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📖 The AI Tool Bible

RAG

Retrieval-augmented generation, vector stores, indexers.

95 tools

Why it matters

RAG isn't a model, it's an architecture — retrieve, augment, generate. The choice is between frameworks that orchestrate the retrieval and the vector stores underneath.

What's in here

Includes RAG frameworks (LlamaIndex, LangChain), managed vector databases (Pinecone), open-source vector stores (Weaviate, Chroma, Vespa), and hybrid-search engines.

How to pick

Pick LlamaIndex when retrieval quality is the bottleneck. Pick Pinecone for zero-ops production. Pick Weaviate or Chroma for self-hosted or budget-conscious. Pick Vespa at scale beyond a few million docs.

GR

Graphify

RAG · Multi-model
7.0

Open-source on-device knowledge graph engine that turns code, docs, papers, meetings and images into a queryable graph.

Free· MIT-licensed, free forever; cloud tier hinted but unpriced (waitlist)knowledge-graphcode-search
HE

HelixDB

RAG
7.0

Unified graph-and-vector database built for AI agent memory and GraphRAG.

Freemium· GW-10: $86.87 · GW-20: $173.74 · GW-40: $348.21 · GW-80: $696.42 · GW-160: $1,392.84agent-memorygraphrag
KO

Kotaemon

RAG · Multi-model (OpenAI, LlamaCPP, any OpenAI-compatible endpoint)
7.0

Open-source RAG UI for chatting with your own documents, locally or self-hosted.

Free· Free, open-source (MIT-style); self-hosted infrastructure costs onlydocument-qaprivate-rag
MA

MaxKB

RAG · Multi-model
7.0

Open-source enterprise RAG and agent platform with built-in workflow engine and multi-LLM support.

Freemium· Community edition free (GPLv3); paid enterprise editionenterprise-knowledge-basecustomer-support-bots
PA

PageIndex

RAG
7.0

Vectorless reasoning-based retrieval for long documents, with traceable, auditable answers.

Freemium· Free Try Now tier; enterprise pricing on requestdocument-qalong-pdf-retrieval
PR

PrivateGPT

RAG · Multi-model (BYO local LLM)
7.0

Production-ready, air-gapped RAG framework for querying your documents with local LLMs.

Freemium· OSS free; Zylon enterprise contract (contact sales)private-ragchat-with-documents
RB

RAGs by LlamaIndex

RAG · Multi-model (OpenAI, Anthropic, Replicate, HuggingFace)
7.0

Open-source Streamlit app that builds a custom RAG pipeline from a natural-language brief.

Free· Free, MIT-licensed; bring your own model/API keysnatural-language-rag-builderdocument-qa
SC

Singlebase Cloud

RAG · Multi-model
7.0

AI-native Firebase alternative bundling document DB, vector DB, auth, storage, and built-in AI services.

Freemium· Free tier available; paid plans scale with usagevector-searchrag-apps
SU

Superduper

RAG · Multi-model
7.0

Enterprise AI agent orchestration that brings RAG and agents to your existing data stack without migration.

Enterprise· Free trial on Snowflake Marketplace; enterprise self-hosted pricing on requestin-database-ragagent-orchestration
CW

Chat With PDF by Copilot.us

RAG
6.9

Conversational PDF Q&A bundled into a multi-app productivity membership.

Freemium· 7-day free trial; paid membership covers full app suitepdf-qadocument-summarization
CO

CocoIndex

RAG · Bring-your-own (embeddings + LLM)
6.9

Open-source incremental data framework that keeps RAG indexes and agent context continuously fresh.

Free· Open-source, self-hosted; bring your own infracode-indexingrag-pipelines
CO

Cohere

RAG · Command, Embed, Rerank, Transcribe (proprietary)
6.9

Enterprise-grade LLM platform built for private, secure, and customizable deployment.

Enterprise· Embed 4 Small: $2,500 · Embed 4 Medium: $3,250 · Rerank 3.5 Medium: $3,250 · Rerank 4 Fast Medium: $3,250 · Rerank 4 Pro Medium: $3,250enterprise-ragsemantic-search
DE

DeepSearcher

RAG · Multi-model (DeepSeek, OpenAI o1/o3-mini, Claude, Llama, others)
6.9

Open-source agentic RAG framework for private enterprise data, built by the Zilliz/Milvus team.

Free· Free, Apache 2.0; bring your own LLM and vector DB costsenterprise-ragagentic-search
HA

Haystack

RAG · Multi-model
6.9

Open-source Python framework from deepset for building production RAG pipelines and LLM agents.

Freemium· Open-source free; deepset Enterprise Support and AI Platform via salesragagents
RA

Refinder AI

RAG
6.9

Chat-native enterprise search and task automation hub that lives inside Slack and Google Chat.

Freemium· Free plan available; enterprise pricing on requestenterprise-searchslack-automation
SC

SciSpace

RAG · Multi-model
6.9

AI research assistant that turns dense PDFs and literature reviews into searchable, citation-backed answers.

Freemium· Premium: $20 · Advanced: $90 · Max: $200literature-reviewchat-with-pdf
YC

You.com

RAG · Multi-model
6.9

Web search and research APIs purpose-built for LLMs and AI agents.

Freemium· Free trial; enterprise pricing on requestweb-search-apiagent-grounding
AI

aiPDF

RAG
6.8

Chat-with-your-documents app that ingests PDFs, EPUBs, web pages and YouTube videos with cited answers.

Freemium· Playful: Free · Dynamic: $9/month · Flagship: $19/monthdocument-chatpdf-summarization
CH

ChatPDF

RAG · GPT-4o / GPT-4o-mini
6.8

Conversational Q&A over PDFs and other documents with citation-backed answers.

Freemium· Basic: $10 · Pro: $20 · Enterprise: Contact salespdf-qadocument-summarization
CD

Context Data

RAG · Multi-model
6.8

Enterprise data platform for deploying private RAG pipelines without infrastructure plumbing.

Enterprise· Contact salesenterprise-ragdocument-search
EX

Explainpaper

RAG · Undisclosed (tiered basic vs. advanced)
6.8

AI reading companion that decodes dense academic papers by highlighting and chatting with the PDF.

Freemium· Free: $0/month · Pro: $16/month · Teams: Contact uspaper-readingresearch-summaries
GE

Genei

RAG · GPT-3 (per public site)
6.8

AI research assistant that summarizes PDFs and web pages and answers questions across your document library.

Freemium· Basic: £9.99 · PRO: £29.99 · Basic: £4.99 · PRO: £19.99pdf-summarizationresearch-assistant
RE

Recall

RAG · Multi-model (GPT, Claude, Gemini)
6.8

AI-powered personal knowledge base that summarizes, links, and quizzes you on everything you save.

Freemium· Free: $0 · Plus: $10 per month, billed yearly · Max: $38 per month, billed yearlyknowledge-managementvideo-summarization
TU

TurboVec

RAG
6.8

Rust-powered vector index with 2-4 bit TurboQuant compression for SIMD-accelerated RAG search.

Free· Free, MIT licensedvector-searchrag