Katanemo

Design advanced Plano architectures for distinct listeners and layered orchestration. Tighten prompt target schemas, reduce ambiguity in tool calls, and shape migration-safe recommendations with scenarios to check the design.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning a Plano system with multiple distinct listeners
• Clarifying prompt target parameters and schemas
• Combining model, prompt, and agent listeners

Review Plano filter chains for MCP setup, clear guardrail rejection messages, and safe ordering. The skill places safety checks before rewriting and enrichment, helping prevent costly processing of unsafe requests while preserving checks on allowed outputs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Setting up MCP filters
• Reordering a filter chain
• Improving rejection messages

Make Plano routing and latency behavior easier to inspect through tracing. The skill guides sampling choices, useful span attributes, and trace queries to investigate routing or latency issues, using trace evidence and reproducible commands.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choosing an environment-appropriate tracing sampling strategy
• Adding static or header-derived span attributes
• Investigating routing and latency issues with trace queries

Builds the Envoy WASM plugins for llm_gateway and prompt_gateway after code changes. If the build fails, it diagnoses and fixes the errors so the plugins can be compiled for the wasm32-wasip1 target.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Building Envoy WASM plugins after code changes
• Compiling llm_gateway and prompt_gateway
• Diagnosing failed WASM plugin builds

Check Rust changes by running formatting validation, Clippy linting, and library unit tests in order. It can fix formatting issues, asks for warnings to be resolved, and reports which checks passed or failed.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking Rust changes before review
• Running formatting, lint, and unit checks
• Finding code warnings after an edit

Adds an AI provider to hermesllm by updating provider identifiers, parsing, request and response types when needed, model lists, and API mappings. It then runs the library tests to check that the changes compile and pass.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Integrating a new AI provider into hermesllm
• Adding provider-specific API request and response types
• Updating supported models and upstream API mappings

Improve Plano multi-agent orchestration by checking agent registration and listener wiring, refining capability-focused descriptions, and defining fallback behavior. Get example prompts for validating that requests reach the intended agent.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Troubleshooting inaccurate routing across multiple agents
• Checking agent and listener configuration consistency
• Writing concise, capability-focused agent descriptions

Handle operational Plano CLI tasks with an ordered startup troubleshooting flow, guidance for routing coding-agent traffic through `cli_agent`, and template-based project setup. The skill provides a compact runbook with specific commands.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Troubleshooting `planoai up` startup failures
• Routing coding-agent traffic through `cli_agent`
• Bootstrapping a project from templates

Prepare Plano deployments for production by reviewing Docker networking, conversation state storage, readiness checks, and environment-based secrets. Get deployment checks with diagnostics that help explain likely failure modes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Troubleshooting agents that cannot reach host services in Docker
• Choosing persistent storage for multi-turn conversations
• Adding health and readiness checks before traffic

Improve how Plano chooses and routes requests to models. Review provider defaults, stable model aliases, passthrough authentication for proxy providers, and concrete routing preferences, then check behavior with traces.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Correcting requests routed to the wrong model
• Setting provider defaults and model aliases
• Fixing passthrough authentication for proxy providers

Build and install the `planoai` Python CLI locally after changes to its `cli/` code. It syncs the project dependencies, installs the package in editable mode, and checks that the command starts and displays its help.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Installing the CLI after editing its source
• Checking that `planoai` starts and shows help
• Diagnosing a local build or installation failure

Create a feature branch from the current changes, commit and push the work, then open a concise pull request targeting main. The workflow also checks Rust formatting and linting before submission.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Opening a pull request for completed changes
• Creating a feature branch from current work
• Preparing Rust changes for review

Prepare a Plano release by choosing a version number or calculating the next patch version, then updating the version strings in the specified project files. It also refreshes the Python CLI lock file and reports the changed files and version transition.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Updating Plano version references for a release
• Choosing a major, minor, or patch version bump
• Refreshing the CLI lock file after a version change

Run the Python CLI test suite after changes to the `cli/` code. The skill syncs dependencies with `uv`, runs `pytest` in verbose mode, and diagnoses and fixes issues when tests fail.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Running tests after changing Python CLI code
• Installing CLI dependencies before a test run
• Investigating and fixing failing pytest results

Guide broad work on Plano agent applications, from configuration and model routing to orchestration, filters, tracing, CLI workflows, and deployment readiness. Use it to make focused changes while preserving security and reliability defaults.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing a Plano configuration
• Designing model routing and fallbacks
• Improving agent guardrails and filters

Builds the brightstaff native binary in release mode after code changes. If compilation fails, it diagnoses the build errors and fixes them so the binary can be produced.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Building brightstaff after changing its code
• Diagnosing a failed brightstaff release build
• Fixing compilation errors in brightstaff

Checks Plano’s config.yaml for the required version, listener types, provider registration, and secret handling. It helps resolve startup schema validation failures and returns a minimal configuration patch with a plan to verify it using planoai up.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking a Plano config.yaml for errors
• Fixing startup schema validation failures
• Reviewing listeners and provider registration