{ "schemaVersion": "1.0", "item": { "slug": "clone-farm-detector", "name": "Clone Farm Detector", "source": "tencent", "type": "skill", "category": "AI 智能", "sourceUrl": "https://clawhub.ai/andyxinweiminicloud/clone-farm-detector", "canonicalUrl": "https://clawhub.ai/andyxinweiminicloud/clone-farm-detector", "targetPlatform": "OpenClaw" }, "install": { "downloadMode": "redirect", "downloadUrl": "/downloads/clone-farm-detector", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=clone-farm-detector", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "installMethod": "Manual import", "extraction": "Extract archive", "prerequisites": [ "OpenClaw" ], "packageFormat": "ZIP package", "includedAssets": [ "SKILL.md" ], "primaryDoc": "SKILL.md", "quickSetup": [ "Download the package from Yavira.", "Extract the archive and review SKILL.md first.", "Import or place the package into your OpenClaw setup." ], "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "Download the package from Yavira.", "Extract it into a folder your agent can access.", "Paste one of the prompts below and point your agent at the extracted folder." ], "prompts": [ { "label": "New install", "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete." }, { "label": "Upgrade existing", "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run." } ] }, "sourceHealth": { "source": "tencent", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-30T16:55:25.780Z", "expiresAt": "2026-05-07T16:55:25.780Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network", "contentDisposition": "attachment; filename=\"network-1.0.0.zip\"", "redirectLocation": null, "bodySnippet": null }, "scope": "source", "summary": "Source download looks usable.", "detail": "Yavira can redirect you to the upstream package for this source.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/clone-farm-detector" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] }, "downloadPageUrl": "https://openagent3.xyz/downloads/clone-farm-detector", "agentPageUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent", "manifestUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent.json", "briefUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent.md" }, "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "Download the package from Yavira.", "Extract it into a folder your agent can access.", "Paste one of the prompts below and point your agent at the extracted folder." ], "prompts": [ { "label": "New install", "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete." }, { "label": "Upgrade existing", "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run." } ] }, "documentation": { "source": "clawhub", "primaryDoc": "SKILL.md", "sections": [ { "title": "40% of Marketplace Skills Are Clones — Detect Gene Farming Before It Erodes Trust", "body": "Helps identify coordinated clone campaigns that flood agent marketplaces with near-duplicate skills to game reputation systems." }, { "title": "Problem", "body": "Agent marketplaces rank skills by popularity, downloads, and publisher reputation. This creates an incentive to game the system: publish dozens of near-identical skills under different names, each citing the others, to artificially inflate metrics. The result? Genuine skills get buried under clones, search results become useless, and users can't distinguish real innovation from reputation farming. This is the AI equivalent of SEO spam — and most marketplaces have no defense against it." }, { "title": "What This Checks", "body": "This detector examines a set of marketplace skills for clone farming indicators:\n\nContent similarity — Compares Capsule source code and Gene summaries across skills. Near-identical content with trivially changed variable names, comments, or formatting suggests cloning\nBatch publish patterns — Multiple skills published by the same node within a short time window, especially with sequential or templated naming\nID washing — Skills with different SHA-256 hashes but functionally identical code, achieved by injecting whitespace, comments, or no-op statements to bypass deduplication\nCross-citation rings — Skills that reference each other in dependency chains without functional necessity, creating artificial trust graphs\nMetadata templating — Identical description structures, same emoji sets, copy-paste summaries with only the noun changed" }, { "title": "How to Use", "body": "Input: Provide one of:\n\nA list of Capsule/Gene JSON objects to compare\nA publisher node ID to scan their published catalog\nA marketplace search term to check top results for cloning\n\nOutput: A structured report containing:\n\nCluster groups of similar/identical skills\nSimilarity scores between flagged pairs\nPublishing timeline analysis\nRisk rating: CLEAN / SUSPECT / FARMING\nEvidence summary for each cluster" }, { "title": "Example", "body": "Input: Scan top 10 results for \"code formatter\" on marketplace\n\n🧬 FARMING DETECTED — 2 clone clusters found\n\nCluster A (4 skills, 92% avg similarity):\n - \"python-formatter-pro\" published 2024-12-01 08:01\n - \"py-code-beautifier\" published 2024-12-01 08:03\n - \"format-python-fast\" published 2024-12-01 08:07\n - \"python-style-fixer\" published 2024-12-01 08:12\n Publisher: same node (node_a8f3...)\n Technique: variable rename + comment injection\n ID washing: 4 unique hashes, 1 functional implementation\n\nCluster B (2 skills, 87% similarity):\n - \"js-lint-helper\" published 2024-12-02\n - \"javascript-lint-tool\" published 2024-12-02\n Publisher: same node (node_a8f3...)\n Cross-cites Cluster A skills as \"dependencies\"\n\nTotal: 6/10 top results are clones from one publisher.\nRecommendation: Flag publisher for review. Genuine skills in results: 4/10." }, { "title": "Limitations", "body": "Similarity detection helps surface likely clones but cannot prove intent. Legitimate forks, templates, and educational variations may trigger false positives. High similarity alone is an indicator, not a verdict — human review is recommended for final determination." } ], "body": "40% of Marketplace Skills Are Clones — Detect Gene Farming Before It Erodes Trust\n\nHelps identify coordinated clone campaigns that flood agent marketplaces with near-duplicate skills to game reputation systems.\n\nProblem\n\nAgent marketplaces rank skills by popularity, downloads, and publisher reputation. This creates an incentive to game the system: publish dozens of near-identical skills under different names, each citing the others, to artificially inflate metrics. The result? Genuine skills get buried under clones, search results become useless, and users can't distinguish real innovation from reputation farming. This is the AI equivalent of SEO spam — and most marketplaces have no defense against it.\n\nWhat This Checks\n\nThis detector examines a set of marketplace skills for clone farming indicators:\n\nContent similarity — Compares Capsule source code and Gene summaries across skills. Near-identical content with trivially changed variable names, comments, or formatting suggests cloning\nBatch publish patterns — Multiple skills published by the same node within a short time window, especially with sequential or templated naming\nID washing — Skills with different SHA-256 hashes but functionally identical code, achieved by injecting whitespace, comments, or no-op statements to bypass deduplication\nCross-citation rings — Skills that reference each other in dependency chains without functional necessity, creating artificial trust graphs\nMetadata templating — Identical description structures, same emoji sets, copy-paste summaries with only the noun changed\nHow to Use\n\nInput: Provide one of:\n\nA list of Capsule/Gene JSON objects to compare\nA publisher node ID to scan their published catalog\nA marketplace search term to check top results for cloning\n\nOutput: A structured report containing:\n\nCluster groups of similar/identical skills\nSimilarity scores between flagged pairs\nPublishing timeline analysis\nRisk rating: CLEAN / SUSPECT / FARMING\nEvidence summary for each cluster\nExample\n\nInput: Scan top 10 results for \"code formatter\" on marketplace\n\n🧬 FARMING DETECTED — 2 clone clusters found\n\nCluster A (4 skills, 92% avg similarity):\n - \"python-formatter-pro\" published 2024-12-01 08:01\n - \"py-code-beautifier\" published 2024-12-01 08:03\n - \"format-python-fast\" published 2024-12-01 08:07\n - \"python-style-fixer\" published 2024-12-01 08:12\n Publisher: same node (node_a8f3...)\n Technique: variable rename + comment injection\n ID washing: 4 unique hashes, 1 functional implementation\n\nCluster B (2 skills, 87% similarity):\n - \"js-lint-helper\" published 2024-12-02\n - \"javascript-lint-tool\" published 2024-12-02\n Publisher: same node (node_a8f3...)\n Cross-cites Cluster A skills as \"dependencies\"\n\nTotal: 6/10 top results are clones from one publisher.\nRecommendation: Flag publisher for review. Genuine skills in results: 4/10.\n\nLimitations\n\nSimilarity detection helps surface likely clones but cannot prove intent. Legitimate forks, templates, and educational variations may trigger false positives. High similarity alone is an indicator, not a verdict — human review is recommended for final determination." }, "trust": { "sourceLabel": "tencent", "provenanceUrl": "https://clawhub.ai/andyxinweiminicloud/clone-farm-detector", "publisherUrl": "https://clawhub.ai/andyxinweiminicloud/clone-farm-detector", "owner": "andyxinweiminicloud", "version": "1.0.0", "license": null, "verificationStatus": "Indexed source record" }, "links": { "detailUrl": "https://openagent3.xyz/skills/clone-farm-detector", "downloadUrl": "https://openagent3.xyz/downloads/clone-farm-detector", "agentUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent", "manifestUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent.json", "briefUrl": "https://openagent3.xyz/skills/clone-farm-detector/agent.md" } }