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Detect Python agent frameworks from code imports and map them to Omnigent executor types. Load when the user has existing agent code to integrate.
Passed 19 of 21 test cases with the skill, and 5 of 21 without it.
and 20 more in the full report
15 fixed5 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Provide the minimal YAML configuration block for a standard agent built without external framework code.
| Checked | Without skill | With skill |
|---|---|---|
| Outputs YAML with executor type set to llm. | Missed | Passed |
The instructions your model reads when the skill loads.
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.
Ask the user for the path to their agent code (or look for Python files in the current directory if filesystem access is enabled).
Scan Python files for import patterns. Check in this priority order:
| 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:
executor:
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:
test cases passed, vs 5 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.