MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 6651 |
An MCP server that enables interaction with Safe (formerly Gnosis Safe) smart c…
|
B 71 5⁄5 | ||||||||
| 6652 |
An automated system that processes raw text through a three-stage pipeline to a…
|
B 71 5⁄5 | ||||||||
| 6653 |
Enables autonomous agents to discover and bid on unused LLM token quota through…
|
B 71 5⁄5 | ||||||||
| 6654 |
Enables AI assistants to interact with security data pipelines and map data to …
|
B 71 5⁄4 | ||||||||
| 6655 |
Provides access to Japanese labor and social insurance laws and administrative …
|
B 71 5⁄4 | ||||||||
| 6656 |
Provides advanced cryptocurrency and stock market analysis using TradingView da…
|
B 71 5⁄5 | ||||||||
| 6657 |
A comprehensive Twitch MCP (Model Context Protocol) server providing chat moder…
|
B 71 5⁄5 | ||||||||
| 6658 |
Enables creation, validation, rendering, and optimization of SVG images with co…
|
B 71 5⁄5 | ||||||||
| 6659 |
Enables web scraping and content extraction from URLs using the Trafilatura lib…
|
B 71 5⁄5 | ||||||||
| 6660 |
Enables interaction with Zendesk Support for managing tickets, comments, and fi…
|
B 71 5⁄5 | ||||||||
| 6661 |
Provides AI agents with physics-based corrosion engineering calculations, from …
|
B 71 5⁄4 | ||||||||
| 6662 |
Makes local markdown documentation files automatically available to AI assistan…
|
B 71 5⁄4 | ||||||||
| 6663 |
Enables AI assistants to deploy and manage static websites directly on EdgeOne …
|
B 71 5⁄5 | ||||||||
| 6664 |
Enables Large Language Models to retrieve Jewish texts and commentaries from th…
|
B 71 5⁄5 | ||||||||
| 6665 |
Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon se…
|
B 71 5⁄5 | ||||||||
| 6666 |
Provides AI assistants with unified access to on-prem Active Directory via LDAP…
|
B 71 5⁄5 | ||||||||
| 6667 |
Provides flexible access to Oracle databases for AI assistants like Claude, sup…
|
B 71 5⁄5 | ||||||||
| 6668 |
GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations
|
B 71 5⁄4 | ||||||||
| 6669 |
An MCP server that enables AI assistants to analyze Solana wallets for empty or…
|
B 71 5⁄5 | ||||||||
| 6670 |
A MCP server that supports mainstream eBook formats including EPUB, PDF and mor…
|
B 71 5⁄4 | ||||||||
| 6671 |
MCP server for Product Hunt. Interact with trending posts, comments, collection…
|
B 71 5⁄4 | ||||||||
| 6672 |
Provides secure, read-only access to PostgreSQL databases for schema inspection…
|
B 71 5⁄5 | ||||||||
| 6673 |
AI-powered Kubernetes diagnostics that analyzes pod crashes, logs, and cluster …
|
B 71 5⁄5 | ||||||||
| 6674 |
Enables AI assistants to securely connect to Snowflake data warehouses and exec…
|
B 71 5⁄5 | ||||||||
| 6675 |
A Model Context Protocol server that provides access to Unity Catalog Functions…
|
B 71 5⁄5 | ||||||||
| 6676 |
A Model Context Protocol server that enables Claude Desktop to perform file ope…
|
B 71 5⁄5 | ||||||||
| 6677 |
Celery MCP
Claim
Enables interaction with Celery distributed task queues through MCP tools. Supp…
|
B 71 5⁄5 | ||||||||
| 6678 |
Deep ICP Analysis with Pattern Detection - 9 B2B targeting tools
|
B 71 5⁄4 | ||||||||
| 6679 |
A server that helps people access and query data in databases using the Query R…
|
B 71 5⁄4 | ||||||||
| 6680 |
Provides Claude with access to Ethereum and EVM-compatible blockchain operation…
|
B 71 5⁄5 | ||||||||
| 6681 |
VibeDefender MCP Server
Claim
Provides security assessment methodology, tool documentation, and step-by-step …
|
B 71 5⁄5 | ||||||||
| 6682 |
A FastMCP integration server that provides access to Apache Gravitino metadata …
|
B 71 5⁄5 | ||||||||
| 6683 |
Provides tools for listing and querying Azure resources directly from any MCP c…
|
B 71 5⁄5 | ||||||||
| 6684 |
Enables direct interaction with Discord servers to send messages, read channel …
|
B 71 5⁄5 | ||||||||
| 6685 |
A Model Context Protocol server that provides tools to find regex pattern posit…
|
B 71 5⁄4 | ||||||||
| 6686 |
Enables searching and retrieving icons from The Noun Project API with advanced …
|
B 71 5⁄5 | ||||||||
| 6687 |
Enables access to agent instruction files and prompts for AI development workfl…
|
B 71 5⁄5 | ||||||||
| 6688 |
Searches and queries the official minecraft wiki to answer any minecraft-relate…
|
B 71 5⁄5 | ||||||||
| 6689 |
Enables storing and retrieving information using semantic search with Qdrant ve…
|
B 71 5⁄5 | ||||||||
| 6690 |
Facilitates management and optimization of PostgreSQL databases, offering analy…
|
B 71 5⁄5 | ||||||||
| 6691 |
GoSQLX
Claim
7 SQL tools (validate, format, parse, lint, security scan, metadata extraction,…
|
B 71 6⁄6 | ||||||||
| 6692 |
MCP GCP DevOps
Claim
Enables managing Google Cloud Platform infrastructure through natural language,…
|
B 71 5⁄5 | ||||||||
| 6693 |
AI agent payment security - spending limits, whitelists, and human approval.
|
B 71 5⁄4 | ||||||||
| 6694 |
Allows seamless integration of DeepSeek's language models with MCP-compatible a…
|
B 71 5⁄5 | ||||||||
| 6695 |
Enables comprehensive management of Palo Alto Networks firewalls through a modu…
|
B 71 5⁄5 | ||||||||
| 6696 |
Automatically configures email notification functionality for Cline through SMT…
|
B 71 5⁄4 | ||||||||
| 6697 |
bigread-mcp
Claim
Calculates optimal chunk offsets for large files to bypass Claude Code's 50K ch…
|
B 71 5⁄4 | ||||||||
| 6698 |
Enables reading, searching, and metadata extraction from PDF files without load…
|
B 71 5⁄4 | ||||||||
| 6699 |
Enables SSH connectivity and remote command execution on servers, allowing user…
|
B 71 5⁄5 | ||||||||
| 6700 |
Enables AI assistants to safely interact with PostgreSQL databases through read…
|
B 71 5⁄5 | ||||||||