MCP Server Quality Scores
Independent quality analysis of 64186 public MCP servers
Last updated 2 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 61451 |
PDF to PNG Converter MCP
Claim
Enables Claude Code to convert PDF files to high-quality PNG images, download a…
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| 61452 |
validator-ai-mcp
Claim
AI-powered validator ai MCP server for agents. Supports validate json, validate…
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| 61453 |
litestar-mcp
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A Litestar plugin that automatically exposes marked routes as MCP tools and res…
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| 61454 |
am-memory
Claim
Persistent memory for Claude Code — a self-evolving knowledge layer that surviv…
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| 61455 |
Czechia payments for AI agents — cards / Apple Pay via Stripe. Never holds fund…
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| 61456 |
intercom-mcp
Claim
Enables to search, view, and interact with Intercom contacts and conversations,…
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| 61457 |
Munin Memory
Claim
Enables AI assistants to have persistent, self-hosted memory across sessions an…
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| 61458 |
Qdrant RAG MCP Server
Claim
Provides RAG search and ask capabilities over markdown and text files using Qdr…
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| 61459 |
musescore-mcp
Claim
Enables Claude AI to convert, edit, and analyze MuseScore files (.mscz, .musicx…
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| 61460 |
ai-persona
Claim
An MCP protocol server that supports multi-AI personality summoning and collabo…
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| 61461 |
DigestSEO AI Visibility
Claim
Track how ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews cite you…
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| 61462 |
AgentBay
Claim
Persistent memory, teams, and …
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| 61463 |
whoop-mcp-server
Claim
MCP server for the official Whoop API v2: cycles, recovery, sleep, workouts, an…
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| 61464 |
canton-mcp
Claim
Query Canton Network balances, rewards, transactions, prices, and identity from…
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| 61465 |
Vextra MCP Server
Claim
A server based on Model Context Protocol that processes and parses design files…
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| 61466 |
dtelecom-stt
Claim
Enables AI assistants to transcribe audio files using dTelecom's real-time spee…
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| 61467 |
gwanjong-mcp
Claim
Campaign-driven social engagement MCP server for authentic developer community …
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| 61468 |
testcase-generator-mcp
Claim
基于Model Context Protocol (MCP) 的测试用例生成服务,让AI助手根据上下文自动生成Markdown格式的测试用例,并可导出为Xmi…
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| 61469 |
mcp-grantiq
Claim
Search US grants + federal contracts (Grants.gov + SAM.gov) from any LLM.
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| 61470 |
askgrokmcp
Claim
Brings xAI's Grok API into Claude Code as native tools, enabling chat, image ge…
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| 61471 |
GraphQL MCP Server
Claim
Enables AI agents to connect to any GraphQL endpoint, introspect schemas, and e…
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| 61472 |
Sparkplug MCP Server
Claim
Enables natural language interaction with industrial IoT devices using Sparkplu…
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| 61473 |
calendar-mcp
Claim
Enables reading your Microsoft 365 calendar to get today's meetings and availab…
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| 61474 |
ebay-mcp
Claim
Search eBay and get real price data, straight from an AI agent.
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| 61475 |
MCP Template
Claim
A minimal, production-ready FastMCP server template with auto-discovery, YAML c…
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| 61476 |
tokenmizer
Claim
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-…
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| 61477 |
toolrouter-mcp
Claim
Provides access to over 226 tools and 1,208 skills across web search, image/vid…
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| 61478 |
qldt-hanu-mcp
Claim
MCP server for the QLDT HANU student management system, enabling AI assistants …
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| 61479 |
Twitter/X MCP Server
Claim
Connects AI assistants to Twitter/X using cookie-based authentication to read t…
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| 61480 |
MemeStack MCP
Claim
MemeStack MCP — hosted MCP server for searching an AI-tagged image gallery (mem…
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| 61481 |
EMY Weather MCP Server
Claim
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
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| 61482 |
devto-mcp
Claim
A work management MCP server for Claude Code that integrates with Jira Cloud to…
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| 61483 |
Venice MCP Server
Claim
Provides 31 tools and 3 resources to access Venice's uncensored AI models for c…
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| 61484 |
dex-mcp
Claim
Debug and inspection tooling for Roblox projects, exposed as an MCP server so a…
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| 61485 |
Enables market research and analytics for digital, audio, POD, and ebook publis…
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| 61486 |
WavespeedMCP
Claim
An MCP server that provides a standardized interface for accessing WaveSpeed AI…
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| 61487 |
mcp-video
Claim
Guardrailed FFmpeg video MCP server with Hyperframes and repurposing tools.
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| 61488 |
Salesforce Query
Claim
Run SOQL queries to explore and retrieve Salesforce data. Access accounts, cont…
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| 61489 |
cb-strategy-mcp
Claim
An MCP server offering six strategies to filter and analyze Chinese convertible…
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| 61490 |
CodeWeave MCP
Claim
CodeWeave enables AI coding clients to inspect, edit, and validate a configured…
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| 61491 |
DocGraph
Claim
MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite k…
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| 61492 |
A deployable server that implements the Model Context Protocol (MCP) on Cloudfl…
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| 61493 |
fallmortgagepaper-mcp
Claim
MCP server exposing foldkit's 7-prime spine, κ-bands, and fold operations as to…
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| 61494 |
MikroTik MCP Server
Claim
MCP server for MikroTik RouterOS with multi-router support, environment-based a…
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| 61495 |
A standardized interface for interacting with AWS S3 tools and services through…
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| 61496 |
mcp-server-deel
Claim
A production-quality MCP server for the Deel API that enables managing global H…
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| 61497 |
wiz-light-mcp
Claim
MCP server for controlling WiZ smart lights locally via UDP: discover bulbs, po…
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| 61498 |
dart-mcp
Claim
MCP server for Korea's DART (Data Analysis, Retrieval and Transfer) electronic …
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| 61499 |
publish
Claim
SpiderIQ Publish: content platform MCP (pages, posts, templates, components, do…
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| 61500 |
RapidInvoice MCP Server
Claim
Generates professional invoices from Claude Desktop using RapidInvoice and stor…
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