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OraClaw v2.3.0 -- 19 Algorithms, 12 MCP Tools, 14 npm Packages

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@Whatsonyourmind Whatsonyourmind released this 30 Mar 22:27

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

Architecture

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

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