MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25051 |
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Mod…
|
F 30 4⁄3 | ||||||||
| 25052 |
MCP for the Opendock Neutron API.
|
F 30 4⁄3 | ||||||||
| 25053 |
Enables the analysis of massive datasets by storing data in external variables …
|
F 30 4⁄4 | ||||||||
| 25054 |
Summarize academic papers by uploading PDFs or providing PDF URLs to get concis…
|
F 30 4⁄3 | ||||||||
| 25055 |
Processes test scenarios from user prompts to generate complete WDIO test suite…
|
F 30 4⁄3 | ||||||||
| 25056 |
Code Mode inspired local sandboxed MCP Gateway - collapses N servers x M tools …
|
F 30 4⁄3 | ||||||||
| 25057 |
An API-based accounting analysis tool that identifies financial anomalies like …
|
F 30 4⁄4 | ||||||||
| 25058 |
A demonstration tool that showcases potential security attack vectors against M…
|
F 30 4⁄3 | ||||||||
| 25059 |
Provides unified project context and monitoring capabilities including project …
|
F 30 4⁄3 | ||||||||
| 25060 |
A simple server that enables management of LimeSurvey surveys and responses thr…
|
F 30 4⁄4 | ||||||||
| 25061 |
An MCP server for Bitbucket Data Center that enables AI assistants to search co…
|
F 30 4⁄4 | ||||||||
| 25062 |
Modular MCP server for OPNsense firewall management - 88 tools providing access…
|
F 30 4⁄4 | ||||||||
| 25063 |
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
|
F 30 4⁄4 | ||||||||
| 25064 |
|
F 30 4⁄3 | ||||||||
| 25065 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 25066 |
Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integra…
|
F 30 4⁄3 | ||||||||
| 25067 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 25068 |
mcp-oceanbase
|
F 30 4⁄4 | ||||||||
| 25069 |
A FastAPI-based Model Context Protocol server that exposes herd data through a …
|
F 30 4⁄4 | ||||||||
| 25070 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 25071 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 25072 |
Enables AI-powered Slack workspace management with 18+ tools for messaging, cha…
|
F 30 4⁄4 | ||||||||
| 25073 |
Open source MCP server specializing in easy, fast, and secure tools for Databas…
|
F 30 4⁄3 | ||||||||
| 25074 |
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
|
F 30 4⁄4 | ||||||||
| 25075 |
This MCP server enables product management and mathematical calculations throug…
|
F 30 4⁄3 | ||||||||
| 25076 |
Add AI-powered security and moderation to your MCP setup by aggregating multipl…
|
F 30 4⁄3 | ||||||||
| 25077 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25078 |
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
|
F 30 4⁄3 | ||||||||
| 25079 |
Create and save recipes in Paprika with natural language!
|
F 30 4⁄3 | ||||||||
| 25080 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||
| 25081 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 25082 |
A serverless backend that enables natural language querying of a Postgres datab…
|
F 30 4⁄4 | ||||||||
| 25083 |
A list of open-source AI projects you can use to generate income easily.
|
F 30 4⁄3 | ||||||||
| 25084 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 25085 |
Advanced MCP server for seamless access to Israeli Government Open Data
|
F 30 4⁄4 | ||||||||
| 25086 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||
| 25087 |
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, …
|
F 30 4⁄3 | ||||||||
| 25088 |
A Model Context Protocol server that enables AI assistants to perform YARA rule…
|
F 30 4⁄4 | ||||||||
| 25089 |
|
F 30 4⁄3 | ||||||||
| 25090 |
Validate project data against NISTA standards, scheduling best practices, and c…
|
F 30 4⁄3 | ||||||||
| 25091 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25092 |
Provides access to Scenario.com's generative AI API for text-to-image and image…
|
F 30 4⁄4 | ||||||||
| 25093 |
Enables AI assistants to interact with the MetaTrader 5 trading platform for ma…
|
F 30 4⁄3 | ||||||||
| 25094 |
Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Ka…
|
F 30 4⁄4 | ||||||||
| 25095 |
A Model Context Protocol server providing programmatic access to 3D protein str…
|
F 30 4⁄3 | ||||||||
| 25096 |
A minimal MCP server template demonstrating basic tools, resources, and prompts…
|
F 30 4⁄4 | ||||||||
| 25097 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25098 |
A TypeScript MCP server for Codecks project management that provides over 32 to…
|
F 30 4⁄4 | ||||||||
| 25099 |
Embeds an MCP server directly within Obsidian to provide applications with stre…
|
F 30 4⁄3 | ||||||||
| 25100 |
The Offorte Proposal Software MCP server enables creation and sending of busine…
|
F 30 4⁄4 | ||||||||