hallucination — independent software & tools

5 independent hallucination listings the big search engines bury.

• grounded-reasoning

  github · Free · by ALEXaquarius

  Zero-token, precision-guaranteed relation-algebra verifier for LLM/agent multi-hop reasoning

• nextbrief

  github · Free · by hancheng-ai

  A daily brief across every project you own — every claim checked against evidence before it prints.

• llm-hallucination-detector

  github · Free · by iskerol

  Identify and evaluate hallucinations in LLM outputs using retrieval-augmented verification and semantic entropy scoring.

• mnemos

  github · Free · by klarlabs-studio

  Self-hosted memory + evidence layer for AI agents (Claude Code, Codex, Hermes, ...) — embeddable Go library, MCP / HTTP / CLI, evidence-backed claims, bitemporal recall, axi-go execution kernel with JSONL audit + token budgets, cosign-signed releases with SLSA L3 provenance. No vendor cloud, no per-call billing.

• hallucinate.md

  github · Free · by hallucinatemd

  The open standard for telling AI not to hallucinate.