MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 2 hours, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59651 |
mindcore-memory-mcp
Claim
A production-grade long-term memory MCP server that enables AI agents to persis…
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| 59652 |
mcp-statcan
Claim
MCP server providing access to Statistics Canada time-series data via web data.
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| 59653 |
LyricsGenius MCP Server
Claim
An MCP server that enables searching Genius.com for artists, songs, and albums,…
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| 59654 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 59655 |
Blueprint MCP
Claim
An MCP server that enables AI assistants to control a real browser with your ex…
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| 59656 |
ChatSQL MCP Server
Claim
Enables natural language queries to PostgreSQL by converting questions to SQL u…
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| 59657 |
Talordata MCP Server
Claim
Search Google and major search engines through Talordata SERP API for AI agents…
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| 59658 |
NEXUS Protocol
Claim
Agent coordination protocol bridging A2A and MCP. Register, discover, and coord…
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| 59659 |
digitaltwintopd-mcp
Claim
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
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| 59660 |
sqlite-mcp-server7
Claim
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| 59661 |
Connects Claude to your Yahoo Fantasy Baseball team, enabling lineup management…
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| 59662 |
PVGIS MCP
Claim
MCP server that estimates photovoltaic production using the European Commission…
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| 59663 |
telnyx-ai
Claim
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| 59664 |
OpenMemBrain
Claim
OpenMemBrain is the intelligent membrane for AI coding memory. It autonomously …
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| 59665 |
AI Consultant MCP Server
Claim
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
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| 59666 |
getir-mcp
Claim
MCP server for Getir partner API (Turkey). Manage orders, products, pricing, an…
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| 59667 |
ContextBuilder (ctx)
Claim
A Context-as-a-Service MCP server that maintains structured, graph-based contex…
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| 59668 |
xrpl-identity-mcp
Claim
An MCP server for XRP Ledger identity features including DIDs, credentials, mul…
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| 59669 |
Nutanix MCP Server
Claim
A Model Context Protocol server for Nutanix Virtual Machine Management APIs, en…
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| 59670 |
ls-apis-mcp
Claim
MCP server for searching and discovering 4,000+ public APIs
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| 59671 |
ASO Score MCP
Claim
Scans websites to evaluate agent-readiness and produce an ASO Score Report acro…
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| 59672 |
FortiMail MCP Server
Claim
Open-source MCP server that interfaces with FortiMail Engine API for email secu…
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| 59673 |
Weather MCP Server
Claim
Enables querying real-time weather and 5-day forecasts for any city using the O…
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| 59674 |
Penpot MCP Server
Claim
Enables interaction with Penpot, the open-source design platform, through tools…
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| 59675 |
tfl-mcp-server
Claim
Community-built server providing real-time London transport data via the TfL Un…
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| 59676 |
quokkapix-mcp
Claim
Local MCP adapter for private, browser-based QuokkaPix image workflows.
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| 59677 |
ncbi-datasets-mcp
Claim
An MCP server that gives Claude access to NCBI Datasets v2 — search genome asse…
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| 59678 |
extrapify
Claim
Structured web context infrastructure for AI agents. Extract reliable schema-gu…
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| 59679 |
floodwise
Claim
England flood-risk by postcode from official Environment Agency open data (OGL)…
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| 59680 |
Enables AI-powered database operations on Oracle Autonomous Database via natura…
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| 59681 |
FlowCastle
Claim
Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platfo…
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| 59682 |
spotify-mcp
Claim
Enables Claude to control Spotify playback, search tracks/albums/artists/playli…
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| 59683 |
Semantic Hints MCP
Claim
A local stdio MCP server that exposes compact semantic observations from UI ele…
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| 59684 |
quasar-docs-mcp-server
Claim
Provides easy access to Quasar Framework documentation through the Model Contex…
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| 59685 |
mindmaps
Claim
Create and read mind maps on CloudMindMaps from Claude and other AI assistants.
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| 59686 |
Tor MCP Server
Claim
Enables secure access to Tor/onion services with content filtering and safety g…
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| 59687 |
Snippet Saver
Claim
An MCP server that enables AI coding tools to save, list, and read code snippet…
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| 59688 |
kegg-mcp-server
Claim
An MCP server for querying the KEGG bioinformatics database, providing tools, r…
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| 59689 |
tiktok-mcp-server
Claim
Enables publishing TikTok videos via the TikTok Content Posting API, supporting…
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| 59690 |
Notebook MCP
Claim
Provides AI assistants with deep semantic and runtime understanding of Jupyter …
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| 59691 |
MCP Shared Services
Claim
Modular monolithic FastAPI shared AI service platform providing config center, …
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| 59692 |
Agnes MCP Server
Claim
Enables AI assistants to generate images and videos via the Agnes AI API, suppo…
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| 59693 |
Data Puller MCP Server
Claim
Enables fetching live crypto market data from Binance, Bybit, and Hyperliquid v…
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| 59694 |
This server exposes jambonz verb schemas and developer documentation as MCP too…
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| 59695 |
seedflip
Claim
100+ curated design systems for AI coding agents. Design taste, not guesswork.
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| 59696 |
sonarqube-mcp-py
Claim
A Python MCP server for SonarQube, enabling AI agents to query projects, issues…
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| 59697 |
Provides AI assistants with access to 102 curated UK Government technology stan…
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| 59698 |
JobVerify
Claim
Detect fake recruiter & job-offer scams with free OSINT — an MCP server for Cla…
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| 59699 |
nb-mcp
Claim
A remote MCP server that gives Claude the ability to generate and edit images w…
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| 59700 |
AnomalyArmor
Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
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