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g023 Code
DeepSeek V4 Flash Optimized Harness w/Ollama vision support
A pure-Python AI coding agent harness optimized for DeepSeek v4 Flash that reads your project, searches code & the web, runs commands, and fetches pages, all while showing you exactly what it's doing and estimating what it costs. Built on DeepSeek's Responses API with native web search, subagent-first architecture, and a terminal-native interface. You can also use Ollama local or on another server to power the vision capabilities.
Hi Product Hunt! 👋 I built `g023code` because I wanted an AI coding agent that actually tells me what it's doing and what it costs and no black boxes. I also wanted a CLI coding/system management utility that took full advantage of the caching of deepseek v4 flash, and done in raw python.
Why it's different:
- Subagent-first – heavy file reads are delegated to isolated subagents that return compact summaries, keeping the main context lean and costs predictable
- Native web search – powered by DeepSeek's Responses API, not a bolted-on provider
- Terminal-native – live tool traces, persistent history, and a status bar showing cache hit rates and session costs in real time
- Vision support – connect Ollama models locally or remotely
- Free & open-source – pure Python, runs on Python 3.11+
Would love your feedback so try it on your own codebase and let me know what you think!
g023 Code was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #84 on the daily leaderboard. A pure-Python AI coding agent harness optimized for DeepSeek v4 Flash that reads your project, searches code & the web, runs commands, and fetches pages, all while showing you exactly what it's doing and estimating what it costs. Built on DeepSeek's Responses API with native web search, subagent-first architecture, and a terminal-native interface. You can also use Ollama local or on another server to power the vision capabilities.
On the analytics side, g023 Code competes within Software Engineering, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how g023 Code performed against the three products that launched closest to it on the same day.
Who hunted g023 Code?
g023 Code was hunted by g023 - Developer. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of g023 Code including community comment highlights and product details, visit the product overview.
g023 - Developer