{"adoption": {"forks": 2108, "observed_at": "2026-08-28T04:11:26.908939+00:00", "stars": 18635}, "canonical_url": "https://ross.abutalabs.com/products/jcode", "card": {"archived": false, "artifact_type": "cli-tool", "description": "The most RAM efficient harness", "domain": ["developer-tools", "large-language-models"], "enriched": true, "function": ["agent-framework", "llm-inference", "cli", "terminal-ui", "mcp", "developer-tools"], "health_score": 100, "homepage": "https://jcode.sh", "language": "Rust", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["1jehuang/jcode"], "name": "1jehuang/jcode", "platform": ["windows", "cli", "rust"], "pushed_at": "2026-08-26T22:36:20+00:00", "repo": "1jehuang/jcode", "stars": 18635, "tags": ["coding-agent", "ai-coding", "tui", "parallel-sessions", "resource-efficiency", "byo-model-provider", "ai-agents", "command-line", "linux", "macos"], "topics": ["ai", "claude", "cli", "coding-agent", "llm", "mcp", "openai", "rust", "terminal", "tui", "ai-agent", "ai-coding-agent"], "urls": [], "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"], "what_it_is": "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.", "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"], "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"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/jcode", "repo": "1jehuang/jcode", "role": "main", "score": 78}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:26.908939+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:01:21.069501+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a4d557e73c0c64c0123e092d493adc9cfcfe4317c803a21414c4139efbdc3b27", "fetched_at": "2026-08-28T04:11:26.908939+00:00", "kind": "readme", "missing": false, "url": "https://github.com/1jehuang/jcode"}, {"content_hash": "36ca5909d267437cf46fa5bbc0c1c3bb4d0a7f5e22c62debb2d66c33422a9cf6", "fetched_at": "2026-08-29T07:59:28.944606+00:00", "kind": "homepage", "missing": false, "url": "https://jcode.sh"}, {"content_hash": "3744a9e6b36614ec729ec1cafab9ee2a75c09c793ca90156618654a9e6ec70fc", "fetched_at": "2026-08-29T07:59:28.954607+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/docs"}, {"content_hash": "22ebbd53d41fdfa75d76030878a57190963076ad8b3925d769ce19a45a0b0952", "fetched_at": "2026-08-29T07:59:28.958552+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/about"}, {"content_hash": "9774d731cf23b44d3d46eb67c4e02b3994df84f0681aa51ef78028eb3833bc3f", "fetched_at": "2026-08-29T07:59:28.956868+00:00", "kind": "site_page", "missing": false, "url": "https://jcode.sh/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 17, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 240, "days_push": 7, "days_rel": 7, "gap_med": 0.0, "n_releases_24m": 165}, "score": 78, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}