MCP Server Quality Scores
Independent quality analysis of 48850 public MCP servers
Last updated 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20801 |
Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScr…
|
B 73 3⁄3 | ||||||||
| 20802 |
An MCP server that exposes hashlib functionality
|
B 73 3⁄3 | ||||||||
| 20803 |
AI agent security scanner. Detect vulnerabilities in agent configurations, MCP …
|
B 73 4⁄3 | ||||||||
| 20804 |
MCP server for Webmin with 61 tools for Linux system administration: services, …
|
B 73 4⁄4 | ||||||||
| 20805 |
MCP server for Litra.ai – AI-powered academic paper search with relevance scori…
|
B 73 3⁄3 | ||||||||
| 20806 |
Comprehensive MCP server for the Robokassa payment gateway (18 tools, full API …
|
B 73 3⁄3 | ||||||||
| 20807 |
Naver Real Estate MCP
Claim
Enables automated collection of apartment listing data from Naver Real Estate u…
|
B 73 3⁄3 | ||||||||
| 20808 |
CONTAM MCP
Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
|
B 73 3⁄3 | ||||||||
| 20809 |
Persistent semantic memory API for AI agents via BlueColumn.
|
B 73 3⁄3 | ||||||||
| 20810 |
Gilbert meetings: list, search, and fetch transcripts & summaries via MCP.
|
B 73 3⁄3 | ||||||||
| 20811 |
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
|
B 73 3⁄3 | ||||||||
| 20812 |
Cortex Memory Engine
Claim
Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. E…
|
B 73 3⁄3 | ||||||||
| 20813 |
Provides comprehensive color conversion, manipulation, analysis, and WCAG acces…
|
B 73 4⁄4 | ||||||||
| 20814 |
An MCP server for indexing and searching Commodore 64 documentation using full-…
|
B 73 4⁄4 | ||||||||
| 20815 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20816 |
Model Context Protocol server for Swell e-commerce platform integration with AI…
|
B 73 4⁄4 | ||||||||
| 20817 |
Search, read, (bulk) edit the documents and metadata in your Paperless NGX inst…
|
B 73 4⁄3 | ||||||||
| 20818 |
An MCP server for intelligent project planning and task management featuring ta…
|
B 73 4⁄3 | ||||||||
| 20819 |
MCP server enabling NPS chatbot interactions, summaries, topic analysis, and ex…
|
B 73 3⁄3 | ||||||||
| 20820 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20821 |
Enables multiple MCP clients to share a single Chrome instance while maintainin…
|
B 73 3⁄3 | ||||||||
| 20822 |
powhttp-mcp
Claim
MCP server enabling agents to debug HTTP requests better (using powhttp)
|
B 73 4⁄3 | ||||||||
| 20823 |
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
|
B 73 3⁄3 | ||||||||
| 20824 |
Enables interaction with Datadog APIs through automatically generated tools fro…
|
B 73 4⁄4 | ||||||||
| 20825 |
Provides AI assistants with persistent graph database memory using Neo4j, enabl…
|
B 73 4⁄4 | ||||||||
| 20826 |
Enables complete RPG Maker MZ game development through MCP tools, including aut…
|
B 73 4⁄3 | ||||||||
| 20827 |
Persistent project context for Claude. IANA-registered .faf format.
|
B 73 4⁄3 | ||||||||
| 20828 |
Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles for…
|
B 73 4⁄3 | ||||||||
| 20829 |
Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
|
B 73 4⁄3 | ||||||||
| 20830 |
An MCP server that provides LLMs with stealth browser automation capabilities v…
|
B 73 3⁄3 | ||||||||
| 20831 |
Context-aware MCP server advisor. Tells you what to install for your specific p…
|
B 73 3⁄3 | ||||||||
| 20832 |
MCP server for any Python command line application
|
B 73 4⁄3 | ||||||||
| 20833 |
|
B 73 4⁄3 | ||||||||
| 20834 |
ClaudeKit Blender MCP
Claim
Enables comprehensive control of Blender 3D from Claude Desktop, offering 26 to…
|
B 73 4⁄3 | ||||||||
| 20835 |
NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tas…
|
B 73 4⁄4 | ||||||||
| 20836 |
Exposes codebase analysis data, including module structures, dependencies, and …
|
B 73 3⁄3 | ||||||||
| 20837 |
AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site an…
|
B 73 4⁄4 | ||||||||
| 20838 |
civic-ai-tools
Claim
Open-source platform connecting AI assistants to government open data — MCP ser…
|
B 73 3⁄3 | ||||||||
| 20839 |
MCP server for deterministic document infrastructure, enabling canonical normal…
|
B 73 4⁄3 | ||||||||
| 20840 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20841 |
Enables LLMs to create and modify Godot game engine projects by managing scenes…
|
B 73 4⁄3 | ||||||||
| 20842 |
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
|
B 73 3⁄3 | ||||||||
| 20843 |
Locale detect, translations, plurals for AI agents
|
B 73 3⁄3 | ||||||||
| 20844 |
FunseaAI Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunseaAI/unity-mcp.
|
B 73 3⁄3 | ||||||||
| 20845 |
OpenMetadata
Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
|
B 73 4⁄3 | ||||||||
| 20846 |
An MCP server that provides AI assistants with comprehensive access to n8n work…
|
B 73 4⁄4 | ||||||||
| 20847 |
MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse,…
|
B 73 4⁄3 | ||||||||
| 20848 |
Shared memory hub for LLMs to persist and share project context, enabling seaml…
|
B 73 3⁄3 | ||||||||
| 20849 |
asc-mcp
Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
|
B 73 3⁄3 | ||||||||
| 20850 |
Create agentic AI workflows in ROBLOX Studio
|
B 73 4⁄3 | ||||||||