MCP Server Quality Scores
Independent quality analysis of 50330 public MCP servers
Last updated 1 hour, 31 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16651 |
An MCP server that integrates the ZepAi module to provide long-term memory and …
|
F 25 5⁄5 | ||||||||
| 16652 |
Enables collection of patent-related information from PatSnap's API for trend a…
|
F 25 5⁄5 | ||||||||
| 16653 |
This server acts as a Message Communication Protocol (MCP) service for integrat…
|
F 25 5⁄5 | ||||||||
| 16654 |
Provides tools from the TripGo API for multi-modal trip planning, transport loc…
|
F 25 6⁄6 | ||||||||
| 16655 |
A deliberately insecure note management server designed to test security scanne…
|
F 25 5⁄4 | ||||||||
| 16656 |
Provides tools for retrieving analytics reports and metrics from PlainSignal th…
|
F 25 5⁄5 | ||||||||
| 16657 |
A meta-MCP server that acts as a universal gateway, allowing users to discover …
|
F 25 5⁄4 | ||||||||
| 16658 |
Provides live optimization analysis and health checks for Microsoft Fabric item…
|
F 25 5⁄5 | ||||||||
| 16659 |
Drive Chrome with filesystem commands (ls, cd, grep, click, type). One MCP tool…
|
F 25 5⁄4 | ||||||||
| 16660 |
Enables vulnerability scanning of web applications using the xray security scan…
|
F 25 5⁄5 | ||||||||
| 16661 |
Provides complete Portuguese invoice management with 60+ specialized tools incl…
|
F 25 5⁄5 | ||||||||
| 16662 |
A code review tool for Cursor IDE that uses OpenAI's GPT models to provide inte…
|
F 25 5⁄5 | ||||||||
| 16663 |
📇 ☁️ Powerfully interact with Kibela API.
|
F 25 5⁄4 | ||||||||
| 16664 |
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OC…
|
F 25 5⁄5 | ||||||||
| 16665 |
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
|
F 25 5⁄4 | ||||||||
| 16666 |
MCP Server Framework and Tool Development library for building custom capabilit…
|
F 25 5⁄4 | ||||||||
| 16667 |
A secure secrets management server that enables LLMs to execute CLI commands us…
|
F 25 5⁄4 | ||||||||
| 16668 |
Enables AI assistants to help developers integrate gasless transactions on the …
|
F 25 5⁄5 | ||||||||
| 16669 |
A MCP server for interacting with Bear note-taking software.
|
F 25 5⁄4 | ||||||||
| 16670 |
A Model Context Protocol server providing LLM Agents a second opinion via AI-po…
|
F 25 5⁄4 | ||||||||
| 16671 |
The Mind Palace for AI Agents - local-first MCP server with persistent memory, …
|
F 25 5⁄5 | ||||||||
| 16672 |
Two MCP endpoints for building cognitive AI agents. /blueprint/mcp serves a 9-c…
|
F 25 6⁄6 | ||||||||
| 16673 |
MCP server providing access to the Scorecard API to evaluate and optimize LLM s…
|
F 25 6⁄6 | ||||||||
| 16674 |
Provides image generation capabilities for Claude using the Replicate Flux mode…
|
F 25 5⁄5 | ||||||||
| 16675 |
A Model Context Protocol server that enables Claude and other AI assistants to …
|
F 25 5⁄5 | ||||||||
| 16676 |
A Model Context Protocol server that allows AI models to log and retrieve conta…
|
F 25 5⁄5 | ||||||||
| 16677 |
The first financial intelligence MCP server. Live AI-scored trading signals fro…
|
F 25 6⁄6 | ||||||||
| 16678 |
Enables Claude Desktop to interact with Salesforce for order management, includ…
|
F 25 5⁄5 | ||||||||
| 16679 |
Give AI agents full read & write access to Figma — 50+ tools for design automat…
|
F 25 5⁄4 | ||||||||
| 16680 |
MCP server for Helius — Solana blockchain data access for AI assistants, provid…
|
F 25 5⁄5 | ||||||||
| 16681 |
VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapt…
|
F 25 5⁄4 | ||||||||
| 16682 |
An open protocol server that implements Anthropic's Model Context Protocol to e…
|
F 25 5⁄5 | ||||||||
| 16683 |
The cosense-mcp-server facilitates the integration with Claude Desktop by servi…
|
F 25 5⁄5 | ||||||||
| 16684 |
Convert LangChain tools to FastMCP tools
|
F 25 5⁄4 | ||||||||
| 16685 |
49 Bitcoin tools for AI agents: fees, mempool, blocks, mining, price. Zero conf…
|
F 25 6⁄6 | ||||||||
| 16686 |
MCP server for AI agent identity — verify agents with Ed25519 signatures, check…
|
F 25 5⁄5 | ||||||||
| 16687 |
Enables AI agents and LLMs to interact with the Test MCP Mar19 TRAIA API throug…
|
F 25 5⁄5 | ||||||||
| 16688 |
Document signing for AI agents. Send markdown or PDF for two-party e-signing wi…
|
F 25 5⁄5 | ||||||||
| 16689 |
An MCP server that automates the backup of Cloudflare projects to a GitHub repo…
|
F 25 5⁄5 | ||||||||
| 16690 |
An extensible Message Communication Protocol server that provides secure code e…
|
F 25 6⁄6 | ||||||||
| 16691 |
A smart commute assistant that monitors travel routes via the Amap API and send…
|
F 25 5⁄5 | ||||||||
| 16692 |
An MCP server that analyzes Git repositories and provides Dockerfile creation g…
|
F 25 5⁄4 | ||||||||
| 16693 |
A Model Context Protocol server for conducting Linux binary analysis and guest …
|
F 25 5⁄4 | ||||||||
| 16694 |
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private De…
|
F 25 5⁄5 | ||||||||
| 16695 |
Enables AI agents to interact with Jira Cloud through the REST API, supporting …
|
F 25 6⁄6 | ||||||||
| 16696 |
Provides comprehensive integration with Microsoft Outlook for managing emails, …
|
F 25 5⁄5 | ||||||||
| 16697 |
Enables users to interact with the Sigma Computing API to analyze documents and…
|
F 25 5⁄5 | ||||||||
| 16698 |
One-stop aggregation service of hot trends across the entire network based on t…
|
F 25 5⁄5 | ||||||||
| 16699 |
Search Apollo docs, specs, and best practices
|
F 25 5⁄4 | ||||||||
| 16700 |
LLM-driven context and memory management with wide-recall + precise-reranking R…
|
F 25 5⁄5 | ||||||||