brainy/CLAUDE.md
David Snelling 1aa1f22d22 🧠 Brainy 2.0.0 - Zero-Configuration AI Database with Triple Intelligence™
MAJOR RELEASE: Complete evolution of Brainy with groundbreaking features and performance.

🎯 KEY FEATURES:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
 Triple Intelligence™ Engine
  - Unified Vector + Metadata + Graph search
  - O(log n) performance on all operations
  - 3ms average search latency at any scale

 API Consolidation
  - 15+ search methods → 2 clean APIs
  - search() for vector similarity
  - find() for natural language queries

 Natural Language Processing
  - 220+ pre-computed NLP patterns
  - Instant context understanding
  - "Show me recent React components with tests"

 Zero Configuration
  - Works instantly, no setup required
  - Built-in embedding models (no API keys)
  - Smart defaults for everything
  - Automatic optimization

 Enterprise Features (Free for Everyone)
  - Scales to 10M+ items
  - Write-Ahead Logging (WAL) for durability
  - Distributed architecture with sharding
  - Read/write separation
  - Connection pooling & request deduplication
  - Built-in monitoring & health checks

 Universal Compatibility
  - Node.js, Browser, Edge Workers
  - 4 Storage Adapters (Memory, FileSystem, OPFS, S3)
  - TypeScript with full type safety
  - Worker-based embeddings

📦 WHAT'S INCLUDED:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
• Core AI Database with HNSW indexing
• 19 Production-ready augmentations
• Universal Memory Manager
• Complete CLI with all commands
• Brain Cloud integration (soulcraft.com)
• Comprehensive documentation
• 52 test files with 400+ tests
• Migration guide from 1.x

📊 PERFORMANCE:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
• Initialize: 450ms (24MB memory)
• Search: 3ms average (up to 10M items)
• Metadata Filter: 0.8ms (O(log n))
• Bulk Import: 2.3s per 1000 items
• Production Scale: 5.8ms at 10M items

🔧 TECHNICAL IMPROVEMENTS:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
• TypeScript compilation: 153 errors → 0
• Memory usage: 200MB → 24MB baseline
• Circular dependencies resolved
• Worker thread communication fixed
• Storage adapter consistency
• Request coalescing for 3x performance

🛠️ CLI FEATURES:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
• brainy add - Smart data ingestion
• brainy find - Natural language search
• brainy search - Vector similarity
• brainy chat - AI conversation mode
• brainy cloud - Brain Cloud integration
• brainy augment - Manage extensions
• 100% API compatibility

📚 DOCUMENTATION:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
• Professional README with examples
• Quick Start guide (5 minutes)
• Enterprise Features guide
• Migration guide from 1.x
• API reference
• Architecture documentation

🌟 USE CASES:
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• AI memory layer for chatbots
• Semantic document search
• Code intelligence platforms
• Knowledge management systems
• Real-time recommendation engines
• Customer support automation

MIT License - Enterprise features included free for everyone.
No premium tiers, no paywalls, no limits.

Built with ❤️ by the Brainy community.
Visit https://soulcraft.com for Brain Cloud integration.
2025-08-26 12:32:21 -07:00

6.3 KiB

Claude Code Development Guidelines for Brainy

You are assisting with the Brainy project, an AI-powered database with zero-configuration philosophy.

Core Development Principles

1. Always Use TodoWrite

  • Track ALL tasks with the TodoWrite tool
  • Mark tasks as in_progress when starting
  • Mark completed immediately when done
  • Never batch completions

2. Zero-Config Philosophy

  • Everything must work with zero configuration
  • Sensible defaults for all features
  • Optional configuration only for advanced users
  • No complex setup required

3. Test-Driven Development

# ALWAYS follow this workflow:
npm run build    # Build TypeScript first
npm test         # Run all tests
# Fix any failures before proceeding

4. Documentation First

  • Check /docs/ before creating new documentation
  • Check if feature already exists before building
  • Update existing docs rather than creating duplicates

5. Code Quality Standards

  • Follow existing patterns in the codebase
  • Maintain TypeScript type safety
  • Use meaningful variable and function names
  • Add comments only when logic is complex

6. Code Style (ESLint & Prettier)

ALWAYS follow these style rules (defined in package.json):

  • NO SEMICOLONS - Never use semicolons
  • Single quotes - Use 'string' not "string"
  • 2 spaces - Indent with 2 spaces, not tabs
  • No trailing commas - Don't add commas after last item
  • Arrow parens - Always use (x) => x, not x => x
  • Line width - Max 80 characters per line
  • Allow 'any' - TypeScript 'any' type is allowed
  • Unused vars - Prefix with _ to ignore (e.g., _unused)

Development Workflow

Before Starting Any Task:

  1. Read PLAN.md to understand current goals
  2. Check existing code/docs for similar features
  3. Create todo list with TodoWrite
  4. Build and test to ensure clean starting point

During Development:

  1. Make incremental changes
  2. Test frequently (npm run build && npm test)
  3. Update todos as you progress
  4. Document significant decisions

After Completing Task:

  1. Run full test suite
  2. Update relevant documentation
  3. Mark all todos as completed
  4. Summarize what was accomplished

Critical Rules

NEVER:

  • Publish with failing tests
  • Commit PLAN.md (it's confidential)
  • Add premium/paid features (everything is MIT)
  • Create complex configuration requirements
  • Skip the build step before testing

ALWAYS:

  • Run npm run build before npm test
  • Pass ALL tests before considering done
  • Check existing documentation first
  • Follow zero-config philosophy
  • Keep the API simple and intuitive

Project-Specific Information

Core Requirements:

  • Tests: 400+ tests must pass
  • Philosophy: Zero-config, everything included
  • License: MIT (all features included)

Key Architecture:

  • brain.augmentations - Extension system
  • brain.metadataIndex - O(1) field lookups
  • brain.index - Vector search
  • brain.storage - Persistence layer

Key Documentation:

  • /docs/architectural-integrity.md - Entity resolution strategy
  • /docs/enterprise-storage-architecture.md - Storage layer design
  • /docs/BRAINY-2.0-STORAGE-ARCHITECTURE.md - Storage implementation
  • /ARCHITECTURE.md - Component integration map
  • /PLAN.md - Current development plan (DO NOT COMMIT)

🚨 CRITICAL: ALWAYS PASS ALL TESTS BEFORE RELEASE

NEVER publish or release without passing ALL tests in /tests directory

npm test  # MUST show ALL tests passing (400+ tests)

If tests fail:

  1. Fix the code if it's broken
  2. Fix the test if it's testing incorrectly
  3. Remove the test if it's no longer relevant
  4. NEVER publish with failing tests

🔨 IMPORTANT: ALWAYS REBUILD BEFORE TESTING

ALWAYS rebuild TypeScript before running any tests:

npm run build  # or just: npx tsc

Without rebuilding, you'll be testing old JavaScript code even after TypeScript changes!

📚 CRITICAL: CHECK EXISTING DOCUMENTATION

BEFORE building new features or creating new docs:

  1. Check /docs/ folder for existing architecture docs
  2. Read ARCHITECTURE.md for component connections
  3. Check if feature already exists in codebase
  4. Look for existing solutions before building new ones

Key Architecture Documents:

  • /docs/architectural-integrity.md - Entity resolution strategy
  • /docs/enterprise-storage-architecture.md - Storage layer design
  • /docs/BRAINY-2.0-STORAGE-ARCHITECTURE.md - Storage implementation
  • /ARCHITECTURE.md - Component integration map

Key Integration Points:

  • brain.metadataIndex - O(1) field lookups
  • brain.index - Vector search
  • brain.augmentations - Feature extensions
  • brain.storage - Persistence layer


🧠 BRAINY PROJECT GUIDELINES

Current development status, version, and tasks: See PLAN.md (DO NOT COMMIT)

Core Philosophy

  • Zero Configuration: Everything works instantly with sensible defaults
  • Everything Included: All features ship in core (MIT licensed)
  • Simple API: Intuitive methods that just work
  • No Premium Tiers: No feature limitations or paid upgrades

Known Issues

Bash Tool 2>&1 Redirection Bug (Critical)

GitHub Issue: https://github.com/anthropics/claude-code/issues/4711

A critical bug exists in the Bash tool where 2>&1 stderr redirection is treated as a literal argument "2", breaking many commands.

Impact:

  • Commands with stderr redirection fail or produce incorrect output
  • Test runners like npm test that use stderr redirection internally fail
  • Build commands may pass "2" as an argument instead of redirecting stderr

Examples of Affected Commands:

# These will FAIL:
npm test 2>&1           # Runs "vitest run 2" instead of "vitest run"
npm build 2>&1          # Runs "tsc 2" instead of "tsc"
command 2>&1 | grep x   # Passes "2" as argument to command

Workarounds:

  1. Use bash -c wrapper (RECOMMENDED):
# Instead of:
npm test 2>&1

# Use:
bash -c 'npm test 2>&1'
  1. Run without stderr redirection:
# Just run without capturing stderr:
npm test
npm build
  1. Use script wrapper:
# Create a wrapper script
echo 'npm test' > run-tests.sh
chmod +x run-tests.sh
./run-tests.sh

Note: This affects ALL commands in Claude Code that try to redirect stderr. Always use the bash -c workaround when you need to capture both stdout and stderr.