prismrag-patch 0.1.0

Drop-in hallucination-resistant retrieval for pgvector, ChromaDB, Pinecone, and Weaviate

prismrag-patch

Drop-in hallucination-resistant retrieval for your own vector database.

PrismRAG Patch wraps pgvector, ChromaDB, Pinecone, or Weaviate with PrismRAG's Tier-1 re-mapping technique — deterministic category projection that grounds every chunk in your verified rules before it ever reaches the LLM.

from prismrag_patch import PrismRAGPatch
from prismrag_patch.adapters.pgvector import PgvectorAdapter

mapping = {
    "categories": [
        {"slug": "risk",   "label": "Risk & Compliance"},
        {"slug": "growth", "label": "Growth"},
    ],
    "rules": [
        {"word": "volatility", "category_slug": "risk",   "weight": 1.0},
        {"word": "revenue",    "category_slug": "growth", "weight": 1.0},
    ],
}

patch   = PrismRAGPatch(license_key="prlib_…", mapping=mapping)
adapter = PgvectorAdapter(patch, connection=your_psycopg2_conn)

# Insert — re-mapped before storage
adapter.insert(text=doc, vector=embed(doc))

# Search — query re-mapped identically, no hallucination path
results = adapter.search("what is our risk exposure?", query_vector=q_vec)

Installation

pip install prismrag-patch                   # core only
pip install "prismrag-patch[pgvector]"       # + pgvector support
pip install "prismrag-patch[chroma]"         # + ChromaDB support
pip install "prismrag-patch[pinecone]"       # + Pinecone support
pip install "prismrag-patch[weaviate]"       # + Weaviate support
pip install "prismrag-patch[all]"            # all adapters

License

Commercial license required. Get yours at prismrag.insightits.com/prismrag-lib.html.

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