head to head · open source

PageIndex vs qdrant-client

PageIndex has 39,986 GitHub stars, 3,442 forks, 103 open issues and last shipped yesterday. qdrant-client has 1,377 stars, 383 forks, 191 open issues and last shipped 2 days ago. PageIndex leads on adoption by 2,804% (39,986 vs 1,377 stars). PageIndex is written in Python under MIT; qdrant-client is written in Python under Apache-2.0. PageIndex has attracted 9% as many forks as stars, qdrant-client 28%. PageIndex was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (vector-database), so they are genuine substitutes rather than adjacent tools.

Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.

PageIndex ★ 40K qdrant-client ★ 1.4K category AI & Machine Learning

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Side by side

PageIndex qdrant-client
GitHub stars ★ 40K ★ 1.4K
License MIT Apache-2.0
Written in Python Python
Last push 2026-11-04 2026-11-03
Forks ⑂ 3.4K ⑂ 383
Self-hosting Yes Yes
Data ownership Your server Your server

pick PageIndex if

  • You weight community size — 40K stars and counting
  • You want the MIT license terms
  • Your stack matches Python
  • You value the larger contributor base for long-term maintenance

full PageIndex profile →

pick qdrant-client if

  • You want the qdrant-client feature set and don't need the biggest community
  • You prefer the Apache-2.0 license terms
  • Your stack matches Python
  • You evaluated both and qdrant-client fits your workflow better

full qdrant-client profile →

About PageIndex

PageIndex: Vectorless, Reasoning based RAG Reasoning based RAG ◦ No Vector DB, No Chunking ◦ Context Aware Retrieval ◦ Reads Like a Human 🌐 Website • ☁️ Cloud • 📖 Docs • 📝 Blog • ✉️ Contact Updates [Aug '26] 🔥 PageIndex SDK : pip install U pageindex now ships local mode : index, retrieve, and chat entirely on your machine with your own LLM key, or point the same client at PageIndex Cloud with an API key. [Aug '26] ⚡ PageIndex Flash : fast tree index generation for text based PDFs, now the default indexing method in PageIndex SDK local mode. Scale PageIndex to Millions of Documents: PageIndex File System is a…

read the full PageIndex overview →

About qdrant-client

Python Client library for the Qdrant vector search engine. Python Qdrant Client Client library and SDK for the Qdrant vector search engine. Library contains type definitions for all Qdrant API and allows to make both Sync and Async requests. Client allows calls for all Qdrant API methods directly. It also provides some additional helper methods for frequently required operations, e.g. initial collection uploading. See QuickStart for more details! Installation Features Type hints for all API methods Local mode use same API without running server REST and gRPC support Minimal dependencies Extensive Test Coverage…

read the full qdrant-client overview →

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Frequently asked questions

Is PageIndex or qdrant-client more popular?

PageIndex has 39,986 GitHub stars and qdrant-client has 1,377. PageIndex has the larger community by that measure.

Are PageIndex and qdrant-client free?

Both are open source. PageIndex is licensed under MIT and qdrant-client under Apache-2.0. Neither carries a licence fee.

What is the difference between PageIndex and qdrant-client?

PageIndex is written in Python and qdrant-client in Python. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.

Which should I choose, PageIndex or qdrant-client?

Choose PageIndex if you want the larger community (39,986 stars) or its MIT licence terms. Choose qdrant-client if its feature set, stack or Apache-2.0 licence fits better. Both are self-hostable.