---
name: index-knowledge
description: Generate hierarchical AGENTS.md knowledge base for a codebase. Creates root + complexity-scored subdirectory documentation.
---

# index-knowledge

Generate hierarchical AGENTS.md files. Root + complexity-scored subdirectories.

## Usage

```
/index-knowledge                  # Update mode (default)
/index-knowledge --create-new     # Delete all → regenerate from scratch
/index-knowledge --max-depth=2    # Limit directory depth (default: 5)
```

## Load Skills

```typescript
skill({ name: "memory-system" }); // Search for existing patterns
skill({ name: "deep-research" }); // For thorough LSP exploration
```

## Check Memory First

```typescript
memory_search({ query: "AGENTS.md conventions patterns", limit: 3 });
```

---

## Workflow (High-Level)

1. **Discovery + Analysis** (concurrent)
   - Launch parallel explore agents (multiple Task calls in one message)
   - Main session: bash structure + LSP codemap + read existing AGENTS.md
2. **Score & Decide** - Determine AGENTS.md locations from merged findings
3. **Generate** - Root first, then subdirs in parallel
4. **Review** - Deduplicate, trim, validate

<critical>
**TodoWrite ALL phases. Mark in_progress → completed in real-time.**
  
```typescript
todowrite({ todos: [
  { id: "discovery", content: "Fire explore agents + LSP codemap + read existing", status: "pending", priority: "high" },
  { id: "scoring", content: "Score directories, determine locations", status: "pending", priority: "high" },
  { id: "generate", content: "Generate AGENTS.md files (root + subdirs)", status: "pending", priority: "high" },
  { id: "review", content: "Deduplicate, validate, trim", status: "pending", priority: "medium" }
]});
```
</critical>

---

## Phase 1: Discovery + Analysis (Concurrent)

**Mark "discovery" as in_progress.**

### Launch Parallel Explore Agents

Multiple Task calls in a single message execute in parallel. Results return directly.

```
// All Task calls in ONE message = parallel execution

Task(
  description="project structure",
  subagent_type="explore",
  prompt="Project structure: PREDICT standard patterns for detected language → REPORT deviations only"
)

Task(
  description="entry points",
  subagent_type="explore",
  prompt="Entry points: FIND main files → REPORT non-standard organization"
)

Task(
  description="conventions",
  subagent_type="explore",
  prompt="Conventions: FIND config files (.eslintrc, pyproject.toml, .editorconfig) → REPORT project-specific rules"
)

Task(
  description="anti-patterns",
  subagent_type="explore",
  prompt="Anti-patterns: FIND 'DO NOT', 'NEVER', 'ALWAYS', 'DEPRECATED' comments → LIST forbidden patterns"
)

Task(
  description="build/ci",
  subagent_type="explore",
  prompt="Build/CI: FIND .github/workflows, Makefile → REPORT non-standard patterns"
)

Task(
  description="test patterns",
  subagent_type="explore",
  prompt="Test patterns: FIND test configs, test structure → REPORT unique conventions"
)
```

<dynamic-agents>
**DYNAMIC AGENT SPAWNING**: After bash analysis, spawn ADDITIONAL explore agents based on project scale:

| Factor                       | Threshold | Additional Agents          |
| ---------------------------- | --------- | -------------------------- |
| **Total files**              | >100      | +1 per 100 files           |
| **Total lines**              | >10k      | +1 per 10k lines           |
| **Directory depth**          | ≥4        | +2 for deep exploration    |
| **Large files (>500 lines)** | >10 files | +1 for complexity hotspots |
| **Monorepo**                 | detected  | +1 per package/workspace   |
| **Multiple languages**       | >1        | +1 per language            |

```bash
# Measure project scale first
total_files=$(find . -type f -not -path '*/node_modules/*' -not -path '*/.git/*' | wc -l)
total_lines=$(find . -type f \( -name "*.ts" -o -name "*.py" -o -name "*.go" \) -not -path '*/node_modules/*' -exec wc -l {} + 2>/dev/null | tail -1 | awk '{print $1}')
large_files=$(find . -type f \( -name "*.ts" -o -name "*.py" \) -not -path '*/node_modules/*' -exec wc -l {} + 2>/dev/null | awk '$1 > 500 {count++} END {print count+0}')
max_depth=$(find . -type d -not -path '*/node_modules/*' -not -path '*/.git/*' | awk -F/ '{print NF}' | sort -rn | head -1)
```

Example spawning (all in ONE message for parallel execution):

```
// 500 files, 50k lines, depth 6, 15 large files → spawn additional agents
Task(
  description="large files",
  subagent_type="explore",
  prompt="Large file analysis: FIND files >500 lines, REPORT complexity hotspots"
)

Task(
  description="deep modules",
  subagent_type="explore",
  prompt="Deep modules at depth 4+: FIND hidden patterns, internal conventions"
)

Task(
  description="cross-cutting",
  subagent_type="explore",
  prompt="Cross-cutting concerns: FIND shared utilities across directories"
)
// ... more based on calculation
```

</dynamic-agents>

### Main Session: Concurrent Analysis

**While Task agents execute**, main session does:

#### 1. Bash Structural Analysis

```bash
# Directory depth + file counts
find . -type d -not -path '*/\.*' -not -path '*/node_modules/*' -not -path '*/venv/*' -not -path '*/dist/*' -not -path '*/build/*' | awk -F/ '{print NF-1}' | sort -n | uniq -c

# Files per directory (top 30)
find . -type f -not -path '*/\.*' -not -path '*/node_modules/*' | sed 's|/[^/]*$||' | sort | uniq -c | sort -rn | head -30

# Code concentration by extension
find . -type f \( -name "*.py" -o -name "*.ts" -o -name "*.tsx" -o -name "*.js" -o -name "*.go" -o -name "*.rs" \) -not -path '*/node_modules/*' | sed 's|/[^/]*$||' | sort | uniq -c | sort -rn | head -20

# Existing AGENTS.md / CLAUDE.md
find . -type f \( -name "AGENTS.md" -o -name "CLAUDE.md" \) -not -path '*/node_modules/*' 2>/dev/null
```

#### 2. Read Existing AGENTS.md

```
For each existing file found:
  Read(filePath=file)
  Extract: key insights, conventions, anti-patterns
  Store in EXISTING_AGENTS map
```

If `--create-new`: Read all existing first (preserve context) → then delete all → regenerate.

#### 3. LSP Codemap (if available)

```
lsp_servers()  # Check availability

# Entry points (parallel)
lsp_document_symbols(filePath="src/index.ts")
lsp_document_symbols(filePath="main.py")

# Key symbols (parallel)
lsp_workspace_symbols(filePath=".", query="class")
lsp_workspace_symbols(filePath=".", query="interface")
lsp_workspace_symbols(filePath=".", query="function")

# Centrality for top exports
lsp_find_references(filePath="...", line=X, character=Y)
```

**LSP Fallback**: If unavailable, rely on explore agents + AST-grep.

**Merge: bash + LSP + existing + Task agent results. Mark "discovery" as completed.**

---

## Phase 2: Scoring & Location Decision

**Mark "scoring" as in_progress.**

### Scoring Matrix

| Factor               | Weight | High Threshold           | Source  |
| -------------------- | ------ | ------------------------ | ------- |
| File count           | 3x     | >20                      | bash    |
| Subdir count         | 2x     | >5                       | bash    |
| Code ratio           | 2x     | >70%                     | bash    |
| Unique patterns      | 1x     | Has own config           | explore |
| Module boundary      | 2x     | Has index.ts/**init**.py | bash    |
| Symbol density       | 2x     | >30 symbols              | LSP     |
| Export count         | 2x     | >10 exports              | LSP     |
| Reference centrality | 3x     | >20 refs                 | LSP     |

### Decision Rules

| Score        | Action                    |
| ------------ | ------------------------- |
| **Root (.)** | ALWAYS create             |
| **>15**      | Create AGENTS.md          |
| **8-15**     | Create if distinct domain |
| **<8**       | Skip (parent covers)      |

### Output

```
AGENTS_LOCATIONS = [
  { path: ".", type: "root" },
  { path: "src/hooks", score: 18, reason: "high complexity" },
  { path: "src/api", score: 12, reason: "distinct domain" }
]
```

**Mark "scoring" as completed.**

---

## Phase 3: Generate AGENTS.md

**Mark "generate" as in_progress.**

### Root AGENTS.md (Full Treatment)

```markdown
# PROJECT KNOWLEDGE BASE

**Generated:** {TIMESTAMP}
**Commit:** {SHORT_SHA}
**Branch:** {BRANCH}

## OVERVIEW

{1-2 sentences: what + core stack}

## STRUCTURE

\`\`\`
{root}/
├── {dir}/ # {non-obvious purpose only}
└── {entry}
\`\`\`

## WHERE TO LOOK

| Task | Location | Notes |
| ---- | -------- | ----- |

## CODE MAP

{From LSP - skip if unavailable or project <10 files}

| Symbol | Type | Location | Refs | Role |

## CONVENTIONS

{ONLY deviations from standard}

## ANTI-PATTERNS (THIS PROJECT)

{Explicitly forbidden here}

## UNIQUE STYLES

{Project-specific}

## COMMANDS

\`\`\`bash
{dev/test/build}
\`\`\`

## NOTES

{Gotchas}
```

**Quality gates**: 50-150 lines, no generic advice, no obvious info.

### Subdirectory AGENTS.md (Parallel)

Launch general agents for each location in ONE message (parallel execution):

```
// All in single message = parallel
Task(
  description="AGENTS.md for src/hooks",
  subagent_type="general",
  prompt="Generate AGENTS.md for: src/hooks
    - Reason: high complexity
    - 30-80 lines max
    - NEVER repeat parent content
    - Sections: OVERVIEW (1 line), STRUCTURE (if >5 subdirs), WHERE TO LOOK, CONVENTIONS (if different), ANTI-PATTERNS
    - Write directly to src/hooks/AGENTS.md"
)

Task(
  description="AGENTS.md for src/api",
  subagent_type="general",
  prompt="Generate AGENTS.md for: src/api
    - Reason: distinct domain
    - 30-80 lines max
    - NEVER repeat parent content
    - Sections: OVERVIEW (1 line), STRUCTURE (if >5 subdirs), WHERE TO LOOK, CONVENTIONS (if different), ANTI-PATTERNS
    - Write directly to src/api/AGENTS.md"
)
// ... one Task per AGENTS_LOCATIONS entry
```

**Results return directly. Mark "generate" as completed.**

---

## Phase 4: Review & Deduplicate

**Mark "review" as in_progress.**

For each generated file:

- Remove generic advice
- Remove parent duplicates
- Trim to size limits
- Verify telegraphic style

**Mark "review" as completed.**

---

## Final Report

```
=== index-knowledge Complete ===

Mode: {update | create-new}

Files:
  ✓ ./AGENTS.md (root, {N} lines)
  ✓ ./src/hooks/AGENTS.md ({N} lines)

Dirs Analyzed: {N}
AGENTS.md Created: {N}
AGENTS.md Updated: {N}

Hierarchy:
  ./AGENTS.md
  └── src/hooks/AGENTS.md
```

---

## Anti-Patterns

- **Static agent count**: MUST vary agents based on project size/depth
- **Sequential execution**: MUST parallel (multiple Task calls in one message)
- **Ignoring existing**: ALWAYS read existing first, even with --create-new
- **Over-documenting**: Not every dir needs AGENTS.md
- **Redundancy**: Child never repeats parent
- **Generic content**: Remove anything that applies to ALL projects
- **Verbose style**: Telegraphic or die
- **Skipping memory**: ALWAYS search memory for existing patterns before starting

---

## Record Findings

After completion, save significant discoveries:

```typescript
observation({
  type: "pattern",
  title: "AGENTS.md patterns for [project]",
  narrative: "[Key conventions, anti-patterns, structure decisions]",
  concepts: "AGENTS.md, documentation, codebase, knowledge",
  confidence: "high",
});
```
