{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:35:49.355Z","software":{"slug":"cvat-ai/cvat","name":"cvat","source":"https://github.com/cvat-ai/cvat","tagline":"Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.","summary":"Provisional external discovery candidate. Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.","topics":["annotation","annotation-tool","annotations","boundingbox","computer-vision","computer-vision-annotation","dataset","deep-learning","image-annotation","image-classification","image-labeling","image-labelling-tool"]},"decision":{"fitScore":63,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.","whyFound":"CLOUDM0N matched this repository through its capability signals: annotation, annotation-tool, annotations, boundingbox, computer-vision.","bestFor":"Provisional external discovery candidate. Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.","tradeOff":"No explicit trade-off is documented in the current CLOUDM0N analysis. Review the source, trust evidence, and target environment before adoption.","adoption":"VERIFY_FIRST"},"trust":{"security":{"status":"REVIEW","score":55,"commitSha":"8a6084c66fe7e48272a213c98462da98d6d08276","scannedAt":"2026-09-01T11:00:32.721Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"8a6084c66fe7e48272a213c98462da98d6d08276","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["annotation","annotation-tool","annotations","boundingbox","computer-vision","computer-vision-annotation","dataset","deep-learning","image-annotation","image-classification","image-labeling","image-labelling-tool"],"note":"Architecture context comes from static code and repository evidence. CLOUDM0N does not execute the repository before adoption."},"install":{"evidenceLevel":"AGENT_VERIFICATION_REQUIRED","source":null,"installCommand":null,"startCommand":null,"healthCommand":null,"networkDuringInstall":null,"protocolProbe":null,"caution":"Installation is intentionally deferred to the user’s coding agent. The agent must inspect official documentation and the target environment before proposing or making changes."},"alternatives":[{"slug":"repowise-dev/repowise","name":"repowise","fitScore":63,"verdict":"NICHE","security":{"status":"REVIEW","score":55},"focus":"Repowise is your AI team's new best friend when it comes to understanding codebases at scale. It tackles the messy reality of large codebases by automatically generating documentation, surfacing git analytics, spotting dead code, and extracting architectural decisions — all through the Model Context Protocol (MCP). Whether you're onboarding new devs, debugging legacy code, or feeding context to your favorite AI coding assistant, Repowise turns chaotic repositories into structured, queryable intelligence. With 1.3k stars and growing fast, this tool is quickly becoming essential for teams that want to ship smarter, not harder."},{"slug":"hoangsonww/Claude-Code-Agent-Monitor","name":"Claude-Code-Agent-Monitor","fitScore":54,"verdict":"NICHE","security":{"status":"REVIEW","score":20},"focus":"🚀 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, Express, React, Vite, TailwindCSS, & WebSockets. It tracks sessions, agent activity, tool usage, and subagent orchestration, providing live analytics, a Kanban status board, status notifications, a cute buddy, & an interactive web UI/MacOS/Windows native app."},{"slug":"nirholas/XActions","name":"XActions","fitScore":51,"verdict":"NICHE","security":{"status":"REVIEW","score":45},"focus":"⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically. "}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}