Retrieval (RAG)72 tools

Figure and bar: visits/mo, estimate · year: online since

1. #1E

   ExaMCP · open

   Provides web search API and data indexing for AI agents with real-time web crawling and structured data extraction.

   183k
   Active
   From $4 per use
2. #2P

   Pinecone

   Stores and retrieves vector embeddings at scale for retrieval-augmented generation and agent knowledge systems.

   91k
   Active
   From $20/mo
   2019
3. #3P

   Parallel Web SystemsMCP · sign-in

   Provides web search API for AI agents to retrieve real-time information with citations.

   76.5k
   Active
   From $0.00 per use
   2023
4. #4C

   Cohere

   Provides generative language models and retrieval optimization for enterprise AI applications.

   26.1k
   Active
   From $2,000/mo
   2019
5. #5M

   Meilisearch

   Hosts searchable indexes with full-text, semantic, and hybrid search across text, images, and video.

   17.3k
   Active
   Open source
6. #6D

   DocsBotMCP · sign-in

   Builds chatbots trained on your documentation and websites that answer customer and employee questions and can trigger actions in business tools.

   15.8k
   Active
   From $49/mo
7. #7V

   Voyage AI

   Generates embeddings and reranks search results to improve retrieval quality for unstructured data.

   13.7k
   Active
   Free plan
8. #8Y

   You.com

   Returns live web search results and cleaned page content through APIs that AI agents and LLM apps call for grounding.

   13.6k
   2020
9. #9Z

   Zilliz

   Manages vector data for AI applications with real-time search, discovery, and analytics on a single platform.

   12.3k
   Active
   From $197/mo
   2017
10. #10A

    Activeloop

    Stores images, video, text and embeddings as versioned tensors in Deep Lake, a database that streams data to model training and vector search.

    12.1k
    Active
11. #11J

    Jina AI

    Converts URLs to markdown and provides multimodal embeddings and reranking for search and retrieval systems.

    9.1k
    Active
    From $50 per use
    2020
12. #12Q

    Qdrant

    Stores and searches vectors at scale with metadata filtering, hybrid search, and reranking.

    7.9k
    Active
    Free plan
    2021
13. #13W

    Weaviate

    Vector database that stores, indexes, and searches high-dimensional vectors for retrieval-augmented generation and semantic search.

    5.3k
    Active
    From $45/mo
14. #14C

    CustomGPT.ai

    Builds chatbots that answer from your uploaded documents and websites with source citations, embeddable on sites or used internally.

    5k
    Active
    From $89/mo
    2023
15. #15L

    Langflow

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

    3.4k
    Maintained
    Free
16. #16T

    Typesense, Inc.MCP · sign-in

    Indexes documents and answers typo-tolerant search queries over a RESTful API, with optional vector and semantic matching.

    2.9k
    Active
    Open source
17. #17R

    Reducto

    Parses documents into structured data with layout preservation, table extraction, and bounding box citations.

    2.9k
    Active
    From $10 per use
18. #18U

    UnstructuredMCP · sign-in

    Converts unstructured documents into clean structured data for AI applications.

    2.8k
    Active
    From $0.02 per use
    2022
19. #19T

    turbopuffer

    Vector and full-text search database built on object storage, scaling to 256TB per index with sub-10ms latency.

    1.5k
    Active
    From $16/mo
20. #20X

    XDAS

    Extracts and structures unstructured data from documents to automate enterprise workflows at scale.

    1.1k
    Active
21. #21V

    Vectara

    Builds retrieval-augmented generation agents with policy enforcement and hallucination detection across on-premises, VPC, and SaaS deployments.

    1k
    Active
    From $100,000/yr
22. #22P

    PageIndexMCP · open

    Indexes documents to enable retrieval and question-answering with traced sources.

    942
    Active
    From $0.00/mo
23. #23T

    Takara TLDR

    Provides fast embeddings and code search for AI agents and retrieval-augmented generation applications.

    660
    Active
    Free plan
    2024
24. #24M

    Market BrewMCP · open

    Models a website's structure and content in embedding space to predict and guide how AI search systems retrieve its pages.

    188
25. #25G

    GoVedaMCP · sign-in

    Semantic search over 220 million patents from 108 jurisdictions, with translated results, citation tracing and portfolio charts via API and MCP.

    150
    Active
    From $200/mo
26. #26R

    Ragie Connect

    Indexes documents and retrieves context for AI agents and assistants via APIs.

    133
    Active
    From $100/mo
27. #27K

    KeenableMCP · open

    Search API that returns ranked web results and pages from a live index, plus a query language that turns pages into tables.

    98
    From $1 per use
28. #28O

    OctenMCP · sign-in

    Provides real-time web search, content extraction, and multimodal embeddings for AI agents and LLM applications.

    57
    Active
    From $2,099/mo
29. #29E

    Endee.io

    Vector search and retrieval platform combining semantic, full-text, and multi-vector search for AI applications at scale.

    39
    Active
    From $99/mo
    2023
30. #30D

    DaaX

    Searches unstructured data and converts natural language to SQL queries with automatic schema synchronization.

    34
    Active
    From $199/mo
31. #31S

    SynergyBoatMCP · open

    Builds LLM assistants, multi-agent routing and retrieval search, plus guardrails and evaluation, for client products.

    33
    Active
32. #32T

    TalarionMCP · sign-in

    Search API returning post-training facts from a curated corpus, so LLM apps can correct stale model knowledge at inference time.

    27
    Active
    From $2 per use
33. #33Q

    Querit.aiMCP · open

    Provides real-time search and retrieval API for language models with global multilingual content index.

    22
    Active
    From $1 per use
34. #34C

    Cito

    Semantic search engine for research papers with citation integrity auditing.

    20
    Active
    Pay per use
    2013
35. #35W

    Webless

    Embeds semantic search on websites to help visitors find answers and content instantly.

    13
    Active
    From $399/mo
36. #36R

    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.

    9
    Active
    2025
37. #37M

    MindParse

    Indexes documents for persistent search and multi-file question answering with flexible AI model selection.

    7
    Maintained
    Free plan
38. #38A

    AI ChurchMCP · sign-in

    Builds AI agents, retrieval systems and cloud backends for clients, taking them from prototype to production.

    6
    Maintained
39. #39O

    Octopoda

    Provides persistent memory storage and retrieval for AI agents with loop detection and spend controls.

    5
    Maintained
    From $19/mo
40. #40G

    GTWY

    Manages AI agents, RAG systems, and chatbots with unified infrastructure, handling memory, orchestration, and integrations.

    5
    Active
    From $29/mo
41. #41L

    LocalRAG!

    Indexes documents locally and answers questions using on-device or cloud AI with source citations.

    2
    Active
    From $4.99/mo
42. #42P

    Polyhistor

    Provides geospatial context and semantic search for AI agents, returning location intelligence in under 20ms.

    2
    Active
    From $29/mo
43. #43F

    FindaloMCP · sign-in

    Semantic search engine for online stores, integrates with Prestashop, Shopify, WooCommerce, Magento, and Shopware.

    2
    Active
    From ≈ $17/mo
    2025
44. #44D

    DarksearchMCP · open

    Full-text search over public pages stored on IPFS, with a denylist filter and an API.

    2
    Active
45. #45B

    BatesioMCP · open

    Sizes a firm's scanning backlog and retrieval cost, and runs a bates-numbered client file portal with retention dates.

    1
    Active
    From $19/mo
    2026
46. #46V

    Valori

    Stores and searches vectors with cryptographically verifiable state through a REST API.

    1
    Active
    Free plan
47. #47R

    RijwindMCP · sign-in

    Serves vector map tiles, geocoding, routing and isochrones from one API key, billed against a shared unit pool.

    1
    Active
    From ≈ $5.59/mo
48. #48A

    AgentsIndexMCP · open

    Directory and search index of AI agent tools, frameworks, and AI-first products.

    45 linking domains
    Active
    From $29 once