RAG, search & retrieval Tools & Software
RAG, search & retrieval is part of AI on PulseGate. PulseGate tracks 214 RAG, search & retrieval products — 2 indexed in the past week, most recently Kit for AI.
Kit for AI provides persistent memory, document conversion, and MCP tools that give AI agents grounded knowledge without managing a full RAG pipeline.
Recall-rag provides trustworthy retrieval for an AI agent's own memory with verdict, confidence, provenance per hit, or explicit abstention.
reigner is a CLI agent that answers questions from a compiled corpus with cited claims.
upii is a local-first memory library for AI, enabling cited answers over your own documents on-device.
nxopen-mcp is an MCP server providing AI coding agents with NXOpen .NET API knowledge via hybrid retrieval.
ragx-cli is a CLI tool for indexing and querying corpora using chunk-level embedding graphs for RAG.
bigRAG is an open-source, self-hosted RAG platform for document ingestion, vector search, and retrieval-augmented generation.
librarian-cli is a CLI tool for converting books to markdown for LLM and RAG workflows.
Vragen.ai syncs WordPress content to a knowledge base for AI-powered search and answers.
Papaya Assist is an AI chatbot plugin for WordPress that answers visitor questions using your own documents via RAG.
qiro-rag is a local-first RAG library for substantiating environmental claims with evidence.
okf-kit is a CLI and API tool to convert websites into portable, agent-ready Open Knowledge Format (OKF) bundles for RAG and agent workflows.
confluence-rag-mcp is a standalone retrieval server for Confluence using RAG and MCP, backed by SQLite.
nervapack is a privacy-first, offline knowledge graph tool for developers.
RiTriever adds RAG-style vector retrieval to WordPress search using native database vector indexes and embeddings.
phorvec is a persistent vector memory and RAG server for AI agents, supporting MCP and 150+ tools.
ms-rags-all-in-one is a CLI tool for building production-grade retrieval-augmented generation (RAG) frameworks.
Relay is a CLI tool for querying, syncing, and managing organisational memory using AI.
Confluence-chatbot is a Python package to turn Confluence docs into an AI-powered chatbot with RAG and diagram support.
okfgen converts repos, databases, and docs into AI-ready Open Knowledge Format (OKF) knowledge graphs.
hydramem is a local, privacy-first long-term memory library for AI agents with hybrid graph and vector search.
ff-privaterag is a local MCP tool for importing documents and code into a private vector database for semantic retrieval.
BotCreds Agent Memory provides a persistent, structured memory store for AI agents via REST API and MCP.
ChatBudgie is an AI chatbot for WordPress that answers visitor questions using site content and AI models.
cogwright-rag is a local-first retrieval engine for technical documentation.
mempalace-ai is an open-source CLI tool for adding memory and retrieval capabilities to AI agents.
raggity is a local-first CLI tool for retrieval-augmented generation over notes and PDFs, powered by Claude.
twlegalrag is an open-source CLI for semantic retrieval of Taiwan legal judgments and citation checks.
MdBind is a CLI tool for structured memory and knowledge management in plain Markdown, supporting RAG and LLM workflows.
distillpdf extracts and converts PDFs into clean, LLM-ready HTML for RAG and NLP tasks.

EverMind is an open-source memory infrastructure for AI agents, enabling long-term context and consistency.
ai-knot is an agent knowledge layer for extracting, storing, and retrieving information across any backend.
Searchable memory for AI coding-agent sessions (Claude/Gemini/Codex) — FTS5 + vector hybrid search
trovex is a token-efficient routing tool for agent-generated markdown docs with MCP and web UI.
dochris is a CLI tool for compiling personal knowledge bases with LLM and RAG support.
bad-research is a CLI tool for deep research and retrieval-augmented generation using LLMs.
BrainPalace RAG is a Python package for intelligent document indexing and semantic search to provide AI agents with long-term memory.
github-twin is a CLI tool for personal RAG over GitHub history, served to Claude Code via MCP.
repo-rag is a local RAG indexer and MCP server for AI coding agents and code search.
Swiss Truth is a certified knowledge base API with source-backed, expert-reviewed claims for AI agents.
smriti-ai provides a unified memory layer and dashboard for large language models (LLMs).
Engram provides cited, durable memory for AI agents via a single MCP endpoint and API.
ragstash is a CLI tool for retrieving RAG context from a document corpus.
AI Agent Memory System — coordinate-based memory management with 30M parameter models
AgentMem provides a universal memory API for AI agents, enabling persistent, searchable, and synced context across frameworks.
promptify-cmax provides call-graph-aware code context retrieval for AI coding agents.
VecPost AI Search adds semantic, AI-powered search to WordPress posts using OpenAI or Google Gemini.
Docklee is an AI context infrastructure for knowledge retrieval and persistent memory across agents and chatbots.
saas-graph is an AI analytics assistant framework enabling natural language queries over databases.
repo2kg is a CLI tool for building code knowledge graphs from repositories for AI agent context.