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hallucination-prevention

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ggozad / haiku.rag

Sponsor
Star 584

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

code-execution reranking rag document-ingestion document-ai cross-encoder code-mode document-parsing lancedb offline-llm rag-evaluation reciprocal-rank-fusion multimodal-rag agentic-rag docling mcp-server pydantic-ai ag-ui hallucination-prevention
  • Updated Aug 24, 2026
  • Python

LastSearch-HQ / lastsearch

Star 20

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

mcp citations python-sdk fact-checking clarity web-search ai-agent prompt-engineering langchain llamaindex llm-tools research-agent crewai agent-tools model-context-protocol mcp-server hallucination-prevention anti-hallucination browseaidev browseai-dev
  • Updated Aug 24, 2026
  • TypeScript
re-protocol

RealEgor / re-protocol

Star 14

re!think it. System prompt teaching LLMs to execute two core tasks: complex answers without hallucinations, and creative ideas without clichés. Written in math-like logic, which LLMs parse better than plain language. Built for mid-to-high complexity tasks, featuring a Bypass branch to execute simple prompts directly without added cognitive overhead

state-machine reasoning ai-agents cognitive-architecture llm prompt-engineering chatgpt-prompts chinese-llm qwen deepseek system-prompt gemini-prompts deepseek-prompt claude-prompts hallucination-prevention
  • Updated May 30, 2026

dataaispark-spec / TrustScoreEval

Star 3

TrustScoreEval: Trust Scores for AI/LLM Responses — Detect hallucinations, flags misinformation & Validate outputs. Build trustworthy AI.

ai ml chatbots agents hallucination rag hallucinations trustworthy-ai llm finetuning-llms hallucination-evaluation hallucination-detection aiagents hallucination-mitigation hallucination-grader trustscore hallucination-hunting hallucination-prevention hallucination-quantification
  • Updated Apr 27, 2026
  • Python

zudyog / the-ai-engineer

Star 3

Build a Production RAG System with Python, LangChain, and ChromaDB Build ShopBot from scratch — a production RAG assistant that answers from retrieved evidence, not training memory. Ten chapters, one complete system.

python nextjs chatbot embeddings openai rag mlflow fastapi vector-search vector-database ai-engineering llm langchain chromadb retrieval-augmented-generation ragas ecommerce-ai hallucination-prevention rag-tutorial production-rag
  • Updated Aug 13, 2026
  • TypeScript

Moonweave-Research / groundcheck

Star 1

Verification skills for academic research — grounds every claim in fetched evidence, not memory. Citation/figure/contradiction checking, arXiv monitoring, NRF grant writing.

skills verification arxiv fact-checking scientific-research scientific-writing academic-research research-tools research-automation llm-tools citation-verification agent-skills claude-code hallucination-prevention moonweave-research
  • Updated Aug 10, 2026
  • Python

gitjburns / span

Star 1

CLI tool for AI agents that moves blocks text addressed by reference to save context and ensure faithful byte-level edits within a file or between multiple files.

cli-tool cli-tools agent-tool context-management agent-tools hallucination-mitigation ai-agent-tools claude-code token-optimization token-efficiency file-edit-tool agentic-coding claude-code-hooks hallucination-prevention hallucination-reduction agentic-coding-tool harness-engineering agent-context-management agentic-editing agentic-coding-tools
  • Updated Jul 19, 2026
  • Rust

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