Ross ROSS = Recommend OSS · open-source software intelligence for agents

1jehuang/jcode

The most RAM efficient harness observed · 2026-08-28

github.com/1jehuang/jcode · homepage · Rust · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

78/100

  • Activity 99
  • Release rhythm 87
  • Longevity 17
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0.0
  • age_days: 240
  • days_rel: 7
  • days_push: 7
  • n_releases_24m: 165

Full methodology

Adoption not part of the score

18635 stars · 2108 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

jcode is an open-source AI coding agent for the terminal, written in Rust, that lets developers run many agent sessions in parallel with very low RAM usage. It supports multiple model providers (Claude, OpenAI, Gemini, Copilot, Azure, local models) via OAuth or API keys, and offers a TUI, non-interactive runs, and a background server mode.

Use cases

  • run an AI coding agent in the terminal
  • run dozens of coding agents in parallel cheaply
  • use Claude or ChatGPT subscription with a CLI coding agent
  • find a low-memory alternative to Claude Code
  • delegate coding tasks to background AI agents
  • run a coding agent with local models via Ollama

When to choose

  • you want a resource-efficient, open-source terminal coding agent
  • you need to run many agent sessions in parallel on one machine
  • you want to bring your own provider subscriptions or local models
  • you value an inspectable, MIT-licensed agent harness

When to avoid

  • you need a GUI or IDE-integrated coding assistant
  • you rely on a vendor's official support and hosted-only experience
  • you don't want any agent running commands on your machine

Facets

cli-tool · maturity active

agent-framework llm-inference cli terminal-ui mcp developer-tools developer-tools large-language-models windows cli rust coding-agent ai-coding tui parallel-sessions resource-efficiency byo-model-provider ai-agents command-line linux macos

5 sources

Member repositories

RepositoryRoleHealth v2
1jehuang/jcodemain78

For agents

markdown · JSON · MCP: product_card(name="1jehuang/jcode")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem