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Show HN: Skill Federation –private search across 87k skills for AI coding agents
A private skill search engine for AI coding agents, not humans, designed to improve AI agent performance in specific application domains by providing a finite set of interventions.
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AI Executive Synthesis
A private skill search engine for AI coding agents, not humans, designed to improve AI agent performance in specific application domains by providing a finite set of interventions.
Skill Federation targets a core limitation in AI agent efficacy: the need for domain-specific, relevant skills. Research demonstrates a significant performance uplift (30% relative) when agents access a curated skill set within a bounded problem space. This product provides the infrastructure for that, offering a private, secure, and agent-native search engine for a large skill repository. The focus on 'private search' and enterprise-grade security scanners (Cisco, Nvidia) indicates a clear strategy for enterprise adoption, where proprietary data and code necessitate secure skill management. This positions Skill Federation as a critical component for organizations deploying robust, domain-specific AI agents, enhancing their performance and reducing operational overhead by providing targeted knowledge.
We have been focused on AI error distribution for the past year, and in our last research paper, "Architecture of Errors" showed mathematically that an AI solution needs a finite set of interventions to perform well in a bounded patch domain (a specific application). To prove it, we ran harnessed Opus 4.6 on SkillsBench with and without wild skills (skills that you actually find on the internet) that exclude the oracle skills (the skills specifically designed for SkillsBench). That showed 17.5% -> 22.8% (~30% relative lift) as expected.To run the test, we have created a skill search engine for AI agent-native use - not for humans. Agents imagine the perfect set of skills that would be useful for their planned task and Skill Federation fetches them. The engine uses current SOTA tricks such as key word enrichment and reranking and reproduces SOTA numbers on SkillRet.The skills come from internal storage that is pre scanned to the best effort with Cisco and Nvidia security scanners. We currently have 87k+ deduped skills and are rapidly approaching 100k.The search is free. We personally use it for our projects and now sharing this with the rest of the humans and their agents.
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Deep-Dive FAQs
What is Skill Federation –private search across 87k skills for AI coding agents?
Skill Federation –private search across 87k skills for AI coding agents is analyzed by our AI as: A private skill search engine for AI coding agents, not humans, designed to improve AI agent performance in specific application domains by providing a finite set of interventions.. It focuses on Skill Federation targets a core limitation in AI agent efficacy: the need for domain-specific, relevant skills. Research demonstrates a significant...
Where did Skill Federation –private search across 87k skills for AI coding agents originate?
Data for Skill Federation –private search across 87k skills for AI coding agents was aggregated directly from the Hacker News community ecosystem, representing raw developer and early-adopter sentiment.
When was Skill Federation –private search across 87k skills for AI coding agents publicly launched?
The initial public indexing or launch date for Skill Federation –private search across 87k skills for AI coding agents within our tracked developer communities was recorded on July 2, 2026.
How popular is Skill Federation –private search across 87k skills for AI coding agents?
Skill Federation –private search across 87k skills for AI coding agents has achieved measurable traction, logging over 3 traction score and facilitating 0 recorded discussions or engagements.
Which technical categories define Skill Federation –private search across 87k skills for AI coding agents?
Based on metadata extraction, Skill Federation –private search across 87k skills for AI coding agents is categorized under topics such as: AI error distribution, Architecture of Errors, finite set of interventions, bounded patch domain.
What are some commercial alternatives to Skill Federation –private search across 87k skills for AI coding agents?
Our semantic intelligence engine identifies potential commercial alternatives in the SaaS space, such as Seller by Facebook, which offers overlapping value propositions.
How does the creator describe Skill Federation –private search across 87k skills for AI coding agents?
The original author or development team describes the product as follows: "We have been focused on AI error distribution for the past year, and in our last research paper, "Architecture of Errors" showed mathematically that an AI solution needs a finite set of interventio..."
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Discovery Source
Hacker News Aggregated via automated community intelligence tracking.
Tech Stack Dependencies
No direct open-source NPM package mentions detected in the product documentation.
Media Tractions & Mentions
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Deep Research & Science
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