MCP Server Quality Scores
Independent quality analysis of 48900 public MCP servers
Last updated 1 hour, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19851 |
Validate, transform, and normalize structured data for AI agents.
|
B 79 3⁄3 | ||||||||
| 19852 |
A TypeScript-based MCP server that facilitates note management and weather quer…
|
B 79 3⁄3 | ||||||||
| 19853 |
Brick Builder MCP App
Claim
A Three.js MCP server for designing 3D brick constructions, enabling AI or inte…
|
B 79 3⁄3 | ||||||||
| 19854 |
Validate tool-call args before execution. Returns LLM-friendly retry hints.
|
B 79 3⁄3 | ||||||||
| 19855 |
Parse and extract structured data from various document formats (PDF, Word, HTM…
|
B 79 3⁄3 | ||||||||
| 19856 |
DocuMCP is an intelligent Model Context Protocol (MCP) server that revolutioniz…
|
B 79 4⁄4 | ||||||||
| 19857 |
Stealth Chromium MCP server with hybrid AOM + Set-of-Mark vision and Readabilit…
|
B 79 3⁄3 | ||||||||
| 19858 |
mcp-kubernetes-ro
Claim
Provides read-only access to Kubernetes clusters for AI assistants.
|
B 79 4⁄3 | ||||||||
| 19859 |
MCP server for AI image generation, transformation, and style management via th…
|
B 79 4⁄3 | ||||||||
| 19860 |
Enables AI coding agents to compile Delphi projects programmatically by parsing…
|
B 79 4⁄3 | ||||||||
| 19861 |
LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. …
|
B 79 3⁄3 | ||||||||
| 19862 |
MCP server for Obsidian vaults - AI tools with consistent canonical context. Lo…
|
B 79 4⁄3 | ||||||||
| 19863 |
Explore and download AI agent blueprints as Agent Skills directories for coding…
|
B 79 3⁄3 | ||||||||
| 19864 |
MCP server exposing KiCad PCB Editor functionality via IPC API
|
B 79 3⁄3 | ||||||||
| 19865 |
Provides LLM-optimized tools for advanced code analysis, repository complexity …
|
B 79 3⁄3 | ||||||||
| 19866 |
Enables AI assistants to interact with BlindPay's stablecoin payment infrastruc…
|
B 79 4⁄4 | ||||||||
| 19867 |
Model Context Protocol server for BusinessMap (Kanbanize) integration. Provides…
|
B 79 4⁄4 | ||||||||
| 19868 |
|
B 79 3⁄3 | ||||||||
| 19869 |
Enables comprehensive remote control and automation of Final Cut Pro through 99…
|
B 79 3⁄3 | ||||||||
| 19870 |
Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsur…
|
B 79 3⁄3 | ||||||||
| 19871 |
A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics…
|
B 79 4⁄3 | ||||||||
| 19872 |
AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, a…
|
B 79 3⁄3 | ||||||||
| 19873 |
A comprehensive Model Context Protocol (MCP) server for market sizing analysis,…
|
B 79 4⁄4 | ||||||||
| 19874 |
Enables AI-powered video-to-audio and text-to-audio generation using MMAudio's …
|
B 79 4⁄4 | ||||||||
| 19875 |
MCP server exposing cryptography library functionality
|
B 78 3⁄3 | ||||||||
| 19876 |
An MCP server and client for LLMs to interact with Unity Projects
|
B 78 3⁄3 | ||||||||
| 19877 |
Provides comprehensive crypto intelligence for the Hyperliquid exchange, allowi…
|
B 78 4⁄4 | ||||||||
| 19878 |
CCXT MCP Server bridges the gap between AI models and cryptocurrency trading by…
|
B 78 4⁄3 | ||||||||
| 19879 |
Deploy any app to any cloud. 20 tools for deployments, previews, and management.
|
B 78 3⁄3 | ||||||||
| 19880 |
Manage your Claude Code MCPs by talking to Claude — list, restart, wrap, and mo…
|
B 78 3⁄3 | ||||||||
| 19881 |
MCP server for Talos Linux — resources, services, logs, health, config, lifecyc…
|
B 78 3⁄3 | ||||||||
| 19882 |
A comprehensive MCP server that connects AI assistants to GoHighLevel CRM, enab…
|
B 78 3⁄3 | ||||||||
| 19883 |
Tool suite built around an MCP server for Android automation for developer work…
|
B 78 4⁄3 | ||||||||
| 19884 |
Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP…
|
B 78 3⁄3 | ||||||||
| 19885 |
auxiliar-mcp
Claim
solve_task: ranked OCR/PDF/NFS-e tools. recommend_service: 77 cloud services, C…
|
B 78 3⁄3 | ||||||||
| 19886 |
Receipt-based verification for AI agent workflows — create, verify, and poll ep…
|
B 78 3⁄3 | ||||||||
| 19887 |
Product search, price comparison, and deal discovery for AI agents across Singa…
|
B 78 3⁄3 | ||||||||
| 19888 |
Headless Eclipse MAT MCP server for Java heap dump analysis
|
B 78 3⁄3 | ||||||||
| 19889 |
Scan APIs for security vulnerabilities and get OWASP risk scores. Detects auth …
|
B 78 3⁄3 | ||||||||
| 19890 |
MCP server for Firecrawl — search, scrape, and interact with the web.
|
B 78 4⁄3 | ||||||||
| 19891 |
Search 100K+ EDC products. Track drops, compare prices, and analyze market tren…
|
B 78 3⁄3 | ||||||||
| 19892 |
|
B 78 3⁄3 | ||||||||
| 19893 |
Database management — connect, query, describe schemas, run migrations, and mon…
|
B 78 3⁄3 | ||||||||
| 19894 |
figbridge
Claim
Free, local MCP bridge for Figma — HTML, CSS, Tailwind, tokens, agent handoff b…
|
B 78 3⁄3 | ||||||||
| 19895 |
Official MCP server for IP geolocation, security, ASN, abuse, timezone, astrono…
|
B 78 4⁄3 | ||||||||
| 19896 |
Enables AI models to interact with TagoIO IoT platform accounts, providing acce…
|
B 78 4⁄3 | ||||||||
| 19897 |
Analyzes application crash dumps and extracts debug symbols, transforming Windo…
|
B 78 4⁄4 | ||||||||
| 19898 |
Local copy-first Apple Notes recovery and review MCP server for NoteStore Lab c…
|
B 78 3⁄3 | ||||||||
| 19899 |
TheBrain MCP Server
Claim
Enables AI assistants to interact with TheBrain's knowledge management system f…
|
B 78 4⁄4 | ||||||||
| 19900 |
Enables AI assistants to interact with Redmine project management systems, prov…
|
B 78 4⁄4 | ||||||||