Whatsonyourmind/oraclaw

OraClaw v2.3.0

Decision intelligence for AI agents. 19 algorithms, 12 MCP tools, sub-25ms. Zero LLM cost.

Highlights

• 19 algorithms covering optimization, simulation, prediction, detection, scoring, and planning
• 12 MCP tools for seamless AI agent integration (Claude Code, Cursor, Windsurf, etc.)
• 14 npm packages under @oraclaw/* -- install only what you need
• Live REST API at https://oraclaw-api.onrender.com -- no signup, no API key for free tier
• 1,072 tests passing with full benchmark suite
• Sub-25ms latency on all endpoints (14 of 17 under 1ms)
• USDC pay-per-call (x402) -- machine-to-machine payments on Base

Algorithm Suite

| Category | Algorithms |
|----------|-----------|
| Optimization | Multi-Armed Bandit, Contextual Bandit (LinUCB), CMA-ES, Genetic Algorithm |
| Simulation | Monte Carlo, Scenario Planning |
| Solvers | Constraint Solver (LP/MIP/QP via HiGHS), Schedule Optimizer |
| Analysis | Decision Graph (PageRank, Louvain), Portfolio Risk (VaR/CVaR) |
| Prediction | Bayesian Inference, Ensemble Model, Time Series Forecast |
| Detection | Anomaly Detection (Z-Score, IQR) |
| Scoring | Convergence, Calibration |
| Planning | A* Pathfinding |

npm Packages

npm install @oraclaw/bandit      # A/B testing with contextual bandits
npm install @oraclaw/solver      # LP/MIP resource allocation
npm install @oraclaw/cmaes       # Derivative-free optimization
npm install @oraclaw/graph       # PageRank, community detection
npm install @oraclaw/forecast    # ARIMA, Holt-Winters
npm install @oraclaw/anomaly     # Z-score, IQR detection
npm install @oraclaw/risk        # VaR, CVaR, stress testing
npm install @oraclaw/bayesian    # Bayesian inference
npm install @oraclaw/simulate    # Monte Carlo (6 distributions)
npm install @oraclaw/ensemble    # Multi-model consensus
npm install @oraclaw/calibrate   # Calibration scoring
npm install @oraclaw/evolve      # Genetic algorithm (Pareto)
npm install @oraclaw/pathfind    # A* pathfinding
npm install @oraclaw/decide      # Full decision pipeline

Quick Start

# No install needed -- hit the API directly
curl -X POST https://oraclaw-api.onrender.com/api/v1/optimize/bandit \
  -H 'Content-Type: application/json' \
  -d '{"arms": [{"id":"A","pulls":10,"totalReward":7},{"id":"B","pulls":2,"totalReward":1.8}], "algorithm":"ucb1"}'

Links

• Live API: https://oraclaw-api.onrender.com
• npm: https://www.npmjs.com/org/oraclaw
• Docs: https://github.com/Whatsonyourmind/oraclaw#readme
• Discussions: https://github.com/Whatsonyourmind/oraclaw/discussions

Architecture

Fastify 5 + TypeScript (strict) | Expo 55 + React Native | PostgreSQL (Supabase) | Turborepo monorepo

Built on the OODA loop: Observe -> Orient -> Decide -> Act