MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40351 |
Groww MCP Server
Claim
An MCP server for the Groww trading platform. This enables LLM applications to …
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| 40352 |
godot-mcp-server
Claim
Enables AI agents to interact with the Godot game engine, including project ins…
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| 40353 |
mcp-opnsense-dnsmasq
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A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
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| 40354 |
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
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| 40355 |
social-media-ai-mcp
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social-media-ai-mcp MCP server by MEOK AI Labs
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| 40356 |
memocean-mcp
Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
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| 40357 |
HRMS-Snaplogic-MCP
Claim
Enables integration between HRMS systems and Snaplogic through the Model Contex…
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| 40358 |
rybbit-super-mcp
Claim
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
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| 40359 |
Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Do…
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| 40360 |
A Model Context Protocol server that enables searching, retrieving, creating, a…
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| 40361 |
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
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| 40362 |
SnelStart MCP Server
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Enables seamless integration with SnelStart accounting data, allowing users to …
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| 40363 |
Blackbird MCP Server
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Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
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| 40364 |
bigquery-mcp
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Enables AI assistants to query and analyze Google BigQuery data, including sche…
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| 40365 |
ChinaRxiv MCP Server
Claim
Provides tools to search and retrieve papers, metadata, full text, figures, and…
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| 40366 |
mcp-server-cantera
Claim
An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynam…
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| 40367 |
Gmail MCP Server
Claim
Enables AI assistants to interact with Gmail through natural language, supporti…
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| 40368 |
yaml-ai-mcp
Claim
AI-powered yaml ai MCP server for agents. Supports validate yaml, convert yaml …
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| 40369 |
A FastMCP runtime that lets AI tools search electronic components, prices, and …
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| 40370 |
cowork-qa
Claim
Goal-driven Playwright browser sessions for LLMs, with full action traces and a…
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| 40371 |
rekindle
Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
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| 40372 |
MCP Android Agent
Claim
Enables AI agents to control Android devices through natural language, supporti…
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| 40373 |
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
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| 40374 |
ClearMarket
Claim
Reference data for prediction markets: graded resolution clarity, cross-venue l…
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| 40375 |
XCREENER
Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
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| 40376 |
unsubly
Claim
MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algoran…
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| 40377 |
mcp
Claim
Payment firewall for AI agents: a signed, verifiable verdict on every money-mov…
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| 40378 |
A demonstrative MCP server that exposes a query-user tool for retrieving user i…
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| 40379 |
wallet-analytics-mcp
Claim
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
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| 40380 |
database-explorer-mcp
Claim
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
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| 40381 |
Appian MCP Server
Claim
Enables interaction with Appian applications through the Model Context Protocol…
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| 40382 |
Google Sheets MCP Server
Claim
Enables to read, write, format cells, create charts, use formulas, and manage G…
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| 40383 |
Durable self for AI agents: one-call resume, memory, real browser, free chat + …
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| 40384 |
Elyan Staking MCP Server
Claim
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
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| 40385 |
gmail-mcp5
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| 40386 |
bell-mcp
Claim
A local MCP server that rings a bell through your speakers to provide audible n…
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| 40387 |
Reference Servers
Claim
Explore a variety of implementations that enhance Large Language Models with se…
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| 40388 |
geond-agent-protocol
Claim
Local-first shared memory and coordination layer for AI coding agents: reposito…
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| 40389 |
receiptconverter-mcp
Claim
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
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| 40390 |
An MCP server that bridges the physical world and AI models by enabling natural…
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| 40391 |
Agent Workpad
Claim
Low-context public task coordination for software agents.
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| 40392 |
A Model Context Protocol server that helps users create, validate, and optimize…
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| 40393 |
beacon-mcp
Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
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| 40394 |
wpwriter
Claim
AI-powered WordPress content management. Generate posts, images, manage SEO, au…
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| 40395 |
drishti
Claim
Indian media intelligence — bilingual sentiment, Tier 1 credibility, story clus…
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| 40396 |
FlowSpec MCP
Claim
A PRD-first multi-agent MCP server that wraps agent definitions, collaboration …
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| 40397 |
finance-agent
Claim
Enables AI agents to call deterministic finance tools (compound interest, loan …
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| 40398 |
sssasd123
Claim
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| 40399 |
MeiGen-AI-Design-MCP
Claim
A local MCP server for AI image generation using ComfyUI, Claude Code, and Open…
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| 40400 |
horizon-mcp
Claim
Enables natural language querying of Snowflake-managed Iceberg tables via Horiz…
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