ananta
Give your LLM unlimited context!
ananta: Give your LLM unlimited context!
Give your LLM unlimited context!
What the project is
ananta is a Python project hosted on GitHub. Give your LLM unlimited context! Ask complex questions across large document collections. and get answers with citations The repository is maintained by Ovid and tracks activity through its public issue tracker and commit history. Readers who want a working example rather than a bare library will find the documentation and the linked resources useful for getting a first build running.
What it offers
The ananta repository documents several concrete capabilities that shape how people use it. Guardrails . Politely refuses out-of-scope questions while explaining why Simple lookup . Quick fact retrieval from the document collection Complex multi-document reasoning . Tracks events across 7 books, orders them chronologically, cites supporting quotes, and identifies continuity conflicts Key people/places: Carthoris; Dejah Thoris; John Carter; Helium Quote: "so the name that she called me is the one that you desired, a These points are taken from the project README, so they reflect what the maintainers actually ship rather than marketing claims. Checking the file list and the example directories gives a fuller picture of how each piece fits together.
How to set it up
Getting ananta running starts with cloning the source from https://github.com/Ovid/ananta. The README lists the commands needed to fetch the code and build or launch it. Representative steps from the documentation include: pip install ananta git clone https://github.com/Ovid/ananta.git pip install -e ".[dev]" docker build -t ananta-sandbox -f src/ananta/sandbox/Dockerfile src/ananta/sandbox/. After the code is on disk, the project instructions walk through configuration and any dependencies. Following the order shown in the README avoids the common setup mistakes that come from mixing steps.
License and project status
ananta is written primarily in Python and is released under the MIT license, which sets the terms for reuse and redistribution. The project reports around 26 stars on GitHub, a signal of how many developers have bookmarked it. The source was last updated on 2026-08-21. The canonical location is https://github.com/Ovid/ananta, where the license file, the changelog and the open issues give the most current state of the work. Anyone planning to depend on it should read the license text directly before shipping it inside another product.
Editorial conclusion
The ananta source lives at https://github.com/Ovid/ananta under the MIT license and is mainly written in Python. The README and the linked examples remain the place to confirm the current behaviour before adopting the project.
Community notes