SIE integration for CrewAI
Project description
sie-crewai
SIE integration for CrewAI.
Installation
pip install sie-crewai
Usage
Embeddings (via OpenAI-compatible API)
SIE provides an OpenAI-compatible /v1/embeddings endpoint, so you can use it directly with CrewAI's OpenAI provider:
from crewai import Crew, Agent, Task
crew = Crew(
agents=[...],
tasks=[...],
memory=True,
embedder={
"provider": "openai",
"config": {
"model": "BAAI/bge-m3",
"api_base": "http://localhost:8080/v1",
"api_key": "not-needed", # SIE doesn't require API key
}
}
)
Reranker Tool
Use SIERerankerTool to rerank documents in agent workflows:
from sie_crewai import SIERerankerTool
reranker = SIERerankerTool(
base_url="http://localhost:8080",
model="jinaai/jina-reranker-v2-base-multilingual",
)
agent = Agent(
role="Research Analyst",
tools=[reranker],
...
)
Extractor Tool
Use SIEExtractorTool to extract entities from text:
from sie_crewai import SIEExtractorTool
extractor = SIEExtractorTool(
base_url="http://localhost:8080",
model="urchade/gliner_multi-v2.1",
labels=["person", "organization", "location"],
)
agent = Agent(
role="Information Extractor",
tools=[extractor],
...
)
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