#

vectorless

Here are 7 public repositories matching this topic...

DeepConnect / alphasearch

AlphaGo-inspired MCTS for document retrieval. No vectors, no embeddings, no chunking — just reasoning. Upload PDFs, ask questions, get answers with citations.

pdf retrieval openai mcts tree-search reasoning document-search rag mcts-algorithm tree-searching gpt4 llm retrieval-augmented-generation agentic-ai vectorless alphasearch

Updated Mar 10, 2026
Python

vectorlessflow / vectorless-code

Code-aware search and navigation engine, powered by vectorless.

python tree-sitter code-search coding-agent vectorless

Updated Jun 30, 2026
Python

maxxki / CodeIndex

MAXXKI CodeIndex: A vectorless, AST-based RAG framework for local code analysis. Leverages hierarchical LLM routing and abstract syntax tree indexing instead of vector embeddings. Provides precise, local-first code Q&A without the overhead of vector databases. MAXXKI CodeIndex — Local-first, offline code intelligence for Python codebases. Ask natur

code ast code-review llm llama-cpp qwen code-review-assistant-active vectorless-rag vectorless

Updated May 28, 2026
Python

manojbajaj95 / fastindex

Find code context 4.6x faster and 9.6x cheaper than Pi on Codebase QA.

python information-retrieval code-search developer-tools tree-search rag code-retrieval llm context-retrieval llm-agents vectorless

Updated Oct 2, 2026
Python

OctavianTocan / agentree

Agentree: index PDFs into a hierarchical section tree for agent retrieval (Claude/Codex structured completions, not vector chunking).

python pdf mcp indexing agents codex claude rag vectorless

Updated Aug 20, 2026
Python

Sdinzsh / RAG

A vector-less RAG works fully in local NO internet needed, with webUI

webui local-llm rag-chatbot vectorless-rag vectorless

Updated Sep 18, 2026
Python

1ssb / TuringTree

Vectorless, reasoning-based RAG that runs 100% on-device (Ollama + Qwen) — grounded answers with a 0–100 confidence score that abstains when unsure.

on-device rag fast-api on-device-ai local-first confidence-estimates llm retrieval-augmented-generation ollama vectorless-rag vectorless

Updated Oct 2, 2026
Python

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