Search & AEO Skill
AI Bot UA Classifier
Real-time bot classification engine for AI crawler traffic.
$15
Internal Link Equity Graph
Map your content as a directed graph and distribute authority with PageRank-style analysis, finding orphan pages and recommending relevance-validated inbound links.
A systematic internal-link engine that maps your content as a directed graph and distributes authority with a PageRank-style analysis. It tokenizes your corpus, scores page authority, finds orphan pages, and recommends new inbound links with relevance-validated anchor text, replacing slow manual audits with a repeatable pipeline.
$15 one-time
Add to a kit → Prices include 20% VAT. · Forged on real agency work · one-time, no lock-in
- Type Skill
- Category Search & AEO
- Delivery Email · instant
- License One-time
Inside the run · no black box
See the actual work before you buy it.
A manual internal-link audit takes 4 to 6 hours; this graph pipeline does it in about 30 seconds. Pages become a directed graph, PageRank surfaces the authority, and orphans leave with anchor-ready link suggestions.
- Loads the content corpus (Sanity export or MDX files) and vectorizes each page from title, headings and the first 2000 body characters with TF-IDF, Turkish stopwords and 1-2 n-grams included.
- Builds a NetworkX directed graph: every existing internal link becomes an edge weighted by semantic similarity (TF-IDF cosine x 0.7) plus temporal proximity (x 0.3); links below 0.15 similarity get flagged as low-relevance.
- Runs PageRank (alpha 0.85) across the graph, marks the top 5 percent as pillar candidates and lists every published page with fewer than 2 inbound links as an orphan.
- Generates inbound link recommendations for weak pages: candidate sources need TF-IDF similarity above 0.4, scored by source authority x relevance, with a 2 to 5 word anchor suggestion pulled from the target title. Anchors like 'click here' are blacklisted.
- Detects topic clusters via Louvain community detection and checks coherence: intra-cluster link density should run about 2x cross-cluster density, low ratios raise a restructure alarm.
- Renders a markdown dashboard built for a 30 second decision: top 10 authority pages, orphan list with top 3 suggested inbound links each, and cluster coherence in plain 1 to 10 scores instead of raw PageRank decimals.
One power source. 6 lines out.
internal-link-equity-graph · core
core active · 6 lines
- ✓ auditing internal link s…
Auditing internal link structure across a 100-to-10,000-page content site
- ✓ finding orphan pages that
Finding orphan pages that receive too few inbound links
- ✓ identifying which pages
Identifying which pages deserve pillar status by authority score
- ✓ generating anchor-text r…
Generating anchor-text recommendations validated by topical similarity
- ✓ measuring topic-cluster…
Measuring topic-cluster coherence and hub-and-spoke link density
- ✓ setting up incremental l…
Setting up incremental link-graph updates triggered by CMS webhooks
Yours to keep.
Drag time forward. Watch what stays.
Forever
That's what owning means.
The rented stack
ai writing tool: subscription
expired · access lostanalytics suite: subscription
expired · access lostdesign platform: subscription
expired · access lost(nothing left)
Your forge
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Replace a multi-hour manual audit with a 30-second graph build
license: perpetual -
Surface every orphan page and the exact authority pages that should link to it
license: perpetual -
Strengthen pillar pages with data-driven internal link distribution
license: perpetual -
Stop anchor-text spam with a relevance threshold that rejects weak links
license: perpetual
subscriptions expire · deeds don't
Everything in the box.
Pick a piece up. Watch it work.
Corpus tokenizer with TF-IDF vectorization and Turkish stopword support
6 parts · one working system · ships instantly by email
From the field · a real case
This wasn’t written at a desk.
The problem
The fix
The result
This wasn't forged for everyone.
- Not for you if you'd rather rent a tool than own one.
- Not for you if you want someone else to run your stack.
- Not for you if you're happy guessing.
SEO engineers and content strategists managing large sites who want PageRank-grade internal-link authority analysis instead of manual spreadsheets.
then this was forged for you.Works with
Universal by design: these run in any AI. Delivered in the open Agent Skills + MCP format (native in Claude); ChatGPT, Gemini, Cursor and Copilot adapt the same files their own way.
- Claude Native format
- ChatGPT Adapts via open standards
- Gemini Adapts via open standards
- Cursor Adapts via open standards
- Copilot Adapts via open standards
Catch what's on your mind.
the air is clear. nothing between you and the forge.
catch a spark: the forge will answer
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Our content lives in a headless CMS. Can it still build the graph?
Yes. The engine tokenizes your corpus from a content export, so where the content is hosted doesn't matter. It also supports incremental graph updates triggered by CMS webhooks, so you don't rebuild from scratch on every publish.
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Couldn't I just track internal links in a spreadsheet?
At a hundred pages maybe; at a thousand, no. The engine builds a directed graph, scores authority PageRank-style, and validates anchor suggestions with TF-IDF topical similarity. A multi-hour manual audit becomes a 30-second graph build, with orphan pages and their best linking candidates listed automatically.
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Does it insert the recommended links into my pages?
No. The output is a recommendation list with anchor text and targets, plus a markdown dashboard. Placing the links is your editorial or CMS step, and suggestions below the relevance threshold are rejected before they ever reach you.
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How is it delivered?
By email right after purchase: ready to run, downloaded instantly, no setup wait.
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One-time or subscription?
A one-time purchase; no subscription or hidden fees. VAT (20%) is included.
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Can I get a refund?
As a digital product, it can’t be refunded once downloaded. That’s why we show exactly what’s inside and who it’s for, right here.