Board Position
#6 · AI coding still leads, while agent products are starting to break out.
ClassSniper is currently ranked #6 on the Momentum board. First time on the board. Active window: 24h.
Score72
Confidence78%
Surge+9%
Sourcesgithub
NEW
Reading Flow
Keep reading along this board
There are 14 results in the current filtered view. Staying in the same context makes it easy to compare neighboring tools and movement changes.
Tool Detail
ClassSniper
Agent Tools
ClassSniper
Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
Agent ToolsGitHubautomationbotgithub-actionsgithub
ClassSniper appears on 2 boards right now, with the primary position at #6 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 25 runs, first seen Oct 9, 17:50 and most recently updated Oct 14, 07:00.
Score72
Weekly growth+9%
Confidence78%
Primary statusMomentum #6
NEW · First time on the board
Discovery statusWatchlist
Pool score 79, based on 1 contributing sources.
Tracked runs25
First seen Oct 9, 17:50, last updated Oct 14, 07:00.
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#10D1
#7D2
#11D3
#11D4
#12D5
#9D6
#6D7
Signal summary
ClassSniper appears on 2 boards right now, with the primary position at #6 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 25 runs, first seen Oct 9, 17:50 and most recently updated Oct 14, 07:00.
Discovery assessment
Discovery originPrimary provider
1 sources contributed to the candidate judgement.
Candidate typeProduct candidate
Currently in the Watchlist stage.
Quality score96
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: agent, apiIncludes product-like sourcesSource copy looks product-like: api, automation
System judgement
This section shows how source page evidence, multi-run stability, and auto-promotion logic are combined into the candidate judgement.
Source page evidence+10
1 matched
Stability6 consecutive runs
watchlist 6 · ranked 0 · strong 6
Recent snapshotBest 80
Last seen Oct 13, 15:50
Why the system thinks so
Source page evidence: Source copy looks product-like: api, automation
Board footprint
Momentum#6
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
Newcomers#3
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: Agent Tools. 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 06:59
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.
Cached pages1
Total number of fetched pages that are currently available to display.
Successful pages1
Pages fetched successfully with a readable title and summary.
Failed / stale0 / 0
Failed pages will be retried, and stale pages will be refreshed in later syncs.
Domains covered1
Broader domain overlap usually suggests the signal is not just isolated noise.
Status filter
Showing 1 / 1 pages
Sorted by fetch success, freshness, and summary richnessHigh value · 1
High-value hitLinked signalFetch successRich summary
GitHub - sidharthjoly/ClassSniper: Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback. - sidharthjoly/ClassSniper
https://github.com/sidharthjoly/ClassSniperOct 14, 07:00
FetchedGitHubgithub.comHTTP 200
Why it is prioritized
The fetch succeeded and the cache is still fresh, which makes this page a strong signal for judging whether the product is active and real.
This evidence is already linked to a raw signal record, so you can continue tracing the source from the signal detail page.
Raw signals
GitHubNewcomers #3
Oct 14, 07:00Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #6
Oct 14, 07:00Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubNewcomers #6
Oct 13, 15:50Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #9
Oct 13, 15:50Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubNewcomers #8
Oct 13, 12:48Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #12
Oct 13, 12:48Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubNewcomers #7
Oct 13, 07:45Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #11
Oct 13, 07:45Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubNewcomers #9
Oct 13, 03:42Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #11
Oct 13, 03:42Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubNewcomers #5
Oct 12, 18:37Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
GitHubMomentum #7
Oct 12, 18:37Books a gym class the instant its 72-hour window opens; fast API strike with a Playwright browser-automation fallback.
GitHubautomationbot
Continue reading
Peer comparison
autogen+1%A programming framework for agentic AI
GitHub Status - Incident HistoryCandidateGitHub Status - Incident History has been publishing fresh updates consistently through its official content feed.
openai-agents-python+1%A lightweight, powerful framework for multi-agent workflows