Creating n8n workflows by hand requires precise node, connection, webhook, and API patterns. This skill gives Claude, Codex, and Claude Code reusable guidance for workflow JSON, REST operations, and MCP integration.

Complex reviews and decisions often fail when claims outrun evidence. This skill provides verification workflows, hypothesis testing, and self-correction prompts.

Meeting transcripts are hard to review consistently across many calls. This skill turns transcripts into focused communication feedback with examples and next steps.

Machine learning projects fail when data, metrics, and deployment choices are unclear. This skill gives structured guidance for model planning, preprocessing, evaluation, and MLOps.

Teams lose time switching between AI tools and Jira. This skill helps Claude, Codex, and Claude Code search, update, and manage Jira Cloud issues.

Go teams need consistent tests across units, integrations, mocks, benchmarks, and coverage. This skill provides practical Go testing patterns that Claude, Codex, and Claude Code can apply during development.

Go services can become slow or memory-heavy without clear evidence. This skill guides profiling, allocation analysis, concurrency tuning, and benchmark-driven optimization.

Large Go systems can lose clear boundaries as teams add features. This skill gives Claude, Codex, and Claude Code structured patterns for clean architecture, DDD, and production service layout.

Teams lose time when code style, validation, and workflow decisions vary across files. This skill gives Claude, Codex, and Claude Code consistent standards to apply during development.

Vague commit messages make reviews and project history difficult to understand. This skill examines staged changes and guides you to concise Conventional Commit messages with clear context.

Manual file conversion is slow and easy to get wrong. This skill provides focused conversion guidance for documents, data files, and images.

Technical teams need clear docs across APIs, releases, and migrations. This skill creates structured documentation with templates and practical examples.

Operational knowledge often lives in tickets, chat, and memory. This skill turns procedures into structured runbooks for incidents, maintenance, rollback, and escalation.

Developers often miss patterns in their daily coding work. This skill turns recent Claude Code chats into focused growth feedback, learning resources, and a Slack-ready report.

Development setup often takes too long and leaves new contributors blocked. This skill helps Claude, Codex, and Claude Code design setup guides, scripts, shortcuts, and tooling improvements.

Dependency updates can hide vulnerabilities, license issues, and breaking changes. This skill guides audits, safe upgrades, and reports across common package managers.

Errors and incidents are hard to triage when evidence is spread across logs, stack traces, and services. This skill structures diagnosis, parses logs, identifies patterns, and guides minimal fixes.

Unused imports, functions, and classes increase maintenance cost and deployment size. This skill guides Claude, Codex, and Claude Code through conservative analysis, backups, removal, and validation.

Slow queries and weak indexes can make applications costly and unreliable. This skill guides SQL tuning, index design, caching, and N+1 fixes.

Long-running AI work often loses decisions, blockers, and session state. This skill provides practical workflows for checkpoints, handoffs, memory records, and compact context sharing.