Top TRIE GitHub Repositories & Tools (2026)

Find code by asking what it does. A CLI for coding agents that uses Jev to discover relevant files and source context.

Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Open-source inference server and production cluster for all the models your agent needs.

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

PipesHub is an open-source platform for securely connecting enterprise knowledge to AI. Give AI agents trusted context and your team permission-aware search with verified citations across your business systems.

A Fork of Rikkahub with an overhauled UI and feature additions

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.

Apache Solr open-source search software

Long-term memory for Hermes and Codex, with local storage, source-backed recall, and tools to inspect, correct, or delete remembered information.

A Laravel package which provides a list of the countries, states, cities, currencies, timezones, languages and IP Geolocation.

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Language model search engine built on a vector database and an anything key/value store.

AI pair programming in your terminal — one static binary, sub-ms startup, any model

Open-source, Git-native memory for AI coding agents — deterministic local recall for Claude Code, Codex, Cursor, Gemini CLI, and compatible tools.

Self-hosted AI gateway for private RAG, natural-language data access, and tool-calling agents.