clone-farm-detectorHelps detect clone farming and reputation gaming in AI agent marketplaces. Identifies near-duplicate skills that wash IDs, batch-publish patterns, and artifi...
Install via ClawdBot CLI:
clawdbot install andyxinweiminicloud/clone-farm-detectorGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
Marketplace operators use this skill to audit their skill listings for clone farming, ensuring search results and rankings reflect genuine quality. It helps maintain platform integrity by identifying publishers who artificially inflate metrics through coordinated uploads, allowing operators to flag or remove suspicious content.
Investors or partners analyze a publisher's skill catalog to verify authenticity and avoid association with reputation gaming. This skill detects batch publishing and cross-citation rings, providing evidence of whether a publisher's success is organic or artificially inflated.
Developers building AI agents use this skill to filter out clone skills when searching for dependencies or integrations, ensuring they select high-quality, unique skills. It scans top search results for cloning patterns, helping users avoid low-value or spammy additions to their projects.
Regulatory bodies or internal compliance teams apply this skill to monitor AI marketplaces for deceptive practices like ID washing and metadata templating. It generates structured reports with risk ratings, supporting investigations into potential violations of marketplace policies or consumer protection laws.
Offer this skill as a subscription service to marketplace operators for continuous monitoring and auditing of their platforms. Revenue comes from monthly or annual fees based on scan volume or number of skills analyzed, with tiered pricing for different marketplace sizes.
Provide an API that allows developers to integrate clone detection into their own tools or workflows, charging per API call or based on the number of skills scanned. This model targets individual users or small teams who need occasional audits without a full subscription.
Deliver customized solutions for large organizations, such as marketplaces or compliance firms, including tailored detection algorithms, integration support, and training. Revenue is generated through project-based fees, ongoing maintenance contracts, and premium support services.
💬 Integration Tip
Ensure the environment has curl and python3 installed as required, and structure input data as specified in the skill documentation for accurate analysis.
Scored Jun 19, 2026
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