Migration Copy

Migrating from Other Providers

Step-by-step playbooks for migrating from Pinecone, Weaviate, LlamaIndex, LangChain, and Mem0 to BetterContext's Causal Context Engine.

If your team currently relies on standard vector databases or legacy retrieval wrappers, moving to BetterContext eliminates hallucination risk, reduces token bloat, and provides deterministic knowledge graph traversal.

1. Migrating from Pinecone / Weaviate / Qdrant

Vector databases store unlinked chunk vectors without relational context or confidence decay. In BetterContext, chunks become structured nodes with rich relationship edges:

# Before (Pinecone Vector Query):
# results = index.query(vector=embedding, top_k=5)
# context = "\n".join([match['metadata']['text'] for match in results['matches']])

# After (BetterContext Causal Query):
from bettercontext import BetterContextClient
client = BetterContextClient()

# Automatically applies AST entity traversal, de-confounding, and synergy packing
response = client.context.query(
    prompt="Explain our billing lifecycle",
    max_tokens=2048,
    focus_mode=True
)
context = response.context_string

2. Migrating from LlamaIndex & LangChain

If you have existing document ingestion pipelines built on LangChain or LlamaIndex, you can redirect document loaders to BetterContext in three lines of code:

from langchain_community.document_loaders import DirectoryLoader
from bettercontext import BetterContextClient

client = BetterContextClient()
loader = DirectoryLoader('./docs', glob="**/*.md")
documents = loader.load()

# Ingest documents directly into the BetterContext Memory Graph
for doc in documents:
    client.memory.upsert(
        title=doc.metadata.get("source", "doc"),
        content=doc.page_content,
        format="markdown"
    )

3. Automated CLI Migration Importer

Use the CLI to import exported JSONL dumps directly:

# Import a vector database JSONL dump
bettercontext import --source pinecone --file ./pinecone_export.jsonl
bettercontext import --source mem0 --api-key $MEM0_API_KEY

Next Steps

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Overview
From Vector Databases
From LlamaIndex / LangChain
Automated CLI Importer
Next Steps