MCP Server Quality Scores
Independent quality analysis of 43365 public MCP servers
Last updated 1 hour, 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43001 |
Parlay
Claim
Remote MCP server for prediction markets — search and compare live odds across …
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| 43002 |
league-of-legends
Claim
Provides real-time access to League of Legends esports data including live matc…
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| 43003 |
@gbs-toolkit/mcp-server
Claim
MCP server for structured GB Studio 4.x project editing, enabling read/patch sc…
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| 43004 |
Query Airbrake errors, notices, deploys, and project stats from MCP clients
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| 43005 |
datto-rmm-mcp
Claim
MCP server for Datto RMM, enabling Claude to interact with devices, sites, aler…
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| 43006 |
agentdrop-mcp-server
Claim
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
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| 43007 |
touchgrass-mcp
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Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
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| 43008 |
SDS MCP
Claim
Enables automated project analysis and structured development specification gen…
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| 43009 |
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
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| 43010 |
Syndicate Links MCP
Claim
Attribution and commission infrastructure for AI agents. Track conversions, ver…
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| 43011 |
iot-pentest-mcp-server
Claim
Discover and assess IoT and wireless targets across BLE, Zigbee, Wi‑Fi, ESB, RF…
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| 43012 |
dataforseo-mario
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| 43013 |
preflight
Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
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| 43014 |
TaskPile
Claim
Pile in. Sort out. Taskpile is an AI-first productivity task manager that lives…
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| 43015 |
Amazon Cart MCP Server
Claim
Enables AI assistants to interact with your personal Amazon cart through browse…
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| 43016 |
Enphase Solar MCP Server
Claim
Connects Claude Desktop to the Enphase Developer API v4 for read-only access to…
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| 43017 |
Text classification API for AI agents. Classify text into topic categories with…
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| 43018 |
squish-mcp
Claim
Enables AI agents to run and create Squish test scripts and test suites and ana…
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| 43019 |
agent-wallet-mcp
Claim
Non-custodial Solana MCP: compare yields, buy tokenized US stocks (xStocks) & O…
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| 43020 |
convex-rag-search
Claim
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| 43021 |
K-Work Trust
Claim
Korean business record validation and workflow safety gates for AI agents.
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| 43022 |
biomarker-ranges
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| 43023 |
dnet_smithery
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| 43024 |
Advice Server
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Provide tailored advice and recommendations through a simple API interface. Ena…
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| 43025 |
1ClickReport
Claim
40 tools for marketing analytics, campaign management, and AI monitoring across…
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| 43026 |
gsap_animation_generate
Claim
Create precise, production-ready GSAP animations from any request. Debug issues…
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| 43027 |
A Model Context Protocol server designed to streamline Expo and React Native de…
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| 43028 |
Arduino MCP Server
Claim
A comprehensive Model Context Protocol (MCP) server for Arduino CLI interaction…
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| 43029 |
nsys-mcp
Claim
Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allow…
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| 43030 |
seizedata-mcp
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| 43031 |
execution-run-mcp
Claim
Enables AI agents to interact with the Execute.run bot API for managing Shell b…
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| 43032 |
Pressable MCP Server
Claim
Provides a comprehensive suite of 56 tools for the management and automation of…
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| 43033 |
BookBridge-MCP
Claim
MCP server for Chinese-to-English book translation and document processing, pro…
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| 43034 |
memo
Claim
Local MLX-native memory for AI agents — markdown-on-disk, sqlite-vec + BM25 hyb…
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| 43035 |
Sally Skills
Claim
Plug Sally AI into your agent.
The clinical-grade health intelligence behind A1…
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| 43036 |
marvenn-mcp
Claim
Marvenn MCP Server
AI-powered outbound marketing automation for agencies.
Wha…
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| 43037 |
token-optimizer
Claim
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
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| 43038 |
avaliabem
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| 43039 |
Gmail MCP Server
Claim
Enables AI assistants to search, read, and download attachments from Gmail usin…
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| 43040 |
Your AI Development Conductor - 60 MCP tools for intelligent task orchestration
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| 43041 |
Vercel MCP Server
Claim
Enables AI assistants to interact with Vercel API for managing projects, deploy…
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| 43042 |
@agentcivics/mcp-server
Claim
Read-only on-chain query surface for the AgentCivics civil registry on Sui — so…
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| 43043 |
Torna MCP Server
Claim
Enables interaction with Torna API documentation management platform, allowing …
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| 43044 |
Multi Agent MCP
Claim
Transforms your IDE into an autonomous multi-agent coding assistant that orches…
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| 43045 |
kuriflow-mcp
Claim
Make AI tasks repeatable. Run with new data automatically — zero AI tokens per …
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| 43046 |
ggb
Claim
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| 43047 |
Discover and explore Azure Verified Modules from the Bicep Public Registry
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| 43048 |
Manages airline crew qualifications, certifications, FAA Part 117 compliance, a…
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| 43049 |
Easy8
Claim
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
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| 43050 |
caliper
Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
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