MCP Server Quality Scores
Independent quality analysis of 69419 public MCP servers
Last updated 6 hours, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37651 |
astro
Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
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| 37652 |
MCP Google Ads
Claim
Multi-account Google Ads MCP: campaigns, keywords, search terms, and ad perform…
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| 37653 |
TODO MCP Server
Claim
A minimal Model Context Protocol server implementation that provides tools for …
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| 37654 |
smokeball-mcp
Claim
MCP server providing full Smokeball API coverage for law firm practice manageme…
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| 37655 |
dbt-mcp
Claim
MCP server that provides tools to interact with dbt, including dbt Core, Cloud …
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| 37656 |
cjm_test
Claim
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| 37657 |
aivectormemory
Claim
Gives AI coding assistants cross-session persistent memory with semantic search…
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| 37658 |
Celo MCP
Claim
Enables read and write access to the Celo blockchain including balance checks, …
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| 37659 |
vector-mirror
Claim
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
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| 37660 |
Azure DevOps MCP Server
Claim
An MCP server providing 69 tools for interacting with Azure DevOps, supporting …
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| 37661 |
MCP WPPConnect Server
Claim
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
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| 37662 |
Zipp
Claim
Multi-language crypto news with editorial sentiment + importance scoring; cites…
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| 37663 |
Webhook testing API for AI agents. Send POST/PUT/PATCH/DELETE requests to any e…
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| 37664 |
falai-mcp-server
Claim
A FastMCP server that exposes core fal.ai model API operations, enabling model …
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| 37665 |
mcp-youtube-intelligence
Claim
MCP server for extracting structured intelligence from YouTube channels and vid…
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| 37666 |
swehockey
Claim
Enables AI assistants to look up Swedish ice-hockey data from stats.swehockey.s…
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| 37667 |
export-regulation-mcp
Claim
Provides tools to access Japanese export control laws, annexes, and user lists …
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| 37668 |
nvim-mcp-server
Claim
A Model Context Protocol server for Neovim that provides LSP-based symbol tools…
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| 37669 |
gitlab-mcp-server
Claim
A Model Context Protocol server for GitLab that provides AI agents structured a…
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| 37670 |
orcid-mcp-server
Claim
Researcher profiles, works, affiliations, funding, and peer reviews from the OR…
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| 37671 |
youtube-content
Claim
Enables AI-powered YouTube content management using Claude Code to orchestrate …
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| 37672 |
Blindspot MCP
Claim
Blindspot is a local, general-purpose context engine for AI coding agents. It h…
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| 37673 |
dns-intel
Claim
Enables domain intelligence lookups including RDAP registration data, DNS recor…
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| 37674 |
Svetovid
Claim
An MCP server that lets AI agents visually perceive and edit video inside DaVin…
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| 37675 |
context-mcp
Claim
Provides persistent memory and a codebase knowledge graph for AI coding assista…
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| 37676 |
marketing-operations
Claim
Project-scoped marketing ops for agents: Bearer dpk_/dpa_ or OAuth, read and su…
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| 37677 |
Provides tools to check weather information for any city and manage prospects i…
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| 37678 |
my-mcp-server
Claim
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| 37679 |
planetary-agents
Claim
Converse with planetary-agent personas, council feeds & culinary debates from a…
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| 37680 |
AI-powered meeting scheduling with intelligent auto-scheduling for Claude and A…
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| 37681 |
loudcheck
Claim
Loudness compliance verdicts against formal broadcast standards (EBU R128, ATSC…
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| 37682 |
avocado-ai
Claim
Generate AI images, videos, UGC ads, and product photos directly from Claude, C…
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| 37683 |
Modular RAG MCP Server
Claim
Converts unstructured documents into a searchable knowledge base and exposes re…
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| 37684 |
MarkMesh
Claim
Trademark search, monitoring and conflict research across 30+ registers, with p…
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| 37685 |
sutra
Claim
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| 37686 |
An MCP server for web content extraction that converts HTML pages into clean, L…
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| 37687 |
Smart‑Thinking
Claim
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
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| 37688 |
Wedding provider directory, gift ideas, and a couple's own wedding plan behind …
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| 37689 |
Spring Boot MCP 服务器(示例占位描述),通过 GHCR 以 OCI 镜像发布至 MCP Registry。
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| 37690 |
mcp
Claim
AEO scoring, llms.txt audit, and agent-readiness checks for AI agents.
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| 37691 |
myclaw-toolkit
Claim
23-in-1 developer utility toolkit — search, exchange rates, crypto, QR codes, a…
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| 37692 |
habitica-mcp
Claim
Habitica MCP server built with Effect v4, currently exposing a hello-world tool…
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| 37693 |
Cookwala
Claim
Search Cookwala recipes by diet, allergen, method and language; dry-run them sa…
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| 37694 |
youtube-transcript-dev
Claim
YouTube Transcript MCP Server
MCP server for YouTubeTranscript.dev. Extract Y…
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| 37695 |
open-brain
Claim
Graph-structured MCP memory server. 37.2% on LongMemEval baseline — a benchmark…
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| 37696 |
Aviation Weather
Claim
Aviation Weather MCP — METAR, TAF, PIREPs, AIRMET/SIGMET, station info
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| 37697 |
TrendRadar MCP Server
Claim
A customizable hot news aggregator with AI analysis, multi-language support, an…
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| 37698 |
weflow-mcp
Claim
Enables to access and manage WeChat data (sessions, contacts, Moments) through …
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| 37699 |
mcp
Claim
AgisHub — pay-per-call tools for AI agents over x402 (USDC on Base). No API key.
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| 37700 |
Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, …
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