{"adoption": {"forks": 143, "observed_at": "2026-08-28T04:03:35.574543+00:00", "stars": 1101}, "canonical_url": "https://ross.abutalabs.com/products/flock", "card": {"archived": false, "artifact_type": "application", "description": "A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.", "domain": ["large-language-models", "developer-tools", "cross-platform"], "enriched": true, "function": ["agent-framework", "workflow-automation", "chatbot", "mcp", "llm-inference", "scheduling", "gui"], "health_score": 94, "homepage": null, "language": "Rust", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["Onelevenvy/flock"], "name": "Onelevenvy/flock", "platform": ["cross-platform", "rust"], "pushed_at": "2026-07-07T07:21:42+00:00", "repo": "Onelevenvy/flock", "stars": 1101, "tags": ["multi-agent", "langgraph", "visual-workflow-editor", "reactflow", "tauri", "desktop-app", "sandbox", "vnc", "cron-scheduler", "openai", "ai-agents", "automation", "desktop"], "topics": ["agent", "langchain", "langgraph", "llm", "muti-agent", "openai", "react-flow", "workflow", "ai", "chatbot", "deekseek", "mcp", "rust", "langgraph-rust", "harness"], "urls": [], "use_cases": ["orchestrate multiple AI agents visually", "build LLM workflows with drag-and-drop nodes", "run scheduled AI agent tasks automatically", "let an AI agent read and write files locally", "run agents in a sandboxed container with VNC", "create multi-agent collaboration pipelines", "use any LLM API key with a desktop agent client"], "what_it_is": "Flock is a cross-platform desktop multi-agent harness built with Rust, Tauri, and React, powered by the langgraph-rust engine. It provides a visual ReactFlow workflow editor, built-in agents with filesystem and shell access, sandboxed execution with VNC, and cron-based task automation.", "when_to_avoid": ["you need a lightweight CLI or headless server tool", "you require a mature ecosystem with extensive third-party integrations", "you only need a simple chat client without agent capabilities", "you depend on the original Python/LangChain backend"], "when_to_choose": ["you want a local desktop app for multi-agent orchestration", "you prefer visual workflow building over writing code", "you need scheduled, unattended agent automation", "you want sandboxed agent execution with full visibility", "you want a Rust-based alternative to Python LangGraph tooling"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/flock", "repo": "Onelevenvy/flock", "role": "main", "score": 82}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:35.574543+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:45:41.314234+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1920e1b0612e59eb7a2f37d6f65a38824409d003962aff9c2a27aa9ae945cc5d", "fetched_at": "2026-08-28T04:03:35.574543+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Onelevenvy/flock"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 52, "rhythm": 89}, "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": 729, "days_push": 57, "days_rel": 78, "gap_med": 3, "n_releases_24m": 16}, "score": 82, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}