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

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Repository
5stars
2forks
View on GitHub
Details
DiscoveredMay 20, 2026
Last UpdatedMay 20, 2026
Quality Score
40/100