Audit corpus distribution by source type and repo; identify coverage gaps and underindexed topics
Manually improve corpus quality by adding missing docs and filling retrieval gaps
Detect and fix stale chunks (files that changed or were deleted since last indexing)
Semantic-search personal knowledge (memory, plans, handoffs, skills, Codex rules) via the local RAG index at ~/.claude/rag-index/.
Ship validated changes with repeatable release evidence — version bump, changelog, tag, and optional GitHub release
Recover session state from git, plans, and open PRs, then continue from the last completed phase without repeating work
Route a task to the most fitting skill or agent. Parses user intent, checks installed-skill inventory, and picks the best match (single skill or chain).
Composite skill — understand a problem area, plan the work, execute it, and ship it in one chained workflow.
Autonomous error recovery — detect failures, diagnose root cause, apply fixes, and resume without stopping
Composite skill — start-of-day routine. Chains wake-up (compact brief) → next-priority (decide) → pr-snapshot (PR queue) → context-pack (load relevant context if work-intent).
Install and verify ADT.ai: pip install, PATH and environment variables, Oracle Instant Client and SQLcl, connections and wallets, and the adtai doctor health check and update…
Create a committed per-feature spec under `docs/specs/YYYY-MM-DD-/{spec,tasks}.md` with frontmatter (status, created, owner, pr, tags).
Sync files (skills, packages/core/patterns, agents, specs) from EN canonical repo to PT mirror, inserting "Tradução pendente" blockquote after YAML frontmatter, then open PR.
Assemble a Jira/Linear/GitHub-Issue body from recent commits, diff, and branch context
Bump the ai-dev-toolkit version pin in a downstream consumer repo and verify the sync path
Recover a PR whose head SHA disagrees with its branch ref (webhook desync). Force-push and close+reopen rarely fix it — recreate the PR.
Use when building a third-person fictional adult character sheet from a portrait, tags, and an I WANT block, or when merging captions into Description / Personality / Scenario /…
Use when a task needs the judgment of an Adult ESL/Basic Education Instructor — placing a new adult learner using standardized assessment scores, designing life-context-relevant…
Use when captioning or tagging a fictional adult image for a character sheet, LoRA, outfit, or OStim work, or when a vague "sexy woman" caption is about to invent nudity that is…
Building and maintaining social connections as an adult. Use when someone is lonely, has moved to a new city, wants to make friends, struggles in group settings, or needs to…
Claim and work on beads safely with proper coordination. Use when starting work, finishing work, or finding the next task.
Produces a plain-language comparison of advance directives and POLST/MOLST forms, covering legal status, clinician signatures, emergency precedence, clinical appropriateness, and…
Drafts jurisdiction-specific Advance Health Care Directive packages with agent appointment, living will instructions, HIPAA authorization bridge, organ donation preferences, and…
Claude Code mastery for power users. Build agents, MCP servers, publish plugins. Use when: user wants to create agents, build integrations, or publish plugins.
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, and hybrid search for distributed AI systems.
Advanced analytics including machine learning, predictive modeling, and big data techniques
Advanced bash array patterns including indexed and associative arrays, mapfile/readarray, slicing, and array manipulation (2025).
A 股专业级回测引擎。当用户需要进行更真实的回测 (含交易成本/滑点/印花税/手续费/仓位管理/止盈止损) 时,Claude 应使用此 Skill。支持 T+1、佣金、印花税、滑点等真实交易约束。
Advanced block functionality, event handlers (dig, tap, step-on, interact), extended data (simple_data, inventories, custom protobuf data), client extended data, and block…
Istruzioni cognitive avanzate per risolvere compiti complessi, includendo Chain of Thought e revisioni Red Team.
Chart.js/D3.js expertise for interactive dashboards, complex charts, and political data visualization
Use when you want to improve response quality through meta-cognitive reasoning. Applies 15+ reasoning methods to reconsider and refine initial outputs.
Use when targeting Advanced Energy Materials (Adv. Energy Mater.) or deciding whether an energy-materials manuscript fits this high-impact Wiley venue.
Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.
Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.
Advanced example showing all available metadata fields and complex folder structure
Implement advanced task features - Priorities, Tags, Due Dates, Reminders, Recurring Tasks, Search, Filter, and Sort. Use when adding Phase 5 advanced functionality. (project)
Advanced 2025 Claude Code plugin features. PROACTIVELY activate for: (1) Agent Skills with progressive disclosure (2) Hook automation (PreToolUse, PostToolUse, etc.) (3) MCP…
Advanced file management tools. Includes batch folder creation, batch file moving, file listing, and HTML author extraction.
Use when targeting Advanced Functional Materials (Adv. Funct. Mater.) or deciding whether a functional-materials manuscript fits this high-impact Wiley venue.
Advanced Git - interactive rebase, cherry-pick, bisect, reflog, and power user operations
Reference for deeper Jujutsu (jj) topics beyond the everyday describe/advance workflow covered in CLAUDE.md.
Advanced mocking patterns for Jest and Vitest including module mocking, spies, and fake timers. PROACTIVELY activate for: (1) Module mocking, (2) Partial mocking with spies, (3)…
Use when targeting Advanced Materials (Wiley) or deciding whether a materials science manuscript fits this venue.
Apply principled memoization techniques to reduce re-rendering without introducing correctness bugs.
Use when planning, scaffolding, validating, or packaging Claude skills inside Advanced Memory MCP.
Perform comprehensive OSCAL validation using community-inspired patterns including JSON schema validation, business rule validation, cross-reference checking, and best practices…
Production-grade text search algorithms for finding and matching text in large documents with millisecond performance.
Context-efficient tool management via search, deferred loading, and programmatic calling
Advanced typography engineering from 20 production repos. Fluid type scales, optical sizing, font subsetting, vertical metrics normalization, CJK/Vietnamese spacing, text-wrap…
UI mockups, dashboards, advanced interactivity, generative art, simulations, math visualizations, and design system rules for producing rich generateSandboxedUi output.
Advanced Web Ranking integration. Manage data, records, and automate workflows. Use when the user wants to interact with Advanced Web Ranking data.
Multi-tool orchestration patterns for complex Bluera Knowledge operations. Teaches progressive library exploration, adding libraries with job monitoring, handling large result…
Use when the simulator's loop agent advances the race by one tick: broadcasting state to runners, draining the telemetry buffer, computing traffic conditions, and checking for…
Advantage CSP integration. Manage data, records, and automate workflows. Use when the user wants to interact with Advantage CSP data.
Analyze code to identify explicit contracts, implicit usage patterns, and realistic boundary conditions. Contains concrete formulas for calculating input realism limits.
Adversarial cooperation loop for creating complete design library from Figma with CSS, assets, HTML mockups, and documentation.
Launches an independent adversarial drawing-review sub-agent to evaluate SVG outputs for builder usefulness before success can be claimed.
Adversarial spec-compliance PR review — cross-references diffs against approved specs, verifies runtime claims against source, detects competing PRs, audits scope/convention…
Applies rigorous adversarial analysis to generate, critique, fix, and consolidate solutions for any problem (technical or non-technical).