REPO·RANK #685·1/6 firing·Python
Rank#685Python
Cross-signal0.40 / 6.0
Single-channel signal so far. and a small but loyal HackerNews following (1 mentions / 7d). Reddit, Bluesky, Dev.to and X are still cold — typical for a niche project at this stage.
Cross-signal · 30D+0
GitHubQUIET+0 stars24h
HackerNewsFIRING1 posts7d
RedditQUIET0 posts7d
BlueskyQUIET0 posts7d
Dev.toQUIET0 posts7d
XQUIET0 posts7d
Stars2.4k+57 7d+0 today
Forks158+0 7d7% fork ratio
Contribs1+0 30dsolo-led
Momentum12.62.3stars-velocity score
SurfaceTHIN1 / 6last commit
Coverage2 / 13 sources fired (7d)
·1
cactus-compute/needle sits at 2,386 GitHub stars with steady Python traction — organic growth keeps it on the trending list.
// 01 · GITHUB MOMENTUM
12.6
0 stars 24h | +57 7d
// 02 · MENTIONS
0
0 in 24h | 0 sources
// 03 · CROSS-SIGNAL
0.40
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 momentum0.00
- Reddit0.00
- HackerNews0.40
- 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
GitHubcactus-compute/needle2.4k starsWebsitecactuscompute.comsite 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
2.4k
+2.4k last 24h
7d
+0
rolling
30d
+0
rolling
Spike
+2.4k/d
· peak day
// 03
Mentions
// last scanhn 7mbluesky 1mph 31mnpm 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
Low-Latency AI Engine For Mobiles & Wearables
- United Kingdom
- https://cactuscompute.com
- 18 public repos
- 339 followers
- rohitg00/ai-engineering-from-scratchPython · 11.7k stars
Learn it. Build it. Ship it for others.
- jundot/omlxPython · 14.9k stars
LLM inference server with continuous batching & SSD caching for Apple Silicon — managed from the macOS menu bar
- wanshuiyin/Auto-claude-code-research-in-sleepPython · 10.4k stars
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.
- dograh-hq/dograhPython · 2.5k stars
Open Source Voice Agent Platform
- opensquilla/opensquillaPython · 1.4k stars
OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
- yichuan-w/LEANNPython · 11.7k stars
[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
// 05Deep dive
// STARS2.4k+57/ 7d
// FORKS158—/ 7d
// CONTRIBUTORS1—/ 30d
Open Issues9
Last Commit
Latest Release—
// TREND24h07d+5730d0