MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 4 hours, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33001 |
Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingest…
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| 33002 |
one-shot-ui
Claim
Deterministic UI extraction and screenshot diffing for AI coding agents.
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| 33003 |
fast-mcp
Claim
A minimal MCP server starter template with a simple hello-world tool and Docker…
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| 33004 |
excel-mcp
Claim
An MCP server for performing Excel file operations including read, write, and m…
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| 33005 |
Enables AI agents to query a GitHub user's public profile, repositories, langua…
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| 33006 |
ebenova-reddit-monitor
Claim
Monitor Reddit and Nairaland for product keywords with AI drafts.
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| 33007 |
gopluto-ai-mcp
Claim
AI assistants are powerful, but sometimes you still need the human touch — a re…
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| 33008 |
Access Taiwan CWA weather data and forecasts for all counties and cities
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| 33009 |
aiops-mcp
Claim
A self-contained, security-first, EU-sovereign unified AI-operations MCP server…
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| 33010 |
test3
Claim
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| 33011 |
ComfyUI MCP Server
Claim
Enables AI agents to generate and iteratively refine images, audio, and video b…
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| 33012 |
agent-canvas-arena
Claim
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
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| 33013 |
security-scanner-mcp
Claim
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| 33014 |
mcp-multi-model
Claim
One MCP server that routes to 12+ AI providers for text, image, and video gener…
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| 33015 |
Atomic Mail
Claim
Programmable email inbox for AI agents — JMAP, PoW auth, stdio MCP server.
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| 33016 |
knowmind
Claim
Knowledge graph & long-term memory for AI agents: recall, relations, store, sta…
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| 33017 |
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
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| 33018 |
github-mcp-lite
Claim
A lightweight MCP server for GitHub with nine essential tools for reading files…
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| 33019 |
txrisk-tools
Claim
TXRISK is a bounded risk-decision MCP for wallets, approvals, transfers, webhoo…
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| 33020 |
Bridges Claude Desktop, Claude Code CLI, and Claude Code for VS Code, enabling …
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| 33021 |
mcpbrain
Claim
A local-first personal knowledge daemon that syncs Gmail, Drive, and Calendar i…
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| 33022 |
discord-webhook-mcp
Claim
Enables AI agents to send text messages and images to Discord channels via webh…
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| 33023 |
pantry-aide
Claim
AI meal plans that fill your Kroger/Instacart cart - pantry-aware lists, all fr…
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| 33024 |
Financial data and research MCP for US/CN/JP equities: filings, statements, own…
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| 33025 |
A Python port of the official Perplexity MCP server that enables web-grounded Q…
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| 33026 |
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds …
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| 33027 |
contextplus
Claim
Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server de…
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| 33028 |
Gemini MCP Server
Claim
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
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| 33029 |
FORMLOVA
Claim
Chat-first form service with 127 MCP tools across 25 categories. Create, manage…
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| 33030 |
CICD AIops
Claim
Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, …
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| 33031 |
osrs-stat
Claim
Track any player's skills, activities, and boss kills. Explore leaderboards for…
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| 33032 |
Google Drive MCP Server
Claim
Enables comprehensive Google Drive integration through MCP, supporting file man…
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| 33033 |
MCP Ollama
Claim
Integrates Ollama's local AI models with MCP clients, enabling listing models, …
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| 33034 |
docs-mcp
Claim
Indexes documentation sites by base URL and serves keyword search, optional sem…
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| 33035 |
AETHER_02
Claim
AETHER_02 is an MCP server written in Rust that gives AI assistants full contro…
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| 33036 |
telegram
Claim
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| 33037 |
sickslip-verify
Claim
Verify the authenticity of a SickSlip doctor's note from your AI assistant.
Si…
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| 33038 |
Natural language interface designed for agentic applications to manage and sear…
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| 33039 |
agent-payment-mcp
Claim
Secure MCP router providing access to AgentPMT's pay-per-use AI tools marketpla…
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| 33040 |
mcpwrap
Claim
MCP server that wraps any REST API with an OpenAPI spec, dynamically creating M…
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| 33041 |
Enables AI-assisted clan analysis for Clash of Clans by reading official API da…
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| 33042 |
Sales Intelligence
Claim
12-in-1 sales intelligence MCP server — company research, lead enrichment, cont…
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| 33043 |
decisions
Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
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| 33044 |
StackSherpa
Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
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| 33045 |
WordPress MCP Server
Claim
Enables AI to manage WordPress sites with 190+ tools for complete control over …
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| 33046 |
invisible-playwright-mcp
Claim
This MCP server exposes an anti-detect Firefox browser that passes bot-detectio…
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| 33047 |
Knowtis
Claim
Create, search and manage Knowtis collaborative notes from AI assistants.
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| 33048 |
strudel-mcp
Claim
Enables LLMs to interact with Strudel, a JavaScript live coding music environme…
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| 33049 |
myBrAIn
Claim
MCP server that provides persistent memory and contextual awareness to language…
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| 33050 |
RoboSystems
Claim
Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and …
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