How to build an autonomous goal agent
Free blueprint for an autonomous goal agent. A code-first, multi-agent, cloud-hosted stack with 13 connected components. Built around AutoGPT, Genspark, Replicate, Tavily. Copy it, export it, or change the answers to fit your project.
Autonomous goal-driven agent
A code-first, multi-agent, cloud-hosted stack with 13 connected components.
Architecture map
Tap a component to see its connections
Swipe sideways to see the whole map
Tool configuration
Interface & triggers
Chat interface
Where people talk to the agent
Web chat widgetor Slack or Teams bot
Orchestration
Multi-agent framework
Defines agents, roles and hand-offs in code
CrewAIor LangChain, AutoGPT
Human approval step
Pauses risky actions until a person approves
Built into your orchestratoror n8n wait node, Slack approval message
Reasoning
Reasoning model
Strong planning and reliable tool use
Claudeor ChatGPT / OpenAI, Gemini
Memory & knowledge
Conversation memory
Keeps track of the current chat or task
Built into your orchestratorLong-term memory
Remembers people, preferences and past outcomes
Mem0or LangChain memory
Tools & integrations
Web search
Fetches fresh facts from the live web
Tavilyor Exa, Perplexity
Browsing & scraping
Reads and acts on websites
Browserbaseor Firecrawl, Airtop
Autonomous task loop
Breaks a big goal into tasks and works through them
AutoGPTor BabyAGI
General AI agent
Ready-made agent for research, slides and web tasks
Gensparkor Manus
Extra model hosting
Runs image, speech or open models on demand
Replicateor Together AI, RunInfra
Monitoring & safety
Guardrails
Blocks unsafe input, prompt injection and data leaks
Input & output checksor Allow-list of tool actions
Tracing & evaluation
Records every step, cost and answer quality
Langfuseor LangSmith, Weights & Biases
Set up your agent, step by step
Tick each step as you finish it. Your progress is saved with this plan in your AItooling account.
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AItooling never signs up for you and never asks for your passwords or keys. You create each account yourself on the tool's own website, and only your ticks are saved here.
Sign in and save this plan to keep your progress in your account.
1Create your accounts
Sign up or install it, then make a new project for this agent.
Sign up, create an API key and set a monthly spending limit before anything else.
Sign up and create a new database or index just for this agent.
Sign up and connect only the apps this agent needs, with read-only access where you can.
Sign up and connect only the apps this agent needs, with read-only access where you can.
Sign up and connect only the apps this agent needs, with read-only access where you can.
Sign up and connect only the apps this agent needs, with read-only access where you can.
Sign up and connect only the apps this agent needs, with read-only access where you can.
Sign up and turn on logging so you can review what the agent does.
2Build it in this order
3Launch your agent
Copy the ready-made code for this agent. It hides secrets and personal data before the AI model sees them.
Put each key in a password manager or your hosting's secret settings. Never paste keys or passwords into AItooling or a chat.
Start small, read every answer yourself, and only then let other people use it.
Want to go deeper?
Read our step-by-step guides on building agents. Browse guides