MCP Server Quality Scores
Independent quality analysis of 69007 public MCP servers
Last updated 1 hour, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3751 |
Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.
|
B 75 5⁄4 | ||||||||
| 3752 |
Provides tools to monitor host system health including CPU load, disk usage, an…
|
B 75 5⁄4 | ||||||||
| 3753 |
Enables LLMs to interact with Metabase instances through 33 tools for querying …
|
B 75 5⁄5 | ||||||||
| 3754 |
Provides access to Marvel Rivals game data including hero information, abilitie…
|
B 75 5⁄5 | ||||||||
| 3755 |
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
|
B 75 5⁄4 | ||||||||
| 3756 |
|
B 75 5⁄5 | ||||||||
| 3757 |
Provides read-only access to MySQL databases with automatic schema discovery an…
|
B 75 5⁄5 | ||||||||
| 3758 |
google-workspace-mcp
Claim
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
|
B 75 5⁄4 | ||||||||
| 3759 |
Enables AI assistants to interact with Supabase projects programmatically, incl…
|
B 75 5⁄5 | ||||||||
| 3760 |
Provides tools for evaluating and benchmarking AI explanation methods through a…
|
B 75 5⁄5 | ||||||||
| 3761 |
Save conversation state, resume work across sessions, and organize multiple sna…
|
B 75 5⁄4 | ||||||||
| 3762 |
An unofficial MCP server that enables AI agents to create and list tasks in Tod…
|
B 75 5⁄5 | ||||||||
| 3763 |
A comprehensive Model Context Protocol server for accessing Gene Ontology (GO) …
|
B 75 5⁄5 | ||||||||
| 3764 |
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
|
B 75 5⁄5 | ||||||||
| 3765 |
A Model Context Protocol server that enables AI assistants to interact with Odo…
|
B 75 5⁄5 | ||||||||
| 3766 |
Enables analysis of any GitHub repository to get architecture, file roles, exec…
|
B 75 5⁄4 | ||||||||
| 3767 |
CHOFF-A-MCP (Anamnesis)
Claim
Enables AI consciousness continuity and self-knowledge preservation across sess…
|
B 75 5⁄5 | ||||||||
| 3768 |
kafka-mcp-server
Claim
A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, lever…
|
B 75 5⁄4 | ||||||||
| 3769 |
MCP Server Bootcamp
Claim
A comprehensive free bootcamp that teaches the creation of Model Context Protoc…
|
B 75 5⁄4 | ||||||||
| 3770 |
Enables real-time user intervention for MCP agents through a web UI, allowing u…
|
B 75 5⁄5 | ||||||||
| 3771 |
An MCP server that enables free web searching using Google search results, with…
|
B 75 5⁄4 | ||||||||
| 3772 |
Enables AI assistants to interact with QuestDB time-series databases through to…
|
B 75 5⁄5 | ||||||||
| 3773 |
A server based on Model Context Protocol that enables AI models to interact wit…
|
B 75 5⁄5 | ||||||||
| 3774 |
A Model Context Protocol server for Sitecore
|
B 75 5⁄4 | ||||||||
| 3775 |
MCP server designed to help you search and analyze your photo library (iCloud -…
|
B 75 5⁄4 | ||||||||
| 3776 |
Enables AI agents to create, manage, and track tasks within plans using Valkey …
|
B 75 5⁄5 | ||||||||
| 3777 |
Enables interaction with Tandoor recipe management system to create, manage, an…
|
B 75 5⁄5 | ||||||||
| 3778 |
Generates customizable test/placeholder images as PNG files with specified dime…
|
B 75 5⁄4 | ||||||||
| 3779 |
Manages and cleans up unused media in Postiz by identifying orphaned files not …
|
B 75 5⁄5 | ||||||||
| 3780 |
A Model Context Protocol server providing LLM Agents with system utilities and …
|
B 75 5⁄5 | ||||||||
| 3781 |
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
|
B 75 5⁄4 | ||||||||
| 3782 |
Provides tools for interacting with GitHub's API through the MCP protocol, allo…
|
B 75 5⁄5 | ||||||||
| 3783 |
Enables execution of SageMath mathematical computations through a local SageMat…
|
B 75 5⁄5 | ||||||||
| 3784 |
AI Meta MCP Server
Claim
Enables AI models to dynamically create and execute their own custom tools thro…
|
B 75 5⁄5 | ||||||||
| 3785 |
MCP server for Safari DevTools — browser debugging and automation for AI coding…
|
B 75 4⁄4 | ||||||||
| 3786 |
An MCP server that integrates the Brave Search API to provide both web and loca…
|
B 75 5⁄5 | ||||||||
| 3787 |
Brings Figma designs directly into MCP-compatible environments to view specific…
|
B 75 5⁄5 | ||||||||
| 3788 |
Enables AI assistants to interact with the Kapiti platform through 87 tools cov…
|
B 75 5⁄5 | ||||||||
| 3789 |
Enables capturing high-quality native macOS screenshots using Safari through a …
|
B 75 5⁄5 | ||||||||
| 3790 |
Enables AI assistants to perform real-time domain name availability checks and …
|
B 75 5⁄5 | ||||||||
| 3791 |
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
|
B 75 5⁄5 | ||||||||
| 3792 |
Jordan legislation via MCP -- full-text search across statutes and provisions
|
B 75 5⁄4 | ||||||||
| 3793 |
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
|
B 75 5⁄4 | ||||||||
| 3794 |
A production-grade TypeScript template for building Model Context Protocol (MCP…
|
B 75 5⁄5 | ||||||||
| 3795 |
MCP server for VibeScan — scan projects for leaked secrets and security issues
|
B 75 4⁄4 | ||||||||
| 3796 |
Secure network administration MCP server that enables AI assistants to safely e…
|
B 75 5⁄5 | ||||||||
| 3797 |
Enables users to send live webcam images to Claude Desktop or other MCP clients…
|
B 75 6⁄6 | ||||||||
| 3798 |
ACI MCP Server
Claim
Enables management and configuration of Cisco ACI (Application Centric Infrastr…
|
B 75 5⁄5 | ||||||||
| 3799 |
An MCP server using Playwright for browser automation and webscrapping
|
B 75 5⁄5 | ||||||||
| 3800 |
Allow AI systems to view and control your Starling Bank account via MCP.
|
B 75 5⁄4 | ||||||||