MCP Server Quality Scores
Independent quality analysis of 64798 public MCP servers
Last updated 1 hour, 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41001 |
Pixel Forge MCP
Claim
Enables creating and editing pixel art through an MCP interface, with a live br…
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| 41002 |
Solplanet MCP
Claim
MCP server for Solplanet ASW5-T inverter, enabling natural language queries abo…
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| 41003 |
things3-mcp-gtd
Claim
An MCP server for Things 3 on macOS that enables AI assistants to manage tasks …
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| 41004 |
ansible-galaxy-mcp
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An MCP server that lets AI agents discover Ansible Galaxy collection input/outp…
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| 41005 |
personal-timesheet-mcp
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MCP server providing CRUD operations for timesheet management via REST API endp…
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| 41006 |
RentHuman
Claim
Hire real humans in Russia for physical-world tasks — storefront photos, addres…
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| 41007 |
mcp-fssp
Claim
MCP server for checking Russian FSSP (Federal Bailiff Service) debts, enabling …
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| 41008 |
Kaggle MCP Server
Claim
Enables AI assistants to interact with Kaggle competitions, including listing c…
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| 41009 |
mcp-server
Claim
Give AI agents a Bitcoin wallet with Lightning Network payments and L402 suppor…
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| 41010 |
microquery-mcp
Claim
MCP server to ask research questions about real-world datasets and get actual d…
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| 41011 |
CustomGPT MCP Server
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Enables interaction with CustomGPT.ai agents through the Model Context Protocol…
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| 41012 |
sqlite-mcp-server
Claim
A read-only MCP server that enables LLMs to safely explore and query any SQLite…
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| 41013 |
mcp-test2
Claim
Compute products instantly and accurately. Reduce manual calculations and error…
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| 41014 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 41015 |
Agent Search MCP
Claim
Free multi-source search for AI agents with multi-source verification, token sa…
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| 41016 |
render_mcp
Claim
A guide to deploy a remote MCP server on Render.com and connect it to Anthropic…
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| 41017 |
ProductClank
Claim
Boost posts and launch community growth campaigns from your AI assistant. OAuth…
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| 41018 |
notion-autopilot
Claim
Turns Notion task databases into an intelligent task management system with aut…
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| 41019 |
Conductor
Claim
Provides a persistent hierarchical task tree for LLM agents, enabling them to d…
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| 41020 |
airflow-mcp-server
Claim
Enables Claude to inspect and operate Apache Airflow over its REST API, providi…
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| 41021 |
An MCP server that retrieves relevant code snippets and documents to assist in …
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| 41022 |
openmemory-rag-mcp
Claim
MCP server for importing documents into OpenMemory RAG knowledge base. Supports…
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| 41023 |
Amazon Cart MCP Server
Claim
Enables AI assistants to interact with your personal Amazon cart through browse…
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| 41024 |
redfin-mcp
Claim
Redfin real-estate for Claude — search, property details, market reports, saved…
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| 41025 |
herohunt-mcp
Claim
People search API - find 1 billion candidates across LinkedIn and GitHub with r…
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| 41026 |
senders-mcp
Claim
Cold email infrastructure — campaigns, prospects, mailbox health and replies vi…
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| 41027 |
re-binary-diff
Claim
Enables read-only binary diff and fingerprinting of files without writing to di…
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| 41028 |
mochi-quest
Claim
Enables AI agents to act as personal growth coaches, allowing users to set goal…
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| 41029 |
canyougrab-api
Claim
Confidence-scored domain availability checking with real-time DNS + WHOIS looku…
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| 41030 |
conformite-ia-mcp
Claim
Provides an AI agent with regulatory compliance tools for the French/European m…
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| 41031 |
@mhdd_24/flyway-mcp
Claim
MCP server that runs Flyway repair + migrate across multiple database projects …
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| 41032 |
Connects AI assistants to authentic Islamic content including Qur'an, Hadith, a…
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| 41033 |
SongSage
Claim
SongSage is a Model Context Protocol (MCP) server that connects BirdNET-Analyze…
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| 41034 |
igvf-portal-mcp
Claim
Enables AI agents to search, filter, download files, and generate reports from …
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| 41035 |
SendLayer MCP Server
Claim
Enables sending emails and managing webhooks through the SendLayer API. Support…
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| 41036 |
Provides access to real-time satellite tracking data using the N2YO API, enabli…
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| 41037 |
milky_file_search
Claim
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| 41038 |
PAL MCP
Claim
A Model Context Protocol server that connects multiple AI models into a single …
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| 41039 |
my-mcp-server
Claim
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| 41040 |
Yandex Wordstat MCP
Claim
Enables querying Yandex Wordstat search statistics, including frequency, relate…
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| 41041 |
Struq
Claim
Struq MCP gives coding agents secure access to your Struq vault of reusable pro…
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| 41042 |
mcp-search-server
Claim
MCP-compliant server providing web search via Yandex Search API and URL fetchin…
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| 41043 |
postman-mcp
Claim
MCP server providing 41 tools to manage Postman collections, environments, mock…
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| 41044 |
braintrust-lite
Claim
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
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| 41045 |
proc-repl-mcp
Claim
Enables stateful subprocess sessions (REPLs) and tmux-backed TUI program contro…
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| 41046 |
mcp-server-251215
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| 41047 |
Generates stylized 3D symbol images with automatic background removal using mul…
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| 41048 |
tf2-wiki-mcp
Claim
Gives LLMs live, accurate access to Team Fortress Wiki content, enabling search…
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| 41049 |
CloudVision MCP Server
Claim
Enables querying and interacting with Arista CloudVision via MCP, supporting bo…
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| 41050 |
MCP server that automates YouTube research by finding viral videos, analyzing t…
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