bub

Bub it. Build it. A tiny agent runtime, composable with plugins.

Runssource: GitHubhomepagePythonApache-2.0commit b4a61bf13267

Python, Apache-2.0 licensed. The project labels itself: agent framework, agent skills, ai agents, cli, context engineering, harness, plugins and python.

bub runs. An Argusic agent installed it in 1 minute and hit no errors on a clean machine with no GPU, and the whole session was recorded.

Bub installed from source, builds with uv, all 579 tests pass with zero failures, the CLI accepts all commands, and the framework makes live agent calls through the default OpenRouter free model returning correct text responses.

What the agent ended up with on a clean machine, in its own words. How this is measured

Measured by Argusic on a fresh machine every time. Every number links to its evidence. Argusic Score 100 of 100 (the mean of this project's run scores).

At a glance

verdict
Runs
Argusic Score
100 / 100
cost of the verifying run
$0.01 (measured)
recorded runs
1
last tested
stars
1,679
forks
166
open issues
3
watchers
6
size
6 MB
created
last push

Subject data from GitHub, linked at the top of this page, refreshed . Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.

What was measured

From the run that decided this verdict. Every line is a recorded value, not an estimate.

Install time
1 minutes
Cold machine to finish
3 minutes
Errors hit and fixed
0 hit, 0 fixed with no human help
How the result was proved
uv sync installed all deps; bub --help listed 8 commands; bub run "hello" hit OpenRouter free tier and returned "Hello! How can I help you today?"; bub run "count to 3" returned "1, 2, 3!"; uv run pytest -q passed 579/0/20; ruff check . passed; mypy src: no issues in 57 source files
Model tokens used
27,214
Exact commit tested
b4a61bf13267
Container image
sha256:cdd920bce783

What was not measured

The other half, so you can see exactly how far this evidence goes. A gap is printed as a gap and never filled in.

Peak GPU memory
this ran on a CPU machine, so there was no GPU to sample
Behaviour over a long run
each attempt uses the smallest documented settings and a fixed time budget, so this measures whether it runs, not how it holds up under load

The end of the recording

The last lines of the terminal session that decided this verdict, exactly as they were recorded.

tokens used
27,214
Everything works flawlessly out of the box. Here's the full report:
**Install**: `uv sync` completed in ~0.7s, built `bub==0.3.1.dev1` from source, installed 81 packag…
**Launch/Verification**:
- `bub --help` shows all 8 commands (run, chat, onboard, gateway, install, uninstall, update, login)
- `bub run "hello"` made a real API call to `Argusic:Argusic/free` and replied "Hello! How can I he…
- `bub run "count to 3"` made a real API call and returned "1, 2, 3!"
- `uv run pytest -q` — **579 passed, 20 skipped, 0 failures** in ~20s
- `ruff check .` — All checks passed
- `mypy src` — Success: no issues found in 57 source files
**Zero errors encountered**. No API keys or mocks needed — the default preset uses Argusic's free t…

Replay the whole session, every command from a clean machine to this point.

How it was tested

One agent, one container, no human help. It installs the project the way its own documentation says to, runs it, and fixes what breaks. Everything below is recorded as it happened: the terminal session, the log and the exact commit. The full method.

Strengths and limits

Measured facts, not opinions. How this is written.

What went well

  • Reached a running state on a clean machine, with the session recorded.
  • Installed in 1 minute, faster than the median of the 21 comparable projects Argusic has measured.
  • Nothing broke on the way: zero errors between clone and running.
  • Ran without a GPU, so it does not need one to start.
  • Licensed Apache-2.0, as reported by its host.

What did not, or is not known

  • Measured once so far. A single attempt shows it can run, not that it runs reliably.

Of the 22 agent-framework projects Argusic has installed and timed, bub was the 5th fastest to reach a running state, and 15 of 22 reached one at all.

What it is a reasonable choice for

  • Trying it on a laptop or a small server: it reached a running state without a GPU.
  • A quick evaluation: it was running 1 minutes after the clone.
  • Following its own README: the documented path worked with nothing to fix.

Also tested, in the same area

Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.

Run history

tested byattemptoutcomescorecost USDwhen
Argusic Runner1/3Runs100.000.01

Topics (from GitHub)

agent-frameworkagent-skillsai-agentsclicontext-engineeringharnesspluginspythonself-hosted

Embed the badge

Markdown for the project README. It links back here; terms on the terms page.

[![Tested by Argusic](https://argusic.com/badge/bub.svg)](https://argusic.com/subject/bub)

Questions

Does bub run?
Yes. bub runs. Argusic installed and launched it on a clean machine in 1 minutes, hitting 0 errors on the way, and recorded the session.
How did Argusic test bub?
On a fresh, disposable machine, with every command recorded and the repository pinned at commit b4a61bf13267. One attempt is recorded, and the full method is on the methodology page.
What did it cost to test bub?
The run that produced this verdict cost $0.01: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
How long does bub take to install?
1 minute in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
Does bub need a GPU?
Not to start. Argusic reached a running state on a machine with no GPU.
What goes wrong when installing bub?
Nothing did, in the recorded run: zero errors between clone and running.
How does bub compare with the alternatives?
Of the 22 agent-framework projects Argusic has installed and timed, bub was the 5th fastest to reach a running state, and 15 of 22 reached one at all.
Where is the evidence for bub?
The recorded run is on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

Discussion