last30days-skill
AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
Runssource: GitHubPythonMITcommit 5103ba478b38
Python, MIT licensed. The project labels itself: ai prompts, ai skill, bluesky, claude, claude code, clawhub, deep research and hackernews.
last30days-skill runs. An Argusic agent installed it in 34 minutes and hit 3 errors and fixed every one without help on a clean machine with no GPU, and the whole session was recorded.
The last30days skill engine runs real research across Reddit, Hacker News, Polymarket, and GitHub with keyless sources; the full 5059-test suite passes with 90.16% coverage; the skill installs correctly via npx skills add; store/query/trending subcommands work; and the engine emits compact, JSON, and HTML reports.
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
Subject data from GitHub, linked at the top of this page. 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.

What went wrong, in the agent's own words
The agent's own words, worst first, never rewritten into advice.
- System Node v18.19.1 too old: vendored bird-search requires >=22 (import with JSON syntax); caused 2 test failures4 minutes
- uv not found on system PATH2 minutes
- npx skills package requires Node >= 22.20.0 for crc32 export from node:zlib1 minute
- Install time
- 34 minutes
- Cold machine to finish
- 36 minutes
- Errors hit and fixed
- 3 hit, 3 fixed with no human help
- How the result was proved
- uv run pytest --cov returned '5059 passed, 5 skipped, 105 subtests passed' with 90.16% coverage; last30days.py 'test query' --emit=compact returned real research (Reddit: 3 threads, HN: 2 stories, Polymarket: 7 markets, Github: 18 results); --emit=html produced valid HTML; store.py stats showed 1 topic, 26 findings; npx skills add . -g -y copied skill to ~/.agents/skills/last30days/
- Model tokens used
- 214,650
- Exact commit tested
- 5103ba478b38
- 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.
Actually, looking at CONTRIBUTING.md: "Python 3.12+". And the AGENTS.md says "Python 3.12+ required… This is a gap but not a bug in the code. It's an environment requirement. OK, let me compile my final report now. I need to determine if the install is complete. The main test suite passes with Node 22. The engine… One thing I want to double-check: did I verify that the actual skill is usable from the installed l… Since I verified the direct CLI engine works (`python3 skills/last30days/scripts/last30days.py "tes… Let me compile the final report. Actually, I also want to check the AGENTS.md guidance about `lib/__init__.py` being bare. Let me ve… That test (`test_plugin_contract.py`) passed in the suite, so it's fine. Let me now finalize. I'll compute the elapsed time: The session started at approximately 07:16 and it's now 07:50. That's about 34 minutes. Let me write up my final report:
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 34 minutes.
- Recovered from all 3 errors without a human stepping in, which says the failures are documented well enough to solve.
- Ran without a GPU, so it does not need one to start.
- Licensed MIT, 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.
What it is a reasonable choice for
- Trying it on a laptop or a small server: it reached a running state without a GPU.
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
Topics (from GitHub)
ai-promptsai-skillblueskyclaudeclaude-codeclawhubdeep-researchhackernewsinstagramopenclawpolymarketrecencyredditresearchsocial-mediatiktoktrendstwitterweb-searchyoutube
Embed the badge
Markdown for the project README. It links back here; terms on the terms page.
[](https://argusic.com/subject/last30days-skill)Questions
- Does last30days-skill run?
- Yes. last30days-skill runs. Argusic installed and launched it on a clean machine in 34 minutes, hitting 3 errors on the way, and recorded the session.
- How did Argusic test last30days-skill?
- On a fresh, disposable machine, with every command recorded and the repository pinned at commit 5103ba478b38. One attempt is recorded, and the full method is on the methodology page.
- What did it cost to test last30days-skill?
- The run that produced this verdict cost $0.21: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
- How long does last30days-skill take to install?
- 34 minutes in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
- Does last30days-skill need a GPU?
- Not to start. Argusic reached a running state on a machine with no GPU.
- What goes wrong when installing last30days-skill?
- 3 things broke in the recorded run, and 3 were fixed without human help. Each one, and the time it cost, is listed on this page.
- Where is the evidence for last30days-skill?
- 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.