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vector-database-alternative

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HiveForensics-AI / knolo-core

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KnoLo Core is a local-first knowledge base engine built for small language models (LLMs). It packages your documents into a compact .knolo file and enables fully deterministic querying — no embeddings, no vector databases, no cloud services required. Designed for on-device and edge LLM deployments.

offline-first knowledge-base document-retrieval edge-computing edge-ai local-first lexical-search offline-llm rag-alternative vector-database-alternative small-llms on-device-llm retrieval-engine deterministic-search knolo
  • Updated May 19, 2026
  • TypeScript

Michael-A-Kuykendall / contextlite

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Database Freedom Platform - Mathematical search optimization for whatever database you already have. 27,000x faster than vector databases with SMT-powered search across 8+ database types. One-time 9-2999 vs 00-500/month recurring.

go golang ai sqlite artificial-intelligence document satisfiability-modulo-theories smt optimization-algorithms z3-smt-solver fts5 document-search privacy-first rag z3-solver context-engine retrieval-augmented-generation vector-database-alternative
  • Updated Sep 18, 2025
  • Go

zbl1998-sdjn / MASE-agent-memory

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Governed white-box memory for LLM agents: every fact carries a mechanically-verified evidence span, every rejected hypothesis is documented. Local-first (SQLite+FTS5), 1000+ tests. LV-Eval-256k 91.94% / NoLiMa-32k literal 96.43% on a local 7B — negative results disclosed.

agent memory sqlite mcp memory-management obsidian hallucination rag ai-agent llm long-context langchain local-llm ollama context-window qwen longmemeval vector-database-alternative nolima lv-eval
  • Updated Jul 11, 2026
  • Python

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