plano

Optimize Plano model routing and selection. Use for provider defaults, model aliases, passthrough auth, and routing preference quality.

Improve Plano tracing and debugging workflows. Use for sampling strategy, span attributes, and trace query-based root-cause analysis.

Harden Plano filter chains and guardrails. Use for MCP filter setup, prompt guard responses, and safe filter ordering.

Apply Plano deployment and production security practices. Use for Docker networking, state storage choices, readiness checks, and environment-based secret handling.

Validate and fix Plano config fundamentals. Use for config versioning, listener types, provider registration, secrets handling, and startup validation failures.

Apply Plano CLI best practices. Use for startup troubleshooting, cli_agent workflows, and template-based project bootstrapping.

Best practices for building agents and agentic applications with Plano, including configuration, routing, orchestration, guardrails, observability, and deployment.

Improve multi-agent orchestration in Plano. Use for agent registration, agent listener wiring, and capability-focused agent descriptions for accurate routing.

Design advanced Plano architectures. Use for multi-listener systems, prompt target schema quality, and layered orchestration patterns.

Run Python CLI tests. Use after making changes to cli/ code.

Bump the Plano version across all required files. Use when preparing a release.

Create a feature branch and open a pull request for the current changes.

Add a new LLM provider to hermesllm. Use when integrating a new AI provider.

Run Rust fmt, clippy, and unit tests. Use after making Rust code changes.

Build the WASM plugins for Envoy. Use when WASM plugin code changes.

Build and install the Python CLI (planoai). Use after making changes to cli/ code to install locally.

Build the brightstaff native binary. Use when brightstaff code changes.