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anima-python

anima substrate-native consciousness engine — py CLI (measurement/eval · serialize · corpus · sweep), hexa-toolchain-free numpy distribution

With conditionsPyPI Artificial IntelligenceReleased Jul 2026173.4K downloads / moPure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — anima_python-0.20.245-py3-none-any.whl
v0.20.245 · released 2026-07-26 · Python >=3.9 · 1 runtime deps: numpy

Yes, if you need a lightweight, numpy-only CLI for anima engine evaluation and corpus generation on hexa-free systems. The low install friction and active maintenance are favorable. However, verify the license status before production use, and confirm the package is available on PyPI (documentation indicates it may still be awaiting publication). The [train] extras add significant dependencies; install only if you need those capabilities.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.9+.
  • Some commands (serialize, sweep, train) require the [train] extra, which adds torch and datasets dependencies.
  • Active maintenance with a recent release (19 days old).

License · maintenance · safety

(unclear) — License status is unclear; no SPDX identifier or raw license text is declared in the package metadata. Verify licensing terms before use in proprietary or restricted contexts.

last release 2026-07-26 (19 days)

0 known vulnerabilities (OSV.dev, 2026-08-14) · 173,389 downloads/mo, #10,311 on PyPI

Verify before relying

pip install anima-python
# or with training support:
pip install "anima-python[train]"

from anima_python import cli
cli.main()
  • Whether the package is actually published on PyPI or still requires installation from git source
  • What the 'anima substrate-native consciousness engine' actually computes and whether it is suitable for your use case
  • Whether the [train] extra's torch and datasets dependencies are compatible with your environment
Same gist for agents: .md · .json

What it is and what it does

anima-python is a command-line interface to the anima consciousness engine, designed to run on systems without the hexa toolchain. It wraps a single dispatcher (cli/anima.py:main) and is distributed via pip as an alternative to the hexa channel installation. The package provides measurement, evaluation, serialization, and corpus generation capabilities.

The base installation requires only numpy and supports evaluation, corpus generation, and a chat stub. Optional [train] extras add torch and datasets for serialization, hyperparameter sweeps, and training workflows. Commands like evaluate produce measurements compatible with hexa's deterministic evaluation path and are considered terminal-eligible. Larger checkpoints (303M+) are restricted from mini environments.

Use it for

  • Run model evaluation and measurement on systems without hexa installed, using only numpy
  • Generate procedural learning corpora in different formats (derivtrace or flat) for training pipelines
  • Serialize and deserialize model checkpoints when torch is available via the [train] extra
  • Execute hyperparameter sweeps across multiple arms and objectives in a training pool
  • Access the anima consciousness engine's chat interface as an entry point to hexa workflows

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

With conditions

Yes, if you need a lightweight, numpy-only CLI for anima engine evaluation and corpus generation on hexa-free systems.

The low install friction and active maintenance are favorable. However, verify the license status before production use, and confirm the package is available on PyPI (documentation indicates it may still be awaiting publication). The [train] extras add significant dependencies; install only if you need those capabilities.

Install

anima-python on PyPI

Before you install

Active maintenance with a recent release (19 days old). Low install friction—pure Python wheel with only numpy as a runtime dependency. Requires Python 3.9 or later.

Requires Python 3.9+. Some commands (serialize, sweep, train) require the [train] extra, which adds torch and datasets dependencies.

License in practice

License status is unclear; no SPDX identifier or raw license text is declared in the package metadata. Verify licensing terms before use in proprietary or restricted contexts.

Quickstart

pip install anima-python
# or with training support:
pip install "anima-python[train]"

from anima_python import cli
cli.main()

Verify before relying

  • Whether the package is actually published on PyPI or still requires installation from git source
  • What the 'anima substrate-native consciousness engine' actually computes and whether it is suitable for your use case
  • Whether the [train] extra's torch and datasets dependencies are compatible with your environment

Package facts

LicenseNot declared unclear
Python supportSupports the current Python release >=3.9
Install frictionLow. Pure-Python wheel
Runtime dependencies
1 package
numpy
MaintenanceActively maintained 19 days since the last release
First released
Downloads173,389 / month, #10,311 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14

Evidence: anima_python-0.20.245-py3-none-any.whl

Tags

Capabilities
anima cli measurement evaluationconsciousness engine pythonnumpy-only ml evaluationmodel corpus generationhexa-free training tools
Topics
cli-toolmodel-evaluationnumpy-native

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See also f5-tts · prime · braintrust · pylance · arize · azure-ai-evaluation · genai-perf · sagemaker-training · mjlab