Hallucination Prevention Python Packages

haiku-rag-slim

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

15K 624 53

haiku-rag

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

14K 624 53

ethersflow

Developer toolkit for EthersFlow — a multi-model trust layer that verifies AI outputs through adversarial consensus. MCP server, SDKs, and API docs.

1K 2 0

lastsearch

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

799 20 8

verbatim-rag

Provenance-first extractive RAG: return verbatim source spans with citations using local ModernBERT or optional LLM-assisted extraction.

295 206 37

langchain-lastsearch

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

244 20 8

proof-engine-wiki

AI agent skill that creates formal, verifiable proofs of claims — every fact computed or cited, never asserted

241 8 2

proof-citations

AI agent skill that creates formal, verifiable proofs of claims — every fact computed or cited, never asserted

238 8 2

verbatim-core

Provenance-first extractive RAG: return verbatim source spans with citations using local ModernBERT or optional LLM-assisted extraction.

235 206 37

crewai-lastsearch

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

230 20 8

proof-engine-registry

AI agent skill that creates formal, verifiable proofs of claims — every fact computed or cited, never asserted

229 8 2

llamaindex-lastsearch

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

227 20 8

oacp

Democratic governance layer for LangGraph multi-agent systems. Adds voting, consensus, adaptive prompting & audit trails to prevent AI hallucinations through collaborative decision-making.

203 0 0

hedgemony

Catch AI code hallucinations—fabricated packages, invented APIs, and contradicted behavior—deterministically, without trusting another model.

97 4 0