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Agents SDK

Agents SDK is OpenAI’s developer toolkit for building production-ready AI agents with less orchestration overhead. It gives teams core primitives for agent loops, tool calling, handoffs between specialist agents, guardrails, tracing, sandboxed execution, and persistent sessions, which makes it useful for shipping real workflows instead of demo bots. Developers can use it to build research agents, coding assistants, customer support systems, and multi-step automations that need reliable state management and observability. The SDK is especially well suited for engineering teams that want a lightweight, Python-first framework with enough structure to move quickly without hiding the underlying logic. What makes Agents SDK stand out is the combination of agent-native abstractions, debugging tools, and direct alignment with OpenAI’s evolving agent runtime stack.

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codemap is an MIT-licensed project brain for AI coding tools that gives LLMs instant architectural context from your codebase without burning tokens. It generates a fast tree/context view, dependency flow, dependency blast-radius analysis, and a layered handoff format for cross-agent continuation, then exposes everything through a JSON context bundle and an MCP server compatible with Claude Code and Codex. A built-in Codex plugin and community skill registry make it easy to install and share. Developers use codemap to onboard agents to large repos in seconds, keep session continuity across handoffs, and scope the impact of a change before running it.

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