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Agent Automation & Research Skills

Skill pack
5 skills0 selected
nklischSkills in this pack

Sweep a codebase for AI-accumulated cruft (dead code, stale comments, compatibility shims, defensive bloat, over-abstraction), triage findings by confidence tier, then orchestrate parallel cleanup agents with worktree isolation. Use when user says "clean cruft", "dead code", "unused code", "stale comments", or "AI leftovers".

English

ALWAYS invoke when the user asks to implement substrate items, work through stage:implementing items, drain the queue, or implement a feature/epic scope. Default implementation path; call implement directly only when the user says "inline". Builds a dependson graph, bundles related work, chooses wave width and worktree isolation, and dispatches implementation sub-agents when useful. This skill authorizes sub-agents, including large non-overlapping write paths when ownership and verification make that safe. Advances parents whose children all reach stage:review.

English

Cut a release in the agile-workflow substrate. Interactively binds items to a version, advances the release stage from planned to quality-gate, runs all configured gates in CONVENTIONS.md order (default: security, tests, cruft, docs, patterns), waits until all bound items + gate-produced items reach stage:done, ships per release mapping (tag-based / branch-held / release-branch / none), collapses bound items into one release summary and disposes their bodies per the terminal-tier retention convention (delete-refs prunes to git history; retain-bodies keeps bodies on disk), advances release to released. Idempotent — safe to re-run after fixing gate findings.

English

Multi-dimensional codebase evaluation with verified scoring. Launches parallel explore agents, cross-checks findings with direct verification, produces calibrated 1-10 scorecard across architecture, code quality, testing, documentation, CI/CD, error handling, security, DX, and maintainability with prioritized recommendations. Use when user asks to evaluate, audit, score, or review a repository holistically.

English

Z.ai-powered web research for Pi: web search, URL/PDF/JSON/API reading, and GitHub repo deep-read. Reaches for five agent tools — zaiwebsearch (Z.ai web search), fetchcontent (webReader pages, local PDF extraction, direct JSON/API fetches, and article extraction for noisy docs), searchrepodocs / getrepostructure / readrepofile (Z.ai zread over GitHub). Use whenever work needs current or version-sensitive information, structured API metadata, or deep-reading a GitHub repo without cloning. Auth comes from the configured Z.ai (zai) provider key.

English

Includes Cruft Cleaner, Implement Orchestrator, Release Deploy, and other workflows.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Pack stats

Skills5CategorygeneralStars0

What’s included

Cruft Cleaner

Sweep a codebase for AI-accumulated cruft (dead code, stale comments, compatibility shims, defensive bloat, over-abstraction), triage findings by confidence tier, then orchestrate parallel cleanup agents with worktree isolation. Use when user says "clean cruft", "dead code", "unused code", "stale comments", or "AI leftovers".

Implement Orchestrator

ALWAYS invoke when the user asks to implement substrate items, work through stage:implementing items, drain the queue, or implement a feature/epic scope. Default implementation path; call implement directly only when the user says "inline". Builds a dependson graph, bundles related work, chooses wave width and worktree isolation, and dispatches implementation sub-agents when useful. This skill authorizes sub-agents, including large non-overlapping write paths when ownership and verification make that safe. Advances parents whose children all reach stage:review.

Release Deploy

Cut a release in the agile-workflow substrate. Interactively binds items to a version, advances the release stage from planned to quality-gate, runs all configured gates in CONVENTIONS.md order (default: security, tests, cruft, docs, patterns), waits until all bound items + gate-produced items reach stage:done, ships per release mapping (tag-based / branch-held / release-branch / none), collapses bound items into one release summary and disposes their bodies per the terminal-tier retention convention (delete-refs prunes to git history; retain-bodies keeps bodies on disk), advances release to released. Idempotent — safe to re-run after fixing gate findings.

Repo Eval

Multi-dimensional codebase evaluation with verified scoring. Launches parallel explore agents, cross-checks findings with direct verification, produces calibrated 1-10 scorecard across architecture, code quality, testing, documentation, CI/CD, error handling, security, DX, and maintainability with prioritized recommendations. Use when user asks to evaluate, audit, score, or review a repository holistically.

Zai Research

Z.ai-powered web research for Pi: web search, URL/PDF/JSON/API reading, and GitHub repo deep-read. Reaches for five agent tools — zaiwebsearch (Z.ai web search), fetchcontent (webReader pages, local PDF extraction, direct JSON/API fetches, and article extraction for noisy docs), searchrepodocs / getrepostructure / readrepofile (Z.ai zread over GitHub). Use whenever work needs current or version-sensitive information, structured API metadata, or deep-reading a GitHub repo without cloning. Auth comes from the configured Z.ai (zai) provider key.

Quick start

  1. Choose your skills. Select individual skills above, or choose the entire pack.
  2. Copy the install prompt. Use Copy install prompt above the list.
  3. Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.

Try it with your agent

After installation, start with a request like:

Example request
Use the Cruft Cleaner skill to help with my task.
Ask me for the context you need before getting started.

Requirements & license

  • A coding agent that can access your project files and install skills.
  • Your agent checks each skill’s instructions, dependencies, and permissions during setup.
  • License details are not provided in these listings. Check the author’s terms before using the skills.