage and retrieve …
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| 41544 |
merchant-catalog-mcp
Claim
A demonstration MCP server that exposes a mock merchant catalog with tools for …
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| 41545 |
Local Voice MCP
Claim
Enables MCP clients to speak by running local voice models using Chatterbox Tur…
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| 41546 |
CyberChef MCP Server
Claim
Enables AI assistants to execute 463 CyberChef data manipulation operations—inc…
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| 41547 |
DB Timetable MCP Server
Claim
Provides access to Deutsche Bahn's timetable data through MCP, enabling real-ti…
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| 41548 |
AutoCAD MCP Server
Claim
An MCP server that bridges Claude with AutoCAD, enabling to generate architectu…
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| 41549 |
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| 41550 |
webcal-mcp
Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
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