RAG and retrieval tools with a free plan
The INITE Atlas lists 40. By use, the list opens with Exa, Parallel Web Systems, Meilisearch, DocsBot and Voyage AI.
The pricing page names a free plan, the product is free, or it is open source. Read off the vendor's own page, with the date.
Where each one says so
Ranked by use
Figure and bar: visits/mo, estimate · year: online since
- #1

ExaMCP · open
Provides web search API and data indexing for AI agents with real-time web crawling and structured data extraction.
183kActiveFrom $7 per use - #3

Parallel Web SystemsMCP · sign-in
Provides web search API for AI agents to retrieve real-time information with citations.
76.5kActiveFrom $0.00 per use2023 - #5

Meilisearch
Hosts searchable indexes with full-text, semantic, and hybrid search across text, images, and video.
17.3kActiveFrom $20/mo - #6

DocsBot
Builds chatbots trained on your documentation and websites that answer customer and employee questions and can trigger actions in business tools.
15.8kActiveFrom $49/mo - #7

Voyage AI
Generates embeddings and reranks search results to improve retrieval quality for unstructured data.
13.7kActiveFree plan - #8
You.com
Returns live web search results and cleaned page content through APIs that AI agents and LLM apps call for grounding.
13.6kActive2020 - #9

Zilliz
Manages vector data for AI applications with real-time search, discovery, and analytics on a single platform.
12.3kActiveFrom $197/mo2017 - #11

Jina AI
Converts URLs to markdown and provides multimodal embeddings and reranking for search and retrieval systems.
9.1kFrom $50 per use2020 - #12

Qdrant
Stores and searches vectors at scale with metadata filtering, hybrid search, and reranking.
7.9kActiveFree plan2021 - #13

Weaviate
Vector database that stores, indexes, and searches high-dimensional vectors for retrieval-augmented generation and semantic search.
5.3kActiveFrom $45/mo - #14

CustomGPT.ai
Builds chatbots that answer from your uploaded documents and websites with source citations, embeddable on sites or used internally.
5kActiveFrom $89/mo2023 - #15

Langflow
Open-source visual builder for AI agents and RAG applications, where components are wired together on a canvas.
3.4kMaintainedFree - #16

Typesense, Inc.MCP · sign-in
Indexes documents and answers typo-tolerant search queries over a RESTful API, with optional vector and semantic matching.
2.9kActiveOpen source - #18

UnstructuredMCP · sign-in
Converts unstructured documents into clean structured data for AI applications.
2.8kActiveFrom $0.02 per use2022 - #22

PageIndex
Indexes documents to enable retrieval and question-answering with traced sources.
942ActiveFrom $0.01 per use - #23

Takara TLDR
Provides fast embeddings and code search for AI agents and retrieval-augmented generation applications.
660ActiveFree plan2024 - #25

GoVedaMCP · sign-in
Semantic search over 220 million patents from 108 jurisdictions, with translated results, citation tracing and portfolio charts via API and MCP.
150ActiveFrom $200/mo - #26

Ragie Connect
Indexes documents and retrieves context for AI agents and assistants via APIs.
133ActiveFrom $100/mo - #27

KeenableMCP · open
Search API that returns ranked web results and pages from a live index, plus a query language that turns pages into tables.
98From $1 per use - #28

Octen
Provides real-time web search, content extraction, and multimodal embeddings for AI agents and LLM applications.
57ActiveFrom $0.01 per use - #29

Endee.io
Vector search and retrieval platform combining semantic, full-text, and multi-vector search for AI applications at scale.
39ActiveFrom $99/mo2023 - #30

DaaX
Searches unstructured data and converts natural language to SQL queries with automatic schema synchronization.
34ActiveFrom $199/mo - #31

Querit.ai
Provides real-time search and retrieval API for language models with global multilingual content index.
22ActiveFrom $4 per use - #33

Webless
Embeds semantic search on websites to help visitors find answers and content instantly.
13ActiveFrom $499/mo - #34

RobutlerMCP · sign-in
Browser platform of ready-made apps, such as a vector design editor, that you modify and drive with your own AI assistant.
9Active2025 - #35

MindParse
Indexes documents for persistent search and multi-file question answering with flexible AI model selection.
7MaintainedFrom ≈ $11/mo - #37

Octopoda
Provides persistent memory storage and retrieval for AI agents with loop detection and spend controls.
5MaintainedFrom $19/mo - #38

GTWY
Manages AI agents, RAG systems, and chatbots with unified infrastructure, handling memory, orchestration, and integrations.
5ActiveFrom $29/mo - #39

LocalRAG!
Indexes documents locally and answers questions using on-device or cloud AI with source citations.
2ActiveFrom $4.99/mo - #40

Polyhistor
Provides geospatial context and semantic search for AI agents, returning location intelligence in under 20ms.
2ActiveFrom $29/mo - #43

Valori
Stores and searches vectors with cryptographically verifiable state through a REST API.
1ActiveFree plan - #44

BatesioMCP · open
Sizes a firm's scanning backlog and retrieval cost, and runs a bates-numbered client file portal with retention dates.
1ActiveFrom $19/mo2026 - #45
Established - #47

FetchPro
Adds semantic search and voice shopping agent to Shopify stores for product discovery.
25 linking domainsMaintainedFrom $9/mo - #50

https://smartarchive.io/en
Centralizes documents and enables semantic search across them to extract information and answers.
EmergingActiveFrom ≈ $11/mo - #51

Kufuri
Records audio, transcribes it, and structures conversations for retrieval and AI agent integration.
EmergingFrom $39/mo - #52

ReporaAI
Converts unstructured data into data narratives and reports through natural language planning and code generation.
EmergingMaintainedFrom $18/mo - #54

Dokpod
Indexes documents and returns matching sections to AI editors via MCP, reducing token usage by 80-95 percent.
EmergingActiveFree plan 
Rijwind
Serves vector map tiles, geocoding, routing and isochrones from one API key, billed against a shared unit pool.
1ActiveFrom ≈ $5.62/mo
Sketch
Vector design editor for macOS that builds interactive prototypes and exports assets and tokens for developer handoff.
209kActiveFrom $12/user/mo2010
TalarionMCP · sign-in
Search API returning post-training facts from a curated corpus, so LLM apps can correct stale model knowledge at inference time.
27ActiveFrom $2 per use
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.
How we read every tool → · By INITE Atlas Desk
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