全部能力

Checks inline code documentation quality: WHY-not-WHAT, density, forbidden content, docstrings quality, actuality, legacy cleanup. Use when auditing comments…

Checks hierarchy, links, SSOT, compression, requirements compliance, freshness, legacy cleanup. Use when auditing documentation structure.

Checks document semantic content against SCOPE and project goals, coverage gaps, off-topic content, SSOT. Use when auditing documentation relevance.

Verifies claims in .md files (paths, versions, counts, configs, endpoints) against codebase, cross-checks contradictions. Use when auditing docs accuracy.

Upgrades npm/yarn/pnpm dependencies with breaking change handling. Use when updating JavaScript/TypeScript dependencies.

Upgrades Python pip/poetry/pipenv dependencies with breaking change handling. Use when updating Python dependencies.

Upgrades .NET NuGet packages with breaking change handling. Use when updating .NET dependencies.

Upgrades dependencies across all detected package managers. Use when updating npm, NuGet, or pip packages project-wide.

Use when validating Stories, plans, or tasks through the evaluation platform with mandatory research, parallel evidence lanes, sequential merge, and bounded…

Builds interactive HTML presentation from project docs with Mermaid diagrams. Use when sharing project overview with stakeholders.

Set up or update the agent-first engineering harness for any repository. Implements the complete scaffolding that makes AI coding agents effective: knowledge maps (AGENTS.md as a concise TOC), structured documentation, architecture boundaries, enforcement rules (.harness/*.yml specs), quality scoring, and process patterns for agent-driven development. Use this skill whenever someone wants to make a repo agent-ready, set up AGENTS.md or docs/ structure, define domain boundaries or golden principles, generate .harness/ configuration, audit agent readiness, or update an existing harness. Also trigger when a user reports problems with agent effectiveness, context management, or architectural drift — these are symptoms of a missing or stale harness. Trigger on: "harness this repo", "set up harness", "agent-first setup", "make this agent-ready", "update the harness", "assess agent readiness", "set up AGENTS.md", "organize for agents", or any discussion about structuring a codebase for AI agent workflows.

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, conducting literature reviews,…

Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does…

Analyzes community health and delegates engagement tasks. Use when managing GitHub issues, discussions, and announcements.

Launches RFC and debate discussions on GitHub. Use when proposing changes that need community input or voting.

Extracts procedural content from project docs into slash commands. Use when docs contain deploy, test, or troubleshoot procedures.

Produces prioritized triage report from open GitHub issues, PRs, and discussions. Use when reviewing community backlog.

Composes and publishes announcements to GitHub Discussions. Use when sharing releases, updates, or news with the community.

Creates slash commands from procedural doc sections. Use when transforming documentation prose into executable commands.

Use when validating optimization plans through the evaluation platform with mandatory research, parallel agent evidence, sequential merge, and bounded…