{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_controlmeme","slug":"controlmeme","name":"ControlMeme","type":"webapp","url":"https://meme.koll.ai","page_url":"https://unfragile.ai/controlmeme","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_controlmeme__cap_0","uri":"capability://image.visual.ai.driven.meme.template.matching.and.selection","name":"ai-driven meme template matching and selection","description":"Analyzes user input (text, topic, or mood) and automatically recommends or generates meme templates that match the semantic intent. The system likely uses embeddings or classification models to map user queries to template categories, reducing manual browsing through static template libraries. This differs from traditional meme generators that require users to manually browse and select templates.","intents":["I want to create a meme about a specific topic without manually searching through hundreds of templates","I need the system to suggest the most relevant meme format for my joke or message","I want to skip the template selection step and jump straight to customization"],"best_for":["Casual social media creators who lack design experience and want fast meme generation","Content creators producing high-volume memes for social platforms","Users unfamiliar with meme culture who need guidance on format selection"],"limitations":["Unclear if system handles niche or rapidly-evolving meme formats that emerge on TikTok/Twitter faster than training data updates","No documented support for custom template uploads, limiting use cases beyond mainstream meme formats","Semantic matching may fail for context-dependent or ironic meme usage that requires cultural knowledge"],"requires":["Web browser with modern JavaScript support","Internet connection for API calls to backend model inference","No authentication or API keys documented as required"],"input_types":["text (topic, joke, or mood description)","optional: image (for context-aware template selection)"],"output_types":["meme template selection (image reference)","structured metadata (template ID, category, suggested text positions)"],"categories":["image-visual","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_1","uri":"capability://image.visual.automated.text.to.image.meme.generation.with.layout.optimization","name":"automated text-to-image meme generation with layout optimization","description":"Accepts user-provided text and automatically positions, sizes, and styles text overlays on selected meme templates using layout optimization algorithms. The system likely uses computer vision (bounding box detection) to identify safe text regions on templates and applies font sizing/positioning heuristics to maximize readability while maintaining meme aesthetic conventions. This automates the manual text formatting step that traditional meme generators require.","intents":["I want to add my joke text to a meme template without manually adjusting font size, position, or color","I need the system to automatically format text to fit the template's visual constraints","I want readable, properly-positioned text without trial-and-error formatting"],"best_for":["Non-designers creating memes who lack typography and layout skills","High-volume content creators who need batch text formatting","Mobile users who find manual text positioning cumbersome"],"limitations":["Automated layout may fail for multi-line text or unusual aspect ratios, requiring manual override","No documented support for custom fonts, colors, or text effects beyond default styling","Text positioning heuristics may not account for template-specific visual elements (faces, objects) that should avoid text overlap"],"requires":["Web browser with Canvas/WebGL support for client-side rendering","Meme template image (provided by system or user-uploaded)","Text input (typically 1-3 lines for standard meme formats)"],"input_types":["text (meme caption/joke)","image (meme template)"],"output_types":["image (rendered meme with text overlay)","optional: metadata (text position, font size, color values)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_2","uri":"capability://image.visual.generative.meme.creation.from.scratch.text.to.image.synthesis","name":"generative meme creation from scratch (text-to-image synthesis)","description":"Generates entirely new meme images from text descriptions using diffusion models or similar generative AI, rather than relying solely on pre-existing templates. The system likely accepts a meme concept or joke description and uses a fine-tuned text-to-image model (possibly Stable Diffusion, DALL-E, or proprietary variant) to synthesize novel meme visuals that match the semantic intent. This represents a departure from template-based meme generation toward creative synthesis.","intents":["I want to create a completely original meme visual that doesn't exist in template libraries","I need a meme image generated from a specific joke or concept description","I want to bypass template limitations and generate custom meme imagery"],"best_for":["Creative content creators seeking original meme visuals beyond template constraints","Users with niche or highly specific meme concepts that don't fit existing templates","Brands or marketers creating custom meme content for campaigns"],"limitations":["Generative output quality and coherence unknown; diffusion models may produce low-quality or nonsensical meme imagery","No documented control over style, composition, or visual consistency across generated memes","Likely slower than template-based generation due to model inference latency (typically 5-30 seconds per image)","May violate copyright or generate images resembling existing memes, raising IP concerns"],"requires":["Web browser with sufficient client-side compute or backend API access","Text description of desired meme concept","Patience for model inference (5-30 seconds typical for diffusion models)"],"input_types":["text (meme concept, joke, or visual description)"],"output_types":["image (AI-generated meme visual)","optional: metadata (generation parameters, seed, model version)"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_3","uri":"capability://automation.workflow.batch.meme.generation.and.export","name":"batch meme generation and export","description":"Supports creating multiple meme variations or a series of memes in a single workflow, with batch export to common image formats (PNG, JPG, GIF). The system likely implements a queue-based processing pipeline that generates multiple meme outputs from a single input (e.g., multiple text variations on the same template) and provides bulk download functionality. This enables high-volume content creation workflows.","intents":["I want to generate 5-10 meme variations from the same template with different text","I need to export multiple memes at once for a social media campaign","I want to create a series of related memes without repeating the template selection process"],"best_for":["Content creators and social media managers producing high-volume meme content","Marketing teams creating meme-based campaigns with multiple variations","Batch content creation workflows where efficiency is critical"],"limitations":["Batch processing may have rate limits or queue delays during peak usage","No documented support for scheduling or asynchronous batch jobs; unclear if large batches (50+ memes) are supported","Export format options may be limited to standard formats (PNG, JPG); no documented support for animated GIFs or video formats"],"requires":["Web browser with file download capabilities","Multiple text inputs or variation parameters","Sufficient storage space for batch downloads"],"input_types":["text (multiple captions or variations)","image (template, reused across batch)","optional: CSV or structured data for bulk text inputs"],"output_types":["images (multiple meme files)","optional: ZIP archive (for batch downloads)","metadata (generation timestamps, parameters per meme)"],"categories":["automation-workflow","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_4","uri":"capability://image.visual.meme.customization.with.style.and.aesthetic.controls","name":"meme customization with style and aesthetic controls","description":"Provides user controls for customizing meme visual properties such as text color, font style, background effects, filters, or overall aesthetic (e.g., vintage, neon, dark mode). The system likely exposes a parameter space for visual customization that maps to underlying image processing or style transfer operations. This moves beyond basic text overlay to enable creative control over meme appearance.","intents":["I want to change the text color or font to match my brand or aesthetic","I need to apply a filter or effect to make the meme stand out on social media","I want to customize the meme's visual style without using Photoshop"],"best_for":["Content creators with specific brand aesthetics or visual preferences","Users seeking to differentiate their memes visually on crowded social feeds","Non-designers who want creative control without learning advanced tools"],"limitations":["Customization options may be limited to preset styles rather than granular parameter control","No documented support for advanced effects (blur, shadow, transparency) or layer-based editing","Style transfer or filter application may degrade meme readability if text contrast is not automatically adjusted"],"requires":["Web browser with CSS/Canvas support for real-time preview","Meme template or generated image","Optional: color picker or style selector UI"],"input_types":["image (meme template or generated image)","parameters (color values, font selection, filter type)"],"output_types":["image (customized meme with applied styles)","metadata (customization parameters for reproducibility)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_5","uri":"capability://search.retrieval.trending.meme.format.discovery.and.recommendation","name":"trending meme format discovery and recommendation","description":"Identifies and recommends currently trending meme formats based on real-time social media data or internal analytics. The system likely monitors meme popularity across platforms (Twitter, Reddit, TikTok) and surfaces trending templates or formats to users, enabling them to create timely, culturally relevant memes. This requires integration with social media APIs or trend-tracking services.","intents":["I want to know which meme formats are trending right now","I need to create memes using current popular formats to maximize engagement","I want the system to suggest trending meme templates I might not be aware of"],"best_for":["Social media content creators optimizing for engagement and virality","Marketing teams creating timely, trend-aware meme content","Users who want to stay current with meme culture without manual research"],"limitations":["Trend detection latency may be 12-48 hours behind actual social media trends, limiting real-time relevance","No documented data sources for trend tracking; unclear if system uses social media APIs, web scraping, or proprietary data","Trending recommendations may be biased toward mainstream platforms (Twitter, Reddit) and miss niche communities (4chan, Discord)","Trend lifecycle is short (often 24-72 hours); system may recommend formats that are already declining"],"requires":["Web browser with internet connectivity","Optional: user preferences or interests to personalize trend recommendations","Backend access to trend data sources (social media APIs or internal analytics)"],"input_types":["optional: user interests or content category preferences"],"output_types":["list of trending meme templates (with metadata: trend score, platform origin, time window)","optional: trend analytics (growth rate, engagement metrics)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_6","uri":"capability://tool.use.integration.social.media.direct.sharing.and.publishing","name":"social media direct sharing and publishing","description":"Enables one-click sharing of generated memes directly to social media platforms (Twitter, Instagram, TikTok, Reddit, Facebook) without requiring manual download and re-upload. The system likely implements OAuth-based authentication with social platforms and uses their APIs to publish memes directly from ControlMeme. This eliminates friction in the content distribution workflow.","intents":["I want to share my meme directly to Twitter without downloading and re-uploading","I need to post memes to multiple social platforms simultaneously","I want to schedule meme posts for optimal engagement times"],"best_for":["Social media content creators and influencers optimizing for distribution speed","Marketing teams managing multi-platform meme campaigns","Users seeking to minimize friction between creation and publishing"],"limitations":["Requires OAuth authentication with each social platform; users must grant permissions","Platform API rate limits may restrict bulk posting or scheduling capabilities","No documented support for scheduling posts at optimal times; unclear if system integrates scheduling APIs","Platform-specific content policies may reject memes flagged as offensive or policy-violating"],"requires":["Active accounts on target social media platforms (Twitter, Instagram, etc.)","OAuth permissions granted to ControlMeme for each platform","API keys or access tokens for social platform integrations"],"input_types":["image (generated or customized meme)","optional: caption or hashtags","optional: scheduling parameters (date, time)"],"output_types":["confirmation (post URL, engagement metrics)","optional: scheduled post metadata"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_7","uri":"capability://text.generation.language.meme.caption.suggestion.and.optimization","name":"meme caption suggestion and optimization","description":"Generates or suggests alternative captions for memes based on the selected template and context, using language models to produce variations that maximize humor, engagement, or relevance. The system likely uses a fine-tuned LLM or prompt engineering to generate caption variations that match meme format conventions and cultural context. This assists users who struggle with joke writing or want to optimize captions for engagement.","intents":["I have a meme template but don't know what caption to write","I want the system to suggest funny caption variations for my meme","I need help optimizing my caption for maximum engagement or humor"],"best_for":["Users lacking creative writing skills or joke-writing experience","Content creators seeking caption optimization for engagement","Non-native English speakers who want assistance with meme humor conventions"],"limitations":["Generated captions may be generic, unfunny, or culturally insensitive without human review","No documented ability to understand context-specific humor or niche meme culture","Caption generation quality depends on training data; likely biased toward mainstream meme formats","System cannot guarantee captions will resonate with target audience or avoid offending viewers"],"requires":["Meme template or image context for caption generation","Optional: user-provided topic, theme, or joke premise","Language model API access (likely OpenAI, Anthropic, or proprietary LLM)"],"input_types":["image (meme template)","optional: text (topic, theme, or joke premise)","optional: parameters (tone, humor style, length)"],"output_types":["list of caption suggestions (3-10 variations)","optional: engagement predictions or humor scores"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_controlmeme__cap_8","uri":"capability://memory.knowledge.user.meme.history.and.saved.templates.library","name":"user meme history and saved templates library","description":"Maintains a persistent user library of previously created memes and saved custom templates, enabling users to revisit, remix, or batch-edit past creations. The system likely stores meme metadata (creation date, parameters, template used) in a database and provides search/filtering capabilities to retrieve past memes. This enables iterative meme creation and reduces friction for users creating series or variations.","intents":["I want to find a meme I created last week and create variations of it","I need to save my favorite templates for quick access","I want to bulk-edit all memes I created for a campaign"],"best_for":["Frequent meme creators who produce multiple memes over time","Content creators managing meme libraries for campaigns or series","Users seeking to build a personal meme template collection"],"limitations":["Storage limits unknown; unclear if free tier has quota restrictions on saved memes","No documented support for collaborative libraries or sharing saved templates with other users","Search functionality may be limited to basic filters (date, template type) without semantic search","Meme history may be deleted if user account is inactive or deleted"],"requires":["User account creation and authentication","Web browser with local storage or backend database access","Optional: cloud storage integration for backup"],"input_types":["meme metadata (creation parameters, template ID, caption text)","optional: search queries or filter criteria"],"output_types":["list of saved memes (with thumbnails and metadata)","meme details (full image, creation parameters, edit history)"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support","Internet connection for API calls to backend model inference","No authentication or API keys documented as required","Web browser with Canvas/WebGL support for client-side rendering","Meme template image (provided by system or user-uploaded)","Text input (typically 1-3 lines for standard meme formats)","Web browser with sufficient client-side compute or backend API access","Text description of desired meme concept","Patience for model inference (5-30 seconds typical for diffusion models)","Web browser with file download capabilities"],"failure_modes":["Unclear if system handles niche or rapidly-evolving meme formats that emerge on TikTok/Twitter faster than training data updates","No documented support for custom template uploads, limiting use cases beyond mainstream meme formats","Semantic matching may fail for context-dependent or ironic meme usage that requires cultural knowledge","Automated layout may fail for multi-line text or unusual aspect ratios, requiring manual override","No documented support for custom fonts, colors, or text effects beyond default styling","Text positioning heuristics may not account for template-specific visual elements (faces, objects) that should avoid text overlap","Generative output quality and coherence unknown; diffusion models may produce low-quality or nonsensical meme imagery","No documented control over style, composition, or visual consistency across generated memes","Likely slower than template-based generation due to model inference latency (typically 5-30 seconds per image)","May violate copyright or generate images resembling existing memes, raising IP concerns","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":"2026-05-24T12:16:30.281Z","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=controlmeme","compare_url":"https://unfragile.ai/compare?artifact=controlmeme"}},"signature":"0G8CM6ySk6Hi90f8a5GJLRH4BiCMvOd4HPf+irwnM2QPZsg2+KJfmNMMv+LKIeK9RIOK52Amy0j7TS6DucQlBQ==","signedAt":"2026-06-20T17:06:05.546Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/controlmeme","artifact":"https://unfragile.ai/controlmeme","verify":"https://unfragile.ai/api/v1/verify?slug=controlmeme","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"}}