research-and-incorporate
Research external topics, create comprehensive analysis, determine project applicability, and incorporate learnings into Brain memory notes. Transforms knowledge into searchable, actionable project context.
- License 许可
- MIT
- 最近更新
- 2026-03-11
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01 前言 Front Matter
- name
- research-and-incorporate
- model
- claude-opus-4-5
- agents
- [ "analyst", "memory" ]
- license
- MIT
- metadata
- { "version": "2.0.0", "timelessness": "8/10" }
- description
- Research external topics, create comprehensive analysis, determine project applicability, and incorporate learnings into Brain memory notes. Transforms knowledge into searchable, actionable project context.
02 资源文件 104
- 其他.build-trigger24 B
- 其他articles/.gitkeep—
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- 参考文档articles/bell-county-early-voting-numbers-explained.md4.9 KB
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- 参考文档articles/israel-crossing-closures-voting-day-explained.md5.5 KB
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- 参考文档articles/paramount-plus-animated-shows-that-hold-up.md5.9 KB
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- 参考文档articles/speech-ai-privacy-notice-what-to-check.md5.7 KB
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- 参考文档articles/vespa-400-microcar-collector-value.md6.6 KB
- 参考文档articles/what-counts-as-real-evidence-for-alien-life.md6.2 KB
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- 参考文档articles/what-makes-a-ufo-report-credible.md6.3 KB
- 参考文档articles/what-sequestering-ballots-means-california-doj-letter.md6.0 KB
- 参考文档articles/why-ai-advice-feels-safer-after-unfair-treatment.md5.7 KB
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- 参考文档articles/why-baby-manta-rays-stay-near-coasts.md5.9 KB
- 参考文档articles/why-capable-people-doubt-themselves-zoe-saldana-lioness.md4.9 KB
- 参考文档articles/why-colleges-move-on-from-coaches-nc-state-doeren.md5.2 KB
- 参考文档articles/why-data-centers-matter-to-local-communities.md5.8 KB
- 参考文档articles/why-early-casualty-counts-differ-from-survivor-accounts.md5.8 KB
- 参考文档articles/why-embassies-adjust-staffing-during-security-changes.md5.5 KB
- 参考文档articles/why-famous-psychology-studies-still-grip-us.md5.7 KB
- 参考文档articles/why-gymnastics-medal-streaks-are-so-hard-to-keep.md5.4 KB
- 参考文档articles/why-mount-rainier-attracts-mystery-sightings.md5.7 KB
- 参考文档articles/why-people-trust-ai-advice-after-negative-social-experiences.md5.5 KB
- 参考文档articles/why-roswell-became-a-ufo-legend.md6.1 KB
- 参考文档articles/why-smart-people-believe-irrational-ideas.md6.7 KB
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- 参考文档articles/why-some-believers-overestimate-how-many-agree.md6.5 KB
- 参考文档articles/why-some-believers-overestimate-how-much-others-agree.md6.3 KB
- 参考文档articles/why-universe-may-be-locked-in-its-energy-state.md6.3 KB
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- 资产文件assets/.gitkeep—
- 参考文档dedup-index.json20.0 KB
- 参考文档references/memory-templates.md8.1 KB
- 参考文档references/workflow.md11.7 KB
- 参考文档site.yaml4.7 KB
03 SKILL.md 正文
Research and Incorporate
Transform external knowledge into actionable, searchable project context through structured research, analysis, and memory integration.
Quick Start
/research-and-incorporate
Topic: Chesterton's Fence
Context: Decision-making principle for understanding existing systems before changing them
URLs: https://fs.blog/chestertons-fence/, https://en.wikipedia.org/wiki/G._K._Chesterton
| Input | Output | Duration |
|---|---|---|
| Topic + Context + URLs | Analysis note + Brain memory notes | 20-40 min |
Triggers
/research-and-incorporate- Main invocationresearch and incorporate {topic}- Natural languagestudy {topic} and add to memory- Alternative phrasingdeep dive on {topic}- Research focuslearn about {topic} for the project- Project integration focus
When to Use
Use this skill when:
- Researching an external concept, framework, or principle for project integration
- You need structured analysis with memory persistence (not just a web search)
- Building actionable knowledge from external sources
Use memory-documentary instead when:
- Investigating patterns already in existing memory systems
- You need cross-system evidence synthesis, not new external research
Parameters
| Parameter | Required | Description |
|---|---|---|
TOPIC |
Yes | Subject to research (e.g., "Chesterton's Fence") |
CONTEXT |
Yes | Why this matters to the project |
URLS |
No | Comma-separated source URLs |
Process
Phase 1: RESEARCH (BLOCKING)
- Check existing knowledge (Brain MCP search)
- Fetch URLs with quote extraction
- Web search for additional context
- Synthesize: principles, frameworks, examples, failure modes
Phase 2: ANALYSIS DOCUMENT (BLOCKING)
- Write 3000-5000 word analysis as Brain memory note in analysis/
- Include: concepts, frameworks, applications, failure modes
- Verify: 3+ examples, 3+ failure modes, 2+ relationships
Phase 3: APPLICABILITY (BLOCKING)
- Map integration points: agents, protocols, memory, skills
- Propose applications with effort estimates
- Prioritize: High/Medium/Low based on project goals
Phase 4: MEMORY INTEGRATION (BLOCKING)
- Create Brain memory notes for key atomic concepts
- Add relations via wikilinks to connect knowledge
- Each note: one concept, proper entity type, observations, relations
Phase 5: ACTION ITEMS
- Create GitHub issue if implementation work identified
- Document in session log
Quality Gates (BLOCKING)
| Gate | Requirement | Phase |
|---|---|---|
| Research depth | Core principles + frameworks + 3 examples | 1 |
| Analysis length | 3000-5000 words minimum | 2 |
| Concrete examples | 3+ with context and outcomes | 2 |
| Failure modes | 3+ anti-patterns with corrections | 2 |
| Relationships | 2+ connections to existing concepts | 2 |
| Note quality | Each note has 3+ observations, 2+ relations | 4 |
| Note count | 5-10 Brain memory notes created | 4 |
Verification Checklist
After completion, verify:
- [ ] Analysis note exists in Brain memory
analysis/folder - [ ] Analysis is 3000-5000 words with concrete examples
- [ ] Applicability section documents integration opportunities
- [ ] 5-10 Brain memory notes created with proper entity types
- [ ] Notes have observations (3+) and relations (2+)
- [ ] Notes linked to related concepts via wikilinks
- [ ] Each note is atomic (one concept per note)
- [ ] Action items documented (issue or next steps)
Anti-Patterns
| Avoid | Why | Instead |
|---|---|---|
| Superficial research | Surface definitions miss actionable insights | Dig into frameworks, examples, failure modes |
| Missing applicability | Research without integration is wasted | Every insight must show HOW it applies |
| Notes without observations | Missing categorized facts makes notes hard to query | Add 3+ observations with categories and tags |
| Disconnected knowledge | Orphaned notes are not discoverable | Add relations via wikilinks to connect knowledge |
| Template over-compliance | Forcing irrelevant sections wastes tokens | Organize for the topic, not the template |
| Skipping verification | Quality gates exist for a reason | Verify each phase before proceeding |
Related Skills
| Skill | Relationship |
|---|---|
exploring-knowledge-graph |
Navigate created knowledge |
curating-memories |
Update and maintain created notes |
memory |
Search and retrieve incorporated knowledge |
References
| Document | Content |
|---|---|
| workflow.md | Detailed phase workflows with templates |
| memory-templates.md | Brain memory note structure templates |
Extension Points
- Additional research sources: Add MCP tools for specialized domains
- Custom analysis templates: Topic-specific document structures
- Automated validation: Scripts to verify note quality
- Integration hooks: Connect to ADR review for architecture topics
04 同仓库更多 Skills
validation-authority
Treat upstream validators as authoritative. Align local config to them. Use when validation fails unexpectedly, before modifying validator behavior, or when tempted to change upstream tool code.
using-brain-memory
Guidance for using Brain semantic memory effectively. Applies Zettelkasten atomic note principles with observations and relations. Use when deciding whether to query or create notes, structuring note content, or understanding the semantic knowledge graph.
threat-modeling
Structured security analysis using OWASP Four-Question Framework and STRIDE methodology. Generates threat matrices with risk ratings, mitigations, and prioritization. Use for attack surface analysis, security architecture review, or when asking what can go wrong.
taste-lints
Custom lints with agent-readable remediation instructions. Enforces taste invariants (file size, naming conventions, structured logging, complexity) and surfaces errors that agents can act on directly. Use when writing or reviewing code to catch style violations early.
style-enforcement
Validate code against style rules from .editorconfig, StyleCop.json, and Directory.Build.props. Detects line ending violations, naming convention issues, indentation problems, and charset mismatches across C#, Python, TypeScript, and JavaScript. Produces JSON reports for pre-commit hooks and CI pipelines.
steering-matcher
Match file paths against steering file glob patterns to determine applicable steering guidance. Use when orchestrator needs to inject context-aware guidance based on files being modified.