{"adoption": {"forks": 269, "observed_at": "2026-08-28T04:05:56.324448+00:00", "stars": 1933}, "canonical_url": "https://ross.abutalabs.com/products/natbot", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Drive a browser with GPT-3", "domain": ["artificial-intelligence", "large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "browser-extension", "llm-inference", "web-scraping"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["nat/natbot"], "name": "nat/natbot", "platform": ["python", "cli"], "pushed_at": "2024-06-09T06:47:38+00:00", "repo": "nat/natbot", "stars": 1933, "tags": ["gpt-3", "browser-automation", "playwright", "dom-serialization", "ai-web-agent", "ai-agents", "automation"], "topics": [], "urls": [], "use_cases": ["automate web browsing with an LLM agent", "let GPT-3 click and navigate web pages", "build a browser automation agent powered by GPT-3", "experiment with LLM-driven web interaction", "prototype AI agents that control a browser"], "what_it_is": "natbot is a Python tool that drives a web browser using GPT-3, letting an LLM agent navigate and interact with web pages. It serializes the DOM and prompts the model to decide browser actions.", "when_to_avoid": ["you need a production-grade, maintained browser agent with multi-tab and feedback features", "you want modern LLM support beyond GPT-3", "you need robust DOM handling or prompt chaining, which are listed as unimplemented ideas"], "when_to_choose": ["you want a minimal, hackable example of an LLM browser agent", "you're experimenting with GPT-3-driven web automation", "you need a simple starting point to build a more capable web agent"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/natbot", "repo": "nat/natbot", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.324448+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:08:34.509777+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "524f0c736146c9ef391da6e135f8491ab9f5508bb362cdac060853c75f05ce38", "fetched_at": "2026-08-28T04:05:56.324448+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nat/natbot"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1434, "days_push": 815, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}