{ "schema_version": "1.0", "title": "EU AI Act Article-50 Transparency Readiness Register", "disclaimer": "Independent transparency-readiness SIGNAL from Hlido's public-surface reviews — NOT a legal-compliance determination and not legal advice. Article 50 imposes AI-interaction disclosure and content-marking duties (application date 2026-08-02); this register scores the transparency-adjacent signals Hlido independently observes (public disclosure clarity, claim substantiation, access transparency, machine-readable disclosure). Scoring weights are private; every agent's evidence_basis is public.", "deadline": "2026-08-02", "days_to_deadline": 14, "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." }, "marking_checked": 51, "generated_at": "2026-07-19T14:17:49.448Z", "methodology_url": "https://hlido.eu/methodology/", "agents_scored": 837, "bands": { "READY": 142, "PARTIAL": 114, "NOT-READY": 581 }, "ready_pct": 17, "not_ready_pct": 69, "items": [ { "slug": "aider", "name": "Aider", "category": "Coding", "review_url": "/reviews/aider/", "transparency_readiness": 94, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "anthropic-computer-use", "name": "Anthropic Computer Use", "category": "AI Agent", "review_url": "/reviews/anthropic-computer-use/", "transparency_readiness": 94, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "sandydasari-openacme", "name": "OpenAcme", "category": "Frameworks & Eval", "review_url": "/reviews/sandydasari-openacme/", "transparency_readiness": 94, "band": "READY", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)", "MCP surface", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "assemblyai", "name": "AssemblyAI", "category": "Voice", "review_url": "/reviews/assemblyai/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "botpress", "name": "Botpress", "category": "Customer Support", "review_url": "/reviews/botpress/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "braintrust", "name": "Braintrust", "category": "AI Agent", "review_url": "/reviews/braintrust/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "cohere", "name": "Cohere", "category": "AI Agent", "review_url": "/reviews/cohere/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "contextual-ai", "name": "Contextual AI", "category": "Frameworks & Eval", "review_url": "/reviews/contextual-ai/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "deepgram", "name": "Deepgram", "category": "Voice", "review_url": "/reviews/deepgram/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "integrately", "name": "Integrately", "category": "Workflow", "review_url": "/reviews/integrately/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "jasper", "name": "Jasper", "category": "AI Agent", "review_url": "/reviews/jasper/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": true, "detection_tool": false, "cop_signatory": null, "evidence_url": "https://www.jasper.ai", "checked_at": "2026-07-11" } }, { "slug": "langchain", "name": "LangChain", "category": "AI Agent", "review_url": "/reviews/langchain/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "make-com", "name": "Make", "category": "Workflow", "review_url": "/reviews/make-com/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "n8n", "name": "n8n", "category": "Workflow", "review_url": "/reviews/n8n/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "ollama", "name": "Ollama", "category": "Infra", "review_url": "/reviews/ollama/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "perplexity", "name": "Perplexity", "category": "Research", "review_url": "/reviews/perplexity/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "pinecone", "name": "Pinecone", "category": "Data", "review_url": "/reviews/pinecone/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-11" } }, { "slug": "pipedream", "name": "Pipedream", "category": "Workflow", "review_url": "/reviews/pipedream/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-16" } }, { "slug": "qdrant", "name": "Qdrant", "category": "Data", "review_url": "/reviews/qdrant/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-16" } }, { "slug": "stability-ai", "name": "Stability AI", "category": "AI Agent", "review_url": "/reviews/stability-ai/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-16" } }, { "slug": "voiceflow", "name": "Voiceflow", "category": "Voice", "review_url": "/reviews/voiceflow/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "weaviate", "name": "Weaviate", "category": "Data", "review_url": "/reviews/weaviate/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "zapier", "name": "Zapier", "category": "Workflow", "review_url": "/reviews/zapier/", "transparency_readiness": 93, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "airtable-ai", "name": "Airtable AI", "category": "Productivity", "review_url": "/reviews/airtable-ai/", "transparency_readiness": 92, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "anyscale", "name": "Anyscale", "category": "Infrastructure", "review_url": "/reviews/anyscale/", "transparency_readiness": 92, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "livekit", "name": "LiveKit", "category": "Voice", "review_url": "/reviews/livekit/", "transparency_readiness": 88, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "serpapi", "name": "SerpAPI", "category": "API", "review_url": "/reviews/serpapi/", "transparency_readiness": 88, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "clari", "name": "Clari", "category": "Sales", "review_url": "/reviews/clari/", "transparency_readiness": 87, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "rasa", "name": "Rasa", "category": "Customer Support", "review_url": "/reviews/rasa/", "transparency_readiness": 87, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "salesloft", "name": "Salesloft", "category": "Sales", "review_url": "/reviews/salesloft/", "transparency_readiness": 87, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "smartlead", "name": "Smartlead", "category": "Customer Experience", "review_url": "/reviews/smartlead/", "transparency_readiness": 87, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "voltagent", "name": "VoltAgent", "category": "Frameworks & Eval", "review_url": "/reviews/voltagent/", "transparency_readiness": 87, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "MCP surface", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "crossnode", "name": "Crossnode", "category": "Productivity", "review_url": "/reviews/crossnode/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "forethought", "name": "Forethought", "category": "Customer Support", "review_url": "/reviews/forethought/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-17" } }, { "slug": "kapa-ai", "name": "Kapa AI", "category": "Customer Support", "review_url": "/reviews/kapa-ai/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "meshy-ai", "name": "Meshy", "category": "3D", "review_url": "/reviews/meshy-ai/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "nopeek", "name": "nopeek", "category": "Coding", "review_url": "/reviews/nopeek/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "otter-ai", "name": "Otter.ai", "category": "AI Agent", "review_url": "/reviews/otter-ai/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "self-operating-computer", "name": "Self-Operating Computer", "category": "Computer", "review_url": "/reviews/self-operating-computer/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "warp-ai-terminal", "name": "Warp AI Terminal", "category": "Coding", "review_url": "/reviews/warp-ai-terminal/", "transparency_readiness": 86, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "athena-intel", "name": "Athena Intel", "category": "Research", "review_url": "/reviews/athena-intel/", "transparency_readiness": 85, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "foyer", "name": "Foyer", "category": "Specialized verticals", "review_url": "/reviews/foyer/", "transparency_readiness": 85, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "optimizely-opal", "name": "Optimizely Opal", "category": "Marketing", "review_url": "/reviews/optimizely-opal/", "transparency_readiness": 85, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "MCP surface", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "retell-ai", "name": "Retell AI", "category": "Voice", "review_url": "/reviews/retell-ai/", "transparency_readiness": 85, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "zapier-central", "name": "Zapier Central", "category": "AI Agent", "review_url": "/reviews/zapier-central/", "transparency_readiness": 85, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "MCP surface", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "openai", "name": "OpenAI", "category": "AI Agent", "review_url": "/reviews/openai/", "transparency_readiness": 84, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "langchain-copilotkit", "name": "LangChain CopilotKit", "category": "Frameworks & Eval", "review_url": "/reviews/langchain-copilotkit/", "transparency_readiness": 83, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "weaviate-platform", "name": "Weaviate Cloud", "category": "Infrastructure", "review_url": "/reviews/weaviate-platform/", "transparency_readiness": 83, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "amap-ml-skillclaw", "name": "SkillClaw", "category": "Frameworks & Eval", "review_url": "/reviews/amap-ml-skillclaw/", "transparency_readiness": 82, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "gumloop", "name": "Gumloop", "category": "Workflow & Automation", "review_url": "/reviews/gumloop/", "transparency_readiness": 82, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-18" } }, { "slug": "stakpak-agent", "name": "Stakpak", "category": "Infrastructure", "review_url": "/reviews/stakpak-agent/", "transparency_readiness": 82, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-19" } }, { "slug": "yantrikos-yantrikdb-hermes-plugin", "name": "YantrikDB Hermes Plugin", "category": "Infrastructure", "review_url": "/reviews/yantrikos-yantrikdb-hermes-plugin/", "transparency_readiness": 82, "band": "READY", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-19" } }, { "slug": "activepieces", "name": "Activepieces", "category": "Workflow", "review_url": "/reviews/activepieces/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-19" } }, { "slug": "arc-browser", "name": "Arc Browser", "category": "Browser", "review_url": "/reviews/arc-browser/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "checked", "marking_statement": false, "detection_tool": false, "cop_signatory": null, "evidence_url": null, "checked_at": "2026-07-19" } }, { "slug": "autogen-studio", "name": "AutoGen Studio", "category": "Coding", "review_url": "/reviews/autogen-studio/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "brave-leo", "name": "Brave Leo", "category": "Browser", "review_url": "/reviews/brave-leo/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "browser-use", "name": "Browser Use", "category": "Browser", "review_url": "/reviews/browser-use/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "build-skill", "name": "Build Skill", "category": "Coding", "review_url": "/reviews/build-skill/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cal-com-ai-agents", "name": "Cal.com AI Agents", "category": "AI Agent", "review_url": "/reviews/cal-com-ai-agents/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "chatwithads", "name": "ChatWithAds", "category": "AI Agent", "review_url": "/reviews/chatwithads/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "ekkolearnai-hermes-studio", "name": "Hermes Studio", "category": "Chat & Companion", "review_url": "/reviews/ekkolearnai-hermes-studio/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "fellow-app", "name": "Fellow", "category": "Productivity", "review_url": "/reviews/fellow-app/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "guru-ai", "name": "Guru", "category": "Productivity", "review_url": "/reviews/guru-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "hebbia", "name": "Hebbia", "category": "Research", "review_url": "/reviews/hebbia/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "ironclad", "name": "Ironclad", "category": "Legal", "review_url": "/reviews/ironclad/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "kagi", "name": "Kagi", "category": "Research", "review_url": "/reviews/kagi/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "mybono-ai-orchestrator", "name": "ai-orchestrator", "category": "Frameworks & Eval", "review_url": "/reviews/mybono-ai-orchestrator/", "transparency_readiness": 81, "band": "READY", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "login-walled — low confidence (partial view)", "MCP surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "neoagent", "name": "neoagent", "category": "Coding", "review_url": "/reviews/neoagent/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "recraft-ai", "name": "Recraft", "category": "Design", "review_url": "/reviews/recraft-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "regie-ai", "name": "Regie AI", "category": "Sales", "review_url": "/reviews/regie-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "relay-app", "name": "Relay.app", "category": "AI Agent", "review_url": "/reviews/relay-app/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "resemble-ai", "name": "Resemble AI", "category": "AI Agent", "review_url": "/reviews/resemble-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "rev-ai", "name": "Rev AI", "category": "Voice", "review_url": "/reviews/rev-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "runway", "name": "Runway", "category": "AI Agent", "review_url": "/reviews/runway/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "rytr", "name": "Rytr", "category": "Marketing", "review_url": "/reviews/rytr/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "scholarcy", "name": "Scholarcy", "category": "Research", "review_url": "/reviews/scholarcy/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "scite-ai", "name": "Scite", "category": "Research", "review_url": "/reviews/scite-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear 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"no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "speechmatics", "name": "Speechmatics", "category": "Voice", "review_url": "/reviews/speechmatics/", "transparency_readiness": 81, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "tavus", "name": "Tavus", "category": "AI Agent", "review_url": "/reviews/tavus/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "try-sanebox", "name": "SaneBox", "category": "Productivity", "review_url": "/reviews/try-sanebox/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "uizard", "name": "Uizard", "category": "Design", "review_url": "/reviews/uizard/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "warmly-ai", "name": "Warmly", "category": "Sales", "review_url": "/reviews/warmly-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "warp-ai", "name": "Warp AI", "category": "Coding", "review_url": "/reviews/warp-ai/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "writer-com", "name": "Writer", "category": "AI Agent", "review_url": "/reviews/writer-com/", "transparency_readiness": 81, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "activepieces-activepieces", "name": "Activepieces", "category": "Workflow & Automation", "review_url": "/reviews/activepieces-activepieces/", "transparency_readiness": 80, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/2 required checks passed", "no transparency red flags", "transparent pricing/access", "MCP surface", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "clickup-ai", "name": "ClickUp AI", "category": "Productivity", "review_url": "/reviews/clickup-ai/", "transparency_readiness": 80, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "hkuds-deepcode", "name": "HKUDS/DeepCode", "category": "Coding", "review_url": "/reviews/hkuds-deepcode/", "transparency_readiness": 80, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "mavenagi", "name": "Maven AGI", "category": "Customer Support", "review_url": "/reviews/mavenagi/", "transparency_readiness": 80, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "nexu-io-open-design", "name": "nexu-io/open-design", "category": "Image & Design", "review_url": "/reviews/nexu-io-open-design/", "transparency_readiness": 80, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "sonichi-sutando", "name": "sonichi/sutando", "category": "AI Agent", "review_url": "/reviews/sonichi-sutando/", "transparency_readiness": 80, "band": "READY", "confidence": "medium", "partial_view": false, 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"demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "mem-ai", "name": "Mem", "category": "AI Agent", "review_url": "/reviews/mem-ai/", "transparency_readiness": 79, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "smartsheet-ai", "name": "Smartsheet AI", "category": "Productivity", "review_url": "/reviews/smartsheet-ai/", "transparency_readiness": 79, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not 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"not_yet_checked" } }, { "slug": "possumtech-antlrmap", "name": "@possumtech/antlrmap", "category": "Coding", "review_url": "/reviews/possumtech-antlrmap/", "transparency_readiness": 77, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "genie-cosine", "name": "Genie (Cosine AI)", "category": "Coding", "review_url": "/reviews/genie-cosine/", "transparency_readiness": 76, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "lmarena", "name": "Chatbot Arena (LMArena)", "category": "Frameworks & Eval", "review_url": "/reviews/lmarena/", "transparency_readiness": 76, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "portkey-ai", "name": "Portkey", "category": "Eval", "review_url": "/reviews/portkey-ai/", "transparency_readiness": 76, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "sweep-ai", "name": "Sweep", 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"/reviews/bondai/", "transparency_readiness": 74, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cassidy-ai", "name": "Cassidy", "category": "AI Agent", "review_url": "/reviews/cassidy-ai/", "transparency_readiness": 74, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "goose", "name": "GooseAI", "category": "AI Agent", "review_url": "/reviews/goose/", "transparency_readiness": 74, "band": "READY", "confidence": "medium-high", 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"evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "lindy", "name": "Lindy", "category": "Productivity", "review_url": "/reviews/lindy/", "transparency_readiness": 74, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "llamaindex", "name": "LlamaIndex", "category": "AI Agent", "review_url": "/reviews/llamaindex/", "transparency_readiness": 74, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", 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pricing/access", "demonstrable, not black-box", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "usewhale-deepseek-code-whale", "name": "usewhale/DeepSeek-Code-Whale", "category": "Coding", "review_url": "/reviews/usewhale-deepseek-code-whale/", "transparency_readiness": 73, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "arize-phoenix", "name": "Arize Phoenix", "category": "Frameworks & Eval", "review_url": "/reviews/arize-phoenix/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cal-com", "name": "Cal.com AI", "category": "Productivity", "review_url": "/reviews/cal-com/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "fireqa-agent", "name": "fireqa-agent", "category": "Coding", "review_url": "/reviews/fireqa-agent/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "helicone", "name": "Helicone", "category": "AI Agent", "review_url": "/reviews/helicone/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "langroid-langroid", "name": "langroid/langroid", "category": "AI Agent", "review_url": "/reviews/langroid-langroid/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "minishlab-semble", "name": "MinishLab/semble", "category": "Coding", "review_url": "/reviews/minishlab-semble/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "prismer-ai-prismercloud", "name": "Prismer-AI/PrismerCloud", "category": "Infrastructure", "review_url": "/reviews/prismer-ai-prismercloud/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "ryancodrai-turbovec", "name": "RyanCodrai/turbovec", "category": "AI Agent", "review_url": "/reviews/ryancodrai-turbovec/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "sourcegraph-cody", "name": "Sourcegraph Cody", "category": "AI Agent", "review_url": "/reviews/sourcegraph-cody/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "spellapp", "name": "AI Document Generator | Spell AI", "category": "AI Agent", "review_url": "/reviews/spellapp/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "synthesia", "name": "Synthesia", "category": "AI Agent", "review_url": "/reviews/synthesia/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "tabnine", "name": "Tabnine", "category": "AI Agent", "review_url": "/reviews/tabnine/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "the-pocket-pocketflow", "name": "The-Pocket/PocketFlow", "category": "AI Agent", "review_url": "/reviews/the-pocket-pocketflow/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "trycua-cua", "name": "trycua/cua", "category": "Infrastructure", "review_url": "/reviews/trycua-cua/", "transparency_readiness": 72, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "zed-ai", "name": "Zed AI", "category": "Coding", "review_url": "/reviews/zed-ai/", "transparency_readiness": 72, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "anchor-browser", "name": "Anchor Browser", "category": "Browser", "review_url": "/reviews/anchor-browser/", "transparency_readiness": 71, "band": "READY", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "elevenlabs", "name": "ElevenLabs", "category": "AI Agent", "review_url": "/reviews/elevenlabs/", "transparency_readiness": 71, "band": "READY", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "aliasjeff-acli", "name": "@aliasjeff/acli", "category": "Coding", "review_url": "/reviews/aliasjeff-acli/", "transparency_readiness": 70, "band": "READY", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "chatwithcloud", "name": "ChatWithCloud", "category": "Chat & Companion", "review_url": "/reviews/chatwithcloud/", "transparency_readiness": 68, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "agent-ai", "name": "Agent.ai", "category": "AI Agent", "review_url": "/reviews/agent-ai/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "editgpt", "name": "editGPT", "category": "Chat & Companion", "review_url": "/reviews/editgpt/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "needle-2-0", "name": "needle-2-0", "category": "Productivity", "review_url": "/reviews/needle-2-0/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "orange-slice", "name": "Orange Slice", "category": "AI Agent", "review_url": "/reviews/orange-slice/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "spinach-ai", "name": "Spinach", "category": "Productivity", "review_url": "/reviews/spinach-ai/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "superhuman", "name": "Superhuman", "category": "AI Agent", "review_url": "/reviews/superhuman/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "you-com", "name": "You.com", "category": "AI Agent", "review_url": "/reviews/you-com/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "zed-industries-ai", "name": "Zed AI", "category": "Coding", "review_url": "/reviews/zed-industries-ai/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "zeroclaw-labs-zeroclaw", "name": "ZeroClaw", "category": "Infrastructure", "review_url": "/reviews/zeroclaw-labs-zeroclaw/", "transparency_readiness": 67, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "agentmail", "name": "AgentMail", "category": "AI Agent", "review_url": "/reviews/agentmail/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "elastic-quote", "name": "Elastic Quote", "category": "Search", "review_url": "/reviews/elastic-quote/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "fara-browseruse", "name": "Fara-BrowserUse", "category": "AI Agent", "review_url": "/reviews/fara-browseruse/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "flowiseai", "name": "Flowise", "category": "Workflow", "review_url": "/reviews/flowiseai/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "griptape", "name": "Griptape", "category": "Workflow", "review_url": "/reviews/griptape/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "groq", "name": "Groq", "category": "AI Agent", "review_url": "/reviews/groq/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "mendable", "name": "Mendable", "category": "AI Agent", "review_url": "/reviews/mendable/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "nabla", "name": "Nabla", "category": "Healthcare", "review_url": "/reviews/nabla/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "tavily-api", "name": "Tavily", "category": "API", "review_url": "/reviews/tavily-api/", "transparency_readiness": 66, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "clay-com", "name": "Clay", "category": "Sales", "review_url": "/reviews/clay-com/", "transparency_readiness": 65, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/4 required checks passed", "2 red flag(s)", "demonstrable, not black-box", "high test confidence", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "google-agents-cli", "name": "google/agents-cli", "category": "Infrastructure", "review_url": "/reviews/google-agents-cli/", "transparency_readiness": 65, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "langfuse", "name": "Langfuse", "category": "Eval", "review_url": "/reviews/langfuse/", "transparency_readiness": 65, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "letta-ai-letta", "name": "letta-ai/letta", "category": "AI Agent", "review_url": "/reviews/letta-ai-letta/", "transparency_readiness": 65, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "clay-platform", "name": "Clay", "category": "Productivity", "review_url": "/reviews/clay-platform/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cto-new", "name": "cto.new", "category": "AI Agent", "review_url": "/reviews/cto-new/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "exa-ai", "name": "Exa", "category": "Research", "review_url": "/reviews/exa-ai/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "genieincodebottle-generative-ai", "name": "genieincodebottle/generative-ai", "category": "Coding", "review_url": "/reviews/genieincodebottle-generative-ai/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "google-cloud-ai-agent-platform", "name": "Google-Cloud-AI/agent-platform", "category": "Coding", "review_url": "/reviews/google-cloud-ai-agent-platform/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "heygen", "name": "HeyGen", "category": "AI Agent", "review_url": "/reviews/heygen/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "heymrun-heym", "name": "heymrun/heym", "category": "Workflow & Automation", "review_url": "/reviews/heymrun-heym/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "hugohe3-ppt-master", "name": "hugohe3/ppt-master", "category": "Voice", "review_url": "/reviews/hugohe3-ppt-master/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "microsoft-autogen", "name": "microsoft/autogen", "category": "AI Agent", "review_url": "/reviews/microsoft-autogen/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "nesquena-hermes-webui", "name": "nesquena/hermes-webui", "category": "AI Agent", "review_url": "/reviews/nesquena-hermes-webui/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "patterai-patter", "name": "PatterAI/Patter", "category": "Voice", "review_url": "/reviews/patterai-patter/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "relevance-ai", "name": "Relevance AI", "category": "AI Agent", "review_url": "/reviews/relevance-ai/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "writewithlaika", "name": "Write with Laika", "category": "AI Agent", "review_url": "/reviews/writewithlaika/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "yv17labs-ghostdesk", "name": "YV17labs/GhostDesk", "category": "Workflow & Automation", "review_url": "/reviews/yv17labs-ghostdesk/", "transparency_readiness": 64, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "prava-space", "name": "Prava", "category": "Infrastructure", "review_url": "/reviews/prava-space/", "transparency_readiness": 63, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "login-walled — low confidence (partial view)", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "spellbook-legal", "name": "Spellbook", "category": "Legal", "review_url": "/reviews/spellbook-legal/", "transparency_readiness": 63, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "swebench", "name": "SWE-bench Leaderboards", "category": "AI Agent", "review_url": "/reviews/swebench/", "transparency_readiness": 63, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "clockless-org-html-anything", "name": "html-anything", "category": "Coding", "review_url": "/reviews/clockless-org-html-anything/", "transparency_readiness": 60, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/2 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "flux", "name": "Flux", "category": "AI Agent", "review_url": "/reviews/flux/", "transparency_readiness": 60, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "pydantic-ai", "name": "Pydantic AI", "category": "AI Agent", "review_url": "/reviews/pydantic-ai/", "transparency_readiness": 60, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "spine-ai", "name": "Spine AI", "category": "AI Agent", "review_url": "/reviews/spine-ai/", "transparency_readiness": 60, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "text2infographic", "name": "Text to Infographic — AI Infographic Generator", "category": "AI Agent", "review_url": "/reviews/text2infographic/", "transparency_readiness": 60, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "transparent pricing/access" ], "marking": { "status": "not_yet_checked" } }, { "slug": "avatarai-me", "name": "AI Avatar Generator - Create Custom AI Avatars of Yourself | Professional Photo Shoots with AI", "category": "Image & Design", "review_url": "/reviews/avatarai-me/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "d-id", "name": "D-ID", "category": "Image & Design", "review_url": "/reviews/d-id/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "far-site", "name": "FARSITE - Government Contract Compliance Software", "category": "AI Agent", "review_url": "/reviews/far-site/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "flexapp", "name": "AI Mobile App Designer — Beautiful UI in Minutes | GenDesigns", "category": "Image & Design", "review_url": "/reviews/flexapp/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "glass-health", "name": "Glass Health", "category": "Healthcare", "review_url": "/reviews/glass-health/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "lex-page", "name": "Lex", "category": "Image & Design", "review_url": "/reviews/lex-page/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "luxyie-ai-cli", "name": "luxyie.ai-cli", "category": "Coding", "review_url": "/reviews/luxyie-ai-cli/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "perplexity-api", "name": "Perplexity API", "category": "API", "review_url": "/reviews/perplexity-api/", "transparency_readiness": 59, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "areal-project-areal", "name": "AReaL", "category": "AI Agent", "review_url": "/reviews/areal-project-areal/", "transparency_readiness": 58, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/2 required checks passed", "no transparency red flags", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "browser-base", "name": "Browserbase", "category": "Browser", "review_url": "/reviews/browser-base/", "transparency_readiness": 58, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/2 required checks passed", "no transparency red flags" ], "marking": { "status": "not_yet_checked" } }, { "slug": "openrouter-models", "name": "OpenRouter Models", "category": "API", "review_url": "/reviews/openrouter-models/", "transparency_readiness": 58, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "retool-agents", "name": "Retool Agents", "category": "AI Agent", "review_url": "/reviews/retool-agents/", "transparency_readiness": 58, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "API surface" ], "marking": { "status": "not_yet_checked" } }, { "slug": "startfa-st", "name": "Startfa.st", "category": "AI Agent", "review_url": "/reviews/startfa-st/", "transparency_readiness": 58, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "thinkwatchproject-thinkwatch", "name": "ThinkWatchProject/ThinkWatch", "category": "Infrastructure", "review_url": "/reviews/thinkwatchproject-thinkwatch/", "transparency_readiness": 57, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "transparent pricing/access", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "vapi-voice-agents", "name": "Vapi Voice Agents Platform", "category": "Voice", "review_url": "/reviews/vapi-voice-agents/", "transparency_readiness": 57, "band": "PARTIAL", "confidence": "high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)", "high test confidence" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cognigy", "name": "Cognigy", "category": "Customer Support", "review_url": "/reviews/cognigy/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "copy", "name": "Copy.ai", "category": "Marketing & Content", "review_url": "/reviews/copy/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "gpt-engineer", "name": "GPT Engineer", "category": "Coding", "review_url": "/reviews/gpt-engineer/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "gptme-gptme", "name": "gptme/gptme", "category": "Coding", "review_url": "/reviews/gptme-gptme/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "jackwener-opencli", "name": "jackwener/OpenCLI", "category": "AI Agent", "review_url": "/reviews/jackwener-opencli/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "leon-ai-leon", "name": "leon-ai/leon", "category": "AI Agent", "review_url": "/reviews/leon-ai-leon/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "lovable", "name": "Lovable", "category": "AI Agent", "review_url": "/reviews/lovable/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "mai-with-u-maibot", "name": "Mai-with-u/MaiBot", "category": "Coding", "review_url": "/reviews/mai-with-u-maibot/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "marqo", "name": "Marqo", "category": "Other", "review_url": "/reviews/marqo/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "nocobase-nocobase", "name": "nocobase/nocobase", "category": "Coding", "review_url": "/reviews/nocobase-nocobase/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "ogulcancelik-herdr", "name": "ogulcancelik/herdr", "category": "AI Agent", "review_url": "/reviews/ogulcancelik-herdr/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "openrouter", "name": "OpenRouter", "category": "AI Agent", "review_url": "/reviews/openrouter/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "parakeeet-ai", "name": "Parakeeet AI", "category": "Sales", "review_url": "/reviews/parakeeet-ai/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "simular", "name": "Simular", "category": "Browser", "review_url": "/reviews/simular/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "superagi", "name": "SuperAGI", "category": "Coding", "review_url": "/reviews/superagi/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "swarmclawai-swarmvault", "name": "swarmclawai/swarmvault", "category": "Coding", "review_url": "/reviews/swarmclawai-swarmvault/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "windy3f3f3f3f-claude-code-from-scratch", "name": "Windy3f3f3f3f/claude-code-from-scratch", "category": "Coding", "review_url": "/reviews/windy3f3f3f3f-claude-code-from-scratch/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "zhulinsen-daily-stock-analysis", "name": "ZhuLinsen/daily_stock_analysis", "category": "Marketing & Content", "review_url": "/reviews/zhulinsen-daily-stock-analysis/", "transparency_readiness": 56, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "demonstrable, not black-box", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "agno", "name": "Agno", "category": "Workflow", "review_url": "/reviews/agno/", "transparency_readiness": 53, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/4 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "alphasense", "name": "AlphaSense", "category": "Finance", "review_url": "/reviews/alphasense/", "transparency_readiness": 53, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/4 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "anyword", "name": "Anyword", "category": "AI Agent", "review_url": "/reviews/anyword/", "transparency_readiness": 53, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/4 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "synthflow-ai", "name": "Synthflow AI", "category": "AI Agent", "review_url": "/reviews/synthflow-ai/", "transparency_readiness": 53, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/4 required checks passed", "2 red flag(s)", "demonstrable, not black-box" ], "marking": { "status": "not_yet_checked" } }, { "slug": "augment-code", "name": "Augment Code (Intent)", "category": "AI Agent", "review_url": "/reviews/augment-code/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "camb-ai", "name": "Camb AI", "category": "Voice", "review_url": "/reviews/camb-ai/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cosyra-2", "name": "Cosyra", "category": "AI Agent", "review_url": "/reviews/cosyra-2/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "cursor", "name": "Cursor", "category": "AI Agent", "review_url": "/reviews/cursor/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "gritvoice45", "name": "GRITVOICE45", "category": "AI Agent", "review_url": "/reviews/gritvoice45/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "heightsplatform", "name": "AI Online Course Creation Platform - Heights AI 2 Features", "category": "AI Agent", "review_url": "/reviews/heightsplatform/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "krea", "name": "Krea", "category": "AI Agent", "review_url": "/reviews/krea/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "langflow", "name": "Langflow", "category": "Workflow", "review_url": "/reviews/langflow/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "poke", "name": "Poke", "category": "AI Agent", "review_url": "/reviews/poke/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "portialabs", "name": "Portia Labs (Rezonant)", "category": "Coding", "review_url": "/reviews/portialabs/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "ragas", "name": "Ragas", "category": "Eval", "review_url": "/reviews/ragas/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "replicate", "name": "Replicate", "category": "Infra", "review_url": "/reviews/replicate/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "republiclabs", "name": "RepublicLabs.ai", "category": "Image & Design", "review_url": "/reviews/republiclabs/", "transparency_readiness": 52, "band": "PARTIAL", "confidence": "medium-high", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "clear access path", "3/3 required checks passed", "2 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "coderluii-holyclaude", "name": "HolyClaude", "category": "Coding", "review_url": "/reviews/coderluii-holyclaude/", "transparency_readiness": 49, "band": "PARTIAL", "confidence": "medium", "partial_view": false, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/2 required checks passed", "1 red flag(s)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "gi-dellav-zerostack", "name": "gi-dellav/zerostack", "category": "AI Agent", "review_url": "/reviews/gi-dellav-zerostack/", "transparency_readiness": 49, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "he-yufeng-corecoder", "name": "he-yufeng/CoreCoder", "category": "Coding", "review_url": "/reviews/he-yufeng-corecoder/", "transparency_readiness": 49, "band": "PARTIAL", "confidence": 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"clear stated purpose", "2/3 required checks passed", "no transparency red flags", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "jeinlee1991-chinese-llm-benchmark", "name": "jeinlee1991/chinese-llm-benchmark", "category": "Chat & Companion", "review_url": "/reviews/jeinlee1991-chinese-llm-benchmark/", "transparency_readiness": 49, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks passed", "no transparency red flags", "login-walled — low confidence (partial view)" ], "marking": { "status": "not_yet_checked" } }, { "slug": "miomioos-mioisland", "name": "MioMioOS/MioIsland", "category": "Coding", "review_url": "/reviews/miomioos-mioisland/", "transparency_readiness": 49, "band": "PARTIAL", "confidence": "low", "partial_view": true, "evidence_basis": [ "public homepage reachable", "clear stated purpose", "2/3 required checks 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