{"id":"optimilabs-velocity","name":"velocity","af_score":40.0,"security_score":35.2,"reliability_score":25.0,"what_it_does":"Velocity is a local-first web app (Next.js + Bun) that acts as a command center for AI coding CLIs (Claude Code, Codex CLI, Gemini CLI). It runs and inspects coding sessions, captures analytics (usage/cost/latency/tools/routing context), and helps turn repeated patterns into reusable agents/workflows/skills/commands, including routing visualization. It also supports MCP (via the @modelcontextprotocol/sdk dependency) as part of its build layer surfaces.","best_when":"You want local, inspectable AI-agent session history and a workflow builder/routing analytics layer around existing model CLIs on your own machine.","avoid_when":"You require a fully specified public API contract (REST/GraphQL/OpenAPI) for programmatic integration, or you need explicit enterprise-grade auth/compliance details from documentation.","last_evaluated":"2026-03-30T15:25:14.336104+00:00","has_mcp":false,"has_api":false,"auth_methods":["Local usage (no auth described for accessing the app)"],"has_free_tier":false,"known_gotchas":["This appears to be a local web app rather than a clear programmatic API; an agent may need browser/UI automation or direct internal module usage unless an external API is documented elsewhere.","PTY/node-pty setup issues on macOS can block session execution (README provides a chmod workaround), which may impact agent workflows if not handled.","The README lists MCP as a surface area but provides no concrete MCP server URL or tool schema in the provided content, so automated tool invocation may be unclear without further docs."],"error_quality":0.0}