{ "schema_version": "1.0", "title": "Article-50 provider fix list — what would change each agent's row", "description": "For every agent on Hlido's independent Article-50 readiness register: the specific, observable public-surface changes that would let us verify a signal we currently cannot. Published so any vendor can act on it without contacting us, and so an agent evaluating a tool can read what is missing as structured data.", "disclaimer": "These are observations from PUBLIC surfaces, not legal conclusions. A listed item means we could not verify that signal from the agent's public surface — not that the provider lacks it, and not that the provider is non-compliant. This is a transparency-readiness signal, not a legal-compliance determination and not legal advice. Vendors: reply or submit a correction and we re-probe free, within a week.", "partial_view_note": "Entries marked view:\"partial\" sit behind a login wall, so we could see only part of the public surface. For those, an unverified signal is INCONCLUSIVE — we could not look — and must never be read as a finding against the provider. Same principle the instant check applies to thin or client-rendered sites.", "how_to_use": { "vendors": "Find your agent, make any of the listed public-surface changes, then tell us — we re-probe within a week and your public row updates.", "deployers": "Use it as a due-diligence checklist for a tool you deploy: what its public surface does and does not currently show.", "agents": "GET https://hlido.eu/data/art50-fix-list.json — every entry carries slug, band, and the structured fix list." }, "generated_at": "2026-07-26T09:48:28.715Z", "source_register": "brain/state/v1/article50/register-latest.json", "register_generated_at": "2026-07-26T09:48:28.631Z", "deadline": "2026-08-02", "marking_deadlines": { "disclosure_and_deepfake_labelling": "2026-08-02", "machine_readable_marking_new_systems": "2026-08-02", "machine_readable_marking_legacy_systems": "2026-12-02", "cop_signing_window_closes": "2026-07-22", "cop_adequacy_confirmed": "2026-07-09", "cop_watermark_detection_interoperability": "2027-02-02", "note": "Article 50(2) machine-readable marking: systems placed on the market before 2026-08-02 have an Omnibus grace period to 2026-12-02 for the marking duty ONLY. Chatbot disclosure and deepfake labelling apply from 2026-08-02 for all systems, with no grace. The final Code of Practice on Transparency of AI-Generated Content (published 2026-06-10; Commission + AI Board adequacy confirmed 2026-07-09) sets the provider bar at TWO machine-readable layers — digitally signed + time-stamped metadata AND an imperceptible watermark — with watermarking mandatory for free-form text over 200 tokens (the earlier drafts' provenance-certificate alternative was dropped). Signatories (window closes 2026-07-22, listed publicly) gain a presumption of compliance. Per-agent `marking` blocks report the independently observed marking-readiness signal (statement / free detection tool / CoP signatory: true, false, or null = unknown until the signatory list is ingested); status not_yet_checked means Hlido has not yet probed that agent's marking surface." }, "license": "CC-BY-4.0 — cite Hlido (hlido.eu)", "counts": { "agents": 829, "with_fixes": 828, "no_fixes": 1, "limited_view": 302, "with_red_flags": 445, "by_band": { "READY": { "agents": 143, "with_fixes": 142 }, "PARTIAL": { "agents": 110, "with_fixes": 110 }, "NOT-READY": { "agents": 576, "with_fixes": 576 } } }, "fix_frequency": [ { "signal": "API surface", "agents": 750, "share_pct": 90 }, { "signal": "transparent pricing/access", "agents": 669, "share_pct": 81 }, { "signal": "demonstrable, not black-box", "agents": 653, "share_pct": 79 }, { "signal": "clear access path", "agents": 610, "share_pct": 74 }, { "signal": "clear stated purpose", "agents": 571, "share_pct": 69 }, { "signal": "public homepage reachable", "agents": 555, "share_pct": 67 }, { "signal": "detection / verification tool", "agents": 295, "share_pct": 36 }, { "signal": "machine-readable marking statement", "agents": 283, "share_pct": 34 } ], "fix_vocabulary": { "machine-readable marking statement": "a published statement of how AI-generated output is marked (metadata + watermark per the final Code of Practice) would flip the marking signal", "detection / verification tool": "a linked (free) detection/verification tool for your generated content would flip the detection signal", "transparent pricing/access": "a public pricing or access-terms page", "API surface": "a documented API/CLI/MCP surface (also how agent users verify the disclosure signal)", "demonstrable, not black-box": "a public demo, docs, or trial that lets the behavior be observed", "clear access path": "a visible path to access/try the product (sign-up, install, or docs)", "clear stated purpose": "a plain statement on the public surface of what the system is and does", "public homepage reachable": "a reachable public homepage for the product" }, "items": [ { "slug": "11x-ai", "name": "11x.ai", "category": "Productivity", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/11x-ai/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "ag2ai-ag2", "name": "ag2ai/ag2", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 6, "confidence": "low", "review_url": "/reviews/ag2ai-ag2/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "ampcode", "name": "AmpCode by Sourcegraph", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/ampcode/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "cline-2", "name": "Cline (latest)", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/cline-2/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "copilotkit-copilotkit", "name": "CopilotKit/CopilotKit", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 6, "confidence": "low", "review_url": "/reviews/copilotkit-copilotkit/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "coplay", "name": "Coplay", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/coplay/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "donobu", "name": "donobu", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/donobu/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "elelem", "name": "elelem", "category": "Frameworks & Eval", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/elelem/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "elicit-research", "name": "Elicit", "category": "Research", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/elicit-research/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "flux-imessage-agents", "name": "Flux", "category": "Productivity", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/flux-imessage-agents/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "gizclaw-flowcraft", "name": "GizClaw/flowcraft", "category": "Voice", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/gizclaw-flowcraft/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "graykode-abtop", "name": "graykode/abtop", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 31, "confidence": "medium", "review_url": "/reviews/graykode-abtop/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "instantly-ai", "name": "Instantly", "category": "Sales", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "high", "review_url": "/reviews/instantly-ai/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "lsdefine-genericagent", "name": "lsdefine/GenericAgent", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/lsdefine-genericagent/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "lucasrosati-claude-code-memory-setup", "name": "lucasrosati/claude-code-memory-setup", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/lucasrosati-claude-code-memory-setup/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "manavarya09-design-extract", "name": "Manavarya09/design-extract", "category": "Image & Design", "band": "NOT-READY", "transparency_readiness": 11, "confidence": "high", "review_url": "/reviews/manavarya09-design-extract/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "mcp-brasil-mcp-brasil", "name": "Mcp-Brasil/mcp-brasil", "category": "MCP Server", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/mcp-brasil-mcp-brasil/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "nduckmink-arkon", "name": "nduckmink/arkon", "category": "MCP Server", "band": "NOT-READY", "transparency_readiness": 20, "confidence": "medium", "review_url": "/reviews/nduckmink-arkon/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "opensensenova-sensenova-skills", "name": "OpenSenseNova/SenseNova-Skills", "category": "Workflow & Automation", "band": "NOT-READY", "transparency_readiness": 25, "confidence": "medium", "review_url": "/reviews/opensensenova-sensenova-skills/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "pguso-ai-agents-from-scratch", "name": "pguso/ai-agents-from-scratch", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 31, "confidence": "medium", "review_url": "/reviews/pguso-ai-agents-from-scratch/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "wanshuiyin-auto-claude-code-research-in-sleep", "name": "wanshuiyin/Auto-claude-code-research-in-sleep", "category": "MCP Server", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/wanshuiyin-auto-claude-code-research-in-sleep/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 8, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "frumu-tandem-client", "name": "@frumu/tandem-client", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 13, "confidence": "high", "review_url": "/reviews/frumu-tandem-client/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 1, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "outputai-llm", "name": "@outputai/llm", "category": "Frameworks & Eval", "band": "NOT-READY", "transparency_readiness": 13, "confidence": "high", "review_url": "/reviews/outputai-llm/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 1, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "arize-ai-phoenix", "name": "Arize Phoenix", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 15, "confidence": "low", "review_url": "/reviews/arize-ai-phoenix/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "browser-use-browser-use", "name": "browser-use", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 15, "confidence": "low", "review_url": "/reviews/browser-use-browser-use/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "daily-co", "name": "Daily", "category": "Voice", "band": "NOT-READY", "transparency_readiness": 19, "confidence": "high", "review_url": "/reviews/daily-co/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "deepinfra", "name": "DeepInfra", "category": "Infra", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "medium", "review_url": "/reviews/deepinfra/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 2, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "denovo", "name": "Denovo", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 17, "confidence": "medium", "review_url": "/reviews/denovo/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 1, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "genfuse-ai", "name": "GenFuse AI", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 13, "confidence": "medium-high", "review_url": "/reviews/genfuse-ai/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 2, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "genspark", "name": "genspark", "category": "Research", "band": "NOT-READY", "transparency_readiness": 17, "confidence": "medium", "review_url": "/reviews/genspark/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 1, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "chatgptwriter", "name": "Jetwriter AI: Personalized AI Writing Assistant for Chrome, Desktop & Mobile. Free to Try.", "category": "Research", "band": "NOT-READY", "transparency_readiness": 12, "confidence": "low", "review_url": "/reviews/chatgptwriter/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 2, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "jordanrendric-claude-video-vision", "name": "jordanrendric/claude-video-vision", "category": "MCP Server", "band": "NOT-READY", "transparency_readiness": 30, "confidence": "medium", "review_url": "/reviews/jordanrendric-claude-video-vision/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 0, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "detection / verification tool" ] }, { "slug": "openai-agent-sdk", "name": "OpenAI Agent SDK", "category": "Workflow", "band": "NOT-READY", "transparency_readiness": 13, "confidence": "medium", "review_url": "/reviews/openai-agent-sdk/", "view": "public", "marking_status": "checked", "verified_count": 2, "red_flags": 2, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "alibaba-spring-ai-alibaba", "name": "Spring AI Alibaba", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 13, "confidence": "low", "review_url": "/reviews/alibaba-spring-ai-alibaba/", "view": "partial", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 7, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "stack-ai", "name": "Stack AI", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 27, "confidence": "medium-high", "review_url": "/reviews/stack-ai/", "view": "public", "marking_status": "checked", "verified_count": 3, "red_flags": 0, "fix_count": 7, "fixes": [ "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "21st-extension-toolbar", "name": "@21st-extension/toolbar", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 1, "confidence": "medium", "review_url": "/reviews/21st-extension-toolbar/", "view": "public", "marking_status": "not_yet_checked", "verified_count": 0, "red_flags": 2, "fix_count": 6, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface" ] }, { "slug": "alice-space-alice", "name": "@alice_space/alice", "category": "Coding", "band": "NOT-READY", "transparency_readiness": 1, "confidence": "medium", "review_url": "/reviews/alice-space-alice/", "view": "public", "marking_status": "not_yet_checked", "verified_count": 1, "red_flags": 1, "fix_count": 6, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface" ] }, { "slug": "ax-llm-ax", "name": "@ax-llm/ax", "category": "Frameworks & Eval", "band": "NOT-READY", "transparency_readiness": 1, "confidence": "medium", "review_url": "/reviews/ax-llm-ax/", "view": "public", "marking_status": "not_yet_checked", "verified_count": 1, "red_flags": 2, "fix_count": 6, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface" ] }, { "slug": "beav3r-sdk", "name": "@beav3r/sdk", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 2, "confidence": "medium", "review_url": "/reviews/beav3r-sdk/", "view": "public", "marking_status": "not_yet_checked", "verified_count": 1, "red_flags": 2, "fix_count": 6, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface" ] }, { "slug": "benjam16-umbrella", "name": "@benjam16/umbrella", "category": "AI Agent", "band": "NOT-READY", "transparency_readiness": 7, "confidence": "medium", "review_url": "/reviews/benjam16-umbrella/", "view": "public", "marking_status": "not_yet_checked", "verified_count": 2, "red_flags": 0, "fix_count": 6, "fixes": [ "public homepage reachable", "clear stated purpose", "clear access path", "transparent pricing/access", "demonstrable, not black-box", "API surface" ] }, { "slug": "cleocode-lafs", "name": "@cleocode/lafs", "category": "Coding", "band": 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] }, { "slug": "genie-cosine", "name": "Genie (Cosine AI)", "category": "Coding", "band": "READY", "transparency_readiness": 76, "confidence": "high", "review_url": "/reviews/genie-cosine/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 1, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "github-copilot", "name": "GitHub Copilot", "category": "AI Agent", "band": "READY", "transparency_readiness": 73, "confidence": "high", "review_url": "/reviews/github-copilot/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 2, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "gumloop", "name": "Gumloop", "category": "Workflow & Automation", "band": "READY", "transparency_readiness": 82, "confidence": "medium-high", "review_url": "/reviews/gumloop/", "view": "public", 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"fixes": [ "demonstrable, not black-box", "API surface", "detection / verification tool" ] }, { "slug": "heymrun-heym", "name": "heymrun/heym", "category": "Workflow & Automation", "band": "PARTIAL", "transparency_readiness": 68, "confidence": "medium", "review_url": "/reviews/heymrun-heym/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 1, "fix_count": 3, "fixes": [ "clear access path", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "ironclad", "name": "Ironclad", "category": "Legal", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/ironclad/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "kagi", "name": "Kagi", "category": "Research", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/kagi/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "kapa-ai", "name": "Kapa AI", "category": "Customer Support", "band": "READY", "transparency_readiness": 86, "confidence": "high", "review_url": "/reviews/kapa-ai/", "view": "public", "marking_status": "checked", "verified_count": 8, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "langchain-agentfolio", "name": "LangChain Agentfolio", "category": "Frameworks & Eval", "band": "READY", "transparency_readiness": 74, "confidence": "high", "review_url": "/reviews/langchain-agentfolio/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 2, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking 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"OpenAI Realtime", "category": "API", "band": "READY", "transparency_readiness": 75, "confidence": "high", "review_url": "/reviews/openai-realtime/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 1, "fix_count": 3, "fixes": [ "transparent pricing/access", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "orange-slice", "name": "Orange Slice", "category": "AI Agent", "band": "PARTIAL", "transparency_readiness": 67, "confidence": "medium-high", "review_url": "/reviews/orange-slice/", "view": "public", "marking_status": "checked", "verified_count": 6, "red_flags": 2, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "otter-ai", "name": "Otter.ai", "category": "AI Agent", "band": "READY", "transparency_readiness": 86, "confidence": "high", "review_url": "/reviews/otter-ai/", "view": "public", "marking_status": "checked", "verified_count": 8, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "portkey-ai", "name": "Portkey", "category": "Eval", "band": "READY", "transparency_readiness": 76, "confidence": "high", "review_url": "/reviews/portkey-ai/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 1, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "recraft-ai", "name": "Recraft", "category": "Design", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/recraft-ai/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "regie-ai", "name": "Regie AI", "category": "Sales", "band": "READY", "transparency_readiness": 81, 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verification tool" ] }, { "slug": "rev-ai", "name": "Rev AI", "category": "Voice", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/rev-ai/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "runway", "name": "Runway", "category": "AI Agent", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/runway/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "rytr", "name": "Rytr", "category": "Marketing", "band": "READY", "transparency_readiness": 81, "confidence": "medium", "review_url": "/reviews/rytr/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "try-sanebox", "name": "SaneBox", "category": "Productivity", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/try-sanebox/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "scholarcy", "name": "Scholarcy", "category": "Research", "band": "READY", "transparency_readiness": 81, "confidence": "medium", "review_url": "/reviews/scholarcy/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "scite-ai", "name": "Scite", "category": "Research", "band": "READY", 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[ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "simplified", "name": "Simplified", "category": "Marketing", "band": "READY", "transparency_readiness": 81, "confidence": "medium-high", "review_url": "/reviews/simplified/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "amap-ml-skillclaw", "name": "SkillClaw", "category": "Frameworks & Eval", "band": "READY", "transparency_readiness": 82, "confidence": "medium", "review_url": "/reviews/amap-ml-skillclaw/", "view": "public", "marking_status": "checked", "verified_count": 7, "red_flags": 0, "fix_count": 3, "fixes": [ "API surface", "machine-readable marking statement", "detection / verification tool" ] }, { "slug": "sonichi-sutando", "name": "sonichi/sutando", "category": "AI Agent", "band": "READY", 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