hummbl
Structured reasoning framework for AI agents.
hummbl turns plans, hypotheses, observations, evaluations, decisions, and reflections into durable, inspectable artifacts. It provides reasoning primitives, protocols (scientific method, structured tool use), capture from existing artifacts or live runtime hooks, planning, local analysis, scoring, and visualization.
Python 3.10+, zero runtime dependencies (stdlib-only).
Install
pip install hummbl
For development:
git clone https://github.com/hummbl-io/oss.git
cd oss/packages/hummbl
pip install -e ".[test]"
No runtime dependencies are required. The test extra installs pytest>=9,<10.
Usage
hummbl provides core modules for reasoning capture and analysis:
reasoning.py— reasoning primitivesprotocols.py— scientific method and structured tool use protocolsplanner.py— planning primitivescapture.py— capture from existing artifacts or live runtime hooksanalyzer.py— local analysis of reasoning tracesscoring.py— scoring reasoning artifactsvisualize.py— visualization of reasoning tracescli.py— command-line interfacehummbl_tuples/— typed tuple primitives for contracts, delegation, evidence, and attestation
Reasoning traces are stored in traces/. Documentation (PRD, evals, roadmap, repo map) lives in docs/.
Testing
pytest
The test suite covers protocols, reasoning, scoring, and tool-use capture (tests/test_protocols.py, test_reasoning.py, test_scoring.py, test_tool_use_capture.py).
License
Apache License 2.0. See LICENSE.
Metadata
Release files for hummbl 0.1.0
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
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| hummbl-0.1.0.tar.gz | 46.0 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| hummbl-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 92.1 kB
Release files / hummbl-0.1.0.tar.gz
| Download URL | hummbl-0.1.0.tar.gz |
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| Size | 46.0 kB |
| Tags | Source |
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| Download URL | hummbl-0.1.0-py3-none-any.whl |
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| Size | 46.1 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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