{"id":"nicknochnack-mcpin10","name":"MCPin10","af_score":41.2,"security_score":30.5,"reliability_score":17.5,"what_it_does":"MCPin10 is a tutorial-style Python project intended to help developers build and run an MCP server (example: Yahoo Finance) and an accompanying agent flow (optionally via Langflow). It relies on mcp[cli] and yfinance, and expects local services like Ollama to be running.","best_when":"As a learning/prototyping scaffold for MCP tool integration around finance data, especially for local development and experimentation.","avoid_when":"When you need a stable, well-documented, production-ready API contract with rigorous error semantics, rate-limit guidance, and enterprise security posture.","last_evaluated":"2026-03-30T15:22:23.791467+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["README indicates an Ollama dependency, which may break agent runs if not available.","No clear contract/examples of MCP tool names, parameters, or error responses are provided in the supplied content, increasing integration friction.","Finance data fetching often depends on external services; transient failures/timeouts may require retry/backoff, but no guidance is documented here."],"error_quality":0.0}