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Get Started Free →Detect Python agent frameworks from code imports and map them to Omnigent executor types. Load when the user has existing agent code to integrate.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 16% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -32% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 34% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -26% | 0% |
When the user has existing Python code they want to integrate into Omnigent, detect the framework from import statements and recommend the appropriate executor type.
files in the current directory if filesystem access is enabled).
| Import pattern | Framework | Executor type | |---------------|-----------|---------------| | import anthropic or from anthropic + agent patterns (e.g. Agent, tool, system prompt setup) | Claude SDK | claude_sdk | | import openai or from openai + agents patterns (e.g. Agent, Runner, function_tool) | OpenAI Agents SDK | agents_sdk | | from langgraph or import langgraph | LangGraph | Not natively supported yet | | from deepagents or import deepagents | DeepAgents | Not natively supported yet | | from langchain or import langchain | LangChain | Not natively supported yet | | from crewai or import crewai | CrewAI | Not natively supported yet | | from autogen or import autogen | AutoGen | Not natively supported yet | | None of the above | Unknown | Not natively supported yet |
llm (default — no existing code)Generate a standard agent directory:
yamlexecutor: type: llm # or omit entirely (llm is the default)
claude_sdkThe user's Claude SDK code runs directly. Generate config that points to their entry module:
yamlexecutor: type: claude_sdk
agents_sdkThe user's OpenAI Agents SDK code runs directly:
yamlexecutor: type: agents_sdk
If the user's framework is not natively supported, let them know:
support for their framework.
llm agent.https://github.com/dbczumar/omnigent/issues/new?title=...&body=...Other measured skills in the registry, with their headline benchmark lift.