Hallucination Prevention Python Packages

proof-citations

Fetch URLs and verify that quoted text appears on the page. Extracted from proof-engine.

3K 7 1

proof-engine-wiki

Attach verified Proof Engine proofs to LLM-wiki claims.

2K 7 1

proof-engine-registry

Proof Registry protocol: client, reference server, and static-JSON emitter.

2K 7 1

verbatim-rag

Hallucination-prevention RAG system with verbatim span extraction. Ensures all generated content is grounded in source documents with exact citations.

1K 174 22

verbatim-core

Hallucination-prevention RAG system with verbatim span extraction. Ensures all generated content is grounded in source documents with exact citations.

1K 174 22

csl-core

CSL-Core: Deterministic Safety Layer for Probabilistic AI Systems

1K 12 9

browseaidev

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

870 17 6

browseai

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

703 17 6

llamaindex-browseaidev

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

494 17 6

crewai-browseaidev

CrewAI integration for BrowseAI Dev — research infrastructure with Grounded Intelligence for AI agents

357 17 6

oacp

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

325 0 0

langchain-browseaidev

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

257 17 6