Board Position
#11 · AI coding still leads, while agent products are starting to break out.
shopsmart-ai is currently ranked #11 on the Momentum board. First time on the board. Active window: 24h.
Score72
Confidence78%
Surge+9%
Sourcesgithub
NEW
Reading Flow
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Previous#10 srouter
Never hit rate limits again. One OpenAI-compatible endpoint for 60+ providers & 1,200+ models — smart auto-fallback, prompt compression, 60-language dashboard. Plug into Claude Code, Cursor, Codex & more. Free, open-source, self-hosted.
Next#12 OperonxWorkflow engine where ops can yield — same async DAG handles batch jobs and event-driven streaming pipelines (pipecat-style callbot, STT → LLM → TTS). Python frontend, drop-in Rust runtime; 2–3× faster on chains, 10–30× on production workloads. LLMs, agents, RAG, native compute as first-class ops.
Tool Detail
shopsmart-ai
AI Coding
shopsmart-ai
AI shopping-list generator for German supermarkets: budget-aware, diet-aware weekly lists. React + TypeScript + Vite, FastAPI, OpenAI, Docker
AI CodingGitHubdockerfastapillmgithub
shopsmart-ai appears on 2 boards right now, with the primary position at #11 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 1 runs, first seen Oct 14, 17:06 and most recently updated Oct 14, 17:06.
Score72
Weekly growth+9%
Confidence78%
Primary statusMomentum #11
NEW · First time on the board
Discovery statusWatchlist
Pool score 74, based on 1 contributing sources.
Tracked runs1
First seen Oct 14, 17:06, last updated Oct 14, 17:06.
Source coverage1
GitHub
7-day score trend
GitHub signals are derived from stars, forks, watchers, and recent activity.7-day rank movement
Lower numbers are closer to the top#11D1
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Signal summary
shopsmart-ai appears on 2 boards right now, with the primary position at #11 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 1 runs, first seen Oct 14, 17:06 and most recently updated Oct 14, 17:06.
Discovery assessment
Discovery originPrimary provider
1 sources contributed to the candidate judgement.
Candidate typeProduct candidate
Currently in the Watchlist stage.
Quality score72
Higher scores usually indicate a real product rather than editorial or noisy content.
Manual ruleAutomatic
No manual rule is active, so the system judgement is still automatic.
Text looks more like product copy: apiText looks more like editorial or media copy: weeklyIncludes product-like sources
Board footprint
Momentum#11
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
Newcomers#8
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
Why it matters now
- GitHub is showing a clear upward signal and is worth adding to the watchlist first.
- Current category: AI Coding. A good fit for the watchlist.
- Current board score: 72. A useful starting point for the next round of real-data validation.
What could make it noisy
- The signal still mainly comes from a single source, so more cross-validation is recommended.
- This is still a short-window snapshot and lacks longer-term real history.
Source timeline
2026-10-14 17:06
Stars 1 / Forks 0 / Watchers 1 / Issues 0 / Active 0d
Source page evidence
This panel aggregates source pages the system has already fetched and cached, so you can judge whether the tool points to a real product site, an editorial page, or just a seed domain.
No source page evidence has been cached yet. Future syncs or on-demand detail fetches will populate this section.
Raw signals
GitHubNewcomers #8
Oct 14, 17:06AI shopping-list generator for German supermarkets: budget-aware, diet-aware weekly lists. React + TypeScript + Vite, FastAPI, OpenAI, Docker
GitHubdockerfastapi
GitHubMomentum #11
Oct 14, 17:06AI shopping-list generator for German supermarkets: budget-aware, diet-aware weekly lists. React + TypeScript + Vite, FastAPI, OpenAI, Docker
GitHubdockerfastapi
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Peer comparison
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