majiayu000/claude-arsenal
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xiaohongshu
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Encode Repository (Serena-Enhanced)
encode-repo-serena
Systematically populate the Forgetful knowledge base using Serena's LSP-powered
SKILL.md
Full skill instructions
Encode Repository (Serena-Enhanced)
Transform an undocumented codebase into a rich, searchable knowledge repository using Serena's LSP-powered symbol analysis.
Quick Start
/encode-repo-serena
/encode-repo-serena ./my-project
"encode this repository"
"populate forgetful with this codebase"
| Input | Output | Duration |
|---|---|---|
| Codebase path | Forgetful memories + entities + docs | 30-60 min |
Prerequisites
- Serena plugin:
claude plugins list | grep serena - Forgetful MCP: Test with
execute_forgetful_tool("list_projects", {}) - If missing, run
/context-hub-setupfirst
Phase Overview
| Phase | Focus | Output |
|---|---|---|
| 0 | Discovery | Project assessment, structure map |
| 1 | Foundation | 5-10 project overview memories |
| 1B | Dependencies | 1-3 dependency memories |
| 2 | Symbols | 10-15 architecture memories |
| 2B | Entities | Component entities + relationships |
| 3 | Patterns | 8-12 pattern memories |
| 4 | Features | 1-2 per critical feature |
| 5 | Decisions | Design decision memories |
| 6 | Artifacts | Code artifact storage |
| 6B | Symbol Index | Document + entry memory |
| 7 | Documents | Long-form documentation |
| 7B | Architecture | Architecture reference doc |
See references/phases.md for full phase details.
Memory Targets
| Profile | Total Memories | Documents | Entities |
|---|---|---|---|
| Small Simple | 17-31 | 2 | 3-5 |
| Small Complex | 28-46 | 2 | 5-10 |
| Medium | 38-66 | 2-3 | 10-20 |
| Large | 66-112 | 3-6 | 20-40 |
Execution Order
0 → 1 → 1B → 2 → 2B → 3 → 4 → 5 → 6 → 6B → 7 → 7B
Guidelines:
- Execute phases in order
- Use Serena's
find_symbolandfind_referencing_symbols - Deduplicate entities before creating
- Link entities to memories bidirectionally
- Create entry memories for documents
Quality Principles
| Principle | Description |
|---|---|
| Symbol-accurate | Use LSP data, not guesses |
| Atomic | One concept per memory |
| Size | 200-400 words ideal |
| Importance | Most should be 7-8 |
| Linking | Connect related memories |
Validation Checklist
After completion:
- Test memory search: "How do I add a new API endpoint?"
- Test dependency query: "What dependencies does this project use?"
- List entities by project
- Verify entity relationships
- Check Symbol Index document exists
- Check Architecture Reference document exists
- Verify project.notes populated
See references/validation.md for test commands.
References
| Document | Content |
|---|---|
| phases.md | Detailed phase workflows |
| templates.md | Entity schemas, memory templates |
| validation.md | Validation test commands |
Related Skills
/context-hub-setup- Setup Forgetful MCP/using-forgetful-memory- Memory best practices/using-serena-symbols- Serena symbol analysis
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