agent-qa-run-review
Review recorded agent-qa runs and memidex provenance to explain a QA verdict, identify missing evidence, and propose the smallest…
Distill complex topics into layered, actionable summaries. Start with the key insight, layer in detail, end with recommended next action.
Claude Code
$ npx -y skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize --agent claude-code
Codex
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a codex -y
Cursor
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a cursor -y
Gemini CLI
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a gemini-cli -y
GitHub Copilot
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a github-copilot -y
OpenCode
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a opencode -y
Windsurf
$ npx skills add DevelopersGlobal/ai-agent-skills --skill research-and-summarize -a windsurf -y
name: research-and-summarize description: Distill complex topics into layered, actionable summaries. Start with the key insight, layer in detail, end with recommended next action. category: everyday applies-to: [claude, gemini, cursor, copilot, any] version: 1.0.0
Information overload is the default state. This skill transforms any research task into a structured summary: headline insight first, context second, detail third, action last. Designed for decision-makers who need clarity, not comprehensiveness.
1. State the specific question being answered: *"Should we use Kafka or RabbitMQ for our event pipeline?"* 2. State who the answer is for and what decision it enables. 3. This scopes the research — don't gather information beyond what the decision needs.
**Verify:** Research question is specific enough to have a clear answer.
4. Identify 3–5 high-quality, authoritative sources. 5. For each source, note: recency, authority, potential bias. 6. Cross-reference key claims across sources. 7. Flag conflicting information — don't silently pick one side.
**Verify:** Key claims are supported by at least 2 independent sources.
8. **Headline (1 sentence)**: The single most important insight. 9. **Key findings (3–5 bullets)**: Supporting evidence for the headline. 10. **Context and nuance (1–2 paragraphs)**: Caveats, tradeoffs, conditions under which the headline doesn't hold. 11. **What we don't know**: Gaps in the available information. 12. **Recommended action**: Given the findings, what should the reader do next?
**Deliver:** A structured summary with all 5 sections.
13. Every factual claim is linked to a source. 14. Include the date of each source (recency matters in fast-moving fields).
**Verify:** Every claim has a citation.
| Excuse | Rebuttal | |--------|----------| | "The topic is too complex to summarize" | The goal is to enable a decision, not to be comprehensive. Scope to the decision. | | "I'll just share the links" | Links are not summaries. Distillation is the value. |
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