MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 4 hours, 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23651 |
Routes natural language queries to appropriate MCP tools and planners with high…
|
C 58 3⁄3 | ||||||||
| 23652 |
qdrant-mcp-pi5
Claim
Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP…
|
C 58 4⁄3 | ||||||||
| 23653 |
Enables loading and serving markdown files as prompts from local folders or Git…
|
C 58 4⁄4 | ||||||||
| 23654 |
This server provides a convenient API for interacting with Azure DevOps service…
|
C 58 4⁄4 | ||||||||
| 23655 |
Enables AI assistants to query freispace scheduling software data including sta…
|
C 58 4⁄4 | ||||||||
| 23656 |
Provides AI assistants with tools to retrieve current weather, 7-day forecasts,…
|
C 58 4⁄4 | ||||||||
| 23657 |
A Python framework that enables secure hardware control through the Model Conte…
|
C 58 4⁄4 | ||||||||
| 23658 |
Enables browser automation through Playwright with persistent sessions and cook…
|
C 58 4⁄3 | ||||||||
| 23659 |
Visual Desktop Bridge - Give any AI full control over Windows to automate apps …
|
C 58 4⁄3 | ||||||||
| 23660 |
Lint, measure, and sync AI context files across Cursor, Claude Code, Copilot.
|
C 58 4⁄3 | ||||||||
| 23661 |
MCP server for agent task workflows with phases, prompts, gates, and multi-agen…
|
C 58 4⁄3 | ||||||||
| 23662 |
An extensible Model Context Protocol server that enables AI assistants like Cla…
|
C 58 4⁄4 | ||||||||
| 23663 |
Connects AI agents to real-time cryptocurrency market data from CoinGecko API, …
|
C 58 4⁄4 | ||||||||
| 23664 |
Enables analysis of datasets from CSV/Excel files, Google Sheets, and Google Dr…
|
C 58 4⁄4 | ||||||||
| 23665 |
Enables sentiment analysis of text blocks using the Api Ninjas API, returning s…
|
C 58 4⁄4 | ||||||||
| 23666 |
FastAPI MCP Application
Claim
A REST API built with FastAPI that exposes endpoints via Model Context Protocol…
|
C 58 4⁄4 | ||||||||
| 23667 |
JMX-MCP
Claim
A powerful Model Context Protocol (MCP) server that enables AI assistants like …
|
C 58 4⁄3 | ||||||||
| 23668 |
modex
Claim
Modex is a Clojure MCP Library to augment your AI models with Tools, Resources …
|
C 58 3⁄3 | ||||||||
| 23669 |
Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, h…
|
C 58 4⁄3 | ||||||||
| 23670 |
An MCP server that enables AI agents to ask users clarifying questions via pop-…
|
C 58 3⁄3 | ||||||||
| 23671 |
Enables searching and retrieving academic article metadata from PubMed through …
|
C 58 4⁄4 | ||||||||
| 23672 |
Enables comprehensive PDF processing including text extraction, image extractio…
|
C 58 4⁄3 | ||||||||
| 23673 |
Enables querying Superlines AI visibility analytics data to track brand perform…
|
C 58 4⁄4 | ||||||||
| 23674 |
Access all major Bitbucket Cloud features—repositories, pull requests, issues, …
|
C 58 4⁄4 | ||||||||
| 23675 |
StratEvo
Claim
Quantitative trading: quotes, backtesting, screening, and genetic algorithm str…
|
C 58 3⁄3 | ||||||||
| 23676 |
Enables safe execution of system shell commands with real-time streaming output…
|
C 58 4⁄3 | ||||||||
| 23677 |
Enables interaction with CATS (Complete Applicant Tracking System) API v3 throu…
|
C 58 4⁄4 | ||||||||
| 23678 |
Enables AI assistants to deploy and manage applications, databases, object stor…
|
C 58 4⁄4 | ||||||||
| 23679 |
An MCP server that wraps NVM (Node Version Manager) to give Antigravity agents …
|
C 58 3⁄3 | ||||||||
| 23680 |
A server that integrates Sleeper fantasy sports data with Goose AI through the …
|
C 58 4⁄4 | ||||||||
| 23681 |
Enables natural language access to Zerodha trading accounts for retrieving port…
|
C 58 3⁄3 | ||||||||
| 23682 |
AI Governance MCP Server - GATRI trust scoring, kill-switch, EU AI Act complian…
|
C 58 3⁄3 | ||||||||
| 23683 |
An MCP server for Hyprland desktop automation that allows AI assistants to see …
|
C 58 4⁄3 | ||||||||
| 23684 |
A robust solution that enables AI agents to create, read, modify, and convert E…
|
C 58 4⁄4 | ||||||||
| 23685 |
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
|
C 58 4⁄3 | ||||||||
| 23686 |
Provides fast, cached access to comprehensive Dungeons & Dragons 5th Edition da…
|
C 57 4⁄4 | ||||||||
| 23687 |
Extracts structured key-value pairs from arbitrary, noisy, or unstructured text…
|
C 57 4⁄4 | ||||||||
| 23688 |
Fledge MCP Server
Claim
Connects Fledge functionality to Cursor AI, allowing interaction with Fledge in…
|
C 57 4⁄4 | ||||||||
| 23689 |
Invoke a Watson Orchestrate agent via MCP. Configure with WO_AGENT_ID.
|
C 57 3⁄3 | ||||||||
| 23690 |
A Machine Conversation Protocol server that enables AI agents to perform Retrie…
|
C 57 4⁄3 | ||||||||
| 23691 |
Solr MCP
Claim
A Python server that enables AI assistants to perform hybrid search queries aga…
|
C 57 4⁄4 | ||||||||
| 23692 |
Enables maintaining consistent project documentation and progress logs across d…
|
C 57 4⁄3 | ||||||||
| 23693 |
Provides real-time system metrics and information through a Model Context Proto…
|
C 57 4⁄4 | ||||||||
| 23694 |
A Model Context Protocol server that enables seamless integration with Freedcam…
|
C 57 4⁄4 | ||||||||
| 23695 |
A minimal and extensible local MCP server that provides core utilities like pin…
|
C 57 3⁄3 | ||||||||
| 23696 |
A MCP server that provides AI-powered image generation capabilities through Goo…
|
C 57 4⁄3 | ||||||||
| 23697 |
Automatically discovers GraphQL APIs through introspection and generates table-…
|
C 57 4⁄4 | ||||||||
| 23698 |
Manage your Hostex vacation rentals—properties, reservations, availability, lis…
|
C 57 5⁄5 | ||||||||
| 23699 |
An MCP server for analyzing Robot Framework test results. It provides LLMs with…
|
C 57 3⁄3 | ||||||||
| 23700 |
An MCP server that exposes the OpenBB widgets.json specification as structured,…
|
C 57 3⁄3 | ||||||||