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RAG

Retrieval-augmented generation — tools that ground model answers in your own documents and data.

14 apps, 7 skills and 6 MCP servers tagged RAG.

Apps

All apps
Featured

Turn any website into clean markdown or structured JSON — crawling, JavaScript rendering, and extraction in one API.

Data & AnalyticsFreemium

Instantly provide support with your custom AI agent

Business & ProductivitySubscription

NotebookLM helps you learn from your sources with AI.

Education & ResearchFreemium

A self-hosted, feature-rich chat interface that puts a polished front end on Ollama and any OpenAI-compatible API.

Coding & DevelopmentFree

App: AnythingLLM

Mintplex Labs

An all-in-one private AI workspace: chat with your documents, run agents, and keep everything on your device.

Business & ProductivityFree

A coding agent built for very large codebases, with a context engine that indexes millions of lines.

Coding & DevelopmentSubscription

App: Dify

LangGenius

An open-source platform for building production LLM applications — visual workflows, RAG, and agents in one place.

Automation & WorkflowsFreemium

The framework and observability platform most teams use to build, debug, and ship LLM agents.

Coding & DevelopmentFreemium

Document parsing and retrieval built for agents — turn messy PDFs into structured, queryable context.

Coding & DevelopmentFreemium

A fully managed vector database for semantic search and retrieval at billion-scale, with no infrastructure to run.

Data & AnalyticsFreemium

An open-source AI-native database combining vector search, structured filtering, and built-in model integrations.

Data & AnalyticsFreemium

ETL for unstructured data — turn PDFs, slides, emails, and images into clean, AI-ready structured output.

Data & AnalyticsFreemium

A search API purpose-built for RAG and agents — returns synthesised, cited content instead of a list of links.

Data & AnalyticsFreemium

App: Glean

Glean Technologies, Inc.

Enterprise Work AI platform — permission-aware search across every company app, plus an assistant and agents that act on the results.

Business & ProductivitySubscription

Skills

All skills

Skill: OpenSearch Launchpad

by OpenSearch Project

New

Take an OpenSearch search application from requirements to a running cluster — BM25, dense and sparse vectors, hybrid retrieval, agentic search and RAG, with relevance evaluation built in.

2 views

Skill: Redis Search

by Redis, Inc.

Featured

Redis' own guidance for FT.CREATE schema design, FT.SEARCH / FT.AGGREGATE / FT.HYBRID, HNSW vector similarity and RAG retrieval pipelines.

1 views

Deploy, configure and troubleshoot the NVIDIA RAG Blueprint from your agent — Docker Compose, Helm or library, with feature toggles for VLM, guardrails and agentic RAG.

2 views

Qdrant's meta-skill: instead of shipping static docs, it loads the current official Qdrant skill tree live from skills.qdrant.tech and diagnoses from that.

MongoDB's official skill for choosing between Atlas Search, Vector Search and Hybrid Search, then building the right indexes and queries for the use case.

1 views

MCP servers

All MCP servers
New

Weaviate's MCP server, built into the database itself — hybrid search, schema inspection, tenant listing and batch upserts at /v1/mcp, scoped by RBAC.

MCP: Milvus

by Zilliz

Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.

MCP: Pinecone

by Pinecone

Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.

MCP: Chroma

by Chroma

Chroma's official MCP server — build and query vector collections directly from an AI client.

MCP: Qdrant

by Qdrant

Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.

MCP: Dense-Mem

by markhuangai

Self-hosted agent memory server on Postgres/pgvector that tracks evidence, flags contradictions, and never silently rewrites facts.

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