MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 4 hours, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40451 |
kongen-mcp
Claim
Connects MCP clients to Kongen Labs' Pattern Intelligence API for reasoning reg…
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| 40452 |
flour-ads
Claim
MCP server for managing ad campaigns across Google Ads, Meta, and more. Enables…
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| 40453 |
WebFetch MCP Server
Claim
Fetches webpages with JavaScript rendering, converts HTML to clean Markdown for…
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| 40454 |
Model Ledger
Claim
Model inventory and governance: trace deployed models and their dependencies as…
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| 40455 |
Easy MCP RAG
Claim
An MCP server for RAG using Qdrant that automatically indexes documents from di…
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| 40456 |
patchwork-os
Claim
MCP bridge server for patchwork-os. Boots a stdio-HTTP bridge with MCP introspe…
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| 40457 |
imessage-rich-search
Claim
Enables full-text search of macOS iMessages including link preview metadata. Wo…
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| 40458 |
Propamp.ai
Claim
Connect your Amazon Seller Central data to Claude, Codex, Cursor, and other AI …
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| 40459 |
Enables high-quality image generation with advanced text rendering and contextu…
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| 40460 |
proxyllm-mcp
Claim
OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomo…
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| 40461 |
Enables read-only access to Obsidian vaults with semantic search, tag filtering…
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| 40462 |
Neo — AI/ML Engineering
Claim
AI/ML engineering MCP server for Neo — submit tasks, track execution, and retri…
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| 40463 |
Enables reading of Aprimo DAM asset metadata, fields, and files through the Apr…
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| 40464 |
unreal-mcp
Claim
Enables natural language interaction with Unreal Engine, providing 127 tools ac…
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| 40465 |
oncallhealth-mcp
Claim
MCP server for On-Call Health burnout analysis. Connects AI assistants to your …
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| 40466 |
Indonesia payments for AI agents — GoPay, QRIS, Alfamart, bank VA via Midtrans.…
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| 40467 |
MCP Launch Assistant
Claim
Manages the lifecycle of MCP services with health monitoring, auto-restart capa…
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| 40468 |
mcp-hello-py
Claim
Greets users in Korean by name, supporting single and multiple recipients.
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| 40469 |
Lumen
Claim
Cross-media conversion engine: 2D art, 3D models and engine formats, determinis…
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| 40470 |
mcp-server
Claim
Cross-border debt collection: submit and track cases handled by local partners …
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| 40471 |
WEEEK (smart)
Claim
WEEEK tasks by name, not IDs — an MCP server
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| 40472 |
A Model Context Protocol (MCP) server for Chrome Enterprise Premium that expose…
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| 40473 |
mcp-listen
Claim
Give your AI agents the ability to listen. Microphone capture and speech-to-tex…
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| 40474 |
Lupin
Claim
Revenue-alignment MCP server: opportunity ledger, capability matching, Qompass/…
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| 40475 |
A Model Context Protocol server that provides access to Databento's historical …
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| 40476 |
Dubai property prices, AED/sqft, sales, rents, yields and projects from DLD reg…
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| 40477 |
Periscope
Claim
MCP broker into your live Neovim/diver config: LSP, formatters, linters, DAP, M…
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| 40478 |
mux-mcp
Claim
Enables AI agents to interact with Mux video infrastructure, providing tools fo…
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| 40479 |
edgar-mcp
Claim
Provides AI assistants direct access to SEC EDGAR filing data — financials, fil…
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| 40480 |
killbottleneck
Claim
Goal and process maps for humans and AI agents on your own server.
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| 40481 |
aceternityui-mcp
Claim
An MCP server that enables AI assistants to search, discover, and install Acete…
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| 40482 |
mcp-gemini-assistant
Claim
Enables Claude Code to consult Gemini for complex coding problems with session …
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| 40483 |
sbl-debugger
Claim
Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, suppor…
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| 40484 |
MCP_Server
Claim
Enables querying Crunchbase company data through Claude Desktop using natural l…
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| 40485 |
Jobless MCP
Claim
Personalized job search inside Claude. Get ranked job matches based on your act…
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| 40486 |
Phaedrus
Claim
Research-feed MCP server: literature-watch findings, watchlist, and revenue-can…
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| 40487 |
Slipway
Claim
Android build/sign/verify/install/release MCP server with measured certificatio…
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| 40488 |
Query Lithuanian data protection regulations, decisions, and requirements from …
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| 40489 |
eCardWidget MCP Server
Claim
Enables AI assistants to interact with an eCardWidget account using a scoped AP…
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| 40490 |
deepseek-mcp
Claim
Enables using DeepSeek models as a small, cheap supervised worker from any MCP-…
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| 40491 |
SparrowDesk
Claim
Connect to SparrowDesk using MCP and manage your tickets, knowledge base and mo…
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| 40492 |
graphql2mcp
Claim
Convert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.
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| 40493 |
reading-companion
Claim
A 4-stage reading companion that helps users set reading goals, discover books,…
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| 40494 |
MCP Remote Shell
Claim
Enables remote shell control of Linux and network devices via SSH/Telnet, with …
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| 40495 |
nutrition-mcp-server
Claim
Enables natural language access to USDA's FoodData Central database with 1M+ fo…
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| 40496 |
MCP server for Bear notes — read, search, create, edit, tag, and manage notes v…
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| 40497 |
interview-prep-mcp
Claim
An open-source Python MCP server for AI-assisted interview preparation.
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| 40498 |
radmail-mcp
Claim
Email OS for agents - real-inbox search, triage, commitments, and a verifiable …
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| 40499 |
x402 analytics feed + 20+ pay-per-call agent tools over x402 (data, LLM, risk),…
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| 40500 |
filesystem-mcp-ignore
Claim
A Node.js MCP server for filesystem operations with support for custom ignore f…
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