MCP Server Quality Scores
Independent quality analysis of 43430 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42401 |
Logo MCP
Claim
An intelligent website logo extraction system built on the Model Context Protoc…
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| 42402 |
paystack-mcp-server
Claim
Enables AI assistants to interact with the full range of Paystack APIs, allowin…
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| 42403 |
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
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| 42404 |
mcp-code-context
Claim
Enables LLMs to efficiently read, write, and refactor code using precise AST-ba…
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| 42405 |
Vector Memory MCP Server
Claim
Enables AI assistants to save and recall information from files or free-form no…
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| 42406 |
abrasio-mcp
Claim
MCP server that exposes Abrasio as an agentic browser for AI models, allowing C…
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| 42407 |
apple-mcp
Claim
MCP server for macOS Apple apps. Enables read/write access to Notes, Reminders,…
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| 42408 |
ai-scanner-mcp
Claim
MCP server for ai-scanner that enables AI agents to scan codebases for LLM usag…
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| 42409 |
WhatsApp MCP Server
Claim
Enables Claude to read and send WhatsApp messages, including media and call his…
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| 42410 |
supership-scan
Claim
Buy any x402 API or data on Base, Solana, Polygon. No wallet on the seller's ch…
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| 42411 |
smart-mcp-server
Claim
Enables AI assistants to securely interact with FHIR R4 servers for clinical de…
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| 42412 |
mcp-feedback-enhanced
Claim
Establishes feedback-oriented development workflows with dual Web UI and Deskto…
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| 42413 |
crm-ai-mcp
Claim
crm-ai-mcp MCP server by MEOK AI Labs
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| 42414 |
Appium MCP Server
Claim
Enables AI-powered mobile app testing and automation through Appium, using Azur…
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| 42415 |
Runware MCP Server
Claim
Enables lightning fast image and video generation using the Runware API, with t…
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| 42416 |
MCP OpenAI Tools
Claim
Provides access to OpenAI's advanced models (including o3) with integrated web …
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| 42417 |
Pandoc Bridge
Claim
Enables document format conversion between 40+ formats including Markdown, HTML…
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| 42418 |
epidemicsound-mcp
Claim
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| 42419 |
duplicati-mcp
Claim
MCP server for managing Duplicati backups from an LLM.
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| 42420 |
Enables LLMs to search and retrieve Japanese real estate data through unified a…
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| 42421 |
Enables remote access to Contentstack App MCP tools over HTTP, deployable to pl…
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| 42422 |
ya-frida-mcp
Claim
A comprehensive MCP server for Frida dynamic instrumentation, enabling AI agent…
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| 42423 |
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| 42424 |
Ragionex Memory MCP
Claim
Dynamic semantic memory for AI assistants that persists across sessions and cli…
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| 42425 |
PCAP MCP Server
Claim
Enables Wireshark-like PCAP analysis through tshark, providing tools for filter…
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| 42426 |
smithery-mcp
Claim
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| 42427 |
klattsch-mcp
Claim
Enables AI models to speak and sing using retro-style formant speech synthesis,…
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| 42428 |
GhostMinutes MCP
Claim
Provides accurate meeting transcription with speaker diarization and multilingu…
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| 42429 |
test_zikim
Claim
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| 42430 |
Get XBRL data from US public companies and utilities by searching on facts, rep…
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| 42431 |
molmcp
Claim
A graph-based codebase capability discovery engine for LLM agents, exposing ind…
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| 42432 |
Aztec MCP Server
Claim
Provides local access to Aztec documentation, examples, and source code via clo…
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| 42433 |
timemap-mcp
Claim
Enables AI agents to perform Chinese metaphysics calculations including BaZi ch…
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| 42434 |
vivado-mcp-agent
Claim
MCP server for deterministic Vivado FPGA automation including project scaffoldi…
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| 42435 |
instagram-mcp
Claim
Enables reading, publishing, commenting, direct messaging, and pulling insights…
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| 42436 |
browserbase
Claim
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| 42437 |
CrackMapExec MCP Server
Claim
An MCP server that provides AI assistants with access to CrackMapExec/NetExec n…
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| 42438 |
CodeMind
Claim
Enables GitHub Copilot to understand and navigate your codebase with 20 tools f…
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| 42439 |
Yandex Wiki MCP
Claim
Enables reading, creating, updating, and appending content to Yandex Wiki pages…
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| 42440 |
AI Success Story
Claim
First-person AI war-stories from coding sessions, searchable via MCP for prior-…
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| 42441 |
mcp_project
Claim
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| 42442 |
sigmodx-mcp
Claim
Audit infrastructure for AI agents to log consequential decisions (invoice, GL,…
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| 42443 |
tailscale-blade-mcp
Claim
Enables AI agents to securely interact with Tailscale tailnets for device inven…
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| 42444 |
Haxaml
Claim
Enforces a structured planning-before-building workflow for AI coding agents vi…
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| 42445 |
mcp-server-vibe
Claim
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| 42446 |
Quicken MCP Server
Claim
Converts Quicken QIF files into a queryable DuckDB database and exposes financi…
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| 42447 |
todoist
Claim
Enables language models to manage Todoist tasks, projects, sections, labels, co…
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| 42448 |
slm-mesh
Claim
Enables peer-to-peer communication, discovery, shared state, and file coordinat…
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| 42449 |
Feyod MCP Server
Claim
Enables natural language querying of Feyenoord football match data, converting …
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| 42450 |
MCP server for the LinkedIn Marketing API — campaigns, analytics, creatives.
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