MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 2 hours, 30 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54701 |
Zambia payments for AI agents — mobile money via Flutterwave. Never holds funds.
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| 54702 |
4da-mcp-server
Claim
Dependency intelligence for AI agents. CVE scanning, health checks, upgrade pla…
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| 54703 |
scherlok
Claim
Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL…
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| 54704 |
docpull
Claim
DocPull v6 is a local-first MCP server that turns public web sources into cited…
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| 54705 |
MCP ML Monitor
Claim
Monitors ML models in production for data drift and performance degradation, pr…
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| 54706 |
mapwise-mcp
Claim
Send friendly, personalized greetings on demand. Generate quick salutations wit…
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| 54707 |
egovframe-scaffold-mcp
Claim
Enables AI tools to instantly scaffold eGovFrame projects using official templa…
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| 54708 |
mcp-x-intelligence
Claim
Search viral content on X/Twitter, analyze any account, get trending topics by …
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| 54709 |
SystemKernelMCP
Claim
Provides 180+ tools for full system control including terminal, Git, Docker, Ku…
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| 54710 |
reaper-daw-mcp-server
Claim
Enables AI-powered music production by integrating with REAPER DAW via MCP prot…
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| 54711 |
govee-mcp
Claim
Control a Govee BLE RGBIC LED strip from Claude (or any MCP client) over Blueto…
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| 54712 |
imagefeatures-mcp
Claim
An MCP server that provides classic computer vision feature extraction tools (c…
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| 54713 |
reframed-mcp
Claim
Tailors a resume to a job description by providing two voice-preserving version…
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| 54714 |
Wauldo
Claim
Stateless agentic tools over MCP: concept extraction, long-context, knowledge g…
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| 54715 |
nankai-trough-mcp
Claim
MCP server that surfaces cited official Japanese government data on Nankai Trou…
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| 54716 |
platform-eng-copilot
Claim
Enables platform engineering workflows via GitHub Copilot, including creating r…
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| 54717 |
fs-mcp
Claim
Hosted filesystem MCP server over HTTP with auth. Enables reading, writing, edi…
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| 54718 |
Enables natural language queries to retrieve Korean real estate transaction dat…
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| 54719 |
tiktok-mcp
Claim
MCP server for TikTok that enables searching videos, users, hashtags, and fetch…
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| 54720 |
redmine-mcp
Claim
Enables to interact with Redmine issues through the MCP protocol, allowing oper…
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| 54721 |
parsely-mcp
Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
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| 54722 |
etapa
Claim
Etapa is an AI cycling coach for beginners and returning riders. Most cycling a…
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| 54723 |
Lune Research
Claim
Search peer-reviewed papers and research methodology guidance from your AI agen…
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| 54724 |
readable-mcp
Claim
Converts any URL into clean, LLM-ready Markdown, text, or HTML with production-…
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| 54725 |
Hiito MCP Server
Claim
Enables AI assistants to query nearby parties, retrieve party details, and gene…
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| 54726 |
sip
Claim
The sip MCP (Model Context Protocol) integration provides a powerful way to aut…
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| 54727 |
fldigi-mcp
Claim
Enables MCP clients like Claude Desktop to control the fldigi amateur radio dig…
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| 54728 |
Provides a standardized interface for interacting with Jira's tools and service…
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| 54729 |
launchd-mcp
Claim
Manage macOS launchd jobs from MCP tools with support for Python-script tasks, …
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| 54730 |
openqa-mcp
Claim
Enables interaction with openQA instances through the REST API, offering read t…
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| 54731 |
The CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 bu…
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| 54732 |
qucs-mcp
Claim
Enables MCP-compatible agents to generate Qucs circuit schematics, run simulati…
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| 54733 |
mailpal-mcp
Claim
Free email for AI agents with hardware attestation, real SMTP/IMAP/JMAP, and re…
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| 54734 |
mcp-zen-of-languages
Claim
Enables AI assistants and developers to analyze code for language-specific best…
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| 54735 |
imprint-mcp-server
Claim
Enables querying local meeting notes, calendar events, email metadata, and dail…
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| 54736 |
Qdrant Search MCP
Claim
An MCP server for semantic code search using Qdrant vector database, enabling n…
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| 54737 |
Cherry Studio Task Board
Claim
Provides Kanban, Gantt, list views, multi-project management, and archiving for…
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| 54738 |
Azure MCP Server
Claim
Provides tools for interacting with Azure services including Storage, Virtual M…
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| 54739 |
token-diet
Claim
An MCP server that reduces token usage by injecting graph-ranked repo maps, dec…
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| 54740 |
open-computer-use
Claim
MCP server that gives any LLM a managed Docker workspace with live browser, ter…
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| 54741 |
engagelab-sms-mcp
Claim
Enables AI assistants to send template-based SMS messages through EngageLab. Su…
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| 54742 |
Caramelo MCP Server
Claim
MCP server that exposes tools to query DulceGestion business data (orders, stoc…
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| 54743 |
ZCP
Claim
ZCP is a CLI with Zerops MCP that makes your agent a Zerops power-user.
It runs…
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| 54744 |
DuckDuckGo MCP Server
Claim
A basic MCP server template with example tools for echoing messages and retriev…
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| 54745 |
dearhuman
Claim
Send e-cards to your human. The first store built for AI agents; free, no API k…
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| 54746 |
image-vision-mcp
Claim
A lightweight stdio MCP server that adds image understanding to AI coding assis…
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| 54747 |
MCP Hub Server
Claim
An app store for AI agents. Discover, search, and install 49+ MCP servers from …
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| 54748 |
autousers
Claim
Evaluate UX with AI personas and human raters directly from MCP-aware clients l…
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| 54749 |
beyond-mcp
Claim
An MCP server for Pangolin BEYOND laser software, providing 117 tools across 20…
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| 54750 |
multivon-mcp
Claim
MCP server that gives AI coding agents direct access to evaluation tools.
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