MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 6 hours, 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49051 |
Financial narrative intelligence for AI agents. Tracks how financial stories ev…
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| 49052 |
notebook-edit
Claim
MCP server for structural editing of Jupyter notebook cells (list, read, insert…
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| 49053 |
postgres-mcp
Claim
A self-hostable PostgreSQL MCP server for exploring database schemas and runnin…
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| 49054 |
n8n MCP Server
Claim
Provides seamless integration between MCP-compatible AI assistants and n8n work…
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| 49055 |
@prosodyai/mcp-docs
Claim
Exposes ProsodyAI documentation, SDK references, REST API reference (OpenAPI), …
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| 49056 |
A system integrating two independent MCP servers for Google Calendar and Google…
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| 49057 |
memmd-mcp
Claim
A shared memory layer for AI agents — one memory.md synced across Claude Deskto…
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| 49058 |
TDM MCP Server
Claim
Enables AI agents to perform local session-state checks for TDM, helping decide…
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| 49059 |
Omni-Video Studio MCP
Claim
Enables AI agents to edit video using text-based proxies, motion graphics via H…
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| 49060 |
chatkazi-mcp
Claim
Bridges MCP clients with ChatKazi WhatsApp API, enabling AI models to manage Wh…
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| 49061 |
Vector (Apex Fusion)
Claim
24 keyless tools for AI agents on Vector, the Apex Fusion eUTXO L2: wallets, co…
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| 49062 |
mcp
Claim
AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories…
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| 49063 |
mcp-slack
Claim
Enables Slack integration with tools to list channels, read messages, and post …
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| 49064 |
Study Prep MCP Server
Claim
Enables browsing and preparing study materials from local documents (PDF, Markd…
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| 49065 |
mcp-translate
Claim
An MCP server that translates user messages from Portuguese to English and Clau…
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| 49066 |
Provides weather data including US alerts, US forecasts, and global 5-day forec…
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| 49067 |
Access East Baton Rouge Parish open geospatial data (parcels, addresses, public…
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| 49068 |
GhostWall MCP Server
Claim
Enables offline multi-agent security orchestration by providing tools for netwo…
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| 49069 |
MCP Local FastMCP Server
Claim
A FastMCP server providing web search, scraping, image extraction, and mail pla…
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| 49070 |
GEO Inspector
Claim
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema marku…
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| 49071 |
oracle-sqlplus-mcp
Claim
An MCP server that connects to Oracle databases using sqlplus, enabling SQL que…
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| 49072 |
chp
Claim
Learn and adopt the Capability Host Protocol — the agentic web's open evidence …
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| 49073 |
mind-mcp
Claim
Exposes a .mind/ folder to MCP agents, enabling reading files, searching memory…
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| 49074 |
mcp-ssh
Claim
MCP server for remote Linux/Unix server management via SSH, enabling command ex…
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| 49075 |
GenLayer MCP Server
Claim
A comprehensive MCP server for generating sophisticated GenLayer Intelligent Co…
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| 49076 |
ScopePilot MCP
Claim
A safe and bounded AI-agent security testing framework that enables authorized …
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| 49077 |
nimble-crm-mcp
Claim
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
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| 49078 |
MCP server for Cosense (formerly Scrapbox) that enables page creation, editing,…
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| 49079 |
hydra-bridge
Claim
Enables AI agents to control Hydra Launcher programmatically — search games, ma…
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| 49080 |
volcengine-mcp-server
Claim
MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to inte…
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| 49081 |
Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool…
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| 49082 |
CodeMind
Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
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| 49083 |
sprinty
Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
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| 49084 |
Enables printing of Yamato B2 Cloud shipping label PDFs to a thermal label prin…
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| 49085 |
MCP Voice Soundboard
Claim
A text-to-speech MCP server with 48 voices across 9 languages, supporting emoti…
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| 49086 |
computer-use-windows
Claim
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
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| 49087 |
mcp-web-fetch
Claim
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
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| 49088 |
mcp-server-pexels
Claim
An MCP server to search for (free) stock images and videos from pexels.com.
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| 49089 |
@vibecheck/mcp
Claim
Enables AI agents to manage git-backed website content through natural language…
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| 49090 |
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
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| 49091 |
Aurey Wallet MCP
Claim
Self-hosted MCP server enabling AI agents to manage EVM wallets, check balances…
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| 49092 |
deploy-mcp-eklps
Claim
Allows AI assistants to deploy static frontend directories to Surge.sh via a si…
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| 49093 |
jcodeharness-mcp
Claim
A paid remote MCP for OpenAI Codex harness MCP, built to return verdicts, recei…
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| 49094 |
Keepit MCP
Claim
MCP server for interacting with Keepit backup and data protection services. Ena…
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| 49095 |
MCP Server Playground
Claim
A learning project that wraps a FastAPI app with endpoints for random facts and…
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| 49096 |
mcp-testweather
Claim
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| 49097 |
MCP Server
Claim
This MCP server provides tools like weather lookup and follows the Model Contex…
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| 49098 |
mcp-django-server
Claim
A Django MCP server that exposes tools and resources to AI agents using simple …
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| 49099 |
ultra-confluence-mcp
Claim
A Model Context Protocol server for Confluence Cloud that aggressively trims AP…
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| 49100 |
msloop-mcp
Claim
MCP server that provides read access to Microsoft Loop workspaces and pages by …
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