bm25-search

XERJ is the new way for AI to search data. Its autoindex capability activates agents to know your data without the token waste of grep and sed. One command indexes code, docs, logs and PDFs for search, RAG, security audits and agent memory, using 40x fewer tokens than grep. Elasticsearch compatible, so existing clients just work.

Local-first persistent brain for AI coding agents - SQLite knowledge graph + replayable trajectories, queryable over MCP.

A deterministic Windows AI agent that doesn't hallucinate actions. Features native UI Automation (no blind clicks), file rollbacks, and strict HITL security.

Cross-tool memory for AI agents. Stitch context across Cursor, Claude Code, Codex, Gemini CLI, Windsurf, Copilot, and 9+ AI tools. Preserves decisions, failed experiments & warnings across sessions. Zero dependencies, MCP + instruction files, BM25 relevance search. Never re-explain your work.

A Knowledge Graph-Infused RAG framework for multi-hop reasoning over Türkiye-related entities. It utilizes Neo4j for graph storage, Wikidata5M for structured data, and Ollama (Qwen 2.5) for agentic spreading activation to outperform traditional text-based RAG baselines.

Enable AI agents to share memory across tools and avoid repeating work when switching between tasks or platforms.

Intelligent Candidate Ranking Pipeline. Deterministic, fully local candidate ranking pipeline for 100K profiles. No LLMs, no GPUs, no network calls during ranking. (Pre-computes offline text embedding models for reranker)

A learning-focused Agentic RAG system built to explore LangGraph orchestration, hybrid retrieval, semantic caching, and RAG evaluation using local LLMs.

MCP server implementing Recursive Language Model pattern for processing arbitrarily long contexts. Enables Claude Code to work with 1M+ character documents through session-based chunking, BM25 search, and artifact provenance tracking.

An Okapi BM25 implementation in pure Erlang

RAG Experimentation

Local first semantic and hybrid BM25 grep / search tool for use by AI and humans! Ported from rust to python to use MLX for local inference on Apple silicon.

Drop files. Get a knowledge graph. No database required. Claude Code skill that compiles raw sources into interconnected Obsidian-compatible markdown wikis with auto-ingest, concept extraction, BM25 search, and drift detection.

PDF converstaional intelligence- Two mode architecture helping both dynamic users and users in Legal documents domain

Дипломный магистерский проект в Финансовом университете при Правительстве РФ