Audit website content against canonical brand messaging and GEO target prompts
Redline is a command-line tool designed to audit website content against brand messaging and GEO target prompts. It generates actionable reports that highlight discrepancies between current website content and desired messaging, providing specific suggestions for edits. The tool operates locally, ensuring that no data is sent to the cloud unless opted in by the user.
- ▪Redline audits website content using a local LLM to produce actionable reports.
- ▪The tool identifies pages that do not align with the brand's messaging and suggests specific edits.
- ▪It operates without requiring cloud API keys, maintaining user data privacy.
Hacker News (Newest) files mainly under programming. We currently carry 5,306 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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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/rdegges/redline |
| Publication time | Fri, 22 May 2026 19:53:15 +0000 |
| Retrieval time | 2026-05-22T20:02:02.959Z |
| Last seen | 2026-05-22T20:02:02.959Z |
| 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 | _BwLolsdp5t_ |
| 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
redline ⚠️ Alpha quality. redline is under active development. The core scan pipeline works, tests are green, and the report format is stable — but JavaScript rendering isn't supported, some niche subcommands aren't implemented yet, and breaking changes may land in any release until v1.0.0. Pin a specific tag in production-y use. redline is a single-binary command-line tool that audits a website's content against your canonical brand messaging and Generative Engine Optimization (GEO) target prompts. It crawls the site, uses a local LLM (Ollama by default) to judge every page, and produces an agent-actionable report — each finding tied to a verbatim quote, a location hint, and a suggested fix — so a downstream LLM can apply UPDATE / REWRITE / DELETE edits across the site.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.