Portable Claude Code skills from M2AI: model routing, prompt engineering, agent auditing, strategy stress-testing, and workflow tooling.
Run an After-Action Review on an agent dispatch run, build execution, or multi-step orchestrated operation. Gathers forensics across the orchestrator DB, A2A endpoints, pm2 logs, git history, and queue files; classifies failure modes; captures benchmarks; produces a structured AAR. Use when the user says "aar", "after action review", "let's review what happened", "review this run", or after any dispatch that produced mixed results worth learning from.
Model token costs and optimization opportunities for any agent workflow, producing per-task costs, monthly burn, and model-routing savings.
Activate this skill when the user asks to:
Score an agent system design against the Bitter Lesson principle — how much "how" is encoded vs "what", how much bets on model improvement vs locks in current limitations. Flags procedural lock-in, hardcoded orchestration, and domain hacks. Produces a simplification roadmap. Use when designing new agent systems, reviewing agent architecture, or deciding what to simplify. Trigger on "bitter lesson", "score architecture", "agent complexity audit", "simplification roadmap", "how vs what ratio", "are we fighting the model".
Monitor and alert when Claude Code session startup overhead (plugins, skills, MCP servers, CLAUDE.md chain) exceeds a configurable token threshold. Prevents the silent context bloat that eats your working memory before you type a single prompt.
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A curated Claude Code plugin containing 25 portable skills for strategy work, prompt engineering, model routing, agent auditing, and workflow tooling.
In Claude Code:
/plugin marketplace add m2ai-portfolio/m2ai-skills-pack
/plugin install m2ai-skills-pack@m2ai-skills-pack
Then restart Claude Code. Skills will appear in your skill list and auto-trigger based on their descriptions, or you can invoke them explicitly (e.g. /model-router, /prompt-rewriter).
/by-the-way, /fork, context:forkcontext:fork to heavy-research skills/chub) to verify model namesSome skills expect environment variables for user-specific paths. If unset, each skill falls back gracefully and flags the missing source in its output.
| Variable | Used by | Purpose |
|---|---|---|
$PROJECTS_DIR | what-am-i-forgetting | Root of your code projects (e.g. ~/projects) |
$VAULT_DIR | what-am-i-forgetting, aar | Notes vault for daily notes and saved reports |
$MEMORY_INDEX | what-am-i-forgetting | Path to your memory-index file |
$MEMORY_DIR | what-am-i-forgetting | Directory containing memory files |
$ORCHESTRATOR_DB | aar | SQLite DB holding agent mission/task state |
$OPEN_ITEMS_JSON | aar | Queue file for action-item append |
GEMINI_API_KEY | file-intel, banana-maker | Gemini API access |
A few skills contain environment-specific references. They still work, but you may want to adjust:
10.0.0.46 for the report-server URL. Swap for your own file server, or ignore (the HTML file is still generated locally)./home/apexaipc/.claude/skills/. Replace with your skills path if you run the example verbatim./chub (Context Hub) skill being installed separately. Without it, this skill is a no-op.0.2.0 — adds aar, dark-code-audit, what-am-i-forgetting. Feedback welcome.
npx claudepluginhub m2ai-mcp-servers/claude-skills --plugin m2ai-skills-packTools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
A growing collection of Claude-compatible academic workflow bundles. Covers scientific figures, manuscript writing and polishing, reviewer assessment, citation retrieval, data availability, paper reading, literature search, response letters, paper-to-PPTX conversion, and evidence-grounded Chinese invention patent drafting. Rules are organized as reusable skill folders with explicit workflows and quality checks.
Browser automation and end-to-end testing MCP server by Microsoft. Enables Claude to interact with web pages, take screenshots, fill forms, click elements, and perform automated browser testing workflows.
Comprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review
Core skills library for Claude Code: TDD, debugging, collaboration patterns, and proven techniques
Harness-native ECC operator layer - 67 agents, 271 skills, 92 legacy command shims, reusable hooks, rules, selective install profiles, and production-ready workflows for Claude Code, Codex, OpenCode, Cursor, and related agent harnesses