Your AI agent can't do math. OraClaw gives it deterministic optimization, simulation, forecasting, and risk analysis through the Model Context
Your AI agent can't do math. OraClaw gives it deterministic optimization, simulation, forecasting, and risk analysis through the Model Context Protocol. Every tool
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Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| optimize_bandit | UCB1 / Thompson / Epsilon-Greedy arm selection |
| optimize_contextual | Context-aware LinUCB bandit |
| optimize_evolve | Genetic algorithm for discrete + multi-objective problems |
| solve_schedule | Energy-matched task scheduling |
| score_convergence | Multi-source probability consensus (Hellinger) |
| score_calibration | Brier + log score for forecaster accuracy |
| predict_bayesian | Beta posterior update from weighted evidence |
| predict_ensemble | Multi-model consensus + uncertainty decomposition |
| plan_pathfind | A* + Yen's k-shortest paths |
| simulate_montecarlo | Single-factor Monte Carlo (6 distributions) |
| simulate_scenario | What-if comparison + sensitivity ranking |
| optimize_cmaes | CMA-ES continuous black-box optimization |
| solve_constraints | LP / MIP / QP solver via HiGHS (provably optimal) |
| analyze_graph | PageRank, Louvain communities, bottleneck detection |
{
"mcpServers": {
"oraclaw": {
"command": "npx",
"args": ["-y", "@oraclaw/mcp-server"]
}
}
}Configuration as documented by the project. Restart the client after saving.
| Variable | Description | Required |
|---|---|---|
| ORACLAW_API_KEY | Credential the server authenticates with. | Yes |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
Connect the Notion MCP server to search workspace content and work with pages and databases through Notion’s hosted OAuth service.
A Spring AI Model Context Protocol (MCP) server implementation that provides AI-powered tools for interacting with Jira. This project enables AI models to perform various Jira operations through a…
Enables AI assistants to interact with Gmail and Calendar services through a Model Context Protocol (MCP) server.
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Accurate local-LLM memory math — will this model fit your GPU or Mac? Models sliding-window, hybrid/linear, MLA compressed-KV and MoE architectures