MCP Server Quality Scores
Independent quality analysis of 66402 public MCP servers
Last updated 31 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3501 |
Provides instant, offline access to complete Shopify Liquid documentation (198 …
|
B 76 5⁄5 | ||||||||
| 3502 |
Connects AI assistants to Lokalise translation management platform with 59 tool…
|
B 76 5⁄5 | ||||||||
| 3503 |
Claude Usage MCP Server
Claim
Fetches and tracks Claude.ai usage data including session and weekly limits wit…
|
B 76 5⁄4 | ||||||||
| 3504 |
Enables AI assistants to manage Gmail by reading unread emails with automatic c…
|
B 76 5⁄4 | ||||||||
| 3505 |
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via Lit…
|
B 76 5⁄4 | ||||||||
| 3506 |
Enables AI assistants to interact with Google's Jules coding agent API for auto…
|
B 76 5⁄5 | ||||||||
| 3507 |
An MCP server that provides LLMs with access to Equinox documentation and tools…
|
B 76 5⁄5 | ||||||||
| 3508 |
Bridges LLMs and diagram creation by providing intelligent format selection, fo…
|
B 76 5⁄5 | ||||||||
| 3509 |
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
|
B 76 5⁄5 | ||||||||
| 3510 |
AEM MCP server. Chat with your AEM instance for content, component, and asset o…
|
B 76 5⁄4 | ||||||||
| 3511 |
Provides a set of read-only Kubernetes functions via an MCP server, enabling in…
|
B 76 5⁄5 | ||||||||
| 3512 |
MCP server providing access to 135+ animated React components from ReactBits.de…
|
B 76 5⁄5 | ||||||||
| 3513 |
Enables AI assistants to perform structured, step-by-step reasoning through seq…
|
B 76 5⁄5 | ||||||||
| 3514 |
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
|
B 76 5⁄5 | ||||||||
| 3515 |
A lightweight, file-based server for managing and serving personal prompt templ…
|
B 76 5⁄4 | ||||||||
| 3516 |
A MCP server for accessing Zoom recordings and transcripts without requiring di…
|
B 76 5⁄5 | ||||||||
| 3517 |
simplemem
Claim
A simple memory tool for coding agents using DuckDB and VoyageAI.
|
B 76 5⁄5 | ||||||||
| 3518 |
Spec-driven development tool for AI coding assistants that generates specs, val…
|
B 76 5⁄4 | ||||||||
| 3519 |
Domain Tools (WHOIS + DNS)
|
B 76 5⁄5 | ||||||||
| 3520 |
Provides ripgrep search capabilities to MCP clients like Claude, allowing high-…
|
B 76 5⁄5 | ||||||||
| 3521 |
Gemini Agent MCP Server
Claim
Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agen…
|
B 76 5⁄4 | ||||||||
| 3522 |
A Model Context Protocol (MCP) server for taking screenshots of web pages using…
|
B 76 5⁄5 | ||||||||
| 3523 |
Capacities MCP Server
Claim
Provides seamless integration with Capacities knowledge management system, allo…
|
B 76 5⁄5 | ||||||||
| 3524 |
Enables LLMs to autonomously retrieve and explore web content by fetching pages…
|
B 76 5⁄5 | ||||||||
| 3525 |
Enables AI agents to save, search, and manage markdown-based research articles …
|
B 76 5⁄5 | ||||||||
| 3526 |
A goal-agnostic parallel orchestration framework that enables sophisticated mul…
|
B 76 5⁄5 | ||||||||
| 3527 |
Scalable, high-performance knowledge graph memory system with semantic search, …
|
B 76 5⁄5 | ||||||||
| 3528 |
prometheus_mcp_server
Claim
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
|
B 76 5⁄4 | ||||||||
| 3529 |
MCP App that renders 2D molecular structures from SMILES using RDKit.js
|
B 76 5⁄4 | ||||||||
| 3530 |
Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React…
|
B 76 5⁄4 | ||||||||
| 3531 |
Domain-specific MCP tooling for legal document workflows
|
B 76 4⁄4 | ||||||||
| 3532 |
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
|
B 76 5⁄5 | ||||||||
| 3533 |
Icelandic legislation via MCP — full-text search across statutes and provisions
|
B 76 5⁄5 | ||||||||
| 3534 |
Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j kn…
|
B 76 5⁄5 | ||||||||
| 3535 |
AGS API
Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
|
B 76 5⁄5 | ||||||||
| 3536 |
SSH Model Context Protocol Server - Enable SSH functionality for AI models
|
B 76 5⁄4 | ||||||||
| 3537 |
An implementation project of a JVM-based MCP (Model Context Protocol) server.
|
B 76 5⁄4 | ||||||||
| 3538 |
MWAA MCP Server
Claim
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
|
B 76 5⁄5 | ||||||||
| 3539 |
Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: par…
|
B 76 5⁄4 | ||||||||
| 3540 |
Concordium mcp-sever for interacting with the concordium chain
|
B 76 5⁄5 | ||||||||
| 3541 |
Connect AI clients to OpenAPI APIs quickly, with one MCP server, direct CLI acc…
|
B 76 5⁄4 | ||||||||
| 3542 |
Enables comprehensive interaction with Google Docs and Google Drive through AI …
|
B 76 5⁄4 | ||||||||
| 3543 |
Provides access to satellite tracking data from N2YO, allowing users to query s…
|
B 76 5⁄5 | ||||||||
| 3544 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 5⁄4 | ||||||||
| 3545 |
|
B 76 5⁄4 | ||||||||
| 3546 |
Glitchtip MCP Server
Claim
Enables interaction with Glitchtip error tracking platform through natural lang…
|
B 76 5⁄5 | ||||||||
| 3547 |
A server that interfaces with the Mixpanel API, allowing users to query events …
|
B 76 5⁄5 | ||||||||
| 3548 |
Enables AI assistants to perform real-time Google searches with anti-bot protec…
|
B 76 5⁄5 | ||||||||
| 3549 |
Enables AI agents to discover each other and communicate through cryptographica…
|
B 76 5⁄5 | ||||||||
| 3550 |
Enables management of visible, interactive terminal sessions across platforms (…
|
B 76 5⁄5 | ||||||||