# mp-ai-module-controller Rust CLI for local llama.cpp action dispatch. Important files: - `src/main.rs`: CLI entrypoint. - `src/registry.rs`: source-of-truth action registry. - `src/dictionary.rs`: generates `dictionary/actions.jsonl` and `dictionary/actions.index.json`. - `src/llm.rs`: sends OpenAI-compatible chat requests to the local llama.cpp server and parses action JSON. - `src/dispatcher.rs`: exact-match runtime dispatch and detached script spawning. - `src/scripts/logger.rs`: proof-of-concept logger script. - `AGENTS.md`: agent instructions. - `manifest.llm.json`: machine-readable project metadata. - `.env.example`: environment variable template. Commands: - `cargo build` - `cargo test` - `cargo run -- dictionary generate` - `cargo run -- serve` - `cargo run -- query "log hello from codex"` - `cargo run -- run logger --payload '{"message":"hello from codex"}'` - `scripts/codex-setup.sh` - `scripts/codex-run-logger.sh` - `scripts/precommit-check.sh` - `git config core.hooksPath .githooks` Environment: - `LLAMA_MODEL_PATH`: required for `serve`; local GGUF model path. - `LLAMA_HOST`: default `127.0.0.1`. - `LLAMA_PORT`: default `8080`. - `LLAMA_CONTEXT_SIZE`: optional `--ctx-size`. - `LLAMA_EXTRA_ARGS`: optional extra llama-server args. - `CONTROLLER_LOG_LEVEL`: default `info`. The LLM must return compact JSON like `{"action_id":"logger","payload":{"message":"hello"}}`. The runtime only executes exact `action_id` matches from `dictionary/actions.index.json`; aliases are not executable. Invalid or unknown outputs are rejected without running anything. CI and hooks: `.gitea/workflows/ci.yml`, `.woodpecker.yml`, and `.githooks/pre-commit` all use `scripts/precommit-check.sh` to verify formatting, tests, and dictionary generation.