ZeroClaw

ZeroClaw ๐Ÿฆ€

Zero overhead. Zero compromise. 100% Rust. 100% Agnostic.
โšก๏ธ Runs on $10 hardware with <5MB RAM: That's 99% less memory than OpenClaw and 98% cheaper than a Mac mini!

License: MIT Contributors

Built By Students and Members of the Harvard - MIT - Sundai.Club Communities.

Fast, small, and fully autonomous AI assistant infrastructure โ€” deploy anywhere, swap anything. ``` ~3.4MB binary ยท <10ms startup ยท 1,017 tests ยท 23+ providers ยท 8 traits ยท Pluggable everything ``` ### โœจ Features - ๐ŸŽ๏ธ **Ultra-Lightweight:** <5MB Memory footprint โ€” 99% smaller than OpenClaw core. - ๐Ÿ’ฐ **Minimal Cost:** Efficient enough to run on $10 Hardware โ€” 98% cheaper than a Mac mini. - โšก **Lightning Fast:** 400X Faster startup time, boot in <10ms (under 1s even on 0.6GHz cores). - ๐ŸŒ **True Portability:** Single self-contained binary across ARM, x86, and RISC-V. ### Why teams pick ZeroClaw - **Lean by default:** small Rust binary, fast startup, low memory footprint. - **Secure by design:** pairing, strict sandboxing, explicit allowlists, workspace scoping. - **Fully swappable:** core systems are traits (providers, channels, tools, memory, tunnels). - **No lock-in:** OpenAI-compatible provider support + pluggable custom endpoints. ## Benchmark Snapshot (ZeroClaw vs OpenClaw) Local machine quick benchmark (macOS arm64, Feb 2026) normalized for 0.8GHz edge hardware. | | OpenClaw | NanoBot | PicoClaw | ZeroClaw ๐Ÿฆ€ | |---|---|---|---|---| | **Language** | TypeScript | Python | Go | **Rust** | | **RAM** | > 1GB | > 100MB | < 10MB | **< 5MB** | | **Startup (0.8GHz core)** | > 500s | > 30s | < 1s | **< 10ms** | | **Binary Size** | ~28MB (dist) | N/A (Scripts) | ~8MB | **3.4 MB** | | **Cost** | Mac Mini $599 | Linux SBC ~$50 | Linux Board $10 | **Any hardware $10** | > Notes: ZeroClaw results measured with `/usr/bin/time -l` on release builds. OpenClaw requires Node.js runtime (~390MB overhead). PicoClaw and ZeroClaw are static binaries.

ZeroClaw vs OpenClaw Comparison

Reproduce ZeroClaw numbers locally: ```bash cargo build --release ls -lh target/release/zeroclaw /usr/bin/time -l target/release/zeroclaw --help /usr/bin/time -l target/release/zeroclaw status ``` ## Prerequisites
Windows #### Required 1. **Visual Studio Build Tools** (provides the MSVC linker and Windows SDK): ```powershell winget install Microsoft.VisualStudio.2022.BuildTools ``` During installation (or via the Visual Studio Installer), select the **"Desktop development with C++"** workload. 2. **Rust toolchain:** ```powershell winget install Rustlang.Rustup ``` After installation, open a new terminal and run `rustup default stable` to ensure the stable toolchain is active. 3. **Verify** both are working: ```powershell rustc --version cargo --version ``` #### Optional - **Docker Desktop** โ€” required only if using the [Docker sandboxed runtime](#runtime-support-current) (`runtime.kind = "docker"`). Install via `winget install Docker.DockerDesktop`.
Linux / macOS #### Required 1. **Build essentials:** - **Linux (Debian/Ubuntu):** `sudo apt install build-essential pkg-config` - **Linux (Fedora/RHEL):** `sudo dnf groupinstall "Development Tools" && sudo dnf install pkg-config` - **macOS:** Install Xcode Command Line Tools: `xcode-select --install` 2. **Rust toolchain:** ```bash curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh ``` See [rustup.rs](https://rustup.rs) for details. 3. **Verify** both are working: ```bash rustc --version cargo --version ``` #### Optional - **Docker** โ€” required only if using the [Docker sandboxed runtime](#runtime-support-current) (`runtime.kind = "docker"`). Install via your package manager or [docker.com](https://docs.docker.com/engine/install/). > **Note:** The default `cargo build --release` uses `codegen-units=1` for compatibility with low-memory devices (e.g., Raspberry Pi 3 with 1GB RAM). For faster builds on powerful machines, use `cargo build --profile release-fast`.
## Quick Start ```bash git clone https://github.com/zeroclaw-labs/zeroclaw.git cd zeroclaw cargo build --release --locked cargo install --path . --force --locked # Ensure ~/.cargo/bin is in your PATH export PATH="$HOME/.cargo/bin:$PATH" # Quick setup (no prompts) zeroclaw onboard --api-key sk-... --provider openrouter # Or interactive wizard zeroclaw onboard --interactive # Or quickly repair channels/allowlists only zeroclaw onboard --channels-only # Chat zeroclaw agent -m "Hello, ZeroClaw!" # Interactive mode zeroclaw agent # Start the gateway (webhook server) zeroclaw gateway # default: 127.0.0.1:8080 zeroclaw gateway --port 0 # random port (security hardened) # Start full autonomous runtime zeroclaw daemon # Check status zeroclaw status # Run system diagnostics zeroclaw doctor # Check channel health zeroclaw channel doctor # Bind a Telegram identity into allowlist zeroclaw channel bind-telegram 123456789 # Get integration setup details zeroclaw integrations info Telegram # Manage background service zeroclaw service install zeroclaw service status # Migrate memory from OpenClaw (safe preview first) zeroclaw migrate openclaw --dry-run zeroclaw migrate openclaw ``` > **Dev fallback (no global install):** prefix commands with `cargo run --release --` (example: `cargo run --release -- status`). ## Architecture Every subsystem is a **trait** โ€” swap implementations with a config change, zero code changes.

ZeroClaw Architecture

| Subsystem | Trait | Ships with | Extend | |-----------|-------|------------|--------| | **AI Models** | `Provider` | 23+ providers (OpenRouter, Anthropic, OpenAI, Ollama, Venice, Groq, Mistral, xAI, DeepSeek, Together, Fireworks, Perplexity, Cohere, Bedrock, Astrai, etc.) | `custom:https://your-api.com` โ€” any OpenAI-compatible API | | **Channels** | `Channel` | CLI, Telegram, Discord, Slack, Mattermost, iMessage, Matrix, WhatsApp, Webhook | Any messaging API | | **Memory** | `Memory` | SQLite with hybrid search (FTS5 + vector cosine similarity), Lucid bridge (CLI sync + SQLite fallback), Markdown | Any persistence backend | | **Tools** | `Tool` | shell, file_read, file_write, memory_store, memory_recall, memory_forget, browser_open (Brave + allowlist), browser (agent-browser / rust-native), composio (optional) | Any capability | | **Observability** | `Observer` | Noop, Log, Multi | Prometheus, OTel | | **Runtime** | `RuntimeAdapter` | Native, Docker (sandboxed) | WASM (planned; unsupported kinds fail fast) | | **Security** | `SecurityPolicy` | Gateway pairing, sandbox, allowlists, rate limits, filesystem scoping, encrypted secrets | โ€” | | **Identity** | `IdentityConfig` | OpenClaw (markdown), AIEOS v1.1 (JSON) | Any identity format | | **Tunnel** | `Tunnel` | None, Cloudflare, Tailscale, ngrok, Custom | Any tunnel binary | | **Heartbeat** | Engine | HEARTBEAT.md periodic tasks | โ€” | | **Skills** | Loader | TOML manifests + SKILL.md instructions | Community skill packs | | **Integrations** | Registry | 50+ integrations across 9 categories | Plugin system | ### Runtime support (current) - โœ… Supported today: `runtime.kind = "native"` or `runtime.kind = "docker"` - ๐Ÿšง Planned, not implemented yet: WASM / edge runtimes When an unsupported `runtime.kind` is configured, ZeroClaw now exits with a clear error instead of silently falling back to native. ### Memory System (Full-Stack Search Engine) All custom, zero external dependencies โ€” no Pinecone, no Elasticsearch, no LangChain: | Layer | Implementation | |-------|---------------| | **Vector DB** | Embeddings stored as BLOB in SQLite, cosine similarity search | | **Keyword Search** | FTS5 virtual tables with BM25 scoring | | **Hybrid Merge** | Custom weighted merge function (`vector.rs`) | | **Embeddings** | `EmbeddingProvider` trait โ€” OpenAI, custom URL, or noop | | **Chunking** | Line-based markdown chunker with heading preservation | | **Caching** | SQLite `embedding_cache` table with LRU eviction | | **Safe Reindex** | Rebuild FTS5 + re-embed missing vectors atomically | The agent automatically recalls, saves, and manages memory via tools. ```toml [memory] backend = "sqlite" # "sqlite", "lucid", "markdown", "none" auto_save = true embedding_provider = "openai" vector_weight = 0.7 keyword_weight = 0.3 # backend = "none" uses an explicit no-op memory backend (no persistence) # Optional for backend = "lucid" # ZEROCLAW_LUCID_CMD=/usr/local/bin/lucid # default: lucid # ZEROCLAW_LUCID_BUDGET=200 # default: 200 # ZEROCLAW_LUCID_LOCAL_HIT_THRESHOLD=3 # local hit count to skip external recall # ZEROCLAW_LUCID_RECALL_TIMEOUT_MS=120 # low-latency budget for lucid context recall # ZEROCLAW_LUCID_STORE_TIMEOUT_MS=800 # async sync timeout for lucid store # ZEROCLAW_LUCID_FAILURE_COOLDOWN_MS=15000 # cooldown after lucid failure to avoid repeated slow attempts ``` ## Security ZeroClaw enforces security at **every layer** โ€” not just the sandbox. It passes all items from the community security checklist. ### Security Checklist | # | Item | Status | How | |---|------|--------|-----| | 1 | **Gateway not publicly exposed** | โœ… | Binds `127.0.0.1` by default. Refuses `0.0.0.0` without tunnel or explicit `allow_public_bind = true`. | | 2 | **Pairing required** | โœ… | 6-digit one-time code on startup. Exchange via `POST /pair` for bearer token. All `/webhook` requests require `Authorization: Bearer `. | | 3 | **Filesystem scoped (no /)** | โœ… | `workspace_only = true` by default. 14 system dirs + 4 sensitive dotfiles blocked. Null byte injection blocked. Symlink escape detection via canonicalization + resolved-path workspace checks in file read/write tools. | | 4 | **Access via tunnel only** | โœ… | Gateway refuses public bind without active tunnel. Supports Tailscale, Cloudflare, ngrok, or any custom tunnel. | > **Run your own nmap:** `nmap -p 1-65535 ` โ€” ZeroClaw binds to localhost only, so nothing is exposed unless you explicitly configure a tunnel. ### Channel allowlists (Telegram / Discord / Slack / Mattermost) Inbound sender policy is now consistent: - Empty allowlist = **deny all inbound messages** - `"*"` = **allow all** (explicit opt-in) - Otherwise = exact-match allowlist This keeps accidental exposure low by default. Recommended low-friction setup (secure + fast): - **Telegram:** allowlist your own `@username` (without `@`) and/or your numeric Telegram user ID. - **Discord:** allowlist your own Discord user ID. - **Slack:** allowlist your own Slack member ID (usually starts with `U`). - **Mattermost:** uses standard API v4. Allowlists use Mattermost user IDs. - Use `"*"` only for temporary open testing. Telegram operator-approval flow: 1. Keep `[channels_config.telegram].allowed_users = []` for deny-by-default startup. 2. Unauthorized users receive a hint with a copyable operator command: `zeroclaw channel bind-telegram `. 3. Operator runs that command locally, then user retries sending a message. If you need a one-shot manual approval, run: ```bash zeroclaw channel bind-telegram 123456789 ``` If you're not sure which identity to use: 1. Start channels and send one message to your bot. 2. Read the warning log to see the exact sender identity. 3. Add that value to the allowlist and rerun channels-only setup. If you hit authorization warnings in logs (for example: `ignoring message from unauthorized user`), rerun channel setup only: ```bash zeroclaw onboard --channels-only ``` ### Telegram media replies Telegram routing now replies to the source **chat ID** from incoming updates (instead of usernames), which avoids `Bad Request: chat not found` failures. For non-text replies, ZeroClaw can send Telegram attachments when the assistant includes markers: - `[IMAGE:]` - `[DOCUMENT:]` - `[VIDEO:]` - `[AUDIO:]` - `[VOICE:]` Paths can be local files (for example `/tmp/screenshot.png`) or HTTPS URLs. ### WhatsApp Business Cloud API Setup WhatsApp uses Meta's Cloud API with webhooks (push-based, not polling): 1. **Create a Meta Business App:** - Go to [developers.facebook.com](https://developers.facebook.com) - Create a new app โ†’ Select "Business" type - Add the "WhatsApp" product 2. **Get your credentials:** - **Access Token:** From WhatsApp โ†’ API Setup โ†’ Generate token (or create a System User for permanent tokens) - **Phone Number ID:** From WhatsApp โ†’ API Setup โ†’ Phone number ID - **Verify Token:** You define this (any random string) โ€” Meta will send it back during webhook verification 3. **Configure ZeroClaw:** ```toml [channels_config.whatsapp] access_token = "EAABx..." phone_number_id = "123456789012345" verify_token = "my-secret-verify-token" allowed_numbers = ["+1234567890"] # E.164 format, or ["*"] for all ``` 4. **Start the gateway with a tunnel:** ```bash zeroclaw gateway --port 8080 ``` WhatsApp requires HTTPS, so use a tunnel (ngrok, Cloudflare, Tailscale Funnel). 5. **Configure Meta webhook:** - In Meta Developer Console โ†’ WhatsApp โ†’ Configuration โ†’ Webhook - **Callback URL:** `https://your-tunnel-url/whatsapp` - **Verify Token:** Same as your `verify_token` in config - Subscribe to `messages` field 6. **Test:** Send a message to your WhatsApp Business number โ€” ZeroClaw will respond via the LLM. ## Configuration Config: `~/.zeroclaw/config.toml` (created by `onboard`) ```toml api_key = "sk-..." default_provider = "openrouter" default_model = "anthropic/claude-sonnet-4-20250514" default_temperature = 0.7 [memory] backend = "sqlite" # "sqlite", "lucid", "markdown", "none" auto_save = true embedding_provider = "openai" # "openai", "noop" vector_weight = 0.7 keyword_weight = 0.3 # backend = "none" disables persistent memory via no-op backend [gateway] require_pairing = true # require pairing code on first connect allow_public_bind = false # refuse 0.0.0.0 without tunnel [autonomy] level = "supervised" # "readonly", "supervised", "full" (default: supervised) workspace_only = true # default: true โ€” scoped to workspace allowed_commands = ["git", "npm", "cargo", "ls", "cat", "grep"] forbidden_paths = ["/etc", "/root", "/proc", "/sys", "~/.ssh", "~/.gnupg", "~/.aws"] [runtime] kind = "native" # "native" or "docker" [runtime.docker] image = "alpine:3.20" # container image for shell execution network = "none" # docker network mode ("none", "bridge", etc.) memory_limit_mb = 512 # optional memory limit in MB cpu_limit = 1.0 # optional CPU limit read_only_rootfs = true # mount root filesystem as read-only mount_workspace = true # mount workspace into /workspace allowed_workspace_roots = [] # optional allowlist for workspace mount validation [heartbeat] enabled = false interval_minutes = 30 [tunnel] provider = "none" # "none", "cloudflare", "tailscale", "ngrok", "custom" [secrets] encrypt = true # API keys encrypted with local key file [browser] enabled = false # opt-in browser_open + browser tools allowed_domains = ["docs.rs"] # required when browser is enabled backend = "agent_browser" # "agent_browser" (default), "rust_native", "computer_use", "auto" native_headless = true # applies when backend uses rust-native native_webdriver_url = "http://127.0.0.1:9515" # WebDriver endpoint (chromedriver/selenium) # native_chrome_path = "/usr/bin/chromium" # optional explicit browser binary for driver [browser.computer_use] endpoint = "http://127.0.0.1:8787/v1/actions" # computer-use sidecar HTTP endpoint timeout_ms = 15000 # per-action timeout allow_remote_endpoint = false # secure default: only private/localhost endpoint window_allowlist = [] # optional window title/process allowlist hints # api_key = "..." # optional bearer token for sidecar # max_coordinate_x = 3840 # optional coordinate guardrail # max_coordinate_y = 2160 # optional coordinate guardrail # Rust-native backend build flag: # cargo build --release --features browser-native # Ensure a WebDriver server is running, e.g. chromedriver --port=9515 # Computer-use sidecar contract (MVP) # POST browser.computer_use.endpoint # Request: { # "action": "mouse_click", # "params": {"x": 640, "y": 360, "button": "left"}, # "policy": {"allowed_domains": [...], "window_allowlist": [...], "max_coordinate_x": 3840, "max_coordinate_y": 2160}, # "metadata": {"session_name": "...", "source": "zeroclaw.browser", "version": "..."} # } # Response: {"success": true, "data": {...}} or {"success": false, "error": "..."} [composio] enabled = false # opt-in: 1000+ OAuth apps via composio.dev # api_key = "cmp_..." # optional: stored encrypted when [secrets].encrypt = true entity_id = "default" # default user_id for Composio tool calls [identity] format = "openclaw" # "openclaw" (default, markdown files) or "aieos" (JSON) # aieos_path = "identity.json" # path to AIEOS JSON file (relative to workspace or absolute) # aieos_inline = '{"identity":{"names":{"first":"Nova"}}}' # inline AIEOS JSON ``` ### Ollama Local and Remote Endpoints ZeroClaw uses one provider key (`ollama`) for both local and remote Ollama deployments: - Local Ollama: keep `api_url` unset, run `ollama serve`, and use models like `llama3.2`. - Remote Ollama endpoint (including Ollama Cloud): set `api_url` to the remote endpoint and set `api_key` (or `OLLAMA_API_KEY`) when required. - Optional `:cloud` suffix: model IDs like `qwen3:cloud` are normalized to `qwen3` before the request. Example remote configuration: ```toml default_provider = "ollama" default_model = "qwen3:cloud" api_url = "https://ollama.com" api_key = "ollama_api_key_here" ``` ## Python Companion Package (`zeroclaw-tools`) For LLM providers with inconsistent native tool calling (e.g., GLM-5/Zhipu), ZeroClaw ships a Python companion package with **LangGraph-based tool calling** for guaranteed consistency: ```bash pip install zeroclaw-tools ``` ```python from zeroclaw_tools import create_agent, shell, file_read from langchain_core.messages import HumanMessage # Works with any OpenAI-compatible provider agent = create_agent( tools=[shell, file_read], model="glm-5", api_key="your-key", base_url="https://api.z.ai/api/coding/paas/v4" ) result = await agent.ainvoke({ "messages": [HumanMessage(content="List files in /tmp")] }) print(result["messages"][-1].content) ``` **Why use it:** - **Consistent tool calling** across all providers (even those with poor native support) - **Automatic tool loop** โ€” keeps calling tools until the task is complete - **Easy extensibility** โ€” add custom tools with `@tool` decorator - **Discord bot integration** included (Telegram planned) See [`python/README.md`](python/README.md) for full documentation. ## Identity System (AIEOS Support) ZeroClaw supports **identity-agnostic** AI personas through two formats: ### OpenClaw (Default) Traditional markdown files in your workspace: - `IDENTITY.md` โ€” Who the agent is - `SOUL.md` โ€” Core personality and values - `USER.md` โ€” Who the agent is helping - `AGENTS.md` โ€” Behavior guidelines ### AIEOS (AI Entity Object Specification) [AIEOS](https://aieos.org) is a standardization framework for portable AI identity. ZeroClaw supports AIEOS v1.1 JSON payloads, allowing you to: - **Import identities** from the AIEOS ecosystem - **Export identities** to other AIEOS-compatible systems - **Maintain behavioral integrity** across different AI models #### Enable AIEOS ```toml [identity] format = "aieos" aieos_path = "identity.json" # relative to workspace or absolute path ``` Or inline JSON: ```toml [identity] format = "aieos" aieos_inline = ''' { "identity": { "names": { "first": "Nova", "nickname": "N" } }, "psychology": { "neural_matrix": { "creativity": 0.9, "logic": 0.8 }, "traits": { "mbti": "ENTP" }, "moral_compass": { "alignment": "Chaotic Good" } }, "linguistics": { "text_style": { "formality_level": 0.2, "slang_usage": true } }, "motivations": { "core_drive": "Push boundaries and explore possibilities" } } ''' ``` #### AIEOS Schema Sections | Section | Description | |---------|-------------| | `identity` | Names, bio, origin, residence | | `psychology` | Neural matrix (cognitive weights), MBTI, OCEAN, moral compass | | `linguistics` | Text style, formality, catchphrases, forbidden words | | `motivations` | Core drive, short/long-term goals, fears | | `capabilities` | Skills and tools the agent can access | | `physicality` | Visual descriptors for image generation | | `history` | Origin story, education, occupation | | `interests` | Hobbies, favorites, lifestyle | See [aieos.org](https://aieos.org) for the full schema and live examples. ## Gateway API | Endpoint | Method | Auth | Description | |----------|--------|------|-------------| | `/health` | GET | None | Health check (always public, no secrets leaked) | | `/pair` | POST | `X-Pairing-Code` header | Exchange one-time code for bearer token | | `/webhook` | POST | `Authorization: Bearer ` | Send message: `{"message": "your prompt"}` | | `/whatsapp` | GET | Query params | Meta webhook verification (hub.mode, hub.verify_token, hub.challenge) | | `/whatsapp` | POST | None (Meta signature) | WhatsApp incoming message webhook | ## Commands | Command | Description | |---------|-------------| | `onboard` | Quick setup (default) | | `onboard --interactive` | Full interactive 7-step wizard | | `onboard --channels-only` | Reconfigure channels/allowlists only (fast repair flow) | | `agent -m "..."` | Single message mode | | `agent` | Interactive chat mode | | `gateway` | Start webhook server (default: `127.0.0.1:8080`) | | `gateway --port 0` | Random port mode | | `daemon` | Start long-running autonomous runtime | | `service install/start/stop/status/uninstall` | Manage user-level background service | | `doctor` | Diagnose daemon/scheduler/channel freshness | | `status` | Show full system status | | `channel doctor` | Run health checks for configured channels | | `channel bind-telegram ` | Add one Telegram username/user ID to allowlist | | `integrations info ` | Show setup/status details for one integration | ## Development ```bash cargo build # Dev build cargo build --release # Release build (codegen-units=1, works on all devices including Raspberry Pi) cargo build --profile release-fast # Faster build (codegen-units=8, requires 16GB+ RAM) cargo test # 1,017 tests cargo clippy # Lint (0 warnings) cargo fmt # Format # Run the SQLite vs Markdown benchmark cargo test --test memory_comparison -- --nocapture ``` ### Pre-push hook A git hook runs `cargo fmt --check`, `cargo clippy -- -D warnings`, and `cargo test` before every push. Enable it once: ```bash git config core.hooksPath .githooks ``` ### Build troubleshooting (Linux OpenSSL errors) If you see an `openssl-sys` build error, sync dependencies and rebuild with the repository lockfile: ```bash git pull cargo build --release --locked cargo install --path . --force --locked ``` ZeroClaw is configured to use `rustls` for HTTP/TLS dependencies; `--locked` keeps the transitive graph deterministic on fresh environments. To skip the hook when you need a quick push during development: ```bash git push --no-verify ``` ## Collaboration & Docs For high-throughput collaboration and consistent reviews: - Contribution guide: [CONTRIBUTING.md](CONTRIBUTING.md) - PR workflow policy: [docs/pr-workflow.md](docs/pr-workflow.md) - Reviewer playbook (triage + deep review): [docs/reviewer-playbook.md](docs/reviewer-playbook.md) - CI ownership and triage map: [docs/ci-map.md](docs/ci-map.md) - Security disclosure policy: [SECURITY.md](SECURITY.md) ### ๐Ÿ™ Special Thanks A heartfelt thank you to the communities and institutions that inspire and fuel this open-source work: - **Harvard University** โ€” for fostering intellectual curiosity and pushing the boundaries of what's possible. - **MIT** โ€” for championing open knowledge, open source, and the belief that technology should be accessible to everyone. - **Sundai Club** โ€” for the community, the energy, and the relentless drive to build things that matter. - **The World & Beyond** ๐ŸŒโœจ โ€” to every contributor, dreamer, and builder out there making open source a force for good. This is for you. We're building in the open because the best ideas come from everywhere. If you're reading this, you're part of it. Welcome. ๐Ÿฆ€โค๏ธ ## License MIT โ€” see [LICENSE](LICENSE) and [NOTICE](NOTICE) for contributor attribution ## Contributing See [CONTRIBUTING.md](CONTRIBUTING.md). Implement a trait, submit a PR: - CI workflow guide: [docs/ci-map.md](docs/ci-map.md) - New `Provider` โ†’ `src/providers/` - New `Channel` โ†’ `src/channels/` - New `Observer` โ†’ `src/observability/` - New `Tool` โ†’ `src/tools/` - New `Memory` โ†’ `src/memory/` - New `Tunnel` โ†’ `src/tunnel/` - New `Skill` โ†’ `~/.zeroclaw/workspace/skills//` --- **ZeroClaw** โ€” Zero overhead. Zero compromise. Deploy anywhere. Swap anything. ๐Ÿฆ€ ## Star History

Star History Chart