REPO·RANK #39·1/6 firing·Python
Rank#39Python
Cross-signal1.00 / 6.0
Single-channel signal so far. Strong GitHub momentum (+33 stars · 24h). Reddit, Bluesky, Dev.to and X are still cold — typical for a niche project at this stage.
Cross-signal · 30D+0
GitHubFIRING+33 stars24h
HackerNewsQUIET0 posts7d
RedditQUIET0 posts7d
BlueskyQUIET0 posts7d
Dev.toQUIET0 posts7d
XQUIET0 posts7d
Stars443+32 7d+33 today
Forks87+0 7d20% fork ratio
Contribs1+0 30dsolo-led
Momentum28.45.1stars-velocity score
SurfaceTHIN1 / 6last commit
Coverage1 / 13 sources fired (7d)
·
0xSteph/pentest-ai sits at 443 GitHub stars with steady Python traction — organic growth keeps it on the trending list.
// 01 · GITHUB MOMENTUM
28.4
+33 stars 24h | +32 7d
// 02 · MENTIONS
0
0 in 24h | 0 sources
// 03 · CROSS-SIGNAL
1.00
1/6 channels firing
// 04 · PACKAGE ADOPTION
-
no linked package yet
// 05 · PROJECT SURFACE
thin
last commit
// 01
Breakdown
How is this scored?
- 6.0
- strong signal across ≥5 of 6 channels
- 5.0
- strong signal across ≥4 of 6 channels
- 4.0
- strong signal across ≥3 of 6 channels
- 3.0+
- active on 2+ channels
- <1.0
- low or no cross-channel activity
Each channel contributes 0-1. Per-channel tiers: GitHub (breakout 1.0 / hot 0.7 / rising 0.4), HN (front-page 1.0 / ≥3 mentions 0.7 / 1-2 mentions 0.4), Bluesky (≥5 mentions 1.0 / 2-4 0.7 / 1 0.4), dev.to (≥3 articles 1.0 / 2 0.7 / 1 0.4), Reddit (corpus-normalized 48h velocity), X (≥10 mentions 24h 1.0 / 3-9 0.7 / 1-2 0.4).
- GitHub momentum1.00
- Reddit0.00
- HackerNews0.00
- Bluesky0.00
- dev.to0.00
- X (Twitter)0.00
* Reddit bar shows a per-repo velocity proxy (raw score / 100); the score formula uses the corpus-normalized version so a single repo's bar may not match its contribution to the corpus-wide ranking.
// KNOWN REPO · PACKAGE · LAUNCH · SITE SURFACES
GitHub0xSteph/pentest-ai443 starsWebsitepentestai.xyzsite found; profile scan queued
Docspendingdocs scanner pending
npmnoneno linked npm package
ProductHuntnoneno launch linked
Paper/modelpendingHF/arXiv resolver not attached yet
// 02
Growth
No daily star history collected yet.open star-activity →
Today
0
+0 last 24h
7d
+0
rolling
30d
+0
rolling
Spike
none
no breakout in window
// 03
Mentions
// last scanhn 6h*bluesky 6h*ph 10hnpm 1h
No mentions on this channel in the last 7 days.
// QUIET HERE DOESN'T MEAN THE REPO IS DEAD — CHECK OTHER TABS
// 04
Context
- 4 public repos
- 104 followers
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// 05Deep dive
// STARS443+32/ 7d
// FORKS870/ 7d
// CONTRIBUTORS10/ 30d
Open Issues1
Last Commit
Latest Release—
// TREND24h+337d+3230d0