REPO·RANK #452·1/6 firing·Python
Rank#452Python
Cross-signal0.70 / 6.0
Single-channel signal so far. and Bluesky buzz (2 posts / 7d). Reddit, Dev.to and X are still cold — typical for a niche project at this stage.
Cross-signal · 30D+0
GitHubQUIET+0 stars24h
HackerNewsQUIET0 posts7d
RedditQUIET0 posts7d
BlueskyFIRING2 posts7d
Dev.toQUIET0 posts7d
XQUIET0 posts7d
Stars2.0k+59 7d+0 today
Forks328+0 7d17% fork ratio
Contribs1+0 30dsolo-led
Momentum17.43.1stars-velocity score
SurfaceTHIN1 / 6last commit 6h ago
Coverage2 / 13 sources fired (7d)
·2
awslabs/aidlc-workflows sits at 1,987 GitHub stars with steady Python traction — organic growth keeps it on the trending list.
// 01 · GITHUB MOMENTUM
17.4
0 stars 24h | +59 7d
// 02 · MENTIONS
0
0 in 24h | 0 sources
// 03 · CROSS-SIGNAL
0.70
1/6 channels firing
// 04 · PACKAGE ADOPTION
-
no linked package yet
// 05 · PROJECT SURFACE
thin
last commit 6h ago
// 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 momentum0.00
- Reddit0.00
- HackerNews0.00
- Bluesky0.70
- 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
GitHubawslabs/aidlc-workflows2.0k stars
Websitenot linkedhomepage not tracked yet
Docspendingdocs scanner pending
npmnoneno linked npm package
ProductHuntnoneno launch linked
Paper/modelpendingHF/arXiv resolver not attached yet
// 02
Growth
Today
2.0k
+26 last 24h
7d
+415
27% wow
30d
+415
27% mom
Spike
+1.6k/d
5d ago · peak day
// 03
Mentions
// last scanreddit 8mhn 3mbluesky 1hdevto 2hph 1hnpm 10h
No mentions on this channel in the last 7 days.
// QUIET HERE DOESN'T MEAN THE REPO IS DEAD — CHECK OTHER TABS
// 04
Context
AWS Labs
- Seattle, WA
- http://amazon.com/aws/
- 1.0k public repos
- 10.9k followers
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// 05Deep dive
// STARS2.0k+59/ 7dJust updated
// FORKS328—/ 7dJust updated
// CONTRIBUTORS1—/ 30dJust updated
Open Issues21
Last Commit6h ago
Latest Release—
// TREND24h07d+5930d0