A collection of MCP tools for various integrations including stock data, search, crypto, GitHub, Discord, and more
This is a collection hub with 19 tools across mixed languages (Python, TypeScript). Critical issues: NO tool definitions are visible in the provided source code, only requirements.txt and package.json files. Tool names, descriptions, parameters, and schemas cannot be verified. Per the hard rules, if tool definitions are not visible in source, they are inferred and capped at 50; since NO definitions appear anywhere in the provided code, scores must be 0. The descriptions provided in the metadata (e.g., 'Fetch historical stock price data from Alpha Vantage API') are brief (20-50 chars) but cannot be verified against actual tool registration. Without access to the actual tool implementations (Python scripts, TypeScript index.ts files), parameter schemas, input validation, and error handling cannot be assessed. This appears to be a template/stub repository rather than a complete, production-ready MCP server.
Fetch historical stock price data from Alpha Vantage API
Search the web using Brave Search API
Query vector embeddings using ChromaDB
Wrapper for CrewAI agent framework
Fetch cryptocurrency fear and greed index data
Track cryptocurrency prices in real-time
Query DeFi Llama Total Value Locked (TVL) data
Send Discord webhook notifications and rich embed announcements
No tool definitions visible in source code. Only dependency files (requirements.txt, package.json) provided. Tool registration, parameter schemas, input validation, and error handling cannot be verified.
Tool descriptions in metadata are 20-50 characters, below the 50-char minimum for LLM clarity. Descriptions like 'Fetch historical stock price data from Alpha Vantage API' lack context on WHEN to use, prerequisites, or what fields are returned.
No parameter descriptions visible. Cannot verify that each parameter has a description explaining its purpose, format, constraints, or valid values.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 26 | 2026-07-28+ | v2 |
Query Docker container status and information
Fetch market news from Finnhub API
Fetch economic data from Federal Reserve Economic Data (FRED) API
Generate text embeddings using Google Gemini API
Generate GitHub user avatar frames
Manage GitHub issues and pull requests
Review GitHub pull request code diffs
GitHub PR Code Review Diff Tool - TypeScript implementation for AI Agents & MCP Hub
GitHub PR Code Review Diff Tool - TypeScript implementation for AI Agents & MCP Hub
Fetch GitHub repository information
GitHub Repository Stats & Releases - TypeScript Implementation
No output schemas documented. Cannot verify that tools return structured objects with typed fields, pagination support, or chaining IDs needed for downstream tool calls.
No error handling or recovery guidance visible. Cannot verify that tools return actionable error messages, categorize errors as retryable/user-fixable/fatal, or guide LLMs on next steps.