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GitHub Issue Analysis Guide for AI Agents - Comprehensive guide for AI agents to analyze issues and create detailed planning comments

GitHub Issue Analysis Guide for AI Agents

Your Role: You are the task planner for this issue. This is the planning/architectural phase—similar to what happens in /plan mode or when an agent analyzes before implementing.

Purpose: Provide a comprehensive codebase map for the issue, so the implementing agent can start coding immediately without extensive exploration.

Your Goal: Read the issue, explore the relevant parts of the codebase, then create a comment that gives the implementing agent a complete picture of:

  • What existing functions/classes to use
  • Where they're located
  • How they work together
  • What patterns to follow
  • What tests to write

Think of this as: The architectural research and planning work that happens before implementation. You're not implementing the feature—you're creating the blueprint that makes implementation straightforward.


Your Analysis Process

Step 1: Understand the Issue

  • What feature is being added or fixed?
  • What files does the issue mention?
  • Are there multiple approaches proposed?

Step 2: Map the Relevant Code

Find and read the relevant existing code:

If adding a Store method:

  • Locate similar methods in /packages/sdk/src/store.ts
  • Check how they're defined in /packages/sdk/src/types.ts
  • Find what they call (IndexManager, HierarchyManager, validation functions, etc.)
  • Note error handling patterns and return types

If adding a CLI command:

  • Find similar commands in /packages/cli/src/commands/
  • Check how they're registered in /packages/cli/src/cli.ts
  • See what SDK methods they call
  • Note argument parsing and output patterns

If adding an MCP tool:

  • Find similar tools in /packages/server/src/tools.ts
  • Check schemas in /packages/server/src/schemas.ts
  • See what SDK methods they call
  • Note validation and error response patterns

If adding an index type:

  • Read /packages/sdk/src/indexes.ts to understand IndexManager
  • Check how indexes are updated in Store.put() and Store.remove()
  • See how the query optimizer uses indexes in /packages/sdk/src/query.ts
  • Note the sidecar file format

If modifying validation:

  • Read /packages/sdk/src/validation.ts for existing validators
  • Check /packages/sdk/src/errors.ts for error types
  • See where validation is called from

Step 3: Document the Architecture

For the implementing agent, document:

  1. Existing functions to use - Name, location, signature, purpose
  2. New functions to create - Where they should go, what they should do
  3. Data flow - How components interact (A calls B calls C)
  4. Patterns to follow - How similar features are structured
  5. Integration points - Where to hook into existing code
  6. Dependencies - What must be built first
  7. Testing strategy - What tests to write and how to verify the implementation

Your Comment Structure

Section 1: Relevant Existing Code

Tell the agent exactly what's already there and where to find it:

## Relevant Existing Code

**Index operations (the pattern to follow):**
- `Store.ensureIndex(type, field)` in /packages/sdk/src/store.ts lines 340-365
  - Validates type/field, then delegates to IndexManager
  - Returns void, throws on validation errors
  - Calls `IndexManager.buildIndex(type, field)` to do actual work

- `IndexManager.buildIndex(type, field)` in /packages/sdk/src/indexes.ts lines 120-180
  - Scans all documents of type, builds map { value: [ids] }
  - Writes to /data/<type>/_indexes/<field>.json using atomicWrite()
  - Returns index stats: { field, entries, durationMs }

**CLI command pattern (the structure to copy):**
- `ensure-index` command in /packages/cli/src/commands/ensure-index.ts
  - Registered in cli.ts: `program.command('ensure-index <type> <field>')`
  - Opens store from --dir or DATA_ROOT
  - Calls `store.ensureIndex(type, field)`
  - Displays success message with field name
  - Exit codes: 0=success, 1=validation error, 3=I/O error

**Similar operations for reference:**
- `Store.format()` in /packages/sdk/src/store.ts lines 400-450
  - Returns stats: { docsFormatted, durationMs }
  - Reports progress for large datasets (> 1000 docs)
  - Logs format.start/end events in observability/logs.ts

Section 2: Implementation Map

Give the agent a complete roadmap:

## Implementation Map

**What to build:**

1. **SDK Method: Store.rebuildIndexes()**
   - Location: Add to /packages/sdk/src/store.ts after ensureIndex (around line 370)
   - Signature: `async rebuildIndexes(type: string, fields?: string[]): Promise<RebuildStats>`
   - Logic:
     - If fields is undefined, read from `this.options.indexes[type]` (same pattern as format)
     - For each field: delete /data/<type>/_indexes/<field>.json, then call `IndexManager.buildIndex(type, field)`
     - Collect stats: total docs scanned, indexes rebuilt, duration
     - Log errors but continue to next field (pattern from ensureIndex)
   - Returns: `{ docsScanned: number, indexesRebuilt: number, durationMs: number }`
   - Calls: `IndexManager.buildIndex()` (already exists), `removeDocument()` for delete

2. **Type Definition: RebuildStats**
   - Location: Add to /packages/sdk/src/types.ts (around line 300 near other stats types)
   - Definition: `{ docsScanned: number; indexesRebuilt: number; durationMs: number }`
   - Export from /packages/sdk/src/index.ts

3. **CLI Command: reindex**
   - Location: Create /packages/cli/src/commands/reindex.ts (copy structure from ensure-index.ts)
   - Register in /packages/cli/src/cli.ts: `program.command('reindex <type> [fields...]')`
   - Logic:
     - Parse args: type (required), fields (optional array)
     - Open store from --dir or DATA_ROOT
     - Call `store.rebuildIndexes(type, fields)`
     - Display: "Rebuilt 3 indexes: status (50 entries), priority (12 entries), assignee (8 entries) in 1.2s"
   - Flags: `--all` to rebuild all configured indexes (pass undefined for fields)

**Data flow:**

CLI command (reindex.ts) → Store.rebuildIndexes(type, fields) [store.ts] → For each field: → Remove index file (if exists) → IndexManager.buildIndex(type, field) [indexes.ts] → Scan documents → Build index map → atomicWrite() to save [io.ts] → Return stats → Display results


**Build order:**
1. Add RebuildStats type to types.ts (no dependencies)
2. Add Store.rebuildIndexes() method (depends on RebuildStats, uses existing IndexManager)
3. Export from index.ts (depends on rebuildIndexes existing)
4. Add CLI command (depends on Store.rebuildIndexes being available)
5. Register in cli.ts (depends on command file existing)

Section 3: Patterns & Edge Cases

Document what the agent needs to know about:

## Patterns to Follow

**From Store.ensureIndex and IndexManager.buildIndex:**
- Store coordinates, IndexManager owns index format (separation of concerns)
- Use atomicWrite() for all index file operations (consistency guarantee)
- Validate inputs before delegating (fail fast principle)
- Log errors per field but continue rebuilding others (partial failure tolerance)

**From Store.format operation:**
- Return stats object with counts and duration (user feedback)
- Report progress for large datasets: emit event every 1000 docs (UX for long operations)
- Read config from this.options.indexes[type] when --all flag used (config pattern)

**From CLI commands:**
- Exit code 1 for validation errors (invalid type/field)
- Exit code 3 for I/O errors (file system issues)
- Display human-readable output with statistics (don't just log JSON)

## Edge Cases to Handle

**From existing index code:**
1. **Corrupted index file:** IndexManager.buildIndex already handles this by rebuilding, rebuildIndexes should explicitly delete first to force rebuild
2. **Missing type directory:** Store.list() handles this, rebuildIndexes will inherit (returns empty if no docs)
3. **Partial field failure:** Store.ensureIndex logs error but continues, rebuildIndexes should collect errors in array, log each, return partial stats
4. **No configured indexes:** If --all flag but no indexes[type] in config, return helpful error: "No indexes configured for type 'X'"

**Performance considerations:**
- For > 5k documents, report progress: "Scanned 5000/12000 documents..."
- Target: < 2s for 10k docs (matches Store.format SLO)
- Use existing DocumentCache for reads (already wired in Store.list)

## Observability

**Logging (add to /packages/sdk/src/observability/logs.ts):**
- Event: `index.rebuild.start` with { type, fields, timestamp }
- Event: `index.rebuild.end` with { type, fields, docsScanned, indexesRebuilt, durationMs, timestamp }
- Event: `index.rebuild.error` with { type, field, error, timestamp }

**Metrics (add to /packages/sdk/src/observability/metrics.ts):**
- Metric: `index_rebuild_duration_ms` (histogram with p50, p95, p99)
- Metric: `index_rebuild_doc_count` (counter)

Pattern: Follow existing index.build.* events in same files

Section 4: Testing Strategy

Plan comprehensive test coverage to ensure the feature works correctly:

## Testing Strategy

**Unit Tests (SDK):**

Test the core functionality in isolation:

1. **Store.rebuildIndexes() tests** in /packages/sdk/src/store.test.ts
   - Test rebuilding specific fields: `rebuildIndexes('task', ['status', 'priority'])`
   - Test rebuilding all configured indexes: `rebuildIndexes('task')` with no fields param
   - Test with no documents: should return { docsScanned: 0, indexesRebuilt: 2, durationMs }
   - Test with corrupted index file: should delete and rebuild successfully
   - Test partial failure: if one field fails, should continue with others and return partial stats
   - Test no configured indexes: should throw helpful error when --all but no config
   - Verify return stats accuracy: counts match actual docs/indexes
   - Verify cache invalidation: index files are deleted and rebuilt

**Integration Tests (CLI):**

Test the command-line interface in real scenarios:

2. **reindex command tests** in /packages/cli/test/cli.test.ts
   - Test `jsonstore reindex task status priority` - rebuilds specific fields
   - Test `jsonstore reindex task --all` - rebuilds all configured indexes from config
   - Test exit codes: 0 for success, 1 for validation errors (bad type/field), 3 for I/O errors
   - Test output format: verify human-readable display with stats
   - Test with --dir flag: uses custom data directory
   - Test with DATA_ROOT env var: respects environment variable
   - Test progress reporting: for large datasets (> 5k docs), verify progress messages

**Edge Case Tests:**

Critical scenarios to verify:

3. **Error Handling:**
   - Missing type directory: should handle gracefully (no docs = empty rebuild)
   - Invalid field name: should throw ValidationError
   - File system permissions: should exit with code 3 on I/O errors
   - Concurrent access: verify atomicWrite() prevents corruption

4. **Performance Tests (optional, via VITEST_PERF=1):**
   - Benchmark with 10k documents: should complete < 2s (matches format SLO)
   - Verify progress reporting at 1000-doc intervals
   - Test DocumentCache usage: reads should hit cache

**Test Data Setup:**

Use existing test utilities from /packages/sdk/src/store.test.ts:

```typescript
// Setup: Create store with sample documents
const tmpDir = await mkdtemp(join(tmpdir(), 'test-'));
const store = new Store({
  root: tmpDir,
  indexes: { task: ['status', 'priority', 'assignee'] }
});

// Add test documents
await store.put({ type: 'task', id: '1', status: 'open', priority: 'high' });
await store.put({ type: 'task', id: '2', status: 'closed', priority: 'low' });
// ... more docs

// Build initial indexes
await store.ensureIndex('task', 'status');
await store.ensureIndex('task', 'priority');

// Corrupt an index file (for corruption test)
await writeFile(join(tmpDir, 'data/task/_indexes/status.json'), 'invalid json');

// Execute test
const stats = await store.rebuildIndexes('task', ['status']);

// Assertions
expect(stats.docsScanned).toBe(2);
expect(stats.indexesRebuilt).toBe(1);
expect(stats.durationMs).toBeGreaterThan(0);

// Verify index file is valid
const index = JSON.parse(await readFile(join(tmpDir, 'data/task/_indexes/status.json'), 'utf-8'));
expect(index.open).toEqual(['1']);
expect(index.closed).toEqual(['2']);

Observability Tests:

Verify logging and metrics:

  1. Logging verification:

    • Mock logger in /packages/sdk/src/observability/logs.ts
    • Verify index.rebuild.start event is logged with { type, fields, timestamp }
    • Verify index.rebuild.end event is logged with stats
    • Verify index.rebuild.error event on field failure
  2. Metrics verification:

    • Mock metrics collector in /packages/sdk/src/observability/metrics.ts
    • Verify index_rebuild_duration_ms histogram is updated
    • Verify index_rebuild_doc_count counter is incremented

Test Coverage Goals:

  • Unit tests: > 90% coverage for Store.rebuildIndexes()
  • Integration tests: All CLI flags and exit codes
  • Edge cases: All error conditions documented above
  • Observability: All log events and metrics

### Section 5: Files to Modify

Be explicit about every file:

```markdown
## Files to Modify

**Primary implementation:**
1. /packages/sdk/src/types.ts - Add RebuildStats interface (3 lines)
2. /packages/sdk/src/store.ts - Add rebuildIndexes() method (~50 lines after ensureIndex)
3. /packages/sdk/src/index.ts - Export rebuildIndexes and RebuildStats (2 lines)
4. /packages/cli/src/commands/reindex.ts - New file, ~80 lines (copy structure from ensure-index.ts)
5. /packages/cli/src/cli.ts - Register command (5 lines, after ensure-index command)

**Supporting files:**
6. /packages/sdk/src/observability/logs.ts - Add rebuild events (10 lines, near index.build events)
7. /packages/sdk/src/observability/metrics.ts - Add rebuild metrics (5 lines, near index.build metrics)

**Test files:**
8. /packages/sdk/src/store.test.ts - Add rebuildIndexes tests (~50 lines)
9. /packages/cli/test/cli.test.ts - Add reindex command tests (~40 lines)

**Documentation:**
10. /docs/api-reference.md - Document Store.rebuildIndexes() method
11. /docs/cli.md or help text - Document reindex command usage

**No changes needed:**
- /packages/sdk/src/indexes.ts - IndexManager.buildIndex already works, just call it
- /packages/sdk/src/io.ts - atomicWrite already used by IndexManager

File Path Rules

When referencing files:

✅ CORRECT

Store.ensureIndex() in /packages/sdk/src/store.ts lines 340-365
The IndexManager class in /packages/sdk/src/indexes.ts
Check /packages/cli/src/commands/ for command examples

❌ WRONG

`Store.ensureIndex()` in [`store.ts`](packages/sdk/src/store.ts) lines 340-365
The `IndexManager` class in [`indexes.ts`](/packages/sdk/src/indexes.ts)
Check the `commands/` directory for examples

Rules:

  • File paths: Plain text, absolute from repo root
  • Directories: Trailing slash
  • Code symbols: Backticks (e.g., Store.put(), IndexManager)
  • Line numbers: Plain text (e.g., "lines 340-365")
  • NEVER create Markdown links
  • NEVER wrap filenames in backticks

Analysis Checklist

Before posting your comment, verify you've documented:

Existing Code:

  • Located similar features and documented their locations/line numbers
  • Documented function signatures and what they do
  • Identified what existing functions to call
  • Found patterns in similar features

Implementation Map:

  • Listed every new function/type to create with location
  • Provided function signatures and return types
  • Documented data flow (A → B → C)
  • Specified build order (dependencies)

Patterns & Edge Cases:

  • Documented patterns from similar features
  • Listed edge cases from existing code
  • Provided performance targets
  • Documented observability patterns

Testing Strategy:

  • Specified unit tests with test cases
  • Specified integration tests for CLI/API
  • Listed edge case tests to cover
  • Provided test data setup examples
  • Documented observability tests (logging/metrics)
  • Set test coverage goals

Files:

  • Listed every file to modify with line counts
  • Noted files that don't need changes
  • Included test files

Example Comment

Issue: Add jsonstore reindex command to rebuild indexes

Your comment:

## Relevant Existing Code

**Index operations (pattern to follow):**
- `Store.ensureIndex(type, field)` in /packages/sdk/src/store.ts lines 340-365
  - Validates, then calls IndexManager.buildIndex()
  - Returns void, throws ValidationError on bad input

- `IndexManager.buildIndex(type, field)` in /packages/sdk/src/indexes.ts lines 120-180
  - Scans docs, builds map, writes with atomicWrite()
  - Returns { field, entries, durationMs }

**CLI command pattern:**
- `ensure-index` in /packages/cli/src/commands/ensure-index.ts
  - Structure: parse args → open store → call SDK → display results
  - Exit codes: 0=success, 1=validation, 3=I/O

**Similar stat-returning operation:**
- `Store.format()` in /packages/sdk/src/store.ts lines 400-450
  - Returns { docsFormatted, durationMs }
  - Reports progress > 1000 docs
  - Reads config from this.options when --all flag

## Implementation Map

**1. Add RebuildStats type**
- Location: /packages/sdk/src/types.ts line ~300 (near StoreStats)
- Definition: `interface RebuildStats { docsScanned: number; indexesRebuilt: number; durationMs: number }`
- Export from /packages/sdk/src/index.ts

**2. Add Store.rebuildIndexes() method**
- Location: /packages/sdk/src/store.ts after ensureIndex (line ~370)
- Signature: `async rebuildIndexes(type: string, fields?: string[]): Promise<RebuildStats>`
- Logic:
  ```typescript
  // If fields undefined, read from this.options.indexes[type]
  const fieldsToRebuild = fields ?? this.options.indexes?.[type] ?? [];

  // For each field:
  //   1. Delete index file: this.#removeIndexFile(type, field)
  //   2. Rebuild: await this.#indexManager.buildIndex(type, field)
  //   3. Collect stats

  // Return { docsScanned, indexesRebuilt, durationMs }
  • Calls:
    • IndexManager.buildIndex() (already exists in indexes.ts)
    • removeDocument() from io.ts to delete index file
    • list(type) to get document count

3. Add CLI command

  • Location: Create /packages/cli/src/commands/reindex.ts
  • Register: /packages/cli/src/cli.ts add program.command('reindex <type> [fields...]')
  • Structure: (copy from ensure-index.ts)
    // Parse: type (required), fields (optional array)
    // Open store from --dir or DATA_ROOT
    // Call: stats = await store.rebuildIndexes(type, fields)
    // Display: "Rebuilt 3 indexes: status (50), priority (12) in 1.2s"
  • Flag: --all passes undefined for fields (rebuilds all configured)

Data flow:

reindex.ts → Store.rebuildIndexes() → for each field:
  → remove index file
  → IndexManager.buildIndex() → atomicWrite()
→ return stats → display

Build order:

  1. RebuildStats type (no deps)
  2. Store.rebuildIndexes() (uses RebuildStats, calls IndexManager)
  3. Export from index.ts
  4. CLI command (calls Store.rebuildIndexes)
  5. Register in cli.ts

Patterns to Follow

From Store.ensureIndex:

  • Store coordinates, IndexManager owns format
  • Use atomicWrite() for index files
  • Validate before delegating
  • Log per-field errors but continue

From Store.format:

  • Return stats object
  • Progress reporting > 1000 docs
  • Read this.options.indexes[type] for --all

From CLI commands:

  • Exit code 1=validation, 3=I/O
  • Human-readable output with stats

Edge Cases

  1. Corrupted file: Delete first to force rebuild (unlike ensureIndex which rebuilds in place)
  2. No docs: list() returns [], buildIndex handles empty gracefully
  3. Partial failure: Log error, continue to next field, return partial stats
  4. No config: If --all but no indexes[type], error: "No indexes configured for type 'X'"
  5. Progress: Report every 1000 docs for > 5k datasets

Performance: Target < 2s for 10k docs (matches format SLO)

Observability

Add to /packages/sdk/src/observability/logs.ts (near index.build. events):*

  • index.rebuild.start with { type, fields }
  • index.rebuild.end with { type, fields, docsScanned, indexesRebuilt, durationMs }
  • index.rebuild.error with { type, field, error }

Add to /packages/sdk/src/observability/metrics.ts:

  • index_rebuild_duration_ms (histogram)
  • index_rebuild_doc_count (counter)

Testing Strategy

Unit Tests (SDK - /packages/sdk/src/store.test.ts):

  1. rebuildIndexes('task', ['status', 'priority']) - rebuilds specific fields
  2. rebuildIndexes('task') with no fields - rebuilds all configured indexes
  3. No documents case - returns { docsScanned: 0, indexesRebuilt: 2, durationMs }
  4. Corrupted index file - deletes and rebuilds successfully
  5. Partial failure - one field fails, continues with others, returns partial stats
  6. No configured indexes - throws error: "No indexes configured for type 'task'"
  7. Stats accuracy - counts match actual docs/indexes
  8. Cache invalidation - index files deleted and rebuilt

Integration Tests (CLI - /packages/cli/test/cli.test.ts):

  1. jsonstore reindex task status priority - specific fields
  2. jsonstore reindex task --all - all configured from config
  3. Exit codes: 0=success, 1=validation, 3=I/O
  4. Output format: human-readable with stats
  5. --dir flag and DATA_ROOT env var
  6. Progress reporting for > 5k docs

Edge Cases:

  • Missing type directory - handles gracefully
  • Invalid field name - ValidationError
  • File system permissions - exit code 3
  • Concurrent access - atomicWrite() prevents corruption

Performance (optional VITEST_PERF=1):

  • 10k docs < 2s (matches format SLO)
  • Progress at 1000-doc intervals
  • DocumentCache usage

Test setup example:

const store = new Store({ root: tmpDir, indexes: { task: ['status', 'priority'] } });
await store.put({ type: 'task', id: '1', status: 'open' });
await store.ensureIndex('task', 'status');
// Corrupt file for test
await writeFile('.../_indexes/status.json', 'invalid');
const stats = await store.rebuildIndexes('task', ['status']);
expect(stats.docsScanned).toBe(1);

Observability tests:

  • Mock logger: verify index.rebuild.start/end/error events
  • Mock metrics: verify index_rebuild_duration_ms histogram, index_rebuild_doc_count counter

Coverage goals: > 90% unit, all CLI flags/exit codes, all edge cases, all observability

Files to Modify

Primary:

  1. /packages/sdk/src/types.ts - Add RebuildStats (3 lines near StoreStats)
  2. /packages/sdk/src/store.ts - Add rebuildIndexes() (~50 lines after ensureIndex)
  3. /packages/sdk/src/index.ts - Export rebuildIndexes, RebuildStats (2 lines)
  4. /packages/cli/src/commands/reindex.ts - New file (~80 lines, copy ensure-index structure)
  5. /packages/cli/src/cli.ts - Register command (5 lines after ensure-index)

Supporting: 6. /packages/sdk/src/observability/logs.ts - Add events (10 lines) 7. /packages/sdk/src/observability/metrics.ts - Add metrics (5 lines)

Tests: 8. /packages/sdk/src/store.test.ts - rebuildIndexes tests (~50 lines) 9. /packages/cli/test/cli.test.ts - reindex command tests (~40 lines)

No changes needed:

  • /packages/sdk/src/indexes.ts (IndexManager.buildIndex already works)
  • /packages/sdk/src/io.ts (atomicWrite already used)

---

## Key Principle

Your comment should be a **complete reference** that lets the implementing agent start coding immediately without exploring the codebase themselves.

**This is the planning phase.** You're doing the architectural research and decision-making work upfront, so the implementing agent can focus purely on execution. Think of it like:
- **/plan mode** - You're creating the plan
- **Planning agent** - You're doing the research and architectural analysis
- **Blueprint creation** - You're designing before the builder builds

Think of it as writing documentation for a new developer joining the project - they need to know:
- What already exists and where
- What to build and where
- How it all connects
- What patterns to follow

The implementing agent will take your blueprint and execute it, not spend time researching the codebase.
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