Developer Tools

Systematic debugging methodology and language-specific debugging commands.

Debug and optimize AI agents by analyzing reasoning traces. Activates on 'debug agent', 'optimize prompt', 'analyze reasoning', 'why did the agent fail', 'improve agent performance', or when diagnosing agent failures and context degradation.

Add `/topic` to the start of any message in a Telegram forum group to auto-create a new topic from it. A title is generated automatically from the message content. Github: https://github.com/itstauq/telegram-auto-topic

Generate GitHub profile READMEs with stats badges, language charts, and contribution streaks.

Expert at organizing specs and splitting tasks across multiple GitHub repositories for monorepo, polyrepo, and parent repo architectures. Use when managing specs across multiple repos, coordinating cross-repo work, or allocating tasks to different teams/repositories.

n8n workflow automation with Kafka integration expert. Covers Kafka trigger node, producer node, event-driven workflows, error handling, retries, and no-code/low-code event processing patterns. Activates for n8n kafka, kafka trigger, kafka producer, n8n workflows, event-driven automation, no-code kafka, workflow patterns.

Generate changelogs and release notes from git commit history with conventional commit parsing.

Provide consistent, high-signal code reviews by focusing on correctness, clarity, maintainability, security, performance, tests, and developer experience.

Code navigation with LSP. When user says "find references", "go to definition", "where defined", "show type", "list symbols", "what uses", or "who calls" - use native LSP tools if available, otherwise fall back to specweave lsp commands.

Sync OpenClaw workspace between multiple machines (local Mac and remote VPS) via Git. Enables seamless migration of OpenClaw personality, memory, and skills. Use when user wants to (1) push workspace changes to remote before shutdown, (2) pull latest workspace on a new machine, (3) check sync status between machines, (4) migrate OpenClaw to another machine.

MLOps expert for ML infrastructure and production systems. ML pipelines (Kubeflow, Airflow, Prefect), model registry, deployment (Docker, K8s, serverless), monitoring, and CI/CD for ML. Use for automated training, model deployment, or ML infrastructure.

Mandatory format standard for ALL GitHub issues created by SpecWeave with checkable acceptance criteria and proper metadata. Use when creating GitHub issues, formatting issue content, or ensuring consistent issue structure. Covers user stories, epics, features, and increments.