MCP Server Quality Scores
Independent quality analysis of 69052 public MCP servers
Last updated 7 hours, 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62801 |
mcp-data-lens
Claim
Enables users to ask questions about their spreadsheets in plain English and re…
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| 62802 |
pg-mnemosyne-mcp
Claim
A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent …
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| 62803 |
Prompt Go MCP
Claim
Smart AI workflow for Cursor teams with intelligent prompt routing, real-time c…
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| 62804 |
Video Tools MCP
Claim
An MCP server enabling video processing via natural language: transcription wit…
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| 62805 |
MCP Leave Management
Claim
Simulates a leave management workflow for employees and managers, including lea…
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| 62806 |
SMU Schedule MCP Server
Claim
Enables management and querying of Sangmyung University schedules, meal plans, …
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| 62807 |
reminders-mcp
Claim
An MCP server for managing Apple Reminders via remindctl on macOS, integrating …
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| 62808 |
w3-mcp-server-qdrant
Claim
Python MCP server for vector search using Qdrant vector database and Ollama emb…
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| 62809 |
PRDforge
Claim
Enables Claude to read and write product requirement documents section by secti…
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| 62810 |
code-vector-sync
Claim
Enables semantic code search over a local codebase using Qdrant vector embeddin…
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| 62811 |
Syncs and retrieves daily nutrition data (meals and macros) from Fitatu via MCP…
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| 62812 |
Recruitee MCP Server
Claim
Enables extraction and analysis of candidate profiles from Recruitee recruitmen…
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| 62813 |
Enables live preview of Storybook components inside the IDE as the AI edits the…
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| 62814 |
Enable seamless interaction with the Rootstock blockchain through a standardize…
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| 62815 |
autoMate
Claim
A personal AI assistant server that provides MCP tools for notes, files, remind…
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| 62816 |
mcp-airflow
Claim
Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and ta…
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| 62817 |
nexus-mcp
Claim
A local MCP server for Nexus Mods mod discovery and research, backed by the v2 …
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| 62818 |
dgmo-mcp
Claim
Render 32 diagram and chart types to SVG/PNG with browser preview and HTML repo…
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| 62819 |
mcp-graphify-autotrigger
Claim
Provides efficient knowledge-graph queries and unrestricted shell delegation fo…
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| 62820 |
ObsidianMCP
Claim
Enables Claude to interact with an Obsidian vault via the Local REST API plugin…
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| 62821 |
Modular RAG MCP Server
Claim
A pluggable, observable modular RAG framework exposing tools via MCP protocol f…
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| 62822 |
Switchboard
Claim
A dashboard and MCP server for managing local development servers, enabling Cla…
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| 62823 |
mcp-game-helper
Claim
An MCP server for AI-powered game development tools, including combat balancing…
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| 62824 |
mcp-micro-tools
Claim
Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, et…
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| 62825 |
raycast
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| 62826 |
Kortx MCP Server
Claim
A lightweight MCP server that provides coding copilots with access to GPT-5, Pe…
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| 62827 |
MLB Stats MCP Server
Claim
A Cloudflare Worker that provides access to MLB Statistics API data through the…
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| 62828 |
mcp-everything-search
Claim
Integrates Everything file search with Claude Desktop, enabling instant Windows…
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| 62829 |
tarot-mcp-server
Claim
Provides tarot card meanings, spreads (three-card, yes/no), and random draws fo…
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| 62830 |
ActivityWatch MCP Server
Claim
A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing …
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| 62831 |
Rohlik MCP Proxy
Claim
Enables interaction with the Rohlik grocery delivery service through MCP by pro…
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| 62832 |
mcp-data-wa
Claim
Enables querying and exploring Washington State open data via the Socrata SoQL …
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| 62833 |
context
Claim
Provides up-to-date documentation for AI agents by locally querying a community…
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| 62834 |
S2T Accelerators
Claim
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
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| 62835 |
electron-mcp
Claim
MCP server for interacting with and debugging Electron apps, providing tools fo…
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| 62836 |
wealify-kpi-mcp
Claim
Read-only MCP server for Wealify KPI dashboard that allows AI agents to query K…
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| 62837 |
After Effects MCP Server
Claim
Enables AI agents to control Adobe After Effects for project inspection, compos…
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| 62838 |
Integrates multiple Android APK security analysis tools into MCP standard APIs …
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| 62839 |
sylgeo-mcp
Claim
Enables AI assistants to scan brand visibility across ChatGPT, Claude, Gemini &…
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| 62840 |
Enables AI assistants to generate and edit images using Azure OpenAI's gpt-imag…
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| 62841 |
grype-mcp
Claim
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| 62842 |
zeek-mcp
Claim
An MCP server for Zeek and Suricata, providing intelligent log parsing, queryin…
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| 62843 |
MCP4Acumatica
Claim
Enables Claude to interact with Acumatica ERP through a remote MCP server with …
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| 62844 |
twiceshy
Claim
Experience memory for coding agents: validated traps, fixes and dead-ends at de…
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| 62845 |
mcp-server-qdrant
Claim
An MCP server for storing and retrieving memories using Qdrant vector search, a…
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| 62846 |
Excel MCP Cleyrop
Claim
Generates formatted Excel (.xlsx) files from user requests and deposits them in…
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| 62847 |
@neurynae/toolcairn-mcp
Claim
MCP tool discovery for AI agents — find, compare, verify tools across 35+ regis…
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| 62848 |
lcm2m-caddis-mcp
Claim
Enables read-only access to LCM2M Caddis VM2M API for equipment, runs, telemetr…
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| 62849 |
mcp-ad4m
Claim
Enables Claude Code with persistent semantic memory, cross-session context, and…
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| 62850 |
MCP Multi-Agent Server
Claim
A multi-domain multi-agent system served over MCP (Model Context Protocol) with…
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