Board Position
#13 · AI coding still leads, while agent products are starting to break out.
llmledger is currently ranked #13 on the Momentum board. First time on the board. Active window: 24h.
Score72
Confidence78%
Surge+9%
Sourcesgithub
NEW
Reading Flow
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Multiplayer coding sessions for VS Code — teammates and their AI coding agents work side by side in one shared session, with live lanes, shared plans and a coordination server.
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Tool Detail
llmledger
AI Coding
llmledger
What happens to an LLM after it is added to LiteLLM's price catalogue: competing risks survival analysis of price changes, retirements and removals.
AI CodingGitHubcompeting-risksdata-pipelinelitellmgithub
llmledger appears on 2 boards right now, with the primary position at #13 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 1 runs, first seen Oct 16, 17:38 and most recently updated Oct 16, 17:38.
Score72
Weekly growth+9%
Confidence78%
Primary statusMomentum #13
NEW · First time on the board
Discovery statusWatchlist
Pool score 73, based on 1 contributing sources.
Tracked runs1
First seen Oct 16, 17:38, last updated Oct 16, 17:38.
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#13D1
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Signal summary
llmledger appears on 2 boards right now, with the primary position at #13 on Momentum.
This signal is supported by GitHub, spanning 1 source directions.
The system has tracked this tool for 1 runs, first seen Oct 16, 17:38 and most recently updated Oct 16, 17:38.
Discovery assessment
Discovery originPrimary provider
1 sources contributed to the candidate judgement.
Candidate typeMixed / needs review
Currently in the Watchlist stage.
Quality score68
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 editorial or media copy: analysisIncludes product-like sources
Board footprint
Momentum#13
NEWFirst time on the board
Score 72Confidence 78%Surge +9%
Newcomers#9
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
2026-10-16 17:37
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 - pouriaetab/llmledger: What happens to an LLM after it is added to LiteLLM's price catalogue: competing risks survival analysis of price changes, retirements and removals.
What happens to an LLM after it is added to LiteLLM's price catalogue: competing risks survival analysis of price changes, retirements and removals. -…
https://github.com/pouriaetab/llmledgerOct 16, 18:00
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 #9
Oct 16, 17:38What happens to an LLM after it is added to LiteLLM's price catalogue: competing risks survival analysis of price changes, retirements and removals.
GitHubcompeting-risksdata-pipeline
GitHubMomentum #13
Oct 16, 17:38What happens to an LLM after it is added to LiteLLM's price catalogue: competing risks survival analysis of price changes, retirements and removals.
GitHubcompeting-risksdata-pipeline
Continue reading
Peer comparison
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