Octomind – open-source AI harness that saves your tokens, static rust

The CLI-first AI coding agent runtime. Pipe it, schedule it, embed it. One binary, any model, MCP-native — built for autonomous work, not just chat. Website · Docs · Tap Registry · Benchmarks · Issues Octomind is a CLI-first AI coding agent runtime. It gives an LLM real access to your repo — reading and writing files, running shells, searching code, delegating to sub-agents — through MCP tools. The same session engine works interactively, piped through stdin, as a background daemon, over WebSocket, or as an ACP sub-agent inside another agent's stack. # Interactive octomind run developer:general # Piped — CI, scripts, automation echo "Explain the auth module" | octomind run developer:general --format plain # Daemon — keep it alive, talk to it from another terminal echo "watch the build" | octomind run --name watcher --daemon --format jsonl octomind send --name watcher "run the test suite" Why Octomind? Most coding agents assume a human is watching the screen. Octomind is built for the work that keeps going after you leave. Policy as code, not approval popups. Deterministic guardrails — pre-call guards, post-result hooks, post-turn validators — live in TOML and scripts, so they work in CI, daemons, and scheduled runs. Proven on real PRs. It solved 24 of 25 held-out tasks at lower cost than the closest competitor. See the benchmarks. Ready-made specialists. octomind run developer:general pulls a packaged agent (prompt, model, MCP servers, tool permissions) from a tap. Publish your own with one repo. Sessions that stay sharp. Adaptive compression keeps long tasks moving while retaining task knowledge and the live exchange. Any model, any budget. Use Octomind Cloud or your own key (OpenRouter, Anthropic, OpenAI, DeepSeek, Ollama, and more), pick a model per role, and set spend thresholds per request and per session. A request over its threshold stops; at the session threshold a terminal session asks y/N before continuing, while a non-interactive octomind run stops with exit code 75. One config. Models, tools, roles, guardrails, budgets: all TOML, no framework code. Quick Start 1. Install (macOS, Linux): curl -fsSL https://raw.githubusercontent.com/muvon/octomind/master/install.sh | bash On Windows, in PowerShell: irm https://raw.githubusercontent.com/muvon/octomind/master/install.ps1 | iex On macOS, you can also install with Homebrew: brew install muvon/tap/octomind 2. Get model access. The fastest path is Octomind Cloud, which includes models and needs no configuration: octomind login Prefer your own provider key? Skip login and export one (also OPENAI_API_KEY, ANTHROPIC_API_KEY, DEEPSEEK_API_KEY), then follow Model access to point the config at it: export OPENROUTER_API_KEY="your_key" 3. Run a specialist in your project: cd ~/your/project octomind run developer:general You're now in a session with an agent that can read your code, run commands, and edit files. The interface is a plain line prompt with markdown rendering — no TUI to learn, so it works over SSH, in tmux, and in CI logs. The first time you run a specialist, it may install its tools and ask for credentials. developer:general comes from the default tap muvon/tap, not your local config. Plain octomind run starts the config's default role, assistant:concierge. developer:general comes from the default tap muvon/tap, not your local config. Plain octomind run starts the config's default role, assistant:concierge. Try the recorded bug-fix demo: two failing tests, an agent fix, and an independent test rerun. Benchmarks Measured on octobench against 25 tasks harvested from merged pull requests across Python, PHP, Rust, C++, and JavaScript. Each agent works in the pre-fix repo; held-out tests from the merged fix decide pass or fail. These are the published July 30, 2026 results, not a measurement of this checkout. The harness matters. opencode used the same model and endpoint; octomind solved 24 vs 19 at roughly half the cost. All four agents ran stock invocations with no tuning, so this measures the whole harness, not individual features. Worst-case pricing, still ahead. glm-5.2 ran without prompt caching while Opus billed ~97% of context re-reads at cache rates — and octomind still led on solves, cost, and wall time. Reproducible. Per-case table, artifacts, and reproduction guide: BENCHMARK.md. Background: blog post. Guardrails: Policy as Code Drop a .agents/guardrails.toml in your repo. The runtime enforces it deterministically, with no code to compile and no plugin to install. # Pre-call deny — block a class of calls before they execute [[guard]] match = "shell(command=^rm\\s+-rf?)" message = "rm -rf blocked." # Conditional rule — only fires after the agent ran git status this session [[guard]] match = "shell(command=git push)" when = ["+shell(command=git status)"] message = "Review changes before pushing." Hook and validator script examples: Guardrails guide. Five Ways to Run It The same session engine, exposed however your workflow needs it. Need machine-readable results? Pass --schema schema.json to constrain the final response to a JSON Schema (requires a model with structured-output support). See Structured output. Features Specialists octomind run developer:general # general dev, language skills auto-activate octomind run doctor:blood # blood-test interpretation specialist octomind run lawyer:sg # legal specialist Running a specialist fetches its manifest from the tap registry, installs any required binaries, resolves credentials, starts the right MCP servers, and then opens the session. Build and register your own: octomind tap init yourteam/my-tap # scaffold, validate, git-init, and register locally octomind tap yourteam/my-tap # on another machine, after publishing to GitHub The octomind- prefix is added automatically: yourteam/my-tap maps to the repository yourteam/octomind-my-tap. Installation The install script detects your OS and architecture (Linux and macOS on x86_64/aarch64) and installs to ~/.local/bin/. Pass --install-dir or set OCTOMIND_INSTALL_DIR to override. On Windows (x86_64/aarch64), install.ps1 installs to %LOCALAPPDATA%\octomind\bin and adds it to your user PATH; it honors OCTOMIND_INSTALL_DIR and OCTOMIND_VERSION too. install.sh still works from Git Bash or MSYS2. Command not found? Add the install directory to your PATH: export PATH="$HOME/.local/bin:$PATH" Building from source requires protoc; see Building from source for per-OS prerequisites. Verify: octomind --version octomind config # generate the default config octomind run # start your first session Shell completions: octomind completion . Model access Octomind Cloud — octomind login (device-code sign-in, like gh auth login) stores a gateway key locally. The default config already uses octohub:auto. Learn more. Bring your own key — set the provider's environment variable (OPENROUTER_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, …) and point the model tables at it. The supervisor and compression profiles also default to octohub:auto, so update all three: [model] name = "openrouter:google/gemini-2.5-flash" [supervisor.model] name = "openrouter:google/gemini-2.5-flash" [compression.model] name = "openrouter:google/gemini-2.5-flash" Provider details and per-role overrides: Providers & models. Configuration Config lives at ~/.local/share/octomind/config/config.toml on macOS and Linux, and under %LOCALAPPDATA%/octomind/config/ on Windows. Set OCTOMIND_DATA_DIR to override the data root. octomind config --show # view current config octomind config --validate # validate config Override any value for a single run with -c: octomind run -c supervisor.enabled=false Full reference: Configuration reference · Environment variables. Session commands Full list: Session commands. Telemetry Octomind reports anonymous usage: which commands, tools, and models are used, plus timings, token counts, and error kinds. It never sends your code, prompts, file paths, tool arguments, or environment values. Opt out in any of three ways: export DO_NOT_TRACK=1 # the cross-tool standard, honored first export OCTOMIND_TELEMETRY=0 # for subsequent commands in this shell # or set `telemetry = false` in config.toml Exact field list: Telemetry. Documentation Full index: doc/README.md · Hosted: octomind.run/docs. Contributing The most impactful contribution isn't code — it's specialist agents. A cardiologist publishing doctor:medications. A tax attorney publishing lawyer:us. A security researcher publishing security:owasp. One TOML file, and everyone facing that problem gets a specialist-grade AI. How to write a tap agent Open issues Code contributions are welcome too. Set up the hooks and run the gate before you push: pip install pre-commit && pre-commit install make dev # fmt + clippy + test Commits follow Conventional Commits. Full guide, architecture overview, and code conventions: CONTRIBUTING.md · internals: Architecture. Community participation follows our Code of Conduct. Report vulnerabilities privately using the security policy. License Apache License 2.0 — see LICENSE.