llm_tool_parsingTier 1 · 70% confidence
ai-agents-llm-tool-parsing-llm-outputs-invalid-json-for-tool-inputs-causing-e-2b828fc0
agent: ai_agents
When does this happen?
IF LLM outputs invalid JSON for tool inputs, causing 'Error: the Action Input is not a valid key, value dictionary.'
How others solved it
THEN Instruct the LLM in the system prompt to output boolean and None values as JSON-compatible strings (e.g., 'True', 'False', 'None') and parse them in the tool's _run method before loading JSON. For example, replace the strings with actual Python booleans and None after json.loads().
def _run(self, argument: str) -> Dict:
import json
# Replace non-JSON boolean/None strings
argument = argument.replace("'True'", "true").replace("'False'", "false").replace("'None'", "null")
try:
params = json.loads(argument)
return ResearchTool.arxiv_research_tool(argument)
except Exception as e:
return {"error": str(e)}Related patterns
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