{"adoption": {"forks": 70, "observed_at": "2026-09-03T02:15:14.265387+00:00", "stars": 1034}, "canonical_url": "https://ross.abutalabs.com/products/agent-desktop", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Native desktop automation CLI for AI agents. Control any application through OS accessibility trees with structured JSON output and deterministic element refs.", "domain": ["developer-tools", "accessibility", "operating-systems"], "enriched": true, "function": ["cli", "workflow-automation", "mcp", "developer-tools"], "health_score": 100, "homepage": null, "language": "Rust", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["lahfir/agent-desktop"], "name": "lahfir/agent-desktop", "platform": ["cli", "rust"], "pushed_at": "2026-09-03T00:48:19+00:00", "repo": "lahfir/agent-desktop", "stars": 1034, "tags": ["desktop-automation", "accessibility-tree", "ai-agents", "mcp-server", "gui-automation", "structured-output", "automation", "macos"], "topics": ["accessibility", "accessibility-api", "ai-agents", "automation", "cli", "desktop-automation", "macos", "mcp", "rust"], "urls": [], "use_cases": ["let an AI agent click buttons and fill forms in native desktop apps", "automate macOS applications without pixel-based screenshot matching", "give an LLM agent structured access to a GUI's accessibility tree", "reduce token usage when agents observe dense desktop UIs", "drive desktop apps from Python or Swift via a C-ABI library", "build computer-use agents that interact with any application"], "what_it_is": "A native Rust CLI that lets AI agents control desktop applications through OS accessibility trees, returning structured JSON with deterministic element references instead of screenshots. It also ships a C-ABI library for embedding from other languages and MCP integration.", "when_to_avoid": ["you need cross-platform desktop automation beyond macOS", "you're automating web apps, where browser automation tools fit better", "you need pixel-level visual verification of the UI"], "when_to_choose": ["you need deterministic, structured UI element references for agent-driven desktop automation", "you want to avoid brittle screenshot/pixel-matching approaches", "you're on macOS and want a fast single-binary CLI with MCP support"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agent-desktop", "repo": "lahfir/agent-desktop", "role": "main", "score": 82}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.265387+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:07:47.413711+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9981501b7c0e336b58e28ce293124f6fdb3171694ff7c486028cd9397f700d", "fetched_at": "2026-09-03T02:15:14.265387+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lahfir/agent-desktop"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 13, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 195, "days_push": 0, "days_rel": 6, "gap_med": 1, "n_releases_24m": 36}, "score": 82, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}