{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-moltbook","slug":"moltbook","name":"moltbook","type":"product","url":"https://www.moltbook.com","page_url":"https://unfragile.ai/moltbook","categories":["automation"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"pending_review","verified":false},"capabilities":[{"id":"awesome-moltbook__cap_0","uri":"capability://search.retrieval.agent.discovery.and.marketplace","name":"agent-discovery-and-marketplace","description":"Enables users to browse, search, and discover AI agents built by other users within a social network interface. The platform likely implements a searchable registry with agent metadata (capabilities, creator info, usage stats) and social signals (followers, ratings, usage frequency) to surface relevant agents. Discovery is powered by social graph traversal and relevance ranking rather than traditional search algorithms.","intents":["Find pre-built AI agents that solve specific problems without building from scratch","Discover what other developers are building to understand patterns and best practices","Identify popular or highly-rated agents for specific use cases","Browse agents by category, creator reputation, or trending status"],"best_for":["developers looking to reuse existing agent implementations","non-technical users seeking ready-made AI agent solutions","teams evaluating agent-based architectures before building custom"],"limitations":["Discovery quality depends on agent metadata completeness and community engagement","No guarantee of agent quality, security, or maintenance status","Limited to agents published on the moltbook platform — no integration with external agent registries"],"requires":["moltbook account","internet connectivity"],"input_types":["search queries","filter parameters (category, creator, rating)"],"output_types":["agent metadata","creator profiles","usage statistics","ratings and reviews"],"categories":["search-retrieval","social-networking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_1","uri":"capability://automation.workflow.agent.deployment.and.hosting","name":"agent-deployment-and-hosting","description":"Provides infrastructure to deploy and host AI agents on the moltbook platform without requiring users to manage their own servers or cloud infrastructure. Agents are likely containerized or run in a managed runtime environment, with the platform handling scaling, availability, and resource allocation. Users define agent behavior through configuration or code, and moltbook handles the operational complexity.","intents":["Deploy an AI agent to production without setting up cloud infrastructure","Make an agent publicly accessible via a URL or API endpoint","Scale agent execution automatically based on demand","Monitor agent performance and uptime without DevOps expertise"],"best_for":["solo developers and small teams without DevOps resources","non-technical creators wanting to publish agents without infrastructure knowledge","rapid prototyping and MVP validation before committing to dedicated infrastructure"],"limitations":["Vendor lock-in — agents deployed on moltbook are tightly coupled to the platform","Unknown resource limits (compute, memory, execution time per agent)","No apparent support for custom dependencies or specialized runtime requirements","Pricing model unclear — potential per-execution or subscription costs"],"requires":["moltbook account with deployment permissions","agent code or configuration in a supported format","internet connectivity"],"input_types":["agent code","configuration files","environment variables"],"output_types":["deployed agent endpoint (URL/API)","deployment logs","execution metrics"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_2","uri":"capability://tool.use.integration.agent.to.agent.communication.and.orchestration","name":"agent-to-agent-communication-and-orchestration","description":"Enables deployed agents on the moltbook platform to discover, invoke, and coordinate with other agents through a standardized messaging or API interface. Agents can call other agents' endpoints, pass data between them, and compose complex workflows by chaining multiple agents together. The platform likely provides a service registry and message routing layer to handle agent-to-agent discovery and invocation.","intents":["Chain multiple agents together to solve complex problems that require multiple specialized agents","Have one agent delegate tasks to other agents based on capability or availability","Build multi-agent systems where agents collaborate to achieve a goal","Discover which agents are available and what they can do at runtime"],"best_for":["teams building complex multi-agent systems with specialized agent roles","developers creating agent orchestration workflows without writing custom routing logic","platforms wanting to enable agent composition and reusability"],"limitations":["Communication latency between agents adds overhead compared to monolithic systems","No apparent support for distributed transactions or strong consistency guarantees","Agent discovery and routing logic is opaque — unclear how agents find and invoke each other","Potential circular dependencies or infinite loops if agents call each other without safeguards"],"requires":["multiple agents deployed on moltbook","agents must be discoverable via the platform's service registry","network connectivity between agents"],"input_types":["agent invocation requests","structured data payloads","task descriptions"],"output_types":["agent responses","execution results","error messages"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_3","uri":"capability://automation.workflow.social.collaboration.and.forking","name":"social-collaboration-and-forking","description":"Allows users to fork, modify, and collaborate on agents similar to how GitHub enables code collaboration. Users can create variants of existing agents, track changes, and potentially merge improvements back to the original. The platform likely maintains version history and attribution to enable transparent agent evolution and community-driven improvements.","intents":["Create a customized version of an existing agent without starting from scratch","Contribute improvements to an agent and have them reviewed by the original creator","Track how an agent has evolved over time and understand design decisions","Build on top of community agents while maintaining clear attribution"],"best_for":["open-source-minded developers wanting to contribute to agent development","teams building on top of existing agents and needing to track customizations","communities where agent improvement is collaborative and iterative"],"limitations":["Unclear governance model — no apparent mechanism for resolving conflicts between forks","No built-in code review or approval workflow for merging improvements","Potential for agent fragmentation if many incompatible forks exist","Attribution and licensing model for forked agents is not specified"],"requires":["moltbook account","permission to fork agents (likely public or shared agents)","ability to modify and redeploy agent code"],"input_types":["existing agent code","modifications or patches"],"output_types":["forked agent","version history","change metadata"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_4","uri":"capability://data.processing.analysis.agent.usage.analytics.and.monitoring","name":"agent-usage-analytics-and-monitoring","description":"Provides visibility into how agents are being used, including execution frequency, success rates, performance metrics, and user engagement. The platform likely tracks invocation patterns, latency, error rates, and user feedback to help creators understand agent adoption and identify improvement opportunities. Analytics are surfaced through dashboards or APIs.","intents":["Understand how many users are using my agent and how frequently","Identify performance bottlenecks or reliability issues in my agent","Track which features or use cases are most popular","Monitor agent health and get alerted to failures or degradation"],"best_for":["agent creators wanting to understand adoption and usage patterns","teams operating agents in production and needing visibility into performance","developers iterating on agents based on real-world usage data"],"limitations":["Analytics granularity and retention period are unknown","No apparent support for custom metrics or business logic tracking","Privacy implications of tracking agent usage are unclear","Limited ability to correlate agent performance with external factors"],"requires":["agent deployed on moltbook","moltbook account with analytics access"],"input_types":["agent execution events","user interactions"],"output_types":["usage statistics","performance metrics","error logs","user feedback"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_5","uri":"capability://automation.workflow.agent.versioning.and.rollback","name":"agent-versioning-and-rollback","description":"Enables agents to maintain multiple versions and roll back to previous versions if a new deployment introduces bugs or performance regressions. The platform likely maintains a version history and allows creators to specify which version is live, with the ability to quickly switch between versions without redeployment.","intents":["Deploy a new version of my agent without immediately making it live to all users","Roll back to a previous version if a new deployment causes issues","Run A/B tests by serving different agent versions to different users","Maintain a stable version while developing improvements in parallel"],"best_for":["agent creators wanting to minimize risk when deploying updates","teams running agents in production where downtime or errors are costly","developers iterating rapidly and needing quick rollback capabilities"],"limitations":["No apparent support for gradual rollouts or canary deployments","Unclear how versioning interacts with agent-to-agent dependencies","No built-in mechanism for version-specific configuration or feature flags","Rollback may not restore previous state if agents have side effects or persistent state"],"requires":["agent deployed on moltbook","ability to create and manage versions"],"input_types":["agent code","version metadata"],"output_types":["version history","deployment status","rollback confirmation"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_6","uri":"capability://safety.moderation.agent.permissions.and.access.control","name":"agent-permissions-and-access-control","description":"Manages who can invoke, modify, fork, or view agents through a permission model. The platform likely supports public agents (anyone can invoke), private agents (only the creator), and shared agents (specific users or teams). Permissions may be granular, controlling read, write, execute, and fork capabilities separately.","intents":["Keep my agent private while I'm developing it","Share an agent with my team without making it public","Allow others to fork my agent but not modify the original","Revoke access to an agent if a user misuses it"],"best_for":["teams building proprietary agents that shouldn't be public","creators wanting to control how their agents are used and modified","enterprises requiring fine-grained access control for compliance"],"limitations":["Permission model is not publicly documented — unclear what granularity is supported","No apparent support for role-based access control (RBAC) or attribute-based access control (ABAC)","Unclear how permissions interact with forked agents","No built-in audit logging for permission changes or access attempts"],"requires":["moltbook account","ability to manage agent permissions"],"input_types":["permission specifications","user or team identifiers"],"output_types":["permission status","access logs"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-moltbook__cap_7","uri":"capability://search.retrieval.agent.rating.and.feedback.system","name":"agent-rating-and-feedback-system","description":"Enables users to rate agents, leave reviews, and provide feedback that influences agent visibility and credibility. The platform likely aggregates ratings and displays them prominently in agent discovery, similar to app store ratings. Feedback may be used to surface quality agents and identify problematic ones.","intents":["See how reliable and useful other users find an agent before using it","Provide feedback on an agent to help the creator improve it","Identify low-quality or malicious agents to avoid them","Build reputation as a creator by earning high ratings"],"best_for":["users evaluating agents before committing to use them","creators seeking validation and improvement feedback","platforms wanting to surface quality agents through community signals"],"limitations":["Rating systems are susceptible to manipulation (fake reviews, vote brigading)","No apparent mechanism for verifying that reviewers actually used the agent","Unclear how ratings are weighted or aggregated","Negative feedback may not be actionable without detailed context"],"requires":["moltbook account","prior use of an agent to leave a review"],"input_types":["rating (numeric or star-based)","review text","feedback metadata"],"output_types":["aggregated ratings","review summaries","feedback visibility"],"categories":["search-retrieval","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":19,"verified":false,"data_access_risk":"high","permissions":["moltbook account","internet connectivity","moltbook account with deployment permissions","agent code or configuration in a supported format","multiple agents deployed on moltbook","agents must be discoverable via the platform's service registry","network connectivity between agents","permission to fork agents (likely public or shared agents)","ability to modify and redeploy agent code","agent deployed on moltbook"],"failure_modes":["Discovery quality depends on agent metadata completeness and community engagement","No guarantee of agent quality, security, or maintenance status","Limited to agents published on the moltbook platform — no integration with external agent registries","Vendor lock-in — agents deployed on moltbook are tightly coupled to the platform","Unknown resource limits (compute, memory, execution time per agent)","No apparent support for custom dependencies or specialized runtime requirements","Pricing model unclear — potential per-execution or subscription costs","Communication latency between agents adds overhead compared to monolithic systems","No apparent support for distributed transactions or strong consistency guarantees","Agent discovery and routing logic is opaque — unclear how agents find and invoke each other","builder identity is not verified yet","artifact is still pending review"],"rank_breakdown":{"adoption":0.05,"quality":0.16,"ecosystem":0.25,"match_graph":0.25,"freshness":0.5,"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":"pending_review","updated_at":"2026-06-17T09:51:03.578Z","last_scraped_at":"2026-05-03T14:00:20.516Z","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=moltbook","compare_url":"https://unfragile.ai/compare?artifact=moltbook"}},"signature":"aaPzulPESgwzRr7dBzUuxUey29B7HZ+empDnxAanXhuS0QyFMVDEiBN67btAet5oEEs6HM2IDBJdLeCDsjpuBQ==","signedAt":"2026-06-19T19:10:28.287Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/moltbook","artifact":"https://unfragile.ai/moltbook","verify":"https://unfragile.ai/api/v1/verify?slug=moltbook","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"}}