Understands Any Problem, Repo, Cloud Service, or API
Before touching a single line of code, your swarm researches the full context—studying remote GitHub repositories, searching live documentation, inspecting production telemetry, and building new tools whenever a capability doesn't exist yet.
- Per-Turn Dynamic Tool Promotion: Searches the 75+ tool & skill catalog (
tool_search) and immediately promotes discovered tools into the active model turn without waiting. - Runtime Tool & Skill Synthesis: If a task requires a custom integration, bots invoke
tool_create(JS/Python script, CLI template, or HTTP endpoint) andskill_createto build and persist reusable tools in.ocp/custom-tools.json. - Production & DevOps Telemetry: Native tools for
github_repo_study,github_read_file,railway_inspect,railway_logs,railway_variables,langfuse_traces,web_search, andcli_run.