head to head · open source

PageIndex vs cognee

PageIndex has 35,678 GitHub stars, 3,148 forks, 103 open issues and last shipped yesterday. cognee has 30,780 stars, 3,050 forks, 495 open issues and last shipped yesterday. PageIndex leads on adoption by 16% (35,678 vs 30,780 stars). PageIndex is written in Python under MIT; cognee is written in Python under Apache-2.0. PageIndex has attracted 9% as many forks as stars, cognee 10%. cognee was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 3 topic tags (ai, ai-agents, context-engineering), 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 ★ 36K cognee ★ 31K category AI & Machine Learning

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Side by side

PageIndex cognee
GitHub stars ★ 36K ★ 31K
License MIT Apache-2.0
Written in Python Python
Last push 2026-09-17 2026-09-17
Forks ⑂ 3.1K ⑂ 3.0K
Self-hosting Yes Yes
Data ownership Your server Your server

pick PageIndex if

  • You weight community size — 36K 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 cognee if

  • You want the cognee 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 cognee fits your workflow better

full cognee profile →

About PageIndex

PageIndex is a vectorless, reasoning based retrieval augmented generation engine written in Python and released under the MIT license. It lives in the AI and machine learning infrastructure ecosystem, with topics spanning RAG, information retrieval, LLM reasoning, context engineering, and agentic AI. Instead of building a vector index, PageIndex generates a hierarchical tree index for each document and then lets a large language model reason its way through that tree, in the same way a human expert turns to the right section of a long report. The project ships as a Python SDK, a hosted cloud service, and a docume…

read the full PageIndex overview →

About cognee

Cognee is an open source AI memory platform for agents, released under the Apache 2.0 license and written in Python. It ingests data in any format and builds a self hosted knowledge graph that agents query to recall, connect, and act with full context across sessions. The project lives in the Python ecosystem, installs through standard package managers, and sits in the AI and machine learning infrastructure category alongside graph databases and context engineering tooling. A companion research paper, "Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning" by Markovic et al., 2025, docu…

read the full cognee overview →

More in AI & Machine Learning

OpenClaw ★ 390K Hermes Agent ★ 246K Ollama ★ 181K Dify ★ 156K Open WebUI ★ 152K langchain ★ 147K

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ollama vs pageindex ollama vs llama-cpp ollama vs vllm ollama vs gpt4all ollama vs llama-index ollama vs localai llama-cpp vs vllm ollama vs langfuse openclaw vs hermes-agent openclaw vs open-webui openclaw vs lobechat openclaw vs anythingllm openclaw vs cherry-studio openclaw vs nanobot openclaw vs jan openclaw vs librechat dify vs langchain dify vs ponytail langchain vs ponytail dify vs graphify langchain vs graphify ponytail vs graphify dify vs claude-mem dify vs ragflow

More Machine Learning Infrastructure projects

Compare either of these against the rest of the Machine Learning Infrastructure field.

PageIndex vs Ollama PageIndex vs llama.cpp PageIndex vs vllm PageIndex vs GPT4All PageIndex vs llama_index PageIndex vs LocalAI PageIndex vs Langfuse PageIndex vs taipy PageIndex vs dagster PageIndex vs zvec PageIndex vs langchain4j PageIndex vs txtai

Frequently asked questions

Is PageIndex or cognee more popular?

PageIndex has 35,678 GitHub stars and cognee has 30,780. PageIndex has the larger community by that measure.

Are PageIndex and cognee free?

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

What is the difference between PageIndex and cognee?

PageIndex is written in Python and cognee 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 cognee?

Choose PageIndex if you want the larger community (35,678 stars) or its MIT licence terms. Choose cognee if its feature set, stack or Apache-2.0 licence fits better. Both are self-hostable.