{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_staf","slug":"staf","name":"Staf","type":"agent","url":"https://www.staf.ai","page_url":"https://unfragile.ai/staf","categories":["ai-agents"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_staf__cap_0","uri":"capability://productivity.agent.creation.and.configuration","name":"agent-creation-and-configuration","description":"Create and configure AI agents with custom logic, prompts, and behavior parameters without requiring deep infrastructure knowledge. Provides a streamlined interface for defining agent behavior, tools, and decision-making logic.","intents":["I want to quickly build a new AI agent for a specific task","I need to configure an agent's behavior and capabilities","I want to define what tools and integrations my agent can access"],"best_for":["AI engineers","product teams building agent-based features","teams prototyping new agent use cases"],"limitations":["Requires understanding of agent design patterns","Limited to agents that fit Staf's architecture"],"requires":["Basic understanding of agent concepts","Access to Staf platform"],"input_types":["text prompts","configuration parameters","tool definitions"],"output_types":["configured agent","agent specification"],"categories":["productivity","AI development"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_1","uri":"capability://productivity.multi.agent.orchestration","name":"multi-agent-orchestration","description":"Coordinate and manage multiple AI agents working together, handling communication, task delegation, and workflow sequencing across agents. Enables complex multi-agent systems where agents can call each other and coordinate on shared goals.","intents":["I need multiple agents to work together on a complex task","I want agents to communicate and delegate work to each other","I need to orchestrate a workflow across several specialized agents"],"best_for":["Teams building complex AI systems","Organizations with multiple specialized agents","Enterprise teams needing coordinated AI workflows"],"limitations":["Complexity increases with number of agents","Requires careful design of agent interactions"],"requires":["Multiple configured agents","Clear workflow definitions","Understanding of agent dependencies"],"input_types":["agent definitions","workflow specifications","task parameters"],"output_types":["orchestrated workflow results","execution logs"],"categories":["productivity","AI development"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_10","uri":"capability://productivity.agent.collaboration.and.team.management","name":"agent-collaboration-and-team-management","description":"Enable team collaboration on agent development and management with role-based access control, permissions, and team workspaces. Facilitates multiple team members working on agents together.","intents":["I want my team to collaborate on building agents","I need to control who can access and modify agents","I want to organize agents by team or project"],"best_for":["Teams with multiple engineers","Organizations with governance requirements","Enterprise teams"],"limitations":["Collaboration features depend on plan tier","Permission management complexity increases with team size"],"requires":["Team setup","User accounts","Permission configuration"],"input_types":["user roles","permission definitions","team structures"],"output_types":["access control","audit logs","team dashboards"],"categories":["productivity","collaboration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_2","uri":"capability://productivity.agent.scaling.and.concurrency.management","name":"agent-scaling-and-concurrency-management","description":"Automatically scale agent execution to handle multiple concurrent requests and workloads without manual infrastructure management. Handles resource allocation, load balancing, and concurrent execution of agents.","intents":["I need my agents to handle multiple requests simultaneously","I want to scale agent execution without managing servers","I need to ensure agents can handle production traffic volumes"],"best_for":["Production-stage teams","Teams expecting variable traffic","Organizations needing high availability"],"limitations":["Scaling behavior depends on pricing tier","May have latency implications at extreme scale"],"requires":["Configured agents","Staf infrastructure","Appropriate pricing plan"],"input_types":["concurrent requests","workload patterns"],"output_types":["scaled execution results","performance metrics"],"categories":["productivity","infrastructure"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_3","uri":"capability://productivity.agent.monitoring.and.observability","name":"agent-monitoring-and-observability","description":"Monitor agent execution, track performance metrics, and gain visibility into agent behavior and decision-making. Provides debugging tools and logs specifically designed for understanding multi-agent system behavior.","intents":["I need to see what my agents are doing in production","I want to debug why an agent made a particular decision","I need to track agent performance and identify bottlenecks"],"best_for":["DevOps teams","AI engineers troubleshooting agents","Teams monitoring production systems"],"limitations":["Observability depth may vary by plan","Real-time monitoring may have latency"],"requires":["Running agents on Staf","Access to monitoring dashboard"],"input_types":["agent execution data","system logs"],"output_types":["dashboards","logs","performance metrics","debugging information"],"categories":["productivity","monitoring"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_4","uri":"capability://productivity.agent.deployment.and.versioning","name":"agent-deployment-and-versioning","description":"Deploy agents to production environments and manage multiple versions of agents with rollback capabilities. Handles the full deployment lifecycle from staging to production with version control.","intents":["I want to deploy my agent to production safely","I need to manage different versions of my agents","I want to roll back to a previous agent version if something goes wrong"],"best_for":["Production engineering teams","Teams with continuous deployment needs","Organizations requiring change management"],"limitations":["Deployment speed depends on agent complexity","Rollback availability depends on retention policies"],"requires":["Configured and tested agents","Deployment permissions","Version control setup"],"input_types":["agent code","configuration","version metadata"],"output_types":["deployed agent","deployment status","version history"],"categories":["productivity","infrastructure"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_5","uri":"capability://productivity.agent.integration.management","name":"agent-integration-management","description":"Connect agents to external tools, APIs, databases, and services. Manages integrations and provides a framework for agents to interact with external systems.","intents":["I want my agent to call external APIs","I need my agent to access databases or data sources","I want to connect my agent to third-party tools and services"],"best_for":["Teams building agents that interact with external systems","Organizations with complex tool ecosystems","Integration-heavy use cases"],"limitations":["Limited to pre-built integrations or custom implementations","Integration complexity depends on external API design"],"requires":["API credentials","Integration specifications","External service access"],"input_types":["API endpoints","authentication credentials","integration configurations"],"output_types":["integrated agent","integration status","API responses"],"categories":["productivity","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_6","uri":"capability://productivity.agent.performance.optimization","name":"agent-performance-optimization","description":"Analyze and optimize agent execution performance, including latency reduction, cost optimization, and resource efficiency. Provides recommendations and tools for improving agent efficiency.","intents":["I want to make my agents faster","I need to reduce the cost of running my agents","I want to optimize resource usage across my agent fleet"],"best_for":["Cost-conscious teams","Performance-critical applications","Teams at scale"],"limitations":["Optimization opportunities vary by agent design","Some optimizations may require agent logic changes"],"requires":["Running agents with performance data","Access to optimization tools"],"input_types":["performance metrics","execution logs","cost data"],"output_types":["optimization recommendations","performance reports","cost analysis"],"categories":["productivity","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_7","uri":"capability://productivity.agent.error.handling.and.recovery","name":"agent-error-handling-and-recovery","description":"Define and manage error handling strategies, retry logic, and recovery mechanisms for agents. Ensures agents can gracefully handle failures and recover from errors.","intents":["I want my agents to retry failed operations automatically","I need to define how agents should handle errors","I want to ensure my agents are resilient to failures"],"best_for":["Production teams","Mission-critical applications","Teams requiring high reliability"],"limitations":["Recovery strategies depend on error type","Some errors may require manual intervention"],"requires":["Error handling configuration","Recovery strategy definitions"],"input_types":["error types","retry policies","recovery procedures"],"output_types":["error logs","recovery status","incident reports"],"categories":["productivity","reliability"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_8","uri":"capability://productivity.agent.testing.and.validation","name":"agent-testing-and-validation","description":"Test agents before deployment with tools for unit testing, integration testing, and validation of agent behavior. Provides frameworks for ensuring agents work as expected.","intents":["I want to test my agent before deploying to production","I need to validate that my agent behaves correctly","I want to run automated tests on my agents"],"best_for":["QA teams","Engineering teams with testing practices","Organizations requiring quality assurance"],"limitations":["Testing coverage depends on test design","Some behaviors may be difficult to test"],"requires":["Test cases","Testing framework","Agent specifications"],"input_types":["test cases","test data","agent definitions"],"output_types":["test results","coverage reports","validation status"],"categories":["productivity","quality-assurance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_staf__cap_9","uri":"capability://productivity.agent.cost.tracking.and.billing","name":"agent-cost-tracking-and-billing","description":"Track costs associated with agent execution, including API calls, compute resources, and token usage. Provides billing and cost analysis tools for agent operations.","intents":["I want to understand how much my agents cost to run","I need to track spending across multiple agents","I want to allocate costs to different teams or projects"],"best_for":["Finance teams","Cost-conscious organizations","Teams with multiple agents"],"limitations":["Cost visibility depends on integration depth","Billing may lag actual execution"],"requires":["Running agents on Staf","Billing configuration"],"input_types":["usage data","pricing parameters"],"output_types":["cost reports","billing statements","usage analytics"],"categories":["productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":48,"verified":false,"data_access_risk":"high","permissions":["Basic understanding of agent concepts","Access to Staf platform","Multiple configured agents","Clear workflow definitions","Understanding of agent dependencies","Team setup","User accounts","Permission configuration","Configured agents","Staf infrastructure"],"failure_modes":["Requires understanding of agent design patterns","Limited to agents that fit Staf's architecture","Complexity increases with number of agents","Requires careful design of agent interactions","Collaboration features depend on plan tier","Permission management complexity increases with team size","Scaling behavior depends on pricing tier","May have latency implications at extreme scale","Observability depth may vary by plan","Real-time monitoring may have latency","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.648Z","last_scraped_at":"2026-04-05T13:23:42.541Z","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=staf","compare_url":"https://unfragile.ai/compare?artifact=staf"}},"signature":"ePGhxTN09E2n2syRg76BtBik012FrWTWX0lq+CuszTVl7iwueSq5D6OBB/ZZPQBrIWTKR8ZEd6YaZ8gmgSY4Bw==","signedAt":"2026-06-22T18:35:01.531Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/staf","artifact":"https://unfragile.ai/staf","verify":"https://unfragile.ai/api/v1/verify?slug=staf","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"}}