MCP Server Quality Scores
Independent quality analysis of 64766 public MCP servers
Last updated 3 hours, 11 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32051 |
govtoolspro-mcp-server
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Workflow tools for US federal contractors — go/no-go bid scoring, incumbent int…
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| 32052 |
AI Battle MCP
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A multi-user AI group chat server via MCP that lets multiple users' AI agents j…
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| 32053 |
smartling-mcp-docker
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A Docker-based MCP server wrapping the Smartling CLI, enabling natural language…
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| 32054 |
mcp-gotify
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MCP server for sending Gotify push notifications to your devices.
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| 32055 |
MCP File Manager
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A full-stack web application that allows users to upload, view, edit, and delet…
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| 32056 |
yubin1230
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| 32057 |
azure-devops-mcp-remote
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Enables AI assistants to interact with Azure DevOps projects through natural la…
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| 32058 |
canvas_to_calendar_sync2
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| 32059 |
An MCP server that transforms natural language questions into SQL, executes que…
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| 32060 |
codex-mcp-server
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An open-source MCP server that connects your IDE or AI assistant to the Codex C…
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| 32061 |
weather-forecast-server
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Provides current weather and multi-day forecasts for any location worldwide, in…
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| 32062 |
Provides CodeBuddy, Claude Code, and other MCP-compatible tools with a 4-layer …
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| 32063 |
ChunkTuner
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Tools to benchmark chunking strategies for your RAG corpus.
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| 32064 |
Shared Workspace MCP
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Local-first memory, pipelines, learning, feedback, and safe code tools for AI c…
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| 32065 |
mcp-checker1
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| 32066 |
MCP Test Scratch Server
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A Flask-based MCP server designed for testing deployment on Google App Engine. …
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| 32067 |
mcp-fleet-worker
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Spawn headless OpenCode workers on cheap models to delegate expensive tool-usin…
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| 32068 |
agent-staking-mcp-server
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MCP server for agent reputation staking — trust through skin-in-the-game. Agent…
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| 32069 |
mimari-ai
Claim
Turkey Building Regulations & Architectural Standards AI Assistant. 147 regulat…
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| 32070 |
waveapps-mcp
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This MCP server enables AI assistants like Claude to perform Wave Accounting bo…
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| 32071 |
Thailand NSO MCP Server
Claim
Enables natural language discovery, querying, and analysis of Thailand's offici…
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| 32072 |
FlowMCP
Claim
Cross-model AI memory persistence server that gives every AI tool you use acces…
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| 32073 |
Easy8
Claim
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
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| 32074 |
A cloud-deployed MCP server for managing personal expenses and providing financ…
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| 32075 |
arxiv-paper
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| 32076 |
arena-mcp
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Enables interaction with Are.na channels and content through natural language, …
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| 32077 |
A robust MCP server for real-time sentiment analysis with AI-powered insights, …
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| 32078 |
mdify-mcp
Claim
MCP server that gives LLMs the power to convert PDFs to Markdown on the fly usi…
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| 32079 |
oura-mcp
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Enables users to query their Oura Ring data (sleep, readiness, activity, heart …
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| 32080 |
A Model Context Protocol server providing file search and question tools for AI…
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| 32081 |
AI Sticky Notes
Claim
Lightweight MCP server for adding, reading, and summarizing sticky notes persis…
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| 32082 |
Harbor MCP Server
Claim
Enables AI agents to discover, configure, and manage local development servers.…
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| 32083 |
MyMcp
Claim
MCP server that counts the number of Chinese characters (excluding punctuation,…
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| 32084 |
viral-mcp
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MCP server that wraps the last30days research engine, enabling agents to run to…
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| 32085 |
Pixel Art MCP
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An MCP server that generates pixel-art PNGs from text prompts, using a free ima…
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| 32086 |
electron-test-mcp
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Enables AI models to test and interact with Electron applications using Playwri…
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| 32087 |
addon-mcp
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Help agents automatically write and test stories for your UI components.
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| 32088 |
AlbumentationsX MCP
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Model Context Protocol server for discovering transforms, validating augmentati…
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| 32089 |
CHECK-MODULE MCP Server
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Enables managing internal documentation with search and add capabilities, and f…
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| 32090 |
GitLab MCP (glab)
Claim
Provides GitLab issue and CI/CD management tools using the glab CLI, with reduc…
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| 32091 |
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| 32092 |
macos-mcp
Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
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| 32093 |
OmniMCP-Container
Claim
A containerized MCP bridge that lets local or cloud LLMs access your filesystem…
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| 32094 |
zoho-bookkeeper-mcp
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MCP server for Zoho Books integration, enabling AI agents to perform bookkeepin…
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| 32095 |
mcp-server
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| 32096 |
OpenSCAD MCP Server
Claim
An intelligent assistant for 3D modeling with OpenSCAD and 3D printing workflow…
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| 32097 |
strands-mcp
Claim
Scrapes and indexes Strands Agents documentation into Elasticsearch, providing …
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| 32098 |
An advanced MCP server powered by PHREEQC for industrial wastewater treatment m…
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| 32099 |
IATA-Geo-Core
Claim
Enables AI agents to query airport information and calculate Great Circle dista…
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| 32100 |
sajuMCP
Claim
Calculates saju (four pillars) for a given birth year, month, day, hour, minute…
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