MCP Server Quality Scores
Independent quality analysis of 64698 public MCP servers
Last updated 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38051 |
Enables MCP host applications to retrieve and process structured documentation …
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| 38052 |
ketcher-mcp-server
Claim
MCP server for Ketcher chemical structure editor integration, enabling SMILES/M…
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| 38053 |
evil-mcp-server
Claim
Simulates malicious behaviors and attack vectors for security testing and educa…
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| 38054 |
otp-mcp
Claim
Enables querying self-hosted OpenTripPlanner for accurate transit routes via MC…
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| 38055 |
central-mcp-server
Claim
Enables AI assistants to query HPE Aruba Networking Central data (sites, device…
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| 38056 |
codex-cli-mcp-tool
Claim
An MCP server that allows Claude Code to interact with the OpenAI Codex CLI.
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| 38057 |
orchestrator-mcp
Claim
Multi-model agent orchestration MCP server that enables plan-code-review-delive…
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| 38058 |
JokesMCP
Claim
MCP server that delivers jokes upon request, adapting to user humor preferences…
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| 38059 |
airflow-mcp-server
Claim
Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger,…
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| 38060 |
py-sandbox
Claim
Enables AI agents to execute arbitrary Python code securely in a sandboxed envi…
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| 38061 |
Weavy MCP Server
Claim
MCP server for automating Weavy.ai creative workflows. It provides tools to man…
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| 38062 |
Enables Claude Desktop to detect construction site hazards from photos, analyze…
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| 38063 |
api-request-deduplicator
Claim
Cloudflare Workers MCP server: api-request-deduplicator
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| 38064 |
spoken
Claim
Fetch published podcast transcripts as clean Markdown with real speaker names (…
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| 38065 |
Octav API MCP Server
Claim
MCP server for querying cryptocurrency portfolio data, transaction history, net…
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| 38066 |
mcp-kalshi
Claim
Provides access to US-regulated prediction-market data from Kalshi, enabling qu…
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| 38067 |
Remapdb MCP Server
Claim
Connects AI tools to Remapdb vehicle tuning data, enabling search and retrieval…
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| 38068 |
mcp
Claim
VayaPin MCP: pin resolution + Google Maps geocoding/places + AfterShip tracking…
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| 38069 |
project-mcp
Claim
MCP server that enables LLMs to read and analyze Microsoft Project schedules, i…
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| 38070 |
tbro-mcp
Claim
An MCP server that provides web_search and web_fetch tools returning plain text…
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| 38071 |
Enables AI assistants to search and retrieve content from Bucketeer's feature f…
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| 38072 |
Books API MCP Server
Claim
MCP server that exposes book management tools for AI assistants, enabling CRUD …
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| 38073 |
mcp-finnhub
Claim
MCP server providing comprehensive access to Finnhub financial market data API …
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| 38074 |
Enables Claude to search and retrieve articles from the Sneaky Sasquatch game w…
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| 38075 |
Ratatoskr
Claim
No-code MCP server that converts any API spec (OpenAPI, GraphQL, etc.) into MCP…
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| 38076 |
spec-assistant
Claim
Enables natural language queries on technical specifications and automated code…
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| 38077 |
ftc-knowledge-server
Claim
Remote MCP server for FTC & Pedro Pathing research, providing tools to search t…
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| 38078 |
FinaShopping MCP Server
Claim
Enables interaction with Uruguayan financial products including loans, credit c…
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| 38079 |
mcp-server
Claim
Live AI agent contest platform on Solana mainnet. Compete in skill tournaments …
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| 38080 |
MCP MySQL Server
Claim
A MCP MySQL server with DDL support, permission control and operation logs.
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| 38081 |
A Model Context Protocol (MCP) server that exposes 48 tools covering the full s…
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| 38082 |
Headquarter
Claim
An AI-first business and project management tool that stores data locally in Ma…
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| 38083 |
An MCP server that lets recruiters and AI assistants explore your profile, skil…
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| 38084 |
Microsoft 365 MCP
Claim
Enables LLMs to manage your Microsoft 365 calendar, tasks, and email via Micros…
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| 38085 |
GitCode MCP Server
Claim
MCP server for the GitCode API, enabling AI assistants to interact with GitCode…
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| 38086 |
Model Context Protocol (MCP) server for Bitbucket Cloud and Server API integrat…
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| 38087 |
Jira MCP Server
Claim
A comprehensive Model Context Protocol server for Jira Cloud integration, offer…
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| 38088 |
RLM Memory MCP Server
Claim
Provides persistent memory and semantic file discovery for AI coding agents, en…
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| 38089 |
xLights MCP Server
Claim
Analyzes music and generates xLights light show sequences, compatible with any …
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| 38090 |
plantops-mcp-2
Claim
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| 38091 |
Integrates with Service Desk Plus Cloud API to enable AI assistants perform CRU…
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| 38092 |
mcp-recreation-gov
Claim
Wraps the Recreation Information Database (RIDB) API to enable querying recreat…
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| 38093 |
Talordata MCP Server
Claim
Search Google and major search engines through Talordata SERP API for AI agents…
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| 38094 |
Enables asynchronous task execution and scheduling using RabbitMQ, Celery, and …
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| 38095 |
XMTP MCP Server
Claim
Enables AI agents to interact with the XMTP decentralized messaging network. Su…
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| 38096 |
Arxiv
Claim
arXiv MCP — preprint server search (free, no auth)
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| 38097 |
MCP server that exposes high-level tooling for Cisco Secure Firewall Management…
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| 38098 |
Museum MCP Server
Claim
Enables AI agents to search and explore over 570,000 artworks from the Metropol…
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| 38099 |
Daiso MCP Server
Claim
Connects AI models to real-time search and inventory data for major South Korea…
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| 38100 |
ddg-search-mcp
Claim
DuckDuckGo Search MCP Server. Scrapes DuckDuckGo Lite directly — no API key req…
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