{"adoption": {"forks": 1070, "observed_at": "2026-08-28T04:10:51.981373+00:00", "stars": 12186}, "canonical_url": "https://ross.abutalabs.com/products/developer", "card": {"archived": false, "artifact_type": "library", "description": "the first library to let you embed a developer agent in your own app!", "domain": ["artificial-intelligence", "large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "cli"], "health_score": 20, "homepage": "https://twitter.com/SmolModels", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["smol-ai/developer"], "name": "smol-ai/developer", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2024-04-07T07:11:03+00:00", "repo": "smol-ai/developer", "stars": 12186, "tags": ["ai-coding-agent", "codebase-scaffolding", "whole-program-synthesis", "junior-developer-agent", "human-in-the-loop", "code-generation", "ai-agents", "automation"], "topics": [], "urls": [], "use_cases": ["generate a full codebase from a product spec", "embed an AI developer agent in my app", "scaffold a starter app without rigid templates", "debug generated code with an AI assistant", "iterate on app prompts with human in the loop", "build a create-anything-app style scaffolder"], "what_it_is": "smol developer is a 'junior developer' AI agent that scaffolds an entire codebase from a product spec, and can be embedded as a library to add a developer agent to your own app. It supports human-in-the-loop iteration where you refine prompts, run generated code, and paste errors back for fixes.", "when_to_avoid": ["you need production-grade, reliable code generation with strong guarantees", "you want a fully autonomous coding agent with minimal supervision", "you need long-term maintained tooling - the project has seen limited activity since 2024"], "when_to_choose": ["you want an LLM agent to bootstrap a small project or prototype from a spec", "you want a minimal, hackable library for embedding code-generation agents", "you prefer human-in-the-loop prompt-driven development over one-shot starters"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/developer", "repo": "smol-ai/developer", "role": "main", "score": 29}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.981373+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:14:51.464834+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "82ddee3e8252cd312a1c51ebf7bee4776b19f8ac10ee6e6cb09e4145ccd4a9ed", "fetched_at": "2026-08-28T04:10:51.981373+00:00", "kind": "readme", "missing": false, "url": "https://github.com/smol-ai/developer"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 86, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1208, "days_push": 878, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 29, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}