Coding & Development🤖claude💬gpt🌐universal
GEODE v0.99.23 — Long-running Autonomous Execution Harness
GEODE v0.84.0: 범용 자율 실행 에이전트 하네스 · while(tool_use) AgenticLoop · 54 Tools + 13 MCP · 46 Hook Events (L1→L4 성숙도) · Autonomous Safety (비용 상한 + 래칫 + 다양성) · 5-Layer Verification · 3-Provider Resilience
Quick Start
Install this Skill
npx skills add mangowhoiscloud/geode<p align="center"> <img src="assets/geode-mascot.png" alt="GEODE — Autonomous Execution Harness" width="360" /> </p> <p align="center"> <img src="https://img.shields.io/badge/while(tool__use)-agentic%20loop-1e293b?style=flat-square" alt="while(tool_use)"> <img src="https://img.shields.io/badge/53%20agentic%20tools-MCP%20native-1e293b?style=flat-square" alt="53 Agentic Tools"> <img src="https://img.shields.io/badge/LangGraph-StateGraph-1e293b?style=flat-square" alt="LangGraph"> <a href="https://github.com/mangowhoiscloud/geode/actions"><img src="https://img.shields.io/github/actions/workflow/status/mangowhoiscloud/geode/ci.yml?style=flat-square&label=ci&logo=github&logoColor=white" alt="CI"></a> </p> <p align="center"> <img src="https://img.shields.io/badge/Anthropic-Opus_4.7-cc785c?style=flat-square&logo=anthropic&logoColor=white" alt="Anthropic Opus 4.7"> <img src="https://img.shields.io/badge/OpenAI-GPT--5.5-412991?style=flat-square&logo=openai&logoColor=white" alt="OpenAI GPT-5.5"> <img src="https://img.shields.io/badge/ZhipuAI-GLM--5.1-1a73e8?style=flat-square" alt="ZhipuAI GLM-5.1"> <img src="https://img.shields.io/badge/+10_fallback-models-555?style=flat-square" alt="+10 fallback models"> </p> <p align="center"> <a href="https://mangowhoiscloud.github.io/geode/portfolio">Portfolio</a> · <a href="https://mangowhoiscloud.github.io/geode/docs">Docs</a> · <a href="README.ko.md">한국어</a> </p> # GEODE v0.99.23 — Long-running Autonomous Execution Harness A general-purpose autonomous agent for exploratory research and signal prediction. You ask in plain language. GEODE plans, calls tools, and reports — for one prompt or a long-running session. > **Have a ChatGPT Plus, Pro, Business, Edu, or Enterprise plan?** Route GEODE through that subscription. No API key. [Subscription setup ↓](#path-a--chatgpt-subscription-the-recommended-path-for-openai-users) > > **Claude Pro / Max?** Anthropic's terms (effective 2026-01-09) forbid third-party harness from using the Claude Code OAuth token, so GEODE doesn't read it. Use an Anthropic API key instead (Path B). Your Console account is the same; new accounts get $5 free credit. --- ## What you can ask it Copy-paste these to see what it does: ``` "Summarize the latest RAG papers on arXiv from this month" "Find LinkedIn job postings that match my profile and rank them" "Schedule a 9 AM standup reminder every weekday" "Watch hacker news for posts about LangGraph and DM me on Slack" "Compare gpt-5.5 vs claude-opus-4.7 for code review" ``` GEODE chooses the right tools (web search, file ops, MCP servers, sub-agents), runs them, and shows you the answer with sources and cost. --- ## Setup in 5 minutes ### Prerequisites — what you need first <details> <summary><strong>Don't know what these are?</strong> Click here for a 1-line explainer of each.</summary> - **Python 3.12+** — the language GEODE is written in. Most laptops don't have a recent enough version. Install from [python.org/downloads](https://www.python.org/downloads/) (download the macOS or Windows installer, click through). - **Git** — how you copy GEODE's source code from GitHub. Mac: comes with Xcode Command Line Tools (`xcode-select --install`). Windows: [git-scm.com](https://git-scm.com/) installer. - **uv** — a fast Python package manager (replaces pip). One-line install: copy the `curl` command below into Terminal/PowerShell. If any of these fail, see [Troubleshooting](#troubleshooting) below. </details> | Tool | Install | Verify | |------|---------|--------| | Python 3.12+ | [python.org/downloads](https://www.python.org/downloads/) | `python3 --version` | | Git | [git-scm.com](https://git-scm.com/) | `git --version` | | uv | `curl -LsSf https://astral.sh/uv/install.sh \| sh` | `uv --version` | ### Step 1 — Install GEODE GEODE's PyPI distribution is **`geode-agent`**. It installs the **`geode`** command. ```bash uv tool install geode-agent geode version ``` If the current release has not been published to PyPI yet, or you are developing GEODE itself, install from source instead: ```bash git clone https://github.com/mangowhoiscloud/geode.git cd geode uv sync # installs dependencies (~30s) uv tool install -e . --force # makes `geode` available everywhere ``` ### Step 2 — Run the setup wizard ```bash geode setup ``` The wizard offers three paths: ChatGPT subscription (auto-detects `codex auth login` if you've already done it), API key (paste and go), or skip into dry-run mode for now. Pick whichever fits. If you already ran `codex auth login` before installing GEODE, you can skip this step entirely — the next `geode` invocation will detect the token and start. ### Step 3 — Pick a path (manual reference) The wizard above covers everything below; this section exists as a manual reference for what each path actually does. --- #### Path A — ChatGPT subscription (the recommended path for OpenAI users) Codex CLI signs you in onc ... (truncated)
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