Turn a talk summary and optional timeline into a numbered, categorized catalogue of ideas. Rate each idea's presentation potential and receive suggestions for grouping strong concepts into a talk structure before choosing an angle.
中文简介正在准备中。当前显示英语简介。
Builds a numbered, categorized concept catalogue from the talk summary and timeline, scoring each concept HIGH / MEDIUM / LOW for talk potential with optional repo enrichment. Use when you need a structured inventory of concepts before choosing a talk angle, or when assessing which ideas have the strongest presentation potential.
安装前可以查看交给 AI 代理的指令内容。
Builds an exhaustive catalogue of all identifiable concepts in the source material. Each concept is numbered, categorized, and scored for its talk potential.
{slug}-summary.mdtalks/{YYYY}-{slug}-summary.md (required)talks/{YYYY}-{slug}-timeline.md (optional, enriches REX concepts)repo_path (optional, for config/infrastructure concept extraction)talks/{YYYY}-{slug}-concepts.md (main catalogue)talks/{YYYY}-{slug}-concepts-enriched.md (if repo_path provided)Scoring discipline: Max 30% HIGH. If everything is HIGH, nothing is.
| Category | Description |
|---|---|
| Architecture | Technical decisions, stack, structural patterns |
| Tooling | Tools, workflows, automations |
| Philosophy | Principles, mindsets, approaches |
| Workflow | Work processes, habits |
| Knowledge Transfer | Onboarding, team, knowledge sharing |
| Problems | Obstacles encountered, trade-offs |
| Open Source | Contributions, sharing, community |
| AI Config | AI configuration, profiles, knowledge feeding |
| AI Infrastructure | Agents, skills, hooks, commands |
| AI Quality | Review, tests, anti-patterns |
| AI Security | Security hooks, guardrails |
| Optimization | Performance, cost/token reduction |
Adapt or create categories if the talk has domain-specific areas.
# Key Concepts: {provisional title}
**Date**: {date}
**Source**: {source path} x Summary x Timeline (if available)
---
## Concept table
| # | Concept | Category | Short description | Talk potential |
|---|---------|----------|------------------|----------------|
| 1 | **{Concept name}** | {Category} | {1-2 concrete sentences} | HIGH / MEDIUM / LOW |
...
---
## Category breakdown
| Category | Count | HIGH concepts | Examples |
|----------|-------|---------------|---------|
| {category} | {n} | {n} | {examples} |
...
| **TOTAL** | **{N}** | **{N HIGH}** | |
---
## Recommendations for positioning
{3-5 sentences on concept clusters that could form the talk's acts.
Which HIGH concepts reinforce each other? What narrative arc is emerging?}
Same structure but focused on what the repo analysis reveals:
For each enriched concept, include:
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Audit Claude Code agents, skills, and commands for quality and production readiness. Use when evaluating skill quality, checking production readiness scores, or comparing agents against best-practice templates.
中文简介正在准备中。当前显示原文说明。
Assess a codebase across seven areas, including exposed credentials, security, dependencies, structure, and tests. Receive category scores, findings tied to file locations, and a prioritized improvement plan with smaller tasks that can be completed quickly.
中文简介正在准备中。当前显示英语简介。
Measure code patterns such as casts to any or disabled lint rules, then run repeated, targeted edits. Keep changes that improve the chosen metric, revert unsuccessful changes, and track results for each improvement loop.
中文简介正在准备中。当前显示英语简介。
Generate several separate solutions, compare them against criteria fixed in advance, and verify the selected result through executable checks or an independent reviewer. Keep a proof log documenting candidates, evidence, failures, and remaining limits.
中文简介正在准备中。当前显示英语简介。
Post-deploy monitoring: watch production after a deploy and alert on regressions
中文简介正在准备中。当前显示原文说明。
Restore context after /clear by summarizing recent work and project state
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