{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_snack-prompt","slug":"snack-prompt","name":"Snack Prompt","type":"prompt","url":"https://snackprompt.com","page_url":"https://unfragile.ai/snack-prompt","categories":["prompt-engineering"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_snack-prompt__cap_0","uri":"capability://search.retrieval.categorized.prompt.discovery.and.browsing","name":"categorized prompt discovery and browsing","description":"Implements a taxonomy-based prompt discovery system where users browse curated collections organized by use case categories (writing, coding, analysis, etc.). The platform indexes prompts with metadata tags and category assignments, enabling hierarchical navigation without requiring keyword search. Users can filter by category, view prompt previews, and assess community engagement metrics (likes, usage counts) to identify high-performing templates before testing.","intents":["Find a pre-written prompt for a specific ChatGPT use case without engineering one from scratch","Discover what types of prompts other users find effective for my domain","Browse trending or highly-rated prompts to understand best practices in prompt design","Quickly locate prompts similar to ones I've seen before without remembering exact names"],"best_for":["ChatGPT users new to prompt engineering seeking quick-start templates","Teams evaluating ChatGPT capabilities across multiple use cases","Non-technical users who want to avoid learning prompt design principles"],"limitations":["No algorithmic ranking or personalization — category browsing relies on manual curation which may not surface relevant prompts for niche use cases","Category taxonomy is fixed and may not adapt to emerging use cases or user-specific domains","No advanced filtering by prompt complexity, model version compatibility, or performance metrics"],"requires":["Web browser with JavaScript enabled","No authentication required for browsing"],"input_types":["category selection (user interaction)","optional search keywords (text)"],"output_types":["prompt metadata (title, description, category, engagement metrics)","prompt preview text","creator attribution"],"categories":["search-retrieval","prompt-marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_1","uri":"capability://tool.use.integration.in.browser.prompt.testing.and.validation","name":"in-browser prompt testing and validation","description":"Provides a sandboxed prompt execution environment within the Snack Prompt interface that sends user input + selected prompt to the ChatGPT API and displays responses in real-time without requiring users to leave the platform. The system captures the full prompt text, user test input, and API response, allowing side-by-side comparison of prompt effectiveness before integration into external workflows. Testing state is ephemeral (not persisted) and isolated per session.","intents":["Test a prompt with my own input before committing to using it in ChatGPT","Compare how different prompts respond to the same test input to choose the best one","Validate that a prompt produces the output quality I need for my use case","Understand how a prompt behaves with different input variations without manual copy-paste"],"best_for":["Users evaluating multiple prompts for the same task and needing quick A/B comparison","Teams validating prompt quality before deploying to production workflows","Non-technical users who want instant feedback without ChatGPT account setup"],"limitations":["Testing requires valid ChatGPT API credentials or OAuth integration — users without API access cannot test","No persistent test history or result caching — each test is ephemeral and not stored for later comparison","No support for testing with different ChatGPT models (GPT-3.5 vs GPT-4) or temperature/parameter tuning within the interface","Rate limiting from ChatGPT API applies directly to test requests, potentially blocking rapid iteration"],"requires":["OpenAI API key or ChatGPT account authentication","Active internet connection","Web browser with JavaScript enabled"],"input_types":["prompt text (from marketplace)","user test input (text)","optional API parameters (model, temperature — if exposed)"],"output_types":["ChatGPT API response (text)","response metadata (tokens used, model version, latency)","side-by-side comparison view"],"categories":["tool-use-integration","prompt-validation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_2","uri":"capability://memory.knowledge.prompt.sharing.and.community.contribution","name":"prompt sharing and community contribution","description":"Enables users to submit custom prompts to the marketplace with metadata (title, description, category, tags) and share them publicly with attribution. The platform stores prompt text, creator information, and engagement metrics (views, likes, usage count) in a database indexed by category and creator. Community members can upvote/like prompts, and the system tracks creator reputation through contribution count and aggregate engagement. No explicit editorial review gate exists — prompts are published immediately upon submission.","intents":["Share a prompt I've created with the broader ChatGPT community","Build reputation as a prompt engineer by publishing high-quality templates","Contribute to a marketplace and get credit for my work","Discover who created effective prompts and follow their contributions"],"best_for":["Prompt engineers and ChatGPT power users who want to share templates and build personal brand","Teams creating internal prompt libraries and wanting to publish them for community feedback","Content creators exploring monetization through prompt marketplace participation"],"limitations":["No curation or quality gates — any user can submit prompts, leading to variable quality and potential spam","No version control or prompt update mechanism — users cannot iterate on published prompts without deleting and resubmitting","No dispute resolution or content moderation process for low-quality or duplicate submissions","Creator reputation is based solely on engagement metrics, not on peer review or expert validation","No built-in monetization or revenue-sharing model — contributions are unpaid"],"requires":["User account creation (email or OAuth)","Prompt text (minimum length unknown)","Metadata: title, description, category selection"],"input_types":["prompt text (string)","metadata (title, description, category, tags)","creator attribution (auto-populated from account)"],"output_types":["published prompt record with unique ID","creator profile attribution","engagement metrics (views, likes, usage count)","shareable prompt URL"],"categories":["memory-knowledge","community-marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_3","uri":"capability://data.processing.analysis.prompt.metadata.extraction.and.structured.indexing","name":"prompt metadata extraction and structured indexing","description":"Automatically or manually extracts structured metadata from prompt submissions (title, description, category, tags, use case, difficulty level) and indexes them in a searchable database. The system normalizes category assignments to a predefined taxonomy and enables filtering/sorting by metadata fields. Metadata is used to power discovery, search, and recommendation features without requiring full-text analysis of prompt content.","intents":["Find prompts by specific metadata attributes (category, difficulty, use case) without keyword search","Understand the intended use case and complexity of a prompt before testing it","Filter marketplace results to show only prompts relevant to my domain or skill level","Build a structured catalog of prompts for internal team use"],"best_for":["Teams building internal prompt libraries with structured organization","Marketplace operators needing to index and filter large prompt collections","Users who prefer faceted navigation over keyword search"],"limitations":["Metadata quality depends on user input — no validation ensures accurate category assignment or complete descriptions","Fixed taxonomy may not capture emerging use cases or domain-specific categories","No automatic metadata extraction from prompt content — relies on manual user input","No versioning or metadata update mechanism — changes require resubmission"],"requires":["Structured input form with predefined category dropdown and tag input","Database with indexing on category, tags, and other metadata fields"],"input_types":["prompt text (string)","category selection (dropdown from fixed taxonomy)","tags (free-form text or predefined list)","title, description (text)"],"output_types":["indexed metadata record","filterable/sortable prompt list","faceted search results"],"categories":["data-processing-analysis","indexing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_4","uri":"capability://data.processing.analysis.engagement.metrics.tracking.and.display","name":"engagement metrics tracking and display","description":"Tracks and displays community engagement signals for each prompt including view count, like/upvote count, and usage frequency. These metrics are aggregated per prompt and displayed prominently in browse results and prompt detail pages to surface high-performing templates. The system records engagement events (views, likes, test executions) in a database and updates metrics in real-time or near-real-time. Metrics are used to inform ranking and recommendation without explicit algorithmic curation.","intents":["Identify which prompts are most popular and trusted by the community","Understand the relative quality of similar prompts by comparing engagement metrics","Discover trending prompts that are gaining traction in the community","Make informed decisions about which prompts to test based on community validation"],"best_for":["Users relying on community signals to identify high-quality prompts without expert curation","Marketplace operators wanting to surface popular content without algorithmic ranking","Community-driven platforms where peer validation is the primary quality signal"],"limitations":["Engagement metrics can be gamed through coordinated upvoting or artificial usage","No distinction between quality engagement (thoughtful testing) and casual engagement (random clicks)","Metrics reflect popularity, not necessarily quality — trending prompts may be popular for reasons unrelated to effectiveness","No temporal decay — old, popular prompts may rank higher than newer, higher-quality alternatives","No personalization — metrics are global and don't reflect individual user preferences or use cases"],"requires":["Database with event logging for views, likes, and usage","Real-time or batch aggregation pipeline to compute metrics","Frontend display logic to render metrics in browse and detail views"],"input_types":["engagement events (view, like, test execution)","user ID (optional, for deduplication)","timestamp"],"output_types":["aggregated metrics (view count, like count, usage frequency)","metric display in UI (badges, counters, rankings)","sorted/ranked prompt lists"],"categories":["data-processing-analysis","community-signals"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_5","uri":"capability://tool.use.integration.prompt.integration.and.export","name":"prompt integration and export","description":"Provides mechanisms to export or copy prompts from the marketplace into external tools (ChatGPT, text editors, API clients). Users can copy prompt text to clipboard, generate shareable prompt URLs, or potentially integrate via API/webhook for programmatic access. The system maintains prompt versioning through unique IDs and URLs, enabling stable references for external integrations. Export is stateless — no persistent connection or sync between marketplace and external tools.","intents":["Copy a prompt from the marketplace directly into ChatGPT without manual retyping","Share a specific prompt with teammates via a stable URL","Integrate prompts into external applications or workflows programmatically","Reference a marketplace prompt in documentation or team knowledge bases"],"best_for":["Individual users who want quick copy-paste integration into ChatGPT","Teams sharing prompts internally via URLs or documentation","Developers building applications that consume prompts from the marketplace"],"limitations":["No persistent sync — changes to marketplace prompts are not reflected in external tools","No version control — users cannot track which version of a prompt they're using","Export is one-way — no feedback loop from external usage back to the marketplace","No API rate limiting or authentication for programmatic access (if API exists)","Clipboard copy is browser-dependent and may not work in all environments"],"requires":["Unique prompt ID and URL structure","Copy-to-clipboard functionality (JavaScript)","Optional: REST API endpoint for programmatic access"],"input_types":["prompt ID or URL","export format selection (plain text, JSON, markdown)"],"output_types":["prompt text (plain text or structured format)","shareable URL","API response (if API exists)"],"categories":["tool-use-integration","export"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_6","uri":"capability://search.retrieval.prompt.search.and.keyword.matching","name":"prompt search and keyword matching","description":"Provides keyword-based search functionality that matches user queries against prompt titles, descriptions, and tags using basic string matching or full-text search. Search results are ranked by relevance (likely using simple TF-IDF or keyword frequency) and filtered by category if specified. The system does not use semantic search or embeddings — matching is purely lexical. Search is optional and complements category-based browsing.","intents":["Find prompts by searching for specific keywords or use cases","Locate a prompt I remember partially but can't find by browsing categories","Search for prompts related to a specific domain or problem","Discover prompts that match my exact use case without browsing all categories"],"best_for":["Users who know what they're looking for and want direct access via search","Teams searching for prompts by domain-specific keywords","Users with specific use cases that don't map cleanly to predefined categories"],"limitations":["Keyword-based search is brittle — misspellings, synonyms, and semantic variations reduce match quality","No semantic understanding — searching for 'writing' won't find prompts tagged 'content creation'","Search ranking is likely basic (TF-IDF or keyword frequency) without personalization or context","No search analytics or query suggestions to guide users toward popular searches","Search may return irrelevant results if prompt descriptions are poorly written or sparse"],"requires":["Full-text search index on prompt titles, descriptions, and tags","Search query input field in UI","Ranking algorithm (TF-IDF, BM25, or similar)"],"input_types":["search query (text)","optional category filter"],"output_types":["ranked list of matching prompts","relevance scores (optional)","result count"],"categories":["search-retrieval","keyword-search"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_snack-prompt__cap_7","uri":"capability://tool.use.integration.user.account.management.and.authentication","name":"user account management and authentication","description":"Manages user registration, login, and profile management to enable prompt submission, engagement tracking (likes, usage history), and creator attribution. The system supports email-based registration or OAuth integration (likely Google, GitHub) for frictionless signup. User accounts store profile information (username, avatar, bio), submission history, and engagement history. Authentication is required for prompt submission but optional for browsing.","intents":["Create an account to submit and share my own prompts","Track my prompt submissions and engagement metrics","Build a public profile as a prompt creator","Manage my likes, bookmarks, and testing history"],"best_for":["Prompt creators who want to build reputation and share templates","Users who want to track their engagement and testing history","Teams managing multiple contributors to a shared prompt library"],"limitations":["Authentication is required for submission but optional for browsing — creates two-tier access model","No role-based access control (RBAC) — all users have equal submission rights","No account recovery or password reset mechanisms mentioned","OAuth integration may create vendor lock-in (e.g., Google account dependency)","No team or organization accounts — only individual user accounts"],"requires":["User database with email or OAuth provider integration","Session management (cookies or JWT tokens)","Password hashing if email-based authentication is used","Email verification (if email signup is required)"],"input_types":["email and password (email signup) or OAuth credentials","profile information (username, avatar, bio)"],"output_types":["user account record","authentication token (session or JWT)","user profile page","submission and engagement history"],"categories":["tool-use-integration","authentication"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":38,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","No authentication required for browsing","OpenAI API key or ChatGPT account authentication","Active internet connection","User account creation (email or OAuth)","Prompt text (minimum length unknown)","Metadata: title, description, category selection","Structured input form with predefined category dropdown and tag input","Database with indexing on category, tags, and other metadata fields","Database with event logging for views, likes, and usage"],"failure_modes":["No algorithmic ranking or personalization — category browsing relies on manual curation which may not surface relevant prompts for niche use cases","Category taxonomy is fixed and may not adapt to emerging use cases or user-specific domains","No advanced filtering by prompt complexity, model version compatibility, or performance metrics","Testing requires valid ChatGPT API credentials or OAuth integration — users without API access cannot test","No persistent test history or result caching — each test is ephemeral and not stored for later comparison","No support for testing with different ChatGPT models (GPT-3.5 vs GPT-4) or temperature/parameter tuning within the interface","Rate limiting from ChatGPT API applies directly to test requests, potentially blocking rapid iteration","No curation or quality gates — any user can submit prompts, leading to variable quality and potential spam","No version control or prompt update mechanism — users cannot iterate on published prompts without deleting and resubmitting","No dispute resolution or content moderation process for low-quality or duplicate submissions","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":0.15,"quality":0.25,"ecosystem":0.1,"match_graph":0.45,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.559Z","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=snack-prompt","compare_url":"https://unfragile.ai/compare?artifact=snack-prompt"}},"signature":"D4nNJ/vKX1yFOTrzQLD0YGLNGtqUoYFY46CY5b0SdRCfWUsIeMn1AmbUgZt98t28lXXT6WGwbt+qCXLvbNjrAw==","signedAt":"2026-06-22T00:15:02.789Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/snack-prompt","artifact":"https://unfragile.ai/snack-prompt","verify":"https://unfragile.ai/api/v1/verify?slug=snack-prompt","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"}}