{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_dreamer","slug":"dreamer","name":"Dreamer","type":"product","url":"https://slashdreamer.com","page_url":"https://unfragile.ai/dreamer","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_dreamer__cap_0","uri":"capability://image.visual.notion.native.text.to.image.generation.with.inline.embedding","name":"notion-native text-to-image generation with inline embedding","description":"Converts text prompts directly into images within Notion database blocks and page content without requiring context-switching to external tools. The integration uses Notion's API to intercept user prompts, route them to an underlying image generation model (likely Stable Diffusion or similar), and embed the resulting image back into the Notion block as a native asset. This maintains document-centric workflows where creative assets stay alongside their source context and metadata.","intents":["I want to generate a quick illustration for my blog post outline without leaving Notion","I need to populate a product catalog with concept images while keeping everything in one workspace","I want to attach generated images to meeting notes and project documentation inline"],"best_for":["Notion power users managing content workflows","Solo content creators and bloggers using Notion as a CMS","Product teams using Notion for design documentation and mood boards"],"limitations":["Image generation latency adds 5-30 seconds per prompt depending on model complexity and queue depth","No batch processing — each image requires a separate prompt submission and embedding cycle","Limited to Notion's native image block constraints; cannot generate images larger than Notion's file size limits (~5MB per image)","No version history or image regeneration with modified prompts — requires manual deletion and re-generation"],"requires":["Active Notion workspace with database or page editing permissions","Dreamer browser extension or Notion integration installed","Valid Dreamer account (freemium tier available)","Modern browser with Notion web app support (Chrome, Firefox, Safari, Edge)"],"input_types":["text (natural language prompt)","structured metadata (tags, style hints from Notion properties)"],"output_types":["image (PNG or JPEG embedded in Notion block)","image metadata (dimensions, generation timestamp, model version)"],"categories":["image-visual","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_1","uri":"capability://automation.workflow.freemium.gated.image.generation.with.usage.based.tier.progression","name":"freemium-gated image generation with usage-based tier progression","description":"Implements a freemium access model where users receive a monthly quota of free image generations (likely 10-50 images per month based on typical freemium tiers) before hitting paywall limits. The system tracks generation counts per user account, enforces quota limits server-side, and displays upgrade prompts when approaching or exceeding limits. This lowers entry barriers for casual users while creating conversion funnels for power users who exceed free allocations.","intents":["I want to try image generation without committing to a paid subscription","I need to understand my usage patterns before deciding on a paid tier","I want to generate a few illustrations per month for my personal blog without cost"],"best_for":["Casual content creators and hobbyists","Teams evaluating image generation tools before enterprise adoption","Budget-conscious solo developers and indie makers"],"limitations":["Free tier quota is unclear from public documentation — users report confusion about monthly reset timing and rollover policies","No transparent pricing breakdown for paid tiers; upgrade costs and generation limits are not clearly published","Quota enforcement is opaque — no real-time usage dashboard or API to check remaining balance programmatically","Free tier may have lower priority in generation queue, resulting in slower response times during peak usage"],"requires":["Dreamer account (email signup or OAuth via Google/Microsoft)","Active Notion workspace connected to Dreamer","No payment method required for freemium access"],"input_types":["user account metadata (email, workspace ID, subscription tier)"],"output_types":["quota status (remaining generations, reset date)","upgrade prompts (tier recommendations, pricing)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_2","uri":"capability://image.visual.prompt.to.image.generation.with.limited.style.and.parameter.customization","name":"prompt-to-image generation with limited style and parameter customization","description":"Accepts natural language text prompts and generates images using an underlying diffusion model (likely Stable Diffusion v1.5 or v2.1 based on quality reports) with minimal user-facing customization options. Unlike professional tools like Midjourney (which support detailed style modifiers, aspect ratios, quality settings) or DALL-E 3 (which supports image editing and inpainting), Dreamer likely exposes only basic parameters: prompt text, optional style preset (e.g., 'photorealistic', 'illustration', 'sketch'), and possibly image dimensions. The generation pipeline routes prompts through a queue, applies safety filtering, and returns images within 5-30 seconds.","intents":["I want to generate a quick concept sketch from a text description","I need a simple illustration for a blog post without fine-tuning style details","I want to create multiple variations of an image by tweaking the prompt text"],"best_for":["Content creators needing quick, rough concept visuals","Bloggers and documentation writers requiring simple illustrations","Teams prototyping UI mockups with placeholder imagery"],"limitations":["No advanced parameters like guidance scale, sampling steps, or seed control — users cannot fine-tune generation quality or reproduce specific outputs","Limited style presets compared to Midjourney's extensive modifier library; style consistency across multiple prompts is unreliable","No inpainting or image editing capabilities — users cannot modify generated images within the tool","Image quality reportedly underperforms DALL-E 3 and Midjourney v6 based on user comparisons; artifacts and anatomical errors are more common","No negative prompt support — users cannot exclude unwanted elements from generation"],"requires":["Text prompt (minimum ~5 words, maximum likely ~500 characters based on typical API limits)","Optional style preset selection","Active Dreamer account with remaining quota"],"input_types":["text (natural language prompt)","categorical (style preset: 'photorealistic', 'illustration', 'sketch', etc.)","optional numeric (image dimensions: 512x512, 768x768, 1024x1024)"],"output_types":["image (PNG or JPEG, typically 512x512 to 1024x1024 pixels)","metadata (generation timestamp, model version, seed if available)"],"categories":["image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_3","uri":"capability://automation.workflow.asynchronous.image.generation.with.queue.based.processing","name":"asynchronous image generation with queue-based processing","description":"Implements server-side queuing to handle image generation requests asynchronously, preventing UI blocking and allowing users to continue working in Notion while images render in the background. When a user submits a prompt, the request is enqueued, a placeholder or loading indicator appears in the Notion block, and the system processes the request through a shared generation pipeline (likely using GPU-accelerated inference on cloud infrastructure). Once complete, the image is pushed back to the Notion block via webhook or polling, and the user is notified. This architecture enables handling multiple concurrent requests without overwhelming the inference backend.","intents":["I want to generate multiple images in sequence without waiting for each one to complete","I need to continue editing my Notion document while images are being generated","I want to submit a batch of prompts and let them process in the background"],"best_for":["Content creators generating multiple illustrations in a single session","Teams working on collaborative Notion documents with concurrent image requests","Users with limited patience for synchronous blocking operations"],"limitations":["Queue depth and processing time are not visible to users — no ETA or position-in-queue feedback","Generation latency varies based on server load; peak hours may result in 30+ second waits","No priority queuing — all requests are processed FIFO regardless of user tier or urgency","Webhook-based image delivery may fail silently if Notion API is temporarily unavailable; no retry mechanism is documented","No cancellation mechanism — users cannot abort a queued generation request"],"requires":["Active Notion workspace with real-time API access","Dreamer backend with GPU inference capacity","Stable network connection to receive webhook callbacks"],"input_types":["text prompt","user account ID (for quota tracking and priority)"],"output_types":["loading state (placeholder in Notion block)","image (delivered via webhook to Notion block)","error state (if generation fails)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_4","uri":"capability://safety.moderation.safety.filtering.and.content.moderation.for.generated.images","name":"safety filtering and content moderation for generated images","description":"Applies server-side content filtering to both input prompts and generated images to prevent creation of harmful, explicit, or policy-violating content. The system likely uses a combination of keyword-based prompt filtering (blocking known harmful terms) and image classification models (detecting NSFW, violence, hate symbols) to flag or reject problematic outputs. Filtered requests are either rejected with an error message or silently dropped, and violations may trigger account warnings or temporary suspension. This protects both the platform and users from liability.","intents":["I want assurance that generated images comply with content policies","I need to prevent my team from accidentally generating inappropriate content","I want to understand why a prompt was rejected or an image was not generated"],"best_for":["Enterprise teams with compliance and content governance requirements","Educational institutions using Dreamer in classroom settings","Organizations with strict brand safety policies"],"limitations":["Moderation rules and thresholds are not transparent — users don't know what prompts or images trigger filtering","False positives are likely; legitimate creative prompts may be incorrectly flagged (e.g., 'dark fantasy' or 'horror concept art')","No appeal mechanism — rejected prompts cannot be reviewed or overridden by users","Moderation is reactive (post-generation) rather than proactive; users don't receive warnings before submitting problematic prompts","No audit log of filtered content — users cannot review what was blocked and why"],"requires":["Dreamer backend with content classification models","Prompt text and generated image data for analysis"],"input_types":["text prompt","generated image (pixel data or embeddings)"],"output_types":["moderation decision (approved, rejected, flagged)","error message (if rejected)"],"categories":["safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_5","uri":"capability://tool.use.integration.notion.api.integration.for.block.level.image.embedding.and.metadata.sync","name":"notion api integration for block-level image embedding and metadata sync","description":"Integrates with Notion's public API to read database properties, write generated images to page blocks, and maintain metadata synchronization between Dreamer and Notion. The integration uses OAuth 2.0 for authentication, Notion's block update endpoints to embed images, and likely polls or webhooks to track changes in source prompts or style properties. This enables bidirectional workflows where Notion properties (e.g., a 'Style' select field) can influence image generation parameters, and generated images are automatically linked back to their source prompts via block metadata.","intents":["I want to generate images from prompts stored in a Notion database field","I want to use Notion properties (like 'style' or 'mood') to customize image generation","I want generated images to stay synchronized with their source prompts if I edit them"],"best_for":["Notion power users with complex database schemas","Content teams managing large image libraries in Notion","Developers building custom Notion workflows with image generation"],"limitations":["Notion API rate limits (3 requests per second per integration) may cause delays when generating images for large databases","No support for Notion's database relations or rollups — cannot generate images based on linked database properties","Image metadata is stored in Notion blocks, not in database properties — no structured way to query or filter generated images","Notion API does not support real-time webhooks for block changes; Dreamer likely uses polling, introducing latency (5-60 second delays) before detecting prompt edits","No support for Notion's database templates — each image must be generated individually, not batch-applied to multiple rows"],"requires":["Notion workspace with API access enabled","Dreamer OAuth integration installed in Notion workspace","Database or page with text fields for prompts","Notion API key or OAuth token with read/write permissions"],"input_types":["Notion database properties (text, select, multi-select)","Notion block content (paragraph, heading with prompt text)"],"output_types":["Notion image block (embedded in page)","Notion block metadata (generation timestamp, model version)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_6","uri":"capability://image.visual.fast.image.generation.with.sub.30.second.latency.for.standard.prompts","name":"fast image generation with sub-30-second latency for standard prompts","description":"Optimizes inference pipeline for speed by using lightweight diffusion models (likely Stable Diffusion 1.5 or similar) and GPU-accelerated inference on cloud infrastructure, targeting sub-30-second generation times for typical prompts. The system likely uses model quantization, batch processing, and inference caching to reduce latency. This prioritizes speed and responsiveness over output quality, making it suitable for rapid iteration and prototyping workflows where users expect near-instant feedback.","intents":["I want to generate concept sketches quickly without waiting minutes for results","I need fast image generation to maintain creative momentum while writing","I want to iterate on multiple image variations in a single session"],"best_for":["Content creators and bloggers needing quick illustrations","Teams prototyping UI mockups with placeholder images","Designers iterating rapidly on concept variations"],"limitations":["Speed optimization comes at the cost of output quality — images are lower fidelity than slower models like DALL-E 3 or Midjourney v6","Latency varies based on server load; peak hours may result in 30+ second waits","No option to trade speed for quality — users cannot request higher-quality, slower generation","Batch processing is not exposed to users — each prompt requires a separate request","Inference caching may cause similar prompts to return identical or near-identical images, reducing variation"],"requires":["GPU-accelerated inference backend (likely NVIDIA A100 or similar)","Lightweight diffusion model (Stable Diffusion 1.5 or equivalent)","Optimized inference framework (likely TensorRT, vLLM, or similar)"],"input_types":["text prompt (typically 10-100 tokens)"],"output_types":["image (512x512 to 1024x1024 pixels, generated in 5-30 seconds)"],"categories":["image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dreamer__cap_7","uri":"capability://tool.use.integration.browser.extension.for.seamless.notion.workspace.integration","name":"browser extension for seamless notion workspace integration","description":"Provides a browser extension (likely for Chrome, Firefox, Safari, Edge) that injects Dreamer UI elements directly into Notion's web interface, enabling image generation without leaving the Notion tab or using external tools. The extension likely adds a 'Generate Image' button or command palette entry to Notion blocks, handles OAuth authentication, and manages communication between the extension and Dreamer backend via message passing. This eliminates context-switching and keeps the user's focus on the Notion document.","intents":["I want to generate images without switching tabs or opening external tools","I want image generation to feel native to my Notion workflow","I want to quickly add images to my Notion pages without interrupting my writing"],"best_for":["Notion power users who spend most of their time in the Notion web app","Content creators and bloggers using Notion as a CMS","Teams with Notion-centric workflows"],"limitations":["Browser extension requires installation and permissions; some corporate environments block extensions","Extension updates are browser-dependent; users must manually update or enable auto-updates","No support for Notion desktop app — only web-based Notion is supported","Extension may conflict with other Notion extensions or plugins","Performance overhead from extension injection may slow down Notion's UI, especially on lower-end machines"],"requires":["Chrome, Firefox, Safari, or Edge browser (version requirements vary)","Notion web app (notion.so)","Dreamer browser extension installed from official store","Active Dreamer account"],"input_types":["user interaction (button click, command palette entry)","text prompt (entered in extension UI or Notion block)"],"output_types":["image (embedded in Notion block)","UI feedback (loading state, error messages)"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Active Notion workspace with database or page editing permissions","Dreamer browser extension or Notion integration installed","Valid Dreamer account (freemium tier available)","Modern browser with Notion web app support (Chrome, Firefox, Safari, Edge)","Dreamer account (email signup or OAuth via Google/Microsoft)","Active Notion workspace connected to Dreamer","No payment method required for freemium access","Text prompt (minimum ~5 words, maximum likely ~500 characters based on typical API limits)","Optional style preset selection","Active Dreamer account with remaining quota"],"failure_modes":["Image generation latency adds 5-30 seconds per prompt depending on model complexity and queue depth","No batch processing — each image requires a separate prompt submission and embedding cycle","Limited to Notion's native image block constraints; cannot generate images larger than Notion's file size limits (~5MB per image)","No version history or image regeneration with modified prompts — requires manual deletion and re-generation","Free tier quota is unclear from public documentation — users report confusion about monthly reset timing and rollover policies","No transparent pricing breakdown for paid tiers; upgrade costs and generation limits are not clearly published","Quota enforcement is opaque — no real-time usage dashboard or API to check remaining balance programmatically","Free tier may have lower priority in generation queue, resulting in slower response times during peak usage","No advanced parameters like guidance scale, sampling steps, or seed control — users cannot fine-tune generation quality or reproduce specific outputs","Limited style presets compared to Midjourney's extensive modifier library; style consistency across multiple prompts is unreliable","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.283Z","last_scraped_at":"2026-04-05T13:23:42.561Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=dreamer","compare_url":"https://unfragile.ai/compare?artifact=dreamer"}},"signature":"+1cnXpRIh1BxgVu1G6P7o8PTtrYYyVV1JHxb4ycVF80Swtr5fkEqGPQsCV6Tw3U55T1PNr1nyUiJXInY/AWQAw==","signedAt":"2026-06-21T17:21:08.595Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/dreamer","artifact":"https://unfragile.ai/dreamer","verify":"https://unfragile.ai/api/v1/verify?slug=dreamer","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}