MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 1 hour, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15051 |
A Python MCP server that enables semantic search through Search Labs blog posts…
|
F 30 5⁄5 | ||||||||
| 15052 |
cognitive-tools-mcp / gikendaasowin-aabajichiganan
|
F 30 5⁄4 | ||||||||
| 15053 |
AI-powered business intelligence tools via MCP, enabling competitors analysis, …
|
F 30 6⁄6 | ||||||||
| 15054 |
An MCP server that enables integration with SonarQube Server or Cloud for code …
|
F 30 6⁄4 | ||||||||
| 15055 |
Enables LLMs to interact with PostgreSQL databases by providing tools to inspec…
|
F 30 5⁄5 | ||||||||
| 15056 |
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
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F 30 5⁄5 | ||||||||
| 15057 |
Enables AI models to search and read technical discussions, customizations, and…
|
F 30 5⁄4 | ||||||||
| 15058 |
Interact with the Discord platform.
|
F 30 5⁄5 | ||||||||
| 15059 |
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
|
F 30 5⁄4 | ||||||||
| 15060 |
Enables AI assistants to interact with the SciX (formerly NASA ADS) API to sear…
|
F 30 5⁄5 | ||||||||
| 15061 |
A production-ready unified entry point for AI agents that implements the Model …
|
F 30 5⁄5 | ||||||||
| 15062 |
Execute PowerShell commands securely with controlled timeouts and input validat…
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F 30 5⁄4 | ||||||||
| 15063 |
A smart router that helps users discover the most relevant tools from an MCP ca…
|
F 30 5⁄4 | ||||||||
| 15064 |
Three-layer memory system for agents (identity/active/archive) with semantic se…
|
F 30 5⁄4 | ||||||||
| 15065 |
Provides access to OpenSincera API for retrieving digital advertising publisher…
|
F 30 5⁄5 | ||||||||
| 15066 |
Provide seamless integration with DeepWriter's AI content generation and projec…
|
F 30 5⁄4 | ||||||||
| 15067 |
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
|
F 30 5⁄4 | ||||||||
| 15068 |
An MCP server that enables web search capabilities using OpenAI's o3 model, all…
|
F 30 5⁄5 | ||||||||
| 15069 |
A server that connects Claude to your documentation via Inkeep's API, enabling …
|
F 30 5⁄5 | ||||||||
| 15070 |
A server implementation for interacting with Wikidata API using the Model Conte…
|
F 30 5⁄5 | ||||||||
| 15071 |
Connects Claude AI to Blender via the Model Context Protocol to enable prompt-a…
|
F 30 5⁄4 | ||||||||
| 15072 |
eXtended Threat Management MCP Servers
|
F 30 5⁄4 | ||||||||
| 15073 |
MCP server for Pinchwork - an agent-to-agent task marketplace with credits-base…
|
F 30 6⁄6 | ||||||||
| 15074 |
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboa…
|
F 30 5⁄4 | ||||||||
| 15075 |
An MCP server that exposes the Jesse algorithmic trading framework's capabiliti…
|
F 30 5⁄4 | ||||||||
| 15076 |
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
|
F 30 5⁄4 | ||||||||
| 15077 |
Query Go package information on pkg.go.dev
|
F 30 5⁄5 | ||||||||
| 15078 |
Providing real-time and historical Crypto Fear & Greed Index data.
|
F 30 5⁄5 | ||||||||
| 15079 |
Provides access to a community knowledge base of 16k+ debugging solutions and 2…
|
F 30 5⁄5 | ||||||||
| 15080 |
This an Model Context Protocol (MCP) server that integrates Notion into your AI…
|
F 30 5⁄4 | ||||||||
| 15081 |
Let AI agents interact with serial devices — list ports, connect, send, and rea…
|
F 30 5⁄5 | ||||||||
| 15082 |
A universal MCP server for document processing, conversion, and automation. Han…
|
F 30 5⁄5 | ||||||||
| 15083 |
MCP server to give new instructions to agent while its working. It uses the get…
|
F 30 5⁄5 | ||||||||
| 15084 |
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
|
F 30 5⁄4 | ||||||||
| 15085 |
Agent wallet, email, phone, and 41 paid tools: search, image/video/music gen, S…
|
F 30 5⁄5 | ||||||||
| 15086 |
Provides unified natural language access to 40+ astronomical databases and surv…
|
F 30 5⁄5 | ||||||||
| 15087 |
This server enables LLMs to design, simulate, and debug electronic circuits usi…
|
F 30 5⁄4 | ||||||||
| 15088 |
Predict anything with Chronulus AI forecasting and prediction agents.
|
F 30 5⁄5 | ||||||||
| 15089 |
An MCP server that enables AI agents to send notifications and request user inp…
|
F 30 5⁄5 | ||||||||
| 15090 |
Enables LLMs to organize and manage Windows file systems with intelligent file …
|
F 30 5⁄4 | ||||||||
| 15091 |
A server implementation of the Model Context Protocol that enables calling iFly…
|
F 30 5⁄5 | ||||||||
| 15092 |
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
|
F 30 5⁄4 | ||||||||
| 15093 |
MCPX is a production-ready, open-source gateway to manage MCP servers at scale—…
|
F 30 5⁄5 | ||||||||
| 15094 |
Enables AI systems to interact with JIRA through natural language, allowing use…
|
F 30 5⁄5 | ||||||||
| 15095 |
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
|
F 30 5⁄5 | ||||||||
| 15096 |
A MCP server for LLDB enabling AI binary and core file analysis, debugging, dis…
|
F 30 5⁄4 | ||||||||
| 15097 |
Lightweight Linux sandbox for AI agents. Kernel-native isolation (namespaces, c…
|
F 30 5⁄4 | ||||||||
| 15098 |
A Model Context Protocol server that enables Claude to generate and upscale ima…
|
F 30 6⁄4 | ||||||||
| 15099 |
mcp server to run scripts on adobe illustrator
|
F 30 5⁄4 | ||||||||
| 15100 |
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
|
F 30 5⁄5 | ||||||||