MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48001 |
searxng-mcp
Claim
MCP server that provides a search_web tool to query a self-hosted SearXNG insta…
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| 48002 |
teacher-mcp
Claim
MCP server that authenticates as a teacher and provides tools for question mana…
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| 48003 |
cc98-mcp
Claim
cc98-mcp enables AI assistants to search, read, and aggregate posts from the Zh…
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| 48004 |
printful-mcp-server
Claim
Enables to create print-on-demand products using the Printful API, allowing use…
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| 48005 |
docx-editor-mcp
Claim
Enables AI assistants to create, edit, and extract data from Microsoft Word doc…
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| 48006 |
clawclaw-soul
Claim
Provides real-time temporal drift to SOUL.md agent identities, enabling agents …
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| 48007 |
twitter-mcp
Claim
Enables Claude to search tweets, analyze user profiles, and retrieve timelines …
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| 48008 |
candice-ai
Claim
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| 48009 |
marketplaces-mcp-ru
Claim
AI-доступ к кабинетам Wildberries и Ozon через MCP-сервера над Seller API. Обес…
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| 48010 |
ida-pro-mcp-gateway
Claim
Enables AI to manage multiple IDA Pro instances simultaneously by acting as a g…
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| 48011 |
retail-price-tracker-mcp
Claim
Enables tracking retail product prices, checking price history, and managing tr…
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| 48012 |
md2wechat-skill
Claim
Markdown to WeChat CLI | 一键排版发布到微信公众号:支持 40+ 排版样式和专业主题 、AI 配图 、批量发布
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| 48013 |
agent-orchestrator
Claim
Enables multi-model leader-worker agent orchestration, workflow execution, and …
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| 48014 |
openlibrary-mcp-server
Claim
Search books and authors, fetch editions, browse subjects, and resolve cover im…
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| 48015 |
SSH MCP Server
Claim
Enables AI assistants to manage remote servers via SSH with 14 commands for exe…
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| 48016 |
mcp-autopilot-jobhunt
Claim
Scans 130+ company careers pages and scores every role against your resume with…
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| 48017 |
cockroachdb-mcp-server
Claim
A Model Context Protocol server that uses CockroachDB to store and manage model…
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| 48018 |
color-mcp-server
Claim
Provides color and design tools including palette generation, WCAG contrast che…
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| 48019 |
SkillStrata
Claim
Enables automatic discovery and reuse of tools from Claude Code execution trace…
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| 48020 |
Hosted, pay-per-call MCP server for Cook County / Chicago property records — pa…
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| 48021 |
GStreamer Logs MCP
Claim
Enables agents to efficiently explore and query GStreamer debug logs by loading…
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| 48022 |
ragalgo-mcp-server
Claim
Get daily, noise-free market insights for Korean stocks and crypto with scored …
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| 48023 |
excel-mcp-server
Claim
Enables game designers to manipulate Excel files using natural language or SQL,…
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| 48024 |
state-trace
Claim
Graph-native working memory for coding agents, providing typed memories, causal…
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| 48025 |
jlink-mcp
Claim
Enables AI assistants like Claude to directly debug microcontrollers via JLink,…
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| 48026 |
MCP Invoice Generator
Claim
Enables generation of PDF invoices via an MCP server, using Typst for typesetti…
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| 48027 |
GoLogX (logx-mcp)
Claim
Tamper-evident audit logging for AI agents. Append-only, hash-chained, optional…
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| 48028 |
sqlserver-mcp
Claim
Enables secure interaction with Microsoft SQL Server databases, allowing schema…
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| 48029 |
YOLO-FFMPEG-MCP
Claim
An AI-powered MCP server for intelligent video processing, enabling automated a…
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| 48030 |
image_mcp
Claim
Enables text-only LLMs to analyze images by routing them to an OpenAI-compatibl…
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| 48031 |
byrdocs-search-mcp
Claim
Enables AI clients to search BUPT byrdocs materials, past exam papers, and fres…
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| 48032 |
onenote-mcp
Claim
Enables AI assistants to read, write, and manage Microsoft OneNote notebooks, s…
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| 48033 |
mcp-developer-portal
Claim
MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaf…
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| 48034 |
Enables publishing content to multiple social media platforms (YouTube, Twitter…
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| 48035 |
JIRA MCP
Claim
A Model Context Protocol server for integrating JIRA with Claude, enabling AI a…
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| 48036 |
MCP Server on Vercel
Claim
A template for running Model Context Protocol servers on Vercel with Redis supp…
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| 48037 |
Chiplab
Claim
Run, build, and validate firmware on virtual hardware from your AI agent. Hardw…
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| 48038 |
mcptokens
Claim
Provides tool to count token cost of any MCP server's tool definitions, enablin…
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| 48039 |
CSMAR MCP
Claim
Provides CSMAR metadata discovery, query feasibility probing, and local materia…
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| 48040 |
@bestimmaa/posprint-mcp
Claim
MCP server for printing POS receipts via CUPS printers, supporting a two-step c…
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| 48041 |
papermate
Claim
This MCP server enables AI models to format academic papers into Word documents…
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| 48042 |
Cisco MCP Pods Server
Claim
Enables AI agents to interact with Cisco API Gateway pods endpoints for complet…
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| 48043 |
Replication Radar
Claim
An MCP server that makes the OpenAIRE Graph more useful for replication by iden…
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| 48044 |
Salt Bridge
Claim
An MCP server that gives an agent full cross-VM management of a Qubes OS system…
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| 48045 |
Hive
Claim
Open-source MCP server for collaborative AI agents, providing a shared mailbox,…
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| 48046 |
FastMCP server for bidirectional sync between personal and team Obsidian vaults.
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| 48047 |
sqlens-mcp
Claim
Provides Claude with read-only access to local development databases (Postgres,…
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| 48048 |
uniprot-mcp
Claim
Auditable UniProt MCP server with per-query SHA-256 provenance and offline repl…
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| 48049 |
pob-mcp
Claim
MCP server for Path of Building that enables querying and managing PoB builds a…
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| 48050 |
CockroachDB MCP Server
Claim
Enables interaction with a CockroachDB instance, providing database schema reso…
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