{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_agentgpt","slug":"agentgpt","name":"AgentGPT","type":"agent","url":"https://agentgpt.reworkd.ai","page_url":"https://unfragile.ai/agentgpt","categories":["ai-agents","deployment-infra"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_agentgpt__cap_0","uri":"capability://planning.reasoning.autonomous.task.decomposition.and.execution","name":"autonomous-task-decomposition-and-execution","description":"AgentGPT accepts a high-level user goal (e.g., 'Create a comprehensive report on Nike company') and automatically decomposes it into subtasks, then executes each subtask sequentially without human intervention. The system uses GPT-3.5 as its reasoning backbone to generate task chains, likely via chain-of-thought prompting or similar planning patterns, though the exact decomposition mechanism is undocumented. Execution happens in a cloud-hosted sandboxed environment with a 5-run quota system per user.","intents":["I want to automate a multi-step research workflow without writing code or manually specifying each step","I need to generate a comprehensive report by having an AI agent break down the task and execute it end-to-end","I want to delegate complex planning tasks (trip planning, study schedules) to an autonomous agent"],"best_for":["Content marketers and SEO professionals automating research workflows","Non-technical researchers who need multi-step task automation","Small teams experimenting with autonomous agents without engineering resources"],"limitations":["Agents frequently get stuck in loops or fail to complete complex task chains, as noted in editorial feedback","5-run quota per period (period unspecified; likely daily or monthly) severely restricts production use","No human-in-the-loop approval mechanism documented; agents execute autonomously with no intervention points","Task decomposition strategy is opaque — no visibility into how subtasks are generated or prioritized","No retry or fallback mechanisms documented for failed subtasks"],"requires":["Web browser with internet access","Free AgentGPT account (no credit card required)","Active API quota (5 runs per billing period)"],"input_types":["natural language goal/task description"],"output_types":["text-based reports","structured task execution logs","research summaries"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_1","uri":"capability://search.retrieval.web.scraping.and.research.automation","name":"web-scraping-and-research-automation","description":"AgentGPT agents can autonomously browse the web and scrape content to gather information for research tasks. The banner explicitly mentions 'Apply to scale your web scraping with Agents,' indicating web access is a core capability. The implementation details (headless browser, JavaScript rendering, rate limiting) are undocumented, but agents appear to integrate web scraping into their task execution pipeline to collect data for reports and analysis.","intents":["I want an agent to automatically scrape competitor websites and compile competitive analysis reports","I need to gather research data from multiple web sources without manually visiting each site","I want to automate SEO keyword research by having an agent scrape and analyze search results"],"best_for":["SEO professionals conducting competitive analysis","Content marketers gathering research data at scale","Researchers who need to aggregate information from multiple web sources"],"limitations":["Web scraping mechanism is undocumented — no visibility into which sites are accessible, rate limits, or JavaScript rendering support","No explicit robots.txt compliance or legal framework documented","Scraping is subject to the same 5-run quota as other agent tasks","No control over scraping depth, concurrency, or data extraction patterns","Enterprise scaling requires applying for special access ('Apply to scale') — no public pricing or SLA"],"requires":["Web browser with internet access","Free AgentGPT account","Target websites must be publicly accessible"],"input_types":["natural language research goal (e.g., 'Analyze competitor pricing from top 10 e-commerce sites')"],"output_types":["structured research reports","competitive analysis summaries","aggregated web data"],"categories":["search-retrieval","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_2","uri":"capability://automation.workflow.no.code.agent.creation.and.deployment","name":"no-code-agent-creation-and-deployment","description":"AgentGPT provides a drag-and-drop web interface for creating and deploying autonomous agents without writing code. Users specify an agent name, goal, and optional tools, then click 'deploy' to launch the agent. The interface abstracts away all technical complexity — no prompt engineering, API configuration, or model selection required. Agents are deployed to AgentGPT's cloud infrastructure and execute immediately upon creation.","intents":["I want to create an autonomous agent without learning to code or use APIs","I need to quickly prototype an agent-based workflow for my team","I want to experiment with autonomous agents without financial or technical commitment"],"best_for":["Non-technical business users and marketers","Teams without dedicated AI/ML engineering resources","Researchers and analysts prototyping automation ideas"],"limitations":["No customization of the underlying model (locked to GPT-3.5)","No visibility into agent reasoning or decision-making process","Limited tool ecosystem — available tools are not documented, and custom tool integration is not supported","No ability to fine-tune agent behavior or adjust planning strategy","UI is simplified to the point of hiding important configuration options (e.g., temperature, max tokens, retry logic)"],"requires":["Web browser","Free AgentGPT account (no credit card)","Basic understanding of task description in natural language"],"input_types":["natural language agent name","natural language goal description","optional tool selection from predefined list"],"output_types":["deployed agent accessible via web UI","execution logs and results"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_3","uri":"capability://automation.workflow.multi.step.task.execution.with.quota.metering","name":"multi-step-task-execution-with-quota-metering","description":"AgentGPT enforces a 5-run quota system that limits how many times users can execute agents per billing period (period unspecified). Each agent execution counts as one 'run' regardless of task complexity or number of subtasks. The quota is displayed in the UI as 'Agent GPT-3.5 (0 / 5 runs)' and appears to reset on a fixed schedule. This metering mechanism is the primary monetization and resource-control lever for the platform.","intents":["I want to understand how many agent executions I have available before hitting limits","I need to plan my automation workflows around quota constraints","I want to upgrade to higher quotas for production use"],"best_for":["Free-tier users experimenting with agent automation","Teams evaluating AgentGPT before committing to paid plans"],"limitations":["5-run quota is extremely restrictive for production workflows — insufficient for daily automation tasks","Quota reset period is not documented (daily, weekly, or monthly unclear)","No granular metering — complex multi-hour tasks and simple queries both consume 1 run","No overflow handling documented — unclear what happens when quota is exceeded (error, queueing, or hard block)","Paid tier pricing and quota increases are not publicly documented; users must apply for enterprise access"],"requires":["Free or paid AgentGPT account","Active quota remaining"],"input_types":["agent execution request"],"output_types":["quota status display","execution result or quota-exceeded error"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_4","uri":"capability://planning.reasoning.gpt.3.5.backed.reasoning.and.planning","name":"gpt-3-5-backed-reasoning-and-planning","description":"AgentGPT uses OpenAI's GPT-3.5 model as its core reasoning engine for task decomposition and planning. The UI explicitly shows 'Agent GPT-3.5' as the active model. The system likely uses chain-of-thought prompting or similar techniques to generate task plans, though the exact prompting strategy is undocumented. All agent reasoning, task decomposition, and execution decisions flow through GPT-3.5, making model capability the primary constraint on agent intelligence.","intents":["I want to leverage GPT-3.5's reasoning capabilities for autonomous task planning","I need an agent that can understand complex goals and break them into logical subtasks","I want to use a proven, widely-available LLM backbone for my automation workflows"],"best_for":["Users comfortable with GPT-3.5's capabilities and limitations","Teams that don't require GPT-4 or specialized models"],"limitations":["Locked to GPT-3.5 — no option to use GPT-4, Claude, or other models","GPT-3.5 has known limitations in complex reasoning, long-context understanding, and code generation","No visibility into prompting strategy — users cannot optimize or customize the reasoning approach","No fine-tuning or model customization available","Model version is unspecified (likely gpt-3.5-turbo, but not confirmed)"],"requires":["OpenAI API access (handled transparently by AgentGPT backend)","Understanding of GPT-3.5 capabilities and limitations"],"input_types":["natural language task description"],"output_types":["task decomposition","execution plans","reasoning traces (partially visible in 'Thinking' section)"],"categories":["planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_5","uri":"capability://automation.workflow.example.driven.agent.templates","name":"example-driven-agent-templates","description":"AgentGPT provides pre-built example agents (ResearchGPT, TravelGPT, StudyGPT) that demonstrate common use cases and serve as templates for users to create similar agents. These examples show the types of tasks agents can handle (research reports, trip planning, study schedules) and provide inspiration for new agent creation. The examples are accessible from the landing page and illustrate the no-code workflow.","intents":["I want to see examples of what autonomous agents can do before creating my own","I need a template for a research agent that I can customize for my specific domain","I want to understand the types of tasks AgentGPT agents are designed to handle"],"best_for":["First-time users exploring agent capabilities","Non-technical users who learn by example","Teams brainstorming automation ideas"],"limitations":["Only three example templates provided — limited coverage of use cases","Examples are static and not interactive — users cannot run them directly","No documentation of how examples were created or what prompts were used","Examples do not show failure cases or limitations","No ability to clone or fork examples as starting points for custom agents"],"requires":["Web browser access to AgentGPT landing page"],"input_types":["none — examples are read-only"],"output_types":["example agent descriptions and use cases"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_6","uri":"capability://planning.reasoning.thinking.visualization.and.execution.transparency","name":"thinking-visualization-and-execution-transparency","description":"AgentGPT displays a 'Thinking' section in the UI that shows partial visibility into the agent's reasoning process during task execution. This visualization likely displays intermediate steps, task decomposition, or chain-of-thought traces generated by GPT-3.5. The feature provides users with some insight into how the agent arrived at its conclusions, though the exact information displayed and level of detail are not documented.","intents":["I want to understand how the agent is reasoning about my task","I need to debug why an agent failed or produced unexpected results","I want to verify that the agent is following a logical task decomposition"],"best_for":["Users debugging agent behavior","Researchers studying agent reasoning patterns","Teams validating agent outputs before using them"],"limitations":["Thinking visualization is partial and undocumented — unclear what information is shown or hidden","No ability to export or analyze thinking traces programmatically","No control over verbosity or detail level of thinking output","Thinking traces may not be available for all task types or execution modes","No historical record of thinking traces — only visible during active execution"],"requires":["Active agent execution in progress","Web browser with JavaScript enabled"],"input_types":["none — automatic during execution"],"output_types":["text-based reasoning traces","task decomposition steps"],"categories":["planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_7","uri":"capability://automation.workflow.free.tier.experimentation.with.zero.financial.commitment","name":"free-tier-experimentation-with-zero-financial-commitment","description":"AgentGPT offers a completely free tier that requires no credit card, payment information, or financial commitment. Users can create and run agents (up to 5 times per period) without any cost. This removes financial barriers to entry and allows teams to experiment with autonomous agents before committing to paid plans. The free tier is the primary distribution mechanism for user acquisition.","intents":["I want to try autonomous agents without risking money or providing payment information","I need to evaluate AgentGPT for my team before requesting a budget","I want to prototype an agent-based workflow with zero upfront cost"],"best_for":["Individual researchers and analysts","Small teams with limited budgets","Organizations evaluating agent platforms before enterprise adoption"],"limitations":["5-run quota is extremely restrictive for production use","Free tier may have lower priority in resource allocation (no SLA documented)","Paid tier pricing and features are not publicly documented","No clear upgrade path or pricing transparency","Enterprise features require applying for special access with no published terms"],"requires":["Email address for account creation","No credit card or payment method"],"input_types":["email address"],"output_types":["free AgentGPT account with 5-run quota"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_8","uri":"capability://automation.workflow.cloud.hosted.sandboxed.agent.execution","name":"cloud-hosted-sandboxed-agent-execution","description":"AgentGPT executes all agents in a cloud-hosted sandboxed environment managed by Reworkd. Users do not need to provision infrastructure, manage servers, or handle deployment — agents run entirely on AgentGPT's infrastructure. The sandboxing mechanism (implementation details undocumented) isolates agent execution to prevent malicious or unintended side effects. This approach eliminates operational overhead for users but creates a dependency on AgentGPT's availability and security posture.","intents":["I want to run autonomous agents without managing servers or infrastructure","I need agents to execute in an isolated environment without affecting my systems","I want to deploy agents instantly without DevOps or deployment complexity"],"best_for":["Non-technical users without infrastructure expertise","Teams without DevOps resources","Organizations prioritizing simplicity over control"],"limitations":["No visibility into sandboxing mechanism or security guarantees","No control over execution environment, resource allocation, or performance tuning","Dependency on AgentGPT's infrastructure availability — no SLA documented","No ability to run agents on-premises or in private cloud","Execution latency and performance are opaque — no metrics or guarantees provided","Data retention and privacy policies are not documented on the landing page"],"requires":["Internet connectivity","AgentGPT account","Active quota"],"input_types":["agent configuration (name, goal, tools)"],"output_types":["execution results","task completion status"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agentgpt__cap_9","uri":"capability://tool.use.integration.tool.integration.framework.undocumented","name":"tool-integration-framework-undocumented","description":"AgentGPT's UI includes a 'Tools' field for agent creation, suggesting a tool integration mechanism exists. However, the available tools, tool API specification, and integration patterns are completely undocumented. Users can presumably select from a predefined set of tools, but no documentation describes what tools are available, how to create custom tools, or how tools are invoked during agent execution.","intents":["I want to extend agent capabilities by integrating external tools or APIs","I need agents to call specific functions or services as part of task execution","I want to connect agents to my internal systems or third-party APIs"],"best_for":["unknown — tool ecosystem is undocumented"],"limitations":["Tool ecosystem is completely undocumented — no list of available tools","No API specification for tool integration or custom tool creation","No examples of tool invocation or integration patterns","Unclear whether custom tools can be created or only predefined tools are available","No documentation of tool calling mechanism (function calling, webhooks, etc.)","Tool availability may vary by plan tier (not documented)"],"requires":["unknown — insufficient documentation"],"input_types":["tool selection from UI"],"output_types":["tool invocation results (unknown format)"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":48,"verified":false,"data_access_risk":"high","permissions":["Web browser with internet access","Free AgentGPT account (no credit card required)","Active API quota (5 runs per billing period)","Free AgentGPT account","Target websites must be publicly accessible","Web browser","Free AgentGPT account (no credit card)","Basic understanding of task description in natural language","Free or paid AgentGPT account","Active quota remaining"],"failure_modes":["Agents frequently get stuck in loops or fail to complete complex task chains, as noted in editorial feedback","5-run quota per period (period unspecified; likely daily or monthly) severely restricts production use","No human-in-the-loop approval mechanism documented; agents execute autonomously with no intervention points","Task decomposition strategy is opaque — no visibility into how subtasks are generated or prioritized","No retry or fallback mechanisms documented for failed subtasks","Web scraping mechanism is undocumented — no visibility into which sites are accessible, rate limits, or JavaScript rendering support","No explicit robots.txt compliance or legal framework documented","Scraping is subject to the same 5-run quota as other agent tasks","No control over scraping depth, concurrency, or data extraction patterns","Enterprise scaling requires applying for special access ('Apply to scale') — no public pricing or SLA","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"ecosystem":0.35000000000000003,"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":"2026-05-24T12:16:28.696Z","last_scraped_at":"2026-04-05T13:23:42.552Z","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=agentgpt","compare_url":"https://unfragile.ai/compare?artifact=agentgpt"}},"signature":"G2d3IeXtU6G0w34/073WR0NwcUdOkv0iXpuqtAib4KuohXx/eAxIt9xFjuRdGxojStFK0PiPAuwt4jYzhmgwDg==","signedAt":"2026-06-22T16:50:54.820Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/agentgpt","artifact":"https://unfragile.ai/agentgpt","verify":"https://unfragile.ai/api/v1/verify?slug=agentgpt","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"}}