Isolated Tool Runtime for Autonomous Agents
Magumi intercepts raw agent tool calls between Claude and host systems, executing commands inside disposable micro-sandboxes with automated diff verification and zero host credential leakage.
Adaptive Thinking engine ingests repository graphs via 1M context to formulate validated tool execution plans.
Intercepts JSON-RPC tool requests, audits argument safety, and maintains prompt cache alignments.
Isolated ephemeral containers execute file changes, builds, and commands without host disk mutations.
Generates cryptographic unified diffs and executes test assertions before committing changes to git.
Engineered for Production Agent Safety
Deterministic boundaries for long-horizon autonomous coding and tool orchestration.
Zero-Leakage MCP Proxy
Acts as a security barrier between Claude and host MCP servers. Environment tokens, private SSH keys, and restricted directories are masked from subagent inspection.
Ephemeral Tool Sandboxes
Subagent tool commands run inside isolated micro-containers with strict CPU, memory, and timeout caps, preventing runaway terminal loops and destructive file operations.
Prompt Cache Optimization
Maintains structured tool definition blocks to guarantee continuous 90 percent cache hit rates across Claude 5.5 model families, eliminating redundant inference costs.
Parallel Subagent Fan-Out
Dispatches concurrent validation tasks to Claude Haiku 5.5 for high-frequency linting and syntax passes, feeding errors back to the lead worker for automatic repair.
Cryptographic Diff Validation
All file writes and code changes are isolated as unified diffs. The runtime rejects unverified commits until test suites pass assertion thresholds.
Local-First Architecture
Runs on developer hardware or private cloud nodes. No telemetry, no third-party relay servers, and zero external codebase exposure.
Runtime Specifications
Verified compatibility across the Claude 5.5 model family and MCP servers.
| Specification | Details |
|---|---|
| Supported Models | Claude Opus 5.5 (Planning), Claude Sonnet 5.5 (Execution), Claude Haiku 5.5 (Verification) |
| Protocol Standard | Model Context Protocol (MCP) JSON-RPC 2.0 (Linux Foundation / Agentic AI Foundation) |
| Context Management | Native 5-minute Ephemeral Prompt Caching on 1M Context Windows |
| Sandbox Isolation | Rootless micro-containers with memory bounds and network outbound filtering |
| Distribution | Private CLI Binary (Early Alpha: Token Access Only) |
Private Alpha Access
Magumi is currently deployed in closed alpha with select engineering teams. Request an evaluation token or submit inquiries to the core team.
contact@magumi.download