MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 26451 |
SimDoc MCP Server
Claim
Enables access to scientific simulation documentation and code snippets for sim…
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| 26452 |
GitHub MCP Server
Claim
Enables comprehensive interaction with GitHub repositories, including code mana…
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| 26453 |
Persistent codebase intelligence that gives AI assistants memory across sessions
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| 26454 |
Create gasless market, limit, TWAP, stop-loss, take-profit, and delayed-start s…
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| 26455 |
Enables University of Toronto students to access academic data from ACORN and Q…
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| 26456 |
Salesforce SOQL
Claim
Run SOQL queries against your Salesforce org to explore and retrieve data. Quic…
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| 26457 |
MCP Generate Unit Testing Server
An intelligent Model Context Protocol (MCP) s…
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| 26458 |
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
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| 26459 |
microsandbox
Claim
microsandbox
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| 26460 |
burn-mcp-server
Claim
22 tools to let your AI agent search, triage, and organize your reading list.
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| 26461 |
CloakMCP
Claim
Stealth browser MCP server — anti-detection Chromium with snapshot-first agent …
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| 26462 |
shelter
Claim
AI financial coaching powered by real bank data — cash flow, alerts, and savings
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| 26463 |
sbb-mcp
Claim
Swiss Federal Railways (SBB/CFF/FFS) — train schedules, prices, and ticket links
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| 26464 |
Scrapy MCP Server
Claim
A powerful web scraping MCP server built on Scrapy and FastMCP that supports mu…
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| 26465 |
Hello
Claim
Greet people by name with a simple hello. Validate your setup and workflows in …
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| 26466 |
Gravity MCP
Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
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| 26467 |
EdgeLake MCP Server
Claim
Enables AI assistants to query and explore distributed data across EdgeLake nod…
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| 26468 |
Anchord (AnchorID)
Claim
Read-only MCP for identity resolution and write guardrails.
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| 26469 |
AusLaw MCP
Claim
Enables users to search and retrieve Australian legislation and case law with f…
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| 26470 |
Remote MCP Server
Claim
A Cloudflare Workers-based implementation of Model Context Protocol server that…
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| 26471 |
LPS MCP
Claim
A minimal server that provides Claude AI with secure file system access and seq…
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| 26472 |
AI-powered Amazon EKS cluster management and troubleshooting
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| 26473 |
testap123
Claim
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| 26474 |
YouTube Knowledge Base
Claim
Enables semantic search across thousands of indexed educational YouTube videos …
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| 26475 |
travelpayouts-mcp
Claim
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
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| 26476 |
seat-intelligence
Claim
Airline seat quality scores (1-10) with notes. 61+ configs across 10 US airline…
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| 26477 |
tuning-engines
Claim
Domain-specific LLM fine-tuning — sovereign models trained on your data, zero i…
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| 26478 |
hexstrike-ai
Claim
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| 26479 |
mote-registry
Claim
Search the MOTE AI agent registry for machine-readable businesses.
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| 26480 |
Advanced codebase indexing and semantic search MCP server
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| 26481 |
Provide seamless access to SalesHandy API features including user profiles, cam…
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| 26482 |
Paid MCP Server Template
Claim
A production-ready template for building monetized MCP servers that require per…
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| 26483 |
MCP server for PDF generation using PDFKit
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| 26484 |
savvyscratch
Claim
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
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| 26485 |
MCP server for the entire Apple ecosystem — 123 tools across 14 modules. macOS …
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| 26486 |
mcp-server-251215
Claim
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| 26487 |
Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool por…
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| 26488 |
FastMCP
Claim
A high-level framework for building MCP servers in Python
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| 26489 |
ragalgo
Claim
Get scored daily context for Korean stocks and crypto to reduce hallucinations …
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| 26490 |
azure-cli-mcp
Claim
A wrapper around the Azure CLI command line that allows you to talk directly to…
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| 26491 |
Search and discover any API using natural language. 163+ providers with auto-di…
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| 26492 |
mcpdoc
Claim
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| 26493 |
Real-time web search, reasoning, and research through Perplexity's API
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| 26494 |
xpoz
Claim
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| 26495 |
SkyeNet-MCP-ACE
Claim
Enables AI agents to execute server-side JavaScript and perform CRUD operations…
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| 26496 |
fulcrum
Claim
AI governance MCP server for policy enforcement, cost control, and observabilit…
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| 26497 |
Enable seamless interaction with Alpaca's trading API through a standardized pr…
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| 26498 |
swarmpay
Claim
Payment layer for AI agents. Send USDC, manage escrows on Base blockchain.
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| 26499 |
Agent Observability
Claim
Agent observability: structured logging, cost tracking, and compliance audit tr…
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| 26500 |
Enables advanced browser automation using real Brave Browser with 49 tools for …
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