MCP Server Quality Scores
Independent quality analysis of 43430 public MCP servers
Last updated 1 hour, 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42351 |
ecommerce-store-mcp
Claim
Enables intelligent ecommerce tools for agents and applications, including prod…
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| 42352 |
clr-openmanage-mcp
Claim
MCP server for Dell OpenManage Enterprise that allows AI assistants to monitor …
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| 42353 |
Ontolocy MCP Server
Claim
Augments an LLM with Ontolocy cyber graph capabilities, enabling natural langua…
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| 42354 |
ai-model-selector-mcp
Claim
Provides AI assistants with structured access to metadata for 76+ AI models acr…
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| 42355 |
Enables interaction with Hashnode's tools and services through a unified API us…
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| 42356 |
korg-recall-mcp
Claim
Cross-vendor semantic memory: recall across Claude Code / Codex / Grok sessions…
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| 42357 |
mcp-file-lens
Claim
An MCP server that provides a flexible lens into directory structures and files…
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| 42358 |
Blender MCP Server
Claim
Connects AI assistants to Blender for controlling 3D modeling operations throug…
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| 42359 |
or-info
Claim
Enables AI agents to query OpenRouter model information including prices, ELO r…
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| 42360 |
filemaker-odata-mcp
Claim
MCP server for FileMaker Server OData 4.01 API integration, enabling AI assista…
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| 42361 |
Codebeamer MCP Server
Claim
Enables efficient interaction with Codebeamer V3 APIs by consolidating 30+ indi…
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| 42362 |
hallucination-detector
Claim
Hallucination Detector — scores AI-generated output for hallucination risk. Det…
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| 42363 |
bvbrc-mcp-server
Claim
MCP server for querying BV-BRC biological data, submitting analysis jobs (assem…
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| 42364 |
NORMA MCP Server
Claim
Free hosted MCP server for EU compliance, enabling search across 8 frameworks, …
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| 42365 |
AI Tutoring RAG System
Claim
Enables personalized AI tutoring by allowing students to upload PDF/DOCX study …
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| 42366 |
claude-prompt-optimizer
Claim
Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemiu…
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| 42367 |
cyberscanner
Claim
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| 42368 |
A comprehensive system that helps organizations track, manage, and respond to s…
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| 42369 |
Petsonality
Claim
An MBTI-powered terminal pet companion for Claude Code and OpenClaw.
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| 42370 |
tampermonkey-mcp
Claim
MCP server to manage your Tampermonkey scripts
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| 42371 |
paperstack
Claim
Enables arXiv paper search, PDF download, text extraction, and context chunking…
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| 42372 |
Provides tools to check weather information for any city and manage prospects i…
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| 42373 |
evermint-mcp
Claim
Mint tamper-evident receipts for AI agent actions. The notary layer for agent-t…
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| 42374 |
whichmodel-mcp
Claim
A model routing advisor for autonomous agents — get cost-optimised LLM recommen…
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| 42375 |
MCP-compatible proxy hub that intelligently filters tool responses to stay with…
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| 42376 |
glyphs-mcp
Claim
MCP bridge for AI-assisted type design in GlyphsApp. Lets Claude, Cursor, or an…
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| 42377 |
AI Image-Gen MCP Server
Claim
Transforms DALL-E 3, DALL-E 2, and GPT-Image-1 into MCP-compatible tools for ge…
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| 42378 |
Goofish MCP Server
Claim
Enables searching and monitoring of Goofish (闲鱼) items via Playwright automatio…
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| 42379 |
SearxNG MCP Server
Claim
Enables privacy-respecting web, image, video, and news searches through SearxNG…
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| 42380 |
billionverify-mcp
Claim
Connects AI assistants to BillionVerify email verification via the Model Contex…
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| 42381 |
mumuai
Claim
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| 42382 |
MCP Server
Claim
A robust server implementing the Model Context Protocol with SSE and STDIO tran…
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| 42383 |
Coinranking
Claim
Provide real-time and historical cryptocurrency data, market statistics, and ex…
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| 42384 |
SegmentMCP
Claim
Transforms natural language queries into SQL for customer segmentation, enablin…
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| 42385 |
files-vector-mcp-server
Claim
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
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| 42386 |
Git MCP Server
Claim
Enables git repository operations through REST endpoints, providing access to r…
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| 42387 |
RawTree MCP Server
Claim
Enables querying, inserting, and managing unstructured data in RawTree via SQL,…
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| 42388 |
data-gov-sg
Claim
Enables access to Singapore government open data and real-time environment/tran…
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| 42389 |
Provides a standardized interface for interacting with WhatsApp's tools and ser…
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| 42390 |
overtone-news-mcp
Claim
Real-time news with tone analysis, brand safety, and narrative shift signals fo…
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| 42391 |
recall-mcp
Claim
Persistent memory MCP server for AI coding agents. Stores, searches, and retrie…
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| 42392 |
Cozi MCP Server
Claim
Enables management of Cozi Family Organizer shopping lists and todo lists throu…
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| 42393 |
Rickbot-3000 MCP Service
Claim
Enables remote management and monitoring of the Rickbot-3000 robotic system thr…
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| 42394 |
Provides Claude Desktop with persistent memory across sessions, storing up to 1…
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| 42395 |
Twilio MCP Server
Claim
Enables communication through Twilio's API including sending SMS/WhatsApp messa…
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| 42396 |
Apple Mail MCP
Claim
LLM access to Apple Mail and iCloud via AppleScript. Read, search, compose, rep…
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| 42397 |
openowl
Claim
An MCP server that gives any AI assistant eyes and hands on your desktop — scre…
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| 42398 |
Keboola MCP Server
Claim
Connects AI agents and MCP clients to Keboola, enabling storage queries, SQL tr…
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| 42399 |
azure-utils-mcp
Claim
An MCP server for Azure development and operations, enabling Cosmos DB queries,…
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| 42400 |
Mnemotree
Claim
Mnemotree is an MCP server that provides biologically-inspired memory for LLM a…
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