{"id":"rjmurillo-ai-agents","name":"ai-agents","af_score":47.2,"security_score":39.8,"reliability_score":22.5,"what_it_does":"A Python-based multi-agent orchestration framework intended to coordinate specialized AI agents for software development workflows (research/planning, implementation, QA/security checks, and CI/CD-related automation) via platform-specific agent integrations (Claude Code, GitHub Copilot CLI, and VS Code Copilot Chat).","best_when":"When you already use an AI coding platform that supports the described agent-plugin/integration style (Claude Code, Copilot CLI, Copilot Chat) and you want repeatable multi-agent workflows for software engineering tasks.","avoid_when":"If you need a simple single-prompt workflow only, require real-time streaming from the framework itself, or need stable, documented external service APIs (REST/GraphQL/gRPC) for direct programmatic consumption.","last_evaluated":"2026-03-30T15:37:23.349499+00:00","has_mcp":false,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Multi-step agent pipelines can amplify mistakes: earlier plan/spec issues may propagate into implementation and require recursive review/fix cycles.","Quality gates and handoffs may increase run time/cost due to multiple agent invocations and CI checks.","Correct routing depends on the target platform integration syntax (agent naming/flags/@agent/task syntax); misrouting may lead to incomplete outputs."],"error_quality":0.0}