{"adoption": {"forks": 1424, "observed_at": "2026-08-28T04:10:51.995862+00:00", "stars": 12193}, "canonical_url": "https://ross.abutalabs.com/products/agent-s", "card": {"archived": false, "artifact_type": "framework", "description": "Agent S: an open agentic framework that uses computers like a human", "domain": ["artificial-intelligence", "computer-vision", "large-language-models"], "enriched": true, "function": ["agent-framework", "computer-vision", "rag", "machine-learning", "gui"], "health_score": 93, "homepage": "https://www.simular.ai", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["simular-ai/Agent-S"], "name": "simular-ai/Agent-S", "platform": ["windows", "python", "cross-platform"], "pushed_at": "2026-08-01T03:31:09+00:00", "repo": "simular-ai/Agent-S", "stars": 12193, "tags": ["computer-use", "gui-agents", "computer-automation", "agent-computer-interface", "mllm", "osworld", "in-context-reinforcement-learning", "screen-understanding", "ai-agents", "automation", "linux", "macos"], "topics": ["agent-computer-interface", "ai-agents", "computer-automation", "gui-agents", "memory", "mllm", "planning", "retrieval-augmented-generation", "in-context-reinforcement-learning", "computer-use", "grounding", "computer-use-agent", "cua"], "urls": [], "use_cases": ["automate desktop tasks by controlling the mouse and keyboard with an AI agent", "build a computer-use agent that operates GUI applications", "run an AI agent that completes tasks on Windows, macOS, or Linux", "benchmark GUI agents on OSWorld", "automate repetitive clicking and typing workflows with LLMs", "build agents that see the screen and take actions like a human"], "what_it_is": "Agent S is an open-source agentic framework that uses multimodal LLMs to operate computers like a human, controlling GUIs via clicking, typing, and screen understanding. It includes an Agent-Computer Interface, planning, memory, and self-improving in-context learning, and has surpassed human performance on the OSWorld benchmark.", "when_to_avoid": ["you only need browser automation rather than full desktop control", "you need a fully deterministic RPA pipeline with predefined actions", "you cannot run or pay for the multimodal LLM backends the agent requires"], "when_to_choose": ["you need an open-source computer-use agent that operates GUIs across Windows, macOS, and Linux", "you want a research-backed framework with state-of-the-art OSWorld results", "you want planning, memory, and self-improvement built into a GUI agent"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agent-s", "repo": "simular-ai/Agent-S", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:51.995862+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:14:50.930071+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c55180db6932a89a80811e08408c91d779fc4d3f9b187edc3a7df20f61a28a8", "fetched_at": "2026-08-28T04:10:51.995862+00:00", "kind": "readme", "missing": false, "url": "https://github.com/simular-ai/Agent-S"}, {"content_hash": "a51dd723cf18e2772fc6775780529dbd7ee5eaa2330349cef83217c25ef647b9", "fetched_at": "2026-08-29T08:11:57.049257+00:00", "kind": "homepage", "missing": false, "url": "https://www.simular.ai"}, {"content_hash": "9f77b2ef49bd65ed7ce3e553a437665d6d66f946df064c2855d542104d3798fe", "fetched_at": "2026-08-29T08:11:57.052319+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/about"}, {"content_hash": "17c5fe2a5666e98e8a6a8bd39f301b7970ecafd7b5755e9a18210e6fdbb5edf5", "fetched_at": "2026-08-29T08:11:57.054779+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/pricing"}, {"content_hash": "e1bf06ecda748838f81edaf56c67b0b0112746f62c7236733abbff5bc7f10db0", "fetched_at": "2026-08-29T08:11:57.057190+00:00", "kind": "site_page", "missing": false, "url": "https://www.simular.ai/articles/2026-the-year-desktop-agents-stop-being-a-toy"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 95, "longevity": 49, "rhythm": 49}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 693, "days_push": 32, "days_rel": 260, "gap_med": 31, "n_releases_24m": 12}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}