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Transforms knowledge into searchable, actionable project context.\nlicense: MIT\nagents:\n  - analyst\n  - memory\nmodel: claude-opus-4-5\nmetadata:\n  version: 2.0.0\n  timelessness: 8\u002F10\n---\n\n# Research and Incorporate\n\nTransform external knowledge into actionable, searchable project context through structured research, analysis, and memory integration.\n\n## Quick Start\n\n```text\n\u002Fresearch-and-incorporate\n\nTopic: Chesterton's Fence\nContext: Decision-making principle for understanding existing systems before changing them\nURLs: https:\u002F\u002Ffs.blog\u002Fchestertons-fence\u002F, https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FG._K._Chesterton\n```\n\n| Input | Output | Duration |\n|-------|--------|----------|\n| Topic + Context + URLs | Analysis note + Brain memory notes | 20-40 min |\n\n## Triggers\n\n- `\u002Fresearch-and-incorporate` - Main invocation\n- `research and incorporate {topic}` - Natural language\n- `study {topic} and add to memory` - Alternative phrasing\n- `deep dive on {topic}` - Research focus\n- `learn about {topic} for the project` - Project integration focus\n\n## When to Use\n\nUse this skill when:\n\n- Researching an external concept, framework, or principle for project integration\n- You need structured analysis with memory persistence (not just a web search)\n- Building actionable knowledge from external sources\n\nUse `memory-documentary` instead when:\n\n- Investigating patterns already in existing memory systems\n- You need cross-system evidence synthesis, not new external research\n\n## Parameters\n\n| Parameter | Required | Description |\n|-----------|----------|-------------|\n| `TOPIC` | Yes | Subject to research (e.g., \"Chesterton's Fence\") |\n| `CONTEXT` | Yes | Why this matters to the project |\n| `URLS` | No | Comma-separated source URLs |\n\n## Process\n\n```text\nPhase 1: RESEARCH (BLOCKING)\n  - Check existing knowledge (Brain MCP search)\n  - Fetch URLs with quote extraction\n  - Web search for additional context\n  - Synthesize: principles, frameworks, examples, failure modes\n\nPhase 2: ANALYSIS DOCUMENT (BLOCKING)\n  - Write 3000-5000 word analysis as Brain memory note in analysis\u002F\n  - Include: concepts, frameworks, applications, failure modes\n  - Verify: 3+ examples, 3+ failure modes, 2+ relationships\n\nPhase 3: APPLICABILITY (BLOCKING)\n  - Map integration points: agents, protocols, memory, skills\n  - Propose applications with effort estimates\n  - Prioritize: High\u002FMedium\u002FLow based on project goals\n\nPhase 4: MEMORY INTEGRATION (BLOCKING)\n  - Create Brain memory notes for key atomic concepts\n  - Add relations via wikilinks to connect knowledge\n  - Each note: one concept, proper entity type, observations, relations\n\nPhase 5: ACTION ITEMS\n  - Create GitHub issue if implementation work identified\n  - Document in session log\n```\n\n## Quality Gates (BLOCKING)\n\n| Gate | Requirement | Phase |\n|------|-------------|-------|\n| Research depth | Core principles + frameworks + 3 examples | 1 |\n| Analysis length | 3000-5000 words minimum | 2 |\n| Concrete examples | 3+ with context and outcomes | 2 |\n| Failure modes | 3+ anti-patterns with corrections | 2 |\n| Relationships | 2+ connections to existing concepts | 2 |\n| Note quality | Each note has 3+ observations, 2+ relations | 4 |\n| Note count | 5-10 Brain memory notes created | 4 |\n\n## Verification Checklist\n\nAfter completion, verify:\n\n- [ ] Analysis note exists in Brain memory `analysis\u002F` folder\n- [ ] Analysis is 3000-5000 words with concrete examples\n- [ ] Applicability section documents integration opportunities\n- [ ] 5-10 Brain memory notes created with proper entity types\n- [ ] Notes have observations (3+) and relations (2+)\n- [ ] Notes linked to related concepts via wikilinks\n- [ ] Each note is atomic (one concept per note)\n- [ ] Action items documented (issue or next steps)\n\n## Anti-Patterns\n\n| Avoid | Why | Instead |\n|-------|-----|---------|\n| Superficial research | Surface definitions miss actionable insights | Dig into frameworks, examples, failure modes |\n| Missing applicability | Research without integration is wasted | Every insight must show HOW it applies |\n| Notes without observations | Missing categorized facts makes notes hard to query | Add 3+ observations with categories and tags |\n| Disconnected knowledge | Orphaned notes are not discoverable | Add relations via wikilinks to connect knowledge |\n| Template over-compliance | Forcing irrelevant sections wastes tokens | Organize for the topic, not the template |\n| Skipping verification | Quality gates exist for a reason | Verify each phase before proceeding |\n\n## Related Skills\n\n| Skill | Relationship |\n|-------|--------------|\n| `exploring-knowledge-graph` | Navigate created knowledge |\n| `curating-memories` | Update and maintain created notes |\n| `memory` | Search and retrieve incorporated knowledge |\n\n## References\n\n| Document | Content |\n|----------|---------|\n| [workflow.md](references\u002Fworkflow.md) | Detailed phase workflows with templates |\n| [memory-templates.md](references\u002Fmemory-templates.md) | Brain memory note structure templates |\n\n## Extension Points\n\n1. **Additional research sources**: Add MCP tools for specialized domains\n2. **Custom analysis templates**: Topic-specific document structures\n3. **Automated validation**: Scripts to verify note quality\n4. **Integration hooks**: Connect to ADR review for architecture topics\n","# Research and Incorporate\n\nTransform external knowledge into actionable, searchable project context through structured research, analysis, and memory integration.\n\n## Quick Start\n\n```text\n\u002Fresearch-and-incorporate\n\nTopic: Chesterton's Fence\nContext: Decision-making principle for understanding existing systems before changing them\nURLs: https:\u002F\u002Ffs.blog\u002Fchestertons-fence\u002F, https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FG._K._Chesterton\n```\n\n| Input | Output | Duration |\n|-------|--------|----------|\n| Topic + Context + URLs | Analysis note + Brain memory notes | 20-40 min |\n\n## Triggers\n\n- `\u002Fresearch-and-incorporate` - Main invocation\n- `research and incorporate {topic}` - Natural language\n- `study {topic} and add to memory` - Alternative phrasing\n- `deep dive on {topic}` - Research focus\n- `learn about {topic} for the project` - Project integration focus\n\n## When to Use\n\nUse this skill when:\n\n- Researching an external concept, framework, or principle for project integration\n- You need structured analysis with memory persistence (not just a web search)\n- Building actionable knowledge from external sources\n\nUse `memory-documentary` instead when:\n\n- Investigating patterns already in existing memory systems\n- You need cross-system evidence synthesis, not new external research\n\n## Parameters\n\n| Parameter | Required | Description |\n|-----------|----------|-------------|\n| `TOPIC` | Yes | Subject to research (e.g., \"Chesterton's Fence\") |\n| `CONTEXT` | Yes | Why this matters to the project |\n| `URLS` | No | Comma-separated source URLs |\n\n## Process\n\n```text\nPhase 1: RESEARCH (BLOCKING)\n  - Check existing knowledge (Brain MCP search)\n  - Fetch URLs with quote extraction\n  - Web search for additional context\n  - Synthesize: principles, frameworks, examples, failure modes\n\nPhase 2: ANALYSIS DOCUMENT (BLOCKING)\n  - Write 3000-5000 word analysis as Brain memory note in analysis\u002F\n  - Include: concepts, frameworks, applications, failure modes\n  - Verify: 3+ examples, 3+ failure modes, 2+ relationships\n\nPhase 3: APPLICABILITY (BLOCKING)\n  - Map integration points: agents, protocols, memory, skills\n  - Propose applications with effort estimates\n  - Prioritize: High\u002FMedium\u002FLow based on project goals\n\nPhase 4: MEMORY INTEGRATION (BLOCKING)\n  - Create Brain memory notes for key atomic concepts\n  - Add relations via wikilinks to connect knowledge\n  - Each note: one concept, proper entity type, observations, relations\n\nPhase 5: ACTION ITEMS\n  - Create GitHub issue if implementation work identified\n  - Document in session log\n```\n\n## Quality Gates (BLOCKING)\n\n| Gate | Requirement | Phase |\n|------|-------------|-------|\n| Research depth | Core principles + frameworks + 3 examples | 1 |\n| Analysis length | 3000-5000 words minimum | 2 |\n| Concrete examples | 3+ with context and outcomes | 2 |\n| Failure modes | 3+ anti-patterns with corrections | 2 |\n| Relationships | 2+ connections to existing concepts | 2 |\n| Note quality | Each note has 3+ observations, 2+ relations | 4 |\n| Note count | 5-10 Brain memory notes created | 4 |\n\n## Verification Checklist\n\nAfter completion, verify:\n\n- [ ] Analysis note exists in Brain memory `analysis\u002F` folder\n- [ ] Analysis is 3000-5000 words with concrete examples\n- [ ] Applicability section documents integration opportunities\n- [ ] 5-10 Brain memory notes created with proper entity types\n- [ ] Notes have observations (3+) and relations (2+)\n- [ ] Notes linked to related concepts via wikilinks\n- [ ] Each note is atomic (one concept per note)\n- [ ] Action items documented (issue or next steps)\n\n## Anti-Patterns\n\n| Avoid | Why | Instead |\n|-------|-----|---------|\n| Superficial research | Surface definitions miss actionable insights | Dig into frameworks, examples, failure modes |\n| Missing applicability | Research without integration is wasted | Every insight must show HOW it applies |\n| Notes without observations | Missing categorized facts makes notes hard to query | Add 3+ observations with categories and tags |\n| Disconnected knowledge | Orphaned notes are not discoverable | Add relations via wikilinks to connect knowledge |\n| Template over-compliance | Forcing irrelevant sections wastes tokens | Organize for the topic, not the template |\n| Skipping verification | Quality gates exist for a reason | Verify each phase before proceeding |\n\n## Related Skills\n\n| Skill | Relationship |\n|-------|--------------|\n| `exploring-knowledge-graph` | Navigate created knowledge |\n| `curating-memories` | Update and maintain created notes |\n| `memory` | Search and retrieve incorporated knowledge |\n\n## References\n\n| Document | Content |\n|----------|---------|\n| [workflow.md](references\u002Fworkflow.md) | Detailed phase workflows with templates |\n| [memory-templates.md](references\u002Fmemory-templates.md) | Brain memory note structure templates |\n\n## Extension Points\n\n1. **Additional research sources**: Add MCP tools for specialized domains\n2. **Custom analysis templates**: Topic-specific document structures\n3. **Automated validation**: Scripts to verify note quality\n4. **Integration hooks**: Connect to ADR review for architecture 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Detects line ending violations, naming convention issues, indentation problems, and charset mismatches across C#, Python, TypeScript, and JavaScript. 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Use when orchestrator needs to inject context-aware guidance based on files being modified.","https:\u002F\u002Fgithub.com\u002Floriensleafs\u002Fbrain\u002Fblob\u002Fmain\u002Ftemplates\u002Fskills\u002Fsteering-matcher\u002FSKILL.md",[],[585,494,586,587,31,588,511,550],"steering matcher","files","haiku","orchestrator"]