brainpick (Python engine)
A turn-key brain stack for agents. Compile a folder of OKF markdown into a queryable, servable, visualizable brain — then serve it to agents over MCP + CLI and to humans through a live holographic-brain web UI.
This is the Python engine (the reference implementation). A byte-identical native Node engine ships on npm with no Python required — same artifacts, same UI, same MCP tools.
uvx brainpick init --root ./my-okf-bundle # detect, configure, compile
uvx brainpick serve --open # the living graph, zero API keys
The tiers
| Tier | What | Needs |
|---|---|---|
| T0 | grep/glob over the files | nothing |
| T1 | generated index.md, link graph, backlinks, tags |
nothing (deterministic) |
| T2 | vector search over chunks | an embedding model |
| T3 | entity/relation graph (LightRAG behind an adapter) | a small LLM |
Extras: brainpick[vectors] (LanceDB), brainpick[vectors-local]
(fastembed, offline), brainpick[graph] (LightRAG extraction), brainpick[all].
The markdown is the only source of truth; everything under .brainpick/ is a
disposable build artifact. Small local models (qwen3.6-class) are first-class
citizens. See the full README, principles, and docs.
MIT.
1 maintainer
Release files for brainpick 0.8.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| brainpick-0.8.5.tar.gz | 1.0 MB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| brainpick-0.8.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 2.0 MB
Release files / brainpick-0.8.5.tar.gz
| Download URL | brainpick-0.8.5.tar.gz |
|---|---|
| Size | 1.0 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
38cf48dd7fe89c1279a1ea603fa6d253faee3da92ae4bcc5a20ff116bd5b3781
|
|
BLAKE2b-256 checksum How to use checksums |
ce83b647c5b8932d8633828ab298c665d18802f3e3f9612dbe09211b62afcd40
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 25, 2026.
Transparency logRelease files / brainpick-0.8.5-py3-none-any.whl
| Download URL | brainpick-0.8.5-py3-none-any.whl |
|---|---|
| Size | 954.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
093a498f47a173733d05ba4c75504e4ab5a4b3335480dc790ec264c9c08a65a9
|
|
BLAKE2b-256 checksum How to use checksums |
12a9810ea9feaba286c0dc6eb85240a8e23b100964204b6f9e475a644bff8f2c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 25, 2026.
Transparency log
