Claudemem Semantic Code Search Expert (v0.6.0)

This Skill provides comprehensive guidance on leveraging claudemem v0.7.0+ with AST-based structural analysis, code analysis commands, and framework documentation for intelligent codebase understanding.

What's New in v0.3.0

code

┌─────────────────────────────────────────────────────────────────┐
│                  CLAUDEMEM v0.3.0 ARCHITECTURE                   │
├─────────────────────────────────────────────────────────────────┤
│                                                                  │
│  ┌───────────────────────────────────────────────────────────┐  │
│  │                 AST STRUCTURAL LAYER ⭐NEW                  │  │
│  │  Tree-sitter Parse → Symbol Graph → PageRank Ranking       │  │
│  │  map | symbol | callers | callees | context                │  │
│  └───────────────────────────────────────────────────────────┘  │
│                              ↓                                   │
│  ┌───────────────────────────────────────────────────────────┐  │
│  │                    SEARCH LAYER                             │  │
│  │  Query → Embed → Vector Search + BM25 → Ranked Results     │  │
│  └───────────────────────────────────────────────────────────┘  │
│                              ↓                                   │
│  ┌───────────────────────────────────────────────────────────┐  │
│  │                     INDEX LAYER                             │  │
│  │  AST Parse → Chunk → Embed → LanceDB + Symbol Graph        │  │
│  └───────────────────────────────────────────────────────────┘  │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘

Key Innovation: Structural Understanding

v0.3.0 adds AST tree navigation with symbol graph analysis:

•PageRank ranking - Symbols ranked by importance (how connected they are)
•Call graph analysis - Track callers/callees for impact assessment
•Structural overview - Map the codebase before reading code

Quick Reference

bash

# Always run with --nologo for clean output
claudemem --nologo <command>

# Core commands for agents
claudemem map [query]              # Get structural overview (repo map)
claudemem symbol <name>            # Find symbol definition
claudemem callers <name>           # What calls this symbol?
claudemem callees <name>           # What does this symbol call?
claudemem context <name>           # Full context (symbol + dependencies)
claudemem search <query>           # Semantic search with --raw for parsing
claudemem search <query> --map     # Search + include repo map context

Version Compatibility

Claudemem has evolved significantly. Check your version before using commands:

bash

claudemem --version

Command Availability by Version

Command	Minimum Version	Status	Purpose
`map`	v0.3.0	✅ Available	Architecture overview with PageRank
`symbol`	v0.3.0	✅ Available	Find exact file:line location
`callers`	v0.3.0	✅ Available	What calls this symbol?
`callees`	v0.3.0	✅ Available	What does this symbol call?
`context`	v0.3.0	✅ Available	Full call chain (callers + callees)
`search`	v0.3.0	✅ Available	Semantic vector search
`dead-code`	v0.4.0+	⚠️ Check version	Find unused symbols
`test-gaps`	v0.4.0+	⚠️ Check version	Find high-importance untested code
`impact`	v0.4.0+	⚠️ Check version	BFS transitive caller analysis
`docs`	v0.7.0+	✅ Available	Framework documentation fetching

Version Detection in Scripts

bash

# Get version number
VERSION=$(claudemem --version 2>/dev/null | grep -oE '[0-9]+\.[0-9]+\.[0-9]+' | head -1)

# Check if v0.4.0+ features available
if [ -n "$VERSION" ] && printf '%s\n' "0.4.0" "$VERSION" | sort -V -C; then
  # v0.4.0+ available
  claudemem --nologo dead-code --raw
  claudemem --nologo test-gaps --raw
  claudemem --nologo impact SymbolName --raw
else
  echo "Code analysis commands require claudemem v0.4.0+"
  echo "Current version: $VERSION"
  echo "Fallback to v0.3.0 commands (map, symbol, callers, callees)"
fi

Graceful Degradation

When using v0.4.0+ commands, always provide fallback:

bash

# Try impact analysis (v0.4.0+), fallback to callers (v0.3.0)
IMPACT=$(claudemem --nologo impact SymbolName --raw 2>/dev/null)
if [ -n "$IMPACT" ] && [ "$IMPACT" != "command not found" ]; then
  echo "$IMPACT"
else
  echo "Using fallback (direct callers only):"
  claudemem --nologo callers SymbolName --raw
fi

Why This Matters:

•v0.3.0 commands work for 90% of use cases (navigation, modification)
•v0.4.0+ commands are specialized (code analysis, cleanup planning)
•Scripts should work across versions with appropriate fallbacks

The Correct Workflow ⭐CRITICAL

Phase 1: Understand Structure First (ALWAYS DO THIS)

Before reading any code files, get the structural overview:

bash

# For a specific task, get focused repo map
claudemem --nologo map "authentication flow" --raw

# Output shows relevant symbols ranked by importance (PageRank):
# file: src/auth/AuthService.ts
# line: 15-89
# kind: class
# name: AuthService
# pagerank: 0.0921
# signature: class AuthService
# ---
# file: src/middleware/auth.ts
# ...

This tells you:

•Which files contain relevant code
•Which symbols are most important (high PageRank = heavily used)
•The structure before you read actual code

Phase 2: Locate Specific Symbols

Once you know what to look for:

bash

# Find exact location of a symbol
claudemem --nologo symbol AuthService --raw

# Output:
# file: src/auth/AuthService.ts
# line: 15-89
# kind: class
# name: AuthService
# signature: class AuthService implements IAuthProvider
# exported: true
# pagerank: 0.0921
# docstring: Handles user authentication and session management

Phase 3: Understand Dependencies

Before modifying code, understand what depends on it:

bash

# What calls AuthService? (impact of changes)
claudemem --nologo callers AuthService --raw

# Output:
# caller: LoginController.authenticate
# file: src/controllers/login.ts
# line: 34
# kind: call
# ---
# caller: SessionMiddleware.validate
# file: src/middleware/session.ts
# line: 12
# kind: call

bash

# What does AuthService call? (its dependencies)
claudemem --nologo callees AuthService --raw

# Output:
# callee: Database.query
# file: src/db/database.ts
# line: 45
# kind: call
# ---
# callee: TokenManager.generate
# file: src/auth/tokens.ts
# line: 23
# kind: call

Phase 4: Get Full Context

For complex modifications, get everything at once:

bash

claudemem --nologo context AuthService --raw

# Output includes:
# [symbol]
# file: src/auth/AuthService.ts
# line: 15-89
# kind: class
# name: AuthService
# ...
# [callers]
# caller: LoginController.authenticate
# ...
# [callees]
# callee: Database.query
# ...

Phase 5: Search for Code (Only If Needed)

When you need actual code snippets:

bash

# Semantic search
claudemem --nologo search "password hashing" --raw

# Search with repo map context (recommended for complex tasks)
claudemem --nologo search "password hashing" --map --raw

Output Format

All commands support --raw flag for machine-readable output:

code

# Raw output format (line-based, easy to parse)
file: src/core/indexer.ts
line: 45-120
kind: class
name: Indexer
signature: class Indexer
pagerank: 0.0842
exported: true
---
file: src/core/store.ts
line: 12-89
kind: class
name: VectorStore
...

Records are separated by ---. Each field is key: value on its own line.

Command Reference

claudemem map [query]

Get structural overview of the codebase. Optionally focused on a query.

bash

# Full repo map (top symbols by PageRank)
claudemem --nologo map --raw

# Focused on specific task
claudemem --nologo map "authentication" --raw

# Limit tokens
claudemem --nologo map "auth" --tokens 500 --raw

Output fields: file, line, kind, name, signature, pagerank, exported

When to use: Always first - understand structure before reading code

claudemem symbol <name>

Find a symbol by name. Disambiguates using PageRank and export status.

bash

claudemem --nologo symbol Indexer --raw
claudemem --nologo symbol "search" --file retriever --raw  # hint which file

Output fields: file, line, kind, name, signature, pagerank, exported, docstring

When to use: When you know the symbol name and need exact location

claudemem callers <name>

Find all symbols that call/reference the given symbol.

bash

claudemem --nologo callers AuthService --raw

Output fields: caller (name), file, line, kind (call/import/extends/etc)

When to use: Before modifying anything - know the impact radius

claudemem callees <name>

Find all symbols that the given symbol calls/references.

bash

claudemem --nologo callees AuthService --raw

Output fields: callee (name), file, line, kind

When to use: To understand dependencies and trace data flow

claudemem context <name>

Get full context: the symbol plus its callers and callees.

bash

claudemem --nologo context Indexer --raw
claudemem --nologo context Indexer --callers 10 --callees 20 --raw

Output sections: [symbol], [callers], [callees]

When to use: For complex modifications requiring full awareness

claudemem search <query>

Semantic search across the codebase.

bash

claudemem --nologo search "error handling" --raw
claudemem --nologo search "error handling" --map --raw  # include repo map
claudemem --nologo search "auth" -n 5 --raw  # limit results

Output fields: file, line, kind, name, score, content (truncated)

When to use: When you need actual code snippets (after mapping)

Code Analysis Commands (v0.4.0+ Required)

claudemem dead-code

Find unused symbols in the codebase.

bash

# Find all unused symbols
claudemem --nologo dead-code --raw

# Stricter threshold (only very low PageRank)
claudemem --nologo dead-code --max-pagerank 0.005 --raw

# Include exported symbols (usually excluded)
claudemem --nologo dead-code --include-exported --raw

Algorithm:

•Zero callers (nothing references the symbol)
•Low PageRank (< 0.001 default)
•Not exported (by default, exports may be used externally)

Output fields: file, line, kind, name, pagerank, last_caller_removed

When to use: Architecture cleanup, tech debt assessment, before major refactoring

Empty Result Handling:

bash

RESULT=$(claudemem --nologo dead-code --raw)
if [ -z "$RESULT" ] || [ "$RESULT" = "No dead code found" ]; then
  echo "Codebase is clean - no dead code detected!"
  echo "This indicates good code hygiene."
else
  echo "$RESULT"
fi

Static Analysis Limitations:

•Dynamic imports (import()) may hide real callers
•Reflection-based access not captured
•External callers (other repos, CLI usage) not visible
•Exported symbols excluded by default for this reason

claudemem test-gaps

Find high-importance code without test coverage.

bash

# Find all test coverage gaps
claudemem --nologo test-gaps --raw

# Only critical gaps (high PageRank)
claudemem --nologo test-gaps --min-pagerank 0.05 --raw

Algorithm:

•High PageRank (> 0.01 default) - Important code
•Zero callers from test files (*.test.ts, *.spec.ts, *_test.go)

Output fields: file, line, kind, name, pagerank, production_callers, test_callers

When to use: Test coverage analysis, QA planning, identifying critical gaps

Empty Result Handling:

bash

RESULT=$(claudemem --nologo test-gaps --raw)
if [ -z "$RESULT" ] || [ "$RESULT" = "No test gaps found" ]; then
  echo "Excellent! All high-importance code has test coverage."
  echo "Consider lowering --min-pagerank threshold for additional coverage."
else
  echo "$RESULT"
fi

Static Analysis Limitations:

•Test file detection based on naming patterns only
•Integration tests calling code indirectly may not be detected
•Mocked dependencies may show false positives

claudemem impact <symbol>

Analyze the impact of changing a symbol using BFS traversal.

bash

# Get all transitive callers
claudemem --nologo impact UserService --raw

# Limit depth for large codebases
claudemem --nologo impact UserService --max-depth 5 --raw

Algorithm:

•BFS traversal from symbol to all transitive callers
•Groups results by depth level
•Shows file:line for each caller

Output sections: direct_callers, transitive_callers (with depth), grouped_by_file

When to use: Before ANY modification, refactoring planning, risk assessment

Empty Result Handling:

bash

RESULT=$(claudemem --nologo impact FunctionName --raw)
if [ -z "$RESULT" ] || echo "$RESULT" | grep -q "No callers found"; then
  echo "No callers found - this symbol appears unused or is an entry point."
  echo "If unused, consider running: claudemem --nologo dead-code --raw"
  echo "If entry point (API handler, main), this is expected."
else
  echo "$RESULT"
fi

Static Analysis Limitations:

•Callback/event-based calls may not be detected
•Dependency injection containers hide static call relationships
•External service callers not visible

LLM Enrichment Document Types (v0.2.0+)

Claudemem v0.2.0+ supports LLM-enriched semantic search with specialized document types.

Document Types

Type	Purpose	Generated By
`symbol_summary`	Function behavior, params, returns, side effects	LLM analysis
`file_summary`	File purpose, exports, architectural patterns	LLM analysis
`idiom`	Common patterns in codebase	Pattern detection
`usage_example`	How to use APIs	Documentation extraction
`anti_pattern`	What NOT to do	Static analysis + LLM
`project_doc`	Project-level documentation	README, CLAUDE.md

Navigation Mode

For agent-optimized search with document type weighting:

bash

# Navigation-focused search (prioritizes summaries)
claudemem --nologo search "authentication" --use-case navigation --raw

# Default search (balanced)
claudemem --nologo search "authentication" --raw

Navigation mode search weights:

•symbol_summary: 1.5x (higher priority)
•file_summary: 1.3x (higher priority)
•code_chunk: 1.0x (normal)
•idiom: 1.2x (higher for pattern discovery)

Symbol Summary Fields

yaml

symbol: AuthService.authenticate
file: src/services/auth.ts
line: 45-89
behavior: "Validates user credentials and generates JWT token"
params:
  - name: credentials
    type: LoginCredentials
    description: "Email and password from login form"
returns:
  type: AuthResult
  description: "JWT token and user profile on success, error on failure"
side_effects:
  - "Updates user.lastLogin timestamp"
  - "Logs authentication attempt"
  - "May trigger rate limiting"

File Summary Fields

yaml

file: src/services/auth.ts
purpose: "Core authentication service handling login, logout, and session management"
exports:
  - AuthService (class)
  - authenticate (function)
  - validateToken (function)
patterns:
  - "Dependency Injection (constructor takes IUserRepository)"
  - "Factory Pattern (createSession)"
  - "Strategy Pattern (IAuthProvider interface)"
dependencies:
  - bcrypt (password hashing)
  - jsonwebtoken (JWT generation)
  - UserRepository (user data access)

Using Document Types in Investigation

bash

# Find function behavior without reading code
claudemem --nologo search "processPayment behavior" --use-case navigation --raw

# Output includes symbol_summary:
# symbol: PaymentService.processPayment
# behavior: "Charges customer card via Stripe and saves transaction"
# side_effects: ["Updates balance", "Sends receipt email", "Logs to audit"]

# Find file purposes for architecture understanding
claudemem --nologo search "file:services purpose" --use-case navigation --raw

# Find anti-patterns to avoid
claudemem --nologo search "anti_pattern SQL" --raw

Regenerating Enrichments

If codebase changes significantly:

bash

# Re-index with LLM enrichment
claudemem index --enrich

# Or enrich specific files
claudemem enrich src/services/payment.ts

Workflow Templates

Standardized investigation patterns for common scenarios. All templates include error handling for empty results and version compatibility checks.

Template 1: Bug Investigation

Trigger: "Why is X broken?", "Find bug", "Root cause"

bash

# Step 1: Locate the symptom
SYMBOL=$(claudemem --nologo symbol FunctionFromStackTrace --raw)
if [ -z "$SYMBOL" ]; then
  echo "Symbol not found - check spelling or run: claudemem --nologo map 'related keywords' --raw"
  exit 1
fi

# Step 2: Get full context (callers + callees)
claudemem --nologo context FunctionFromStackTrace --raw

# Step 3: Trace backwards to find root cause
claudemem --nologo callers suspectedSource --raw

# Step 4: Check full impact of the bug (v0.4.0+)
IMPACT=$(claudemem --nologo impact BuggyFunction --raw 2>/dev/null)
if [ -n "$IMPACT" ]; then
  echo "$IMPACT"
else
  echo "Impact analysis requires claudemem v0.4.0+ or no callers found"
  echo "Fallback: claudemem --nologo callers BuggyFunction --raw"
fi

# Step 5: Read identified file:line ranges
# Fix bug, verify callers still work

# Step 6: Document impacted code for testing

Output Template:

markdown

## Bug Investigation Report

**Symptom:** [Description]
**Root Cause:** [Location and explanation]
**Call Chain:** [How we got here]
**Impact Radius:** [What else is affected]
**Fix Applied:** [What was changed]
**Verification:** [Tests run, callers checked]

Template 2: New Feature Implementation

Trigger: "Add feature", "Implement X", "Extend functionality"

bash

# Step 1: Map the feature area
MAP=$(claudemem --nologo map "feature area keywords" --raw)
if [ -z "$MAP" ]; then
  echo "No matches found - try broader keywords"
fi

# Step 2: Identify extension points
claudemem --nologo callees ExistingFeature --raw

# Step 3: Get full context for modification point
claudemem --nologo context ModificationPoint --raw

# Step 4: Check existing patterns to follow
claudemem --nologo search "similar pattern" --use-case navigation --raw

# Step 5: Implement following existing patterns

# Step 6: Check test coverage gaps (v0.4.0+)
GAPS=$(claudemem --nologo test-gaps --raw 2>/dev/null)
if [ -n "$GAPS" ]; then
  echo "Test gaps to address:"
  echo "$GAPS"
else
  echo "test-gaps requires v0.4.0+ or no gaps found"
fi

Output Template:

markdown

## Feature Implementation Plan

**Feature:** [Description]
**Extension Point:** [Where to add]
**Dependencies:** [What it needs]
**Pattern to Follow:** [Existing similar code]
**Test Requirements:** [Coverage needs]

Template 3: Refactoring

Trigger: "Rename X", "Extract function", "Move code", "Refactor"

bash

# Step 1: Find the symbol to refactor
SYMBOL=$(claudemem --nologo symbol SymbolToRename --raw)
if [ -z "$SYMBOL" ]; then
  echo "Symbol not found - check exact name"
  exit 1
fi

# Step 2: Get FULL impact (all transitive callers) (v0.4.0+)
IMPACT=$(claudemem --nologo impact SymbolToRename --raw 2>/dev/null)
if [ -n "$IMPACT" ]; then
  echo "$IMPACT"
  # (impact output includes grouped_by_file)
else
  echo "Using fallback (direct callers only):"
  claudemem --nologo callers SymbolToRename --raw
fi

# Step 3: Group by file for systematic updates

# Step 4: Update each caller location systematically

# Step 5: Verify all callers updated
claudemem --nologo callers NewSymbolName --raw

# Step 6: Run affected tests

Output Template:

markdown

## Refactoring Report

**Original:** [Old name/location]
**Target:** [New name/location]
**Direct Callers:** [Count]
**Transitive Callers:** [Count]
**Files Modified:** [List]
**Verification:** [All callers updated, tests pass]

Template 4: Architecture Understanding

Trigger: "How does X work?", "Explain architecture", "Onboarding"

bash

# Step 1: Get full structural map
MAP=$(claudemem --nologo map --raw)
if [ -z "$MAP" ]; then
  echo "Index may be empty - run: claudemem index"
  exit 1
fi
echo "$MAP"

# Step 2: Identify architectural pillars (PageRank > 0.05)
# Document top 5 by PageRank

# Step 3: For each pillar, get full context
claudemem --nologo context PillarSymbol --raw

# Step 4: Trace major flows via callees
claudemem --nologo callees EntryPoint --raw

# Step 5: Identify dead code (cleanup opportunities) (v0.4.0+)
DEAD=$(claudemem --nologo dead-code --raw 2>/dev/null)
if [ -n "$DEAD" ]; then
  echo "Dead code found:"
  echo "$DEAD"
else
  echo "No dead code found (or v0.4.0+ required)"
fi

# Step 6: Identify test gaps (risk areas) (v0.4.0+)
GAPS=$(claudemem --nologo test-gaps --raw 2>/dev/null)
if [ -n "$GAPS" ]; then
  echo "Test gaps:"
  echo "$GAPS"
else
  echo "No test gaps found (or v0.4.0+ required)"
fi

Output Template:

markdown

## Architecture Report

**Core Abstractions (PageRank > 0.05):**
1. [Symbol] - [Role in system]
2. [Symbol] - [Role in system]
3. [Symbol] - [Role in system]

**Layer Structure:**

[Presentation Layer] | [Business Layer] | [Data Layer]

code


**Major Flows:**
- [Flow 1: Entry -> Processing -> Output]
- [Flow 2: Entry -> Processing -> Output]

**Health Indicators:**
- Dead Code: [Count] symbols
- Test Gaps: [Count] high-importance untested
- Tech Debt: [Summary]

Template 5: Security Audit

Trigger: "Security review", "Audit authentication", "Check permissions"

bash

# Step 1: Map security-related code
claudemem --nologo map "auth permission security token" --raw

# Step 2: Find authentication entry points
SYMBOL=$(claudemem --nologo symbol authenticate --raw)
if [ -z "$SYMBOL" ]; then
  echo "No 'authenticate' symbol - try: login, verify, validate"
fi
claudemem --nologo callers authenticate --raw

# Step 3: Trace authentication flow
claudemem --nologo callees authenticate --raw

# Step 4: Check authorization patterns
claudemem --nologo map "authorize permission check guard" --raw

# Step 5: Find sensitive data handlers
claudemem --nologo map "password hash token secret key" --raw

# Step 6: Check for test coverage on security code (v0.4.0+)
GAPS=$(claudemem --nologo test-gaps --min-pagerank 0.01 --raw 2>/dev/null)
if [ -n "$GAPS" ]; then
  # Filter for security-related symbols
  echo "$GAPS" | grep -E "(auth|login|password|token|permission|secret)"
fi

Output Template:

markdown

## Security Audit Report

**Authentication:**
- Entry Points: [List]
- Flow: [Description]
- Gaps: [Issues found]

**Authorization:**
- Permission Checks: [Where implemented]
- Coverage: [All routes covered?]

**Sensitive Data:**
- Password Handling: [How stored/compared]
- Token Management: [Generation/validation]
- Secrets: [How managed]

**Test Coverage:**
- Security Code Coverage: [X%]
- Critical Gaps: [List]

**Recommendations:**
1. [Priority 1 fix]
2. [Priority 2 fix]

Static Analysis Limitations

Claudemem uses static AST analysis. Some patterns are not captured:

Dynamic Imports

javascript

// NOT visible to static analysis
const module = await import(`./modules/${name}`);

Result: May show as "dead code" but is actually used dynamically. Action: Mark as "Potentially Dead - Manual Review"

External Callers

javascript

// Exported for external use
export function publicAPI() { ... }

Result: May show 0 callers but used by other repositories. Action: Use --include-exported carefully, or mark as "Externally Called - Manual Review Required"

Reflection/Eval

javascript

// NOT visible to static analysis
const fn = obj[methodName]();
eval("functionName()");

Result: Callers not detected. Action: Search codebase for eval, Object.keys, bracket notation.

Event-Driven Code

javascript

// NOT visible as direct callers
emitter.on('event', handler);
document.addEventListener('click', onClick);

Result: handler and onClick may show 0 callers. Action: Check for event registration patterns.

Dependency Injection

typescript

// Container registration hides relationships
container.register(IService, ServiceImpl);

Result: ServiceImpl may show 0 callers. Action: Check DI container configuration.

Scenarios

Scenario 1: Bug Fix

Task: "Fix the null pointer exception in user authentication"

bash

# Step 1: Get overview of auth-related code
claudemem --nologo map "authentication null pointer" --raw

# Step 2: Locate the specific symbol mentioned in error
claudemem --nologo symbol authenticate --raw

# Step 3: Check what calls it (to understand how it's used)
claudemem --nologo callers authenticate --raw

# Step 4: Read the actual code at the identified location
# Now you know exactly which file:line to read

Scenario 2: Add New Feature

Task: "Add rate limiting to the API endpoints"

bash

# Step 1: Understand API structure
claudemem --nologo map "API endpoints rate" --raw

# Step 2: Find the main API handler
claudemem --nologo symbol APIController --raw

# Step 3: See what the API controller depends on
claudemem --nologo callees APIController --raw

# Step 4: Check if rate limiting already exists somewhere
claudemem --nologo search "rate limit" --raw

# Step 5: Get full context for the modification point
claudemem --nologo context APIController --raw

Scenario 3: Refactoring

Task: "Rename DatabaseConnection to DatabasePool"

bash

# Step 1: Find the symbol
claudemem --nologo symbol DatabaseConnection --raw

# Step 2: Find ALL callers (these all need updating)
claudemem --nologo callers DatabaseConnection --raw

# Step 3: The output shows every file:line that references it
# Update each location systematically

Scenario 4: Understanding Unfamiliar Codebase

Task: "How does the indexing pipeline work?"

bash

# Step 1: Get high-level structure
claudemem --nologo map "indexing pipeline" --raw

# Step 2: Find the main entry point (highest PageRank)
claudemem --nologo symbol Indexer --raw

# Step 3: Trace the flow - what does Indexer call?
claudemem --nologo callees Indexer --raw

# Step 4: For each major callee, get its callees
claudemem --nologo callees VectorStore --raw
claudemem --nologo callees FileTracker --raw

# Now you have the full pipeline traced

Token Efficiency Guide

Action	Token Cost	When to Use
`map` (focused)	~500	Always first - understand structure
`symbol`	~50	When you know the name
`callers`	~100-500	Before modifying anything
`callees`	~100-500	To understand dependencies
`context`	~200-800	For complex modifications
`search`	~1000-3000	When you need actual code
`search --map`	~1500-4000	For unfamiliar codebases

Optimal order: map → symbol → callers/callees → search (only if needed)

This pattern typically uses 80% fewer tokens than blind exploration.

Integration Pattern for Agents

For maximum efficiency, follow this pattern:

code

1. RECEIVE TASK
   ↓
2. claudemem --nologo map "<task keywords>" --raw
   → Understand structure, identify key symbols
   ↓
3. claudemem --nologo symbol <high-pagerank-symbol> --raw
   → Get exact location
   ↓
4. claudemem --nologo callers <symbol> --raw  (if modifying)
   → Know the impact radius
   ↓
5. claudemem --nologo callees <symbol> --raw  (if needed)
   → Understand dependencies
   ↓
6. READ specific file:line ranges (not whole files)
   ↓
7. MAKE CHANGES with full awareness
   ↓
8. CHECK callers still work

PageRank: Understanding Symbol Importance

PageRank measures how "central" a symbol is in the codebase:

PageRank	Meaning	Action
> 0.05	Core abstraction	Understand this first - everything depends on it
0.01-0.05	Important symbol	Key functionality, worth understanding
0.001-0.01	Standard symbol	Normal code, read as needed
< 0.001	Utility/leaf	Helper functions, read only if directly relevant

Why PageRank matters:

•High-PageRank symbols are heavily used → understand them first
•Low-PageRank symbols are utilities → read later if needed
•Focus on high-PageRank symbols to understand architecture quickly

🔴 ANTI-PATTERNS (DO NOT DO THESE)

code

╔══════════════════════════════════════════════════════════════════════════════╗
║                           COMMON MISTAKES TO AVOID                            ║
╠══════════════════════════════════════════════════════════════════════════════╣
║                                                                              ║
║  ❌ Anti-Pattern 1: Blind File Reading                                       ║
║     → BAD: cat src/core/*.ts | head -1000                                   ║
║     → GOOD: claudemem --nologo map "your task" --raw                        ║
║     → WHY: Wastes tokens on irrelevant code, misses important files         ║
║                                                                              ║
║  ❌ Anti-Pattern 2: Grep Without Context                                     ║
║     → BAD: grep -r "Database" src/                                          ║
║     → GOOD: claudemem --nologo symbol Database --raw                        ║
║     → WHY: Grep returns string matches, not semantic relationships          ║
║                                                                              ║
║  ❌ Anti-Pattern 3: Modifying Without Impact Analysis                        ║
║     → BAD: Edit src/auth/tokens.ts without knowing callers                  ║
║     → GOOD: claudemem --nologo callers generateToken --raw FIRST            ║
║     → WHY: Changes may break callers you don't know about                   ║
║                                                                              ║
║  ❌ Anti-Pattern 4: Searching Before Mapping                                 ║
║     → BAD: claudemem search "fix the bug" --raw                             ║
║     → GOOD: claudemem --nologo map "feature" --raw THEN search              ║
║     → WHY: Search results lack context without structural understanding     ║
║                                                                              ║
║  ❌ Anti-Pattern 5: Ignoring PageRank                                        ║
║     → BAD: Read every file that matches "Database"                          ║
║     → GOOD: Focus on high-PageRank symbols first                            ║
║     → WHY: Low-PageRank = utilities, High-PageRank = core abstractions      ║
║                                                                              ║
║  ❌ Anti-Pattern 6: Not Using --nologo                                       ║
║     → BAD: claudemem search "query" (includes ASCII art)                    ║
║     → GOOD: claudemem --nologo search "query" --raw                         ║
║     → WHY: Logo and decorations make parsing unreliable                     ║
║                                                                              ║
╚══════════════════════════════════════════════════════════════════════════════╝

Anti-Pattern vs Correct Pattern Summary

Anti-Pattern	Why It's Wrong	Correct Pattern
Read files blindly	No ranking, token waste	`map` first, then read specific lines
`grep -r "auth"`	No semantic understanding	`claudemem --nologo symbol auth --raw`
Modify without callers	Breaking changes	`callers` before any modification
Search immediately	No structural context	`map` → `symbol` → `callers` → search
Treat all symbols equal	Miss core abstractions	Focus on high-PageRank first

The Correct Workflow Diagram

code

┌─────────────────────────────────────────────────────────────────┐
│                 CORRECT INVESTIGATION FLOW (v0.3.0)              │
├─────────────────────────────────────────────────────────────────┤
│                                                                  │
│  1. claudemem --nologo map "task" --raw                         │
│     → Understand structure, find high-PageRank symbols          │
│                                                                  │
│  2. claudemem --nologo symbol <name> --raw                      │
│     → Get exact file:line location                              │
│                                                                  │
│  3. claudemem --nologo callers <name> --raw                     │
│     → Know impact radius BEFORE modifying                       │
│                                                                  │
│  4. claudemem --nologo callees <name> --raw                     │
│     → Understand dependencies                                    │
│                                                                  │
│  5. Read specific file:line ranges (NOT whole files)            │
│                                                                  │
│  6. Make changes with full awareness                            │
│                                                                  │
│  ⚠️ NEVER: Start with Read/Glob for semantic questions          │
│  ⚠️ NEVER: Modify without checking callers                      │
│  ⚠️ NEVER: Search without mapping first                         │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘

Installation & Setup

Check Installation

bash

# Check if claudemem CLI is available
which claudemem || command -v claudemem

# Check version (must be 0.3.0+)
claudemem --version

Installation Options

bash

# npm (recommended)
npm install -g claude-codemem

# Homebrew (macOS)
brew tap MadAppGang/claude-mem && brew install --cask claudemem

Index Codebase

bash

# Index current project
claudemem index

# Check status
claudemem --version && ls -la .claudemem/index.db 2>/dev/null

Framework Documentation (v0.7.0+) ⭐NEW

Claudemem v0.7.0+ includes automatic framework documentation fetching for your project dependencies. Documentation is indexed alongside your code, enabling unified semantic search across both.

Quick Reference

bash

# Core documentation commands
claudemem docs status            # Show indexed libraries and cache state
claudemem docs fetch             # Fetch docs for all detected dependencies
claudemem docs fetch react vue   # Fetch specific libraries
claudemem docs providers         # List available documentation providers
claudemem docs refresh           # Force refresh all cached documentation
claudemem docs clear             # Clear all documentation cache
claudemem docs clear react       # Clear specific library cache

Documentation Providers

Claudemem uses a provider hierarchy with automatic fallback:

Priority	Provider	Coverage	Requirements
1 (Best)	Context7	6000+ libraries with versioned code examples	API key (free tier available)
2	llms.txt	Official AI-friendly docs from framework sites	Free, no key needed
3	DevDocs	Consistent offline documentation, 100+ languages	Free, no key needed

Dependency Detection

Claudemem automatically detects dependencies from:

File	Ecosystem	Example
`package.json`	npm/yarn	React, Vue, Express
`requirements.txt`	Python/pip	Django, FastAPI, Pandas
`go.mod`	Go	Gin, Echo, GORM
`Cargo.toml`	Rust	Tokio, Actix, Serde

Setup

bash

# Option 1: Run init (includes docs configuration)
claudemem init

# Option 2: Configure Context7 manually (optional, for best coverage)
export CONTEXT7_API_KEY=your_key

# Get free API key at: https://context7.com/dashboard

Usage Examples

bash

# Check current documentation status
claudemem docs status

# Output:
# 📚 Documentation Status
#
#   Enabled:     Yes
#   Providers:   Context7, llms.txt, DevDocs
#   Libraries:   12 indexed
#   Cache Age:   2h 15m
#
#   Indexed Libraries:
#     react (v18) via Context7 - 145 chunks
#     typescript (v5) via Context7 - 89 chunks
#     express (v4) via llms.txt - 34 chunks
#     ...

# Fetch documentation for all project dependencies
claudemem docs fetch

# Output:
# 📚 Fetching Documentation
#
#   [1/8] react... ✓ 145 chunks via Context7
#   [2/8] typescript... ✓ 89 chunks via Context7
#   [3/8] express... ✓ 34 chunks via llms.txt
#   [4/8] lodash... ✓ 67 chunks via DevDocs
#   ...

# Fetch specific library
claudemem docs fetch fastapi

# View available providers
claudemem docs providers

# Force refresh (clears cache, refetches)
claudemem docs refresh

Unified Search (Code + Documentation)

After indexing documentation, claudemem search returns results from both your codebase and framework documentation:

bash

claudemem --nologo search "how to use React hooks" --raw

# Output includes:
# --- Your Code ---
# file: src/components/UserProfile.tsx
# line: 12-45
# kind: function
# name: useUserProfile
# score: 0.89
# content: Custom hook for user profile management...
# ---
# --- React Documentation ---
# library: react
# section: Hooks Reference
# title: useEffect
# score: 0.87
# content: The useEffect Hook lets you perform side effects...
# ---
# library: react
# section: Hooks Reference
# title: useState
# score: 0.85
# content: useState is a Hook that lets you add state...

When to Use Documentation Commands

Scenario	Command	Why
New project setup	`claudemem docs fetch`	Index docs for all dependencies
Learning new library	`claudemem docs fetch <library>`	Get searchable reference
Updated dependencies	`claudemem docs refresh`	Refresh to get new versions
Check what's indexed	`claudemem docs status`	View cache state
Clear space	`claudemem docs clear`	Remove cached documentation

Integration with Investigation Workflow

Add documentation fetch to your investigation workflow:

bash

# ENHANCED Investigation Workflow (v0.7.0+)

# Step 0: Ensure framework docs are available (one-time)
claudemem docs status || claudemem docs fetch

# Step 1: Map architecture (now includes library patterns)
claudemem --nologo map "authentication" --raw

# Step 2: Search both code AND framework docs
claudemem --nologo search "JWT token validation" --raw
# Returns: your auth code + library docs on JWT handling

# Step 3: Understand how the library recommends usage
claudemem --nologo search "react best practices hooks" --raw
# Returns: your patterns + React official guidance

Version Information

The claudemem docs command requires v0.7.0+. Check your version:

bash

claudemem --version
# Expected: 0.7.0 or higher

Note: If claudemem docs help returns "Unknown command", upgrade your claudemem installation.

Index Freshness Check (v0.5.0)

Before proceeding with investigation, verify the index is current:

bash

# Count files modified since last index
STALE_COUNT=$(find . -type f \( -name "*.ts" -o -name "*.tsx" -o -name "*.js" -o -name "*.jsx" -o -name "*.py" -o -name "*.go" -o -name "*.rs" \) \
  -newer .claudemem/index.db 2>/dev/null | grep -v "node_modules" | grep -v ".git" | grep -v "dist" | grep -v "build" | wc -l)
STALE_COUNT=$((STALE_COUNT + 0))  # Normalize to integer

if [ "$STALE_COUNT" -gt 0 ]; then
  # Get index time with explicit platform detection
  if [[ "$OSTYPE" == "darwin"* ]]; then
    INDEX_TIME=$(stat -f "%Sm" -t "%Y-%m-%d %H:%M" .claudemem/index.db 2>/dev/null)
  else
    INDEX_TIME=$(stat -c "%y" .claudemem/index.db 2>/dev/null | cut -d'.' -f1)
  fi
  INDEX_TIME=${INDEX_TIME:-"unknown time"}

  # Use AskUserQuestion to ask user how to proceed
  # Options: [1] Reindex now (Recommended), [2] Proceed with stale index, [3] Cancel
fi

AskUserQuestion Template:

typescript

AskUserQuestion({
  questions: [{
    question: `${STALE_COUNT} files have been modified since the last index (${INDEX_TIME}). The claudemem index may be outdated, which could cause missing or incorrect results. How would you like to proceed?`,
    header: "Index Freshness Warning",
    multiSelect: false,
    options: [
      {
        label: "Reindex now (Recommended)",
        description: "Run claudemem index to update. Takes ~1-2 minutes."
      },
      {
        label: "Proceed with stale index",
        description: "Continue investigation. May miss recent code changes."
      },
      {
        label: "Cancel investigation",
        description: "I'll handle this manually."
      }
    ]
  }]
})

Result Validation Guidelines

After Every Command

•Check exit code - Non-zero indicates failure
•Check for empty results - May need reindex or different query
•Validate relevance - Results should match query semantics

Validation Examples

bash

# map validation
RESULTS=$(claudemem --nologo map "authentication" --raw)
EXIT_CODE=$?

if [ "$EXIT_CODE" -ne 0 ]; then
  echo "ERROR: claudemem command failed"
  # Diagnose index health
  DIAGNOSIS=$(claudemem --version && ls -la .claudemem/index.db 2>&1)
  # Use AskUserQuestion
fi

if [ -z "$RESULTS" ]; then
  echo "WARNING: No results found - may need reindex or different query"
  # Use AskUserQuestion
fi

if ! echo "$RESULTS" | grep -qi "auth\|login\|user\|session"; then
  echo "WARNING: Results may not be relevant to authentication query"
  # Use AskUserQuestion
fi

# symbol validation
RESULTS=$(claudemem --nologo symbol UserService --raw)
if ! echo "$RESULTS" | grep -q "name: UserService"; then
  echo "WARNING: UserService not found - check spelling or reindex"
  # Use AskUserQuestion
fi

# search validation
RESULTS=$(claudemem --nologo search "error handling" --raw)
MATCH_COUNT=0
for kw in error handling catch try; do
  if echo "$RESULTS" | grep -qi "$kw"; then
    MATCH_COUNT=$((MATCH_COUNT + 1))
  fi
done
if [ "$MATCH_COUNT" -lt 2 ]; then
  echo "WARNING: Results may not be relevant to error handling query"
  # Use AskUserQuestion
fi

FALLBACK PROTOCOL

CRITICAL: Never use grep/find/Glob without explicit user approval.

If claudemem fails or returns irrelevant results:

•STOP - Do not silently switch to grep/find
•DIAGNOSE - Run claudemem status to check index health
•COMMUNICATE - Tell user what happened
•ASK - Get explicit user permission via AskUserQuestion

typescript

// Fallback AskUserQuestion Templates
AskUserQuestion({
  questions: [{
    question: "claudemem [command] failed or returned no relevant results. How should I proceed?",
    header: "Investigation Issue",
    multiSelect: false,
    options: [
      { label: "Reindex codebase", description: "Run claudemem index (~1-2 min)" },
      { label: "Try different query", description: "Rephrase the search" },
      { label: "Use grep (not recommended)", description: "Traditional search - loses semantic understanding" },
      { label: "Cancel", description: "Stop investigation" }
    ]
  }]
})

Grep Fallback Warning:

If user explicitly chooses grep fallback, display this warning:

markdown

## WARNING: Using Fallback Search (grep)

You have chosen to use grep as a fallback. Please understand the limitations:

| Feature | claudemem | grep |
|---------|-----------|------|
| Semantic understanding | Yes | No |
| Call graph analysis | Yes | No |
| Symbol relationships | Yes | No |
| PageRank ranking | Yes | No |
| False positives | Low | High |

**Recommendation:** After completing this task, run `claudemem index` to rebuild
the index for future investigations.

Proceeding with grep...

See ultrathink-detective skill for complete Fallback Protocol documentation.

Quality Checklist

Before completing a claudemem workflow, ensure:

Notes

•Requires OpenRouter API key for embeddings (https://openrouter.ai)
•Default model: voyage/voyage-code-3 (best code understanding)
•All data stored locally in .claudemem/ directory
•Tree-sitter provides AST parsing for TypeScript, Go, Python, Rust
•PageRank based on symbol call graph analysis
•Can run as MCP server with --mcp flag
•Initial indexing takes ~1-2 minutes for typical projects
•NEW in v0.3.0: map, symbol, callers, callees, context commands
•NEW in v0.3.0: PageRank ranking for symbol importance
•NEW in v0.3.0: --raw output format for machine parsing
•NEW in v0.4.0: dead-code, test-gaps, impact commands for code analysis
•NEW in v0.4.0: BFS traversal for transitive caller analysis
•NEW in v0.7.0: docs command for framework documentation fetching
•NEW in v0.7.0: Context7, llms.txt, DevDocs documentation providers
•NEW in v0.7.0: Unified search across code AND framework documentation
•NEW in v0.7.0: Auto-detection of dependencies from package.json, requirements.txt, go.mod, Cargo.toml

Maintained by: Jack Rudenko @ MadAppGang Plugin: code-analysis v2.8.0 Last Updated: December 2025 (v0.6.0 - Framework documentation support)