Ahrefs for Link Building for Dev Tools
Evaluate the organic link-earning potential of a technical tool, calculator, or dataset. This analyzer benchmarks your asset against criteria known to drive citations from technical blogs, documentation, and developer communities.
Try the tool
client runnerLinkability Potential Score
Run the tool to see output.
Examples
High Potential Asset
{
"asset_name": "Kubernetes Cost Estimator",
"utility_level": "High: Solves a daily recurring task",
"novelty": "Medium: Better UX/UI than 2-3 existing tools",
"is_embeddable": true,
"is_open_source": true,
"targets_error_codes": false
}Expected output
85/100
Low Potential Asset
{
"asset_name": "Generic Base64 Decoder",
"utility_level": "High: Solves a daily recurring task",
"novelty": "Low: Many existing competitors",
"is_embeddable": false,
"is_open_source": false,
"targets_error_codes": false
}Expected output
40/100
How it works
The scorecard uses a weighted algorithm designed for the developer niche. Utility (40%) is the highest weight, as tools that solve frequent pain points are cited in internal wikis and READMEs. Novelty (30%) determines the likelihood of being featured in newsletters like TLDR or Console. Embeddability (10%) and Open Source status (10%) encourage citations from technical writers and contributors. Finally, targeting specific error codes (10%) increases visibility in search results for long-tail technical queries, leading to passive link acquisition.
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