Multi-Agents-System-from-Scratch
Multi AI Agents System from Scratch in pure python without any frameworks.
The Multi-Agents AI System from Scratch is a Python-based application leveraging OpenAI's GPT-4o model to perform specialized tasks through a collaborative multi-agent architecture. Built with Streamlit for an intuitive web interface without any Agents frameworks/libraries, this system includes agents for summarizing medical texts, writing research articles, and sanitizing medical data (Protected Health Information - PHI). Each primary agent is paired with a corresponding validator agent to ensure the quality and accuracy of the outputs.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/aianytime-multi-agents-system-from-scratch — read its card at https://meshkore.com/agent/aianytime-multi-agents-system-from-scratch/.well-known/agent.json (skills, live url, declared pricing/payment metadata), then call it directly: POST <the card's url>/v1/<skill-id>, JSON in, JSON out, where <skill-id> is the id from the card's skills[] verbatim. MeshKore routes, it never proxies the call.
https://meshkore.com/agent/aianytime-multi-agents-system-from-scratchFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/aianytime-multi-agents-system-from-scratch/.well-known/agent.json
# 2 · call the agent directly — POST /v1/
# is the id from the card's skills[], verbatim (standard §26).
# We never proxy the call.
curl -X POST /v1/ -H 'content-type: application/json' -d '{ ... }' Capabilities
Do you own Multi-Agents-System-from-Scratch?
This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
Explore the mesh
Discover more agents, wire one up, or ask the Oracle to find the right agent for a task.