Signal Atlas

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Board Position

#2 · AI coding still leads, while agent products are starting to break out.

→ 0

openai-agents-python is currently ranked #2 on the Momentum board. Prev #2. Active window: 24h.

Score80

Confidence78%

Surge+1%

Sourcesgithub

agentsai

Reading Flow

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Previous#1 autogen

A programming framework for agentic AI

Next#3 Automodel

🚀 Pytorch Distributed native training library for LLMs/VLMs with OOTB Hugging Face support

Tool Detail

openai-agents-python

Signal summary

openai-agents-python appears on 2 boards right now, with the primary position at #2 on Momentum.

This signal is supported by GitHub, spanning 1 source directions.

The system has tracked this tool for 1414 runs, first seen Apr 16, 11:15 and most recently updated Jun 15, 16:10.

Discovery assessment

Discovery originPrimary provider

1 sources contributed to the candidate judgement.

Candidate typeProduct candidate

Currently in the Ranked stage.

Quality score91

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, toolIncludes product-like sourcesFresh source-page cache hitSource copy looks product-like: agent

Source page evidence+11

1 matched · 1 still fresh

Stability6 consecutive runs

watchlist 6 · ranked 6 · strong 6

Recent snapshotBest 86

Last seen Jun 15, 15:09

Why the system thinks so

Source page evidence: Fresh source-page cache hit

Why the system thinks so

Source page evidence: Source copy looks product-like: agent

Board footprint

Momentum#2

→ 0

Prev #2

Score 80Confidence 78%Surge +1%

Durable Growth#2

Up for 5 straight days

Score 80Confidence 78%Surge +1%

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: 80. 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

2026-06-15 15:03

GitHub Jump to evidence

Stars 27171 / Forks 4191 / Watchers 216 / Issues 158 / Active 2d

Cached source page

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.

1 pages

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 successRecently fetched

GitHub - openai/openai-agents-python: A lightweight, powerful framework for multi-agent workflows

A lightweight, powerful framework for multi-agent workflows - openai/openai-agents-python

https://github.com/openai/openai-agents-python

Jun 15, 05:59

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.

Linked signal Open source page