Contextor-spare LLM tokens required for full structural analysis of Python repo
No results found View all tags WojciechJarka released this 31 Jul 16:44 v.1.0.4 907e416 This commit was created on GitHub.com and signed with GitHub’s verified signature. GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode. Contextor transforms complex Python repositories into structured architectural context that both developers and Large Language Models (LLMs) can understand.
- ▪No results found View all tags WojciechJarka released this 31 Jul 16:44 v.1.0.4 907e416 This commit was created on GitHub.com and signed with GitHub’s verified signature.
- ▪GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode.
- ▪Contextor transforms complex Python repositories into structured architectural context that both developers and Large Language Models (LLMs) can understand.
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,080 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | GitHub |
| Canonical URL | https://github.com/WojciechJarka/Contextor/releases/tag/v.1.0.4 |
| Publication time | Fri, 31 Jul 2026 17:38:30 +0000 |
| Retrieval time | 2026-07-31T17:43:33.412Z |
| Last seen | 2026-07-31T17:43:33.412Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | UI4WK54lDAQj · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
WojciechJarka / Contextor Public Notifications You must be signed in to change notification settings Fork 0 Star 1 Code Issues 0 Pull requests 0 Actions Projects Security and quality 0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Releases v.1.0.4 Contextor v1.0.4 - patch v1.0.3 Latest Latest Compare Choose a tag to compare Sorry, something went wrong. Filter Loading Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page. No results found View all tags WojciechJarka released this 31 Jul 16:44 v.1.0.4 907e416 This commit was created on GitHub.com and signed with GitHub’s verified signature. GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.