{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-gptstore","slug":"gptstore","name":"GPTStore","type":"product","url":"https://gptstore.ai/","page_url":"https://unfragile.ai/gptstore","categories":["app-builders"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-gptstore__cap_0","uri":"capability://search.retrieval.gpt.discovery.and.search.with.metadata.indexing","name":"gpt discovery and search with metadata indexing","description":"Indexes published GPTs with searchable metadata (name, description, tags, creator) and returns ranked results based on keyword matching and relevance scoring. The system crawls or ingests GPT metadata from OpenAI's ecosystem and maintains a queryable catalog, likely using full-text search or embedding-based semantic matching to surface relevant custom GPTs for users browsing the marketplace.","intents":["Find a specialized GPT for a specific task without browsing OpenAI's interface","Discover GPTs by category or use case (writing, coding, analysis, etc.)","Search for GPTs by creator name or specific functionality"],"best_for":["End users looking for pre-built GPTs to solve specific problems","Teams evaluating custom GPTs before building their own","Non-technical users who want curated recommendations"],"limitations":["Search quality depends on metadata completeness — GPTs with sparse descriptions may be undiscoverable","No real-time sync with OpenAI's GPT store, so newly published GPTs may have indexing lag","Cannot search GPT internal instructions or system prompts (private data)"],"requires":["Internet connection to access GPTStore catalog","OpenAI account to use discovered GPTs (some may require Plus subscription)"],"input_types":["text query","category filter","tag-based filter"],"output_types":["ranked list of GPT metadata","GPT profile cards with description and creator info","direct link to OpenAI GPT store"],"categories":["search-retrieval","marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-gptstore__cap_1","uri":"capability://automation.workflow.gpt.publishing.and.listing.management","name":"gpt publishing and listing management","description":"Allows creators to submit their custom GPTs to the GPTStore catalog with structured metadata (title, description, tags, category, thumbnail). The system validates submissions, stores metadata in a database, and publishes listings to the searchable index. Creators can update or remove listings, manage visibility, and track basic analytics (views, clicks) through a creator dashboard.","intents":["Publish a custom GPT to a marketplace for discoverability beyond OpenAI's store","Update GPT metadata and description to improve search ranking","Remove or delist a GPT from the marketplace","Track how many users have discovered and clicked on my GPT listing"],"best_for":["GPT creators wanting broader distribution and discoverability","Developers building GPTs as products or side projects","Teams managing multiple custom GPTs and needing centralized listing management"],"limitations":["Submission process may require manual review, introducing publishing delays","Analytics are likely limited to basic metrics (views, clicks) — no usage data from actual GPT interactions","No built-in monetization or payment processing (GPTStore appears to be a free listing service)","Metadata validation may be loose, allowing low-quality or spam listings"],"requires":["OpenAI account with a published custom GPT","GPTStore creator account (registration required)","Basic metadata: GPT name, description, category"],"input_types":["text (title, description, tags)","image (thumbnail/preview)","category selection","link to OpenAI GPT"],"output_types":["published listing URL","creator dashboard with analytics","confirmation of submission status"],"categories":["automation-workflow","marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-gptstore__cap_2","uri":"capability://data.processing.analysis.gpt.categorization.and.tagging.system","name":"gpt categorization and tagging system","description":"Organizes GPTs into predefined categories (e.g., writing, coding, analysis, productivity) and allows creators to apply multiple tags for fine-grained classification. The system uses category and tag metadata to enable filtered browsing, faceted search, and recommendation algorithms that surface related GPTs. Categories are likely hierarchical or flat, with tags providing secondary organization.","intents":["Browse GPTs by category (e.g., 'Writing Tools', 'Code Assistants', 'Business Analysis')","Filter search results by multiple tags to narrow down options","Find similar or related GPTs based on shared tags and categories","Understand what types of GPTs are available in the marketplace"],"best_for":["Users exploring GPTs by use case or domain","Creators tagging their GPTs for better discoverability","Marketplace operators building recommendation systems"],"limitations":["Category taxonomy is fixed by GPTStore — creators cannot define custom categories","Tag spam or inconsistent tagging may degrade search quality","No hierarchical tag relationships — all tags treated equally in search","Category boundaries may be ambiguous (e.g., a GPT could fit multiple categories)"],"requires":["Predefined category list maintained by GPTStore","Creator ability to select categories and apply tags during submission"],"input_types":["category selection (dropdown or multi-select)","tag input (text or predefined tag list)"],"output_types":["filtered GPT list by category","faceted search results with tag filters","category landing pages"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-gptstore__cap_3","uri":"capability://memory.knowledge.creator.profile.and.reputation.system","name":"creator profile and reputation system","description":"Maintains creator profiles with basic information (name, bio, profile picture, listing count) and aggregates metrics like total GPTs published, user ratings, or community feedback. The system may include a reputation score or badge system to highlight trusted creators. Profiles are publicly visible and linked from GPT listings to establish creator credibility.","intents":["View the profile of a GPT creator to assess their track record","See all GPTs published by a specific creator","Identify trusted or prolific creators in the marketplace","Build a personal brand as a GPT creator"],"best_for":["Users evaluating GPT quality based on creator reputation","Creators building a portfolio of published GPTs","Marketplace operators building trust signals"],"limitations":["Reputation metrics are likely limited to basic counts (GPT count, views) — no user ratings or reviews visible","No verification system to confirm creator identity or expertise","Profile information is self-reported and may not be accurate","No built-in messaging or direct creator contact (users must rely on external channels)"],"requires":["Creator account on GPTStore","Public profile information (name, bio optional)"],"input_types":["creator profile data (name, bio, avatar)","aggregated metrics from published GPTs"],"output_types":["public creator profile page","creator badge or reputation indicator on listings","list of all GPTs by creator"],"categories":["memory-knowledge","marketplace"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-gptstore__cap_4","uri":"capability://data.processing.analysis.gpt.listing.analytics.and.performance.tracking","name":"gpt listing analytics and performance tracking","description":"Tracks basic performance metrics for published GPT listings, including view count, click-through rate to OpenAI store, and possibly user engagement signals. Data is aggregated in a creator dashboard, allowing creators to monitor listing performance over time and identify trends. Analytics may be updated in real-time or on a daily/weekly basis.","intents":["Monitor how many users have viewed my GPT listing","Track clicks from GPTStore to my OpenAI GPT store page","Identify which of my GPTs are most popular or underperforming","Optimize GPT metadata based on performance data"],"best_for":["GPT creators optimizing for discoverability and traffic","Creators A/B testing different metadata or descriptions","Teams managing multiple GPTs and prioritizing which to promote"],"limitations":["Analytics are limited to marketplace-level metrics (views, clicks) — no data on actual GPT usage or user satisfaction","No attribution tracking to understand which search queries or categories drive traffic","Analytics may be delayed by hours or days, not real-time","No cohort analysis or user segmentation — just aggregate metrics"],"requires":["Creator account with published GPTs","Access to creator dashboard"],"input_types":["aggregated event data (views, clicks) from GPTStore platform"],"output_types":["analytics dashboard with charts and metrics","time-series data (views over time)","per-GPT performance summary"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-gptstore__cap_5","uri":"capability://search.retrieval.gpt.recommendation.and.related.suggestions","name":"gpt recommendation and related suggestions","description":"Suggests related or similar GPTs based on shared tags, categories, or user browsing patterns. The recommendation engine may use collaborative filtering (if users are tracked) or content-based similarity (matching tags and categories). Related GPTs are displayed on listing pages or in a 'You might also like' section to encourage discovery of complementary tools.","intents":["Discover GPTs similar to one I'm currently viewing","Find complementary GPTs that work well together","Get personalized recommendations based on my browsing history","Explore the full ecosystem of GPTs in a specific domain"],"best_for":["Users exploring the GPT marketplace and discovering new tools","Casual browsers who want serendipitous recommendations","Creators wanting their GPTs to be discovered alongside related tools"],"limitations":["Recommendations are likely content-based (tags/categories) rather than collaborative, limiting personalization","No user account system or login, so recommendations cannot be personalized to individual preferences","Cold-start problem for new GPTs with few tags or limited metadata","Recommendation quality depends on metadata quality — poorly tagged GPTs won't be suggested"],"requires":["Sufficient metadata (tags, categories) on GPT listings","Recommendation algorithm (likely rule-based or simple similarity matching)"],"input_types":["current GPT metadata (tags, category)","user browsing context (optional)"],"output_types":["list of related GPTs","'You might also like' widget on listing pages","recommendation cards with metadata"],"categories":["search-retrieval","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":22,"verified":false,"data_access_risk":"high","permissions":["Internet connection to access GPTStore catalog","OpenAI account to use discovered GPTs (some may require Plus subscription)","OpenAI account with a published custom GPT","GPTStore creator account (registration required)","Basic metadata: GPT name, description, category","Predefined category list maintained by GPTStore","Creator ability to select categories and apply tags during submission","Creator account on GPTStore","Public profile information (name, bio optional)","Creator account with published GPTs"],"failure_modes":["Search quality depends on metadata completeness — GPTs with sparse descriptions may be undiscoverable","No real-time sync with OpenAI's GPT store, so newly published GPTs may have indexing lag","Cannot search GPT internal instructions or system prompts (private data)","Submission process may require manual review, introducing publishing delays","Analytics are likely limited to basic metrics (views, clicks) — no usage data from actual GPT interactions","No built-in monetization or payment processing (GPTStore appears to be a free listing service)","Metadata validation may be loose, allowing low-quality or spam listings","Category taxonomy is fixed by GPTStore — creators cannot define custom categories","Tag spam or inconsistent tagging may degrade search quality","No hierarchical tag relationships — all tags treated equally in search","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.22,"ecosystem":0.25,"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":"2026-06-17T09:51:03.041Z","last_scraped_at":"2026-04-22T08:05:10.921Z","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=gptstore","compare_url":"https://unfragile.ai/compare?artifact=gptstore"}},"signature":"6NyBwVBUqsNwJDNJHWOlfDTXHZzUvtF4zVzXFE0yjjVd8pcvgE/CdZbk5jXix04fidwWxN5LWdbqRMl+uGcRAQ==","signedAt":"2026-06-21T21:25:04.422Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/gptstore","artifact":"https://unfragile.ai/gptstore","verify":"https://unfragile.ai/api/v1/verify?slug=gptstore","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"}}