{
  "schemaVersion": "1.0",
  "item": {
    "slug": "masterswarm",
    "name": "Masterswarm",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/contrario/masterswarm",
    "canonicalUrl": "https://clawhub.ai/contrario/masterswarm",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/masterswarm",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=masterswarm",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "_meta.json"
    ],
    "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/masterswarm"
    },
    "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/masterswarm",
    "agentPageUrl": "https://openagent3.xyz/skills/masterswarm/agent",
    "manifestUrl": "https://openagent3.xyz/skills/masterswarm/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/masterswarm/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": "MasterSwarm AI — 15 Engines. 31 Agents. One Verdict.",
        "body": "MasterSwarm is a cloud-based distributed AI orchestration API that analyzes documents and questions using 15 specialized AI engines running in parallel."
      },
      {
        "title": "What It Does",
        "body": "Send any text or question to the MasterSwarm API — 15 engines analyze it simultaneously and return a professional multi-page analysis."
      },
      {
        "title": "Available Engines",
        "body": "Engine IDNameUse CasechefChef OmegaRecipes, food cost, restaurant consultingapexAPEX StrategyBusiness strategy, financial projections, cryptoconsultNEXUS ConsultingSWOT, roadmaps, systems thinkingresearchResearch LabScientific analysis, medical labs, papersmarketMarket IntelCompetitive analysis, TAM/SAM, growth plansmolecularAPEIRON LabMolecular gastronomy, food scienceoracleOracleForecasting, predictions, scenario planningassemblyGAIA BrainMulti-perspective analysis (12 cognitive neurons)analystData AnalystStatistics, anomaly detection, modeling"
      },
      {
        "title": "Required Credentials",
        "body": "This skill requires a MasterSwarm API key to authenticate requests. All API calls are sent to https://api.neurodoc.app.\n\nMASTERSWARM_API_KEY=your_personal_key_here"
      },
      {
        "title": "How to Get Your API Key",
        "body": "Visit https://masterswarm.net and purchase a plan:\n\nExplorer (€9.99) — 5 reports\nProfessional (€29.99) — 20 reports\nEnterprise (€79.99) — 60 reports\n\n\nAfter purchase, Gumroad emails you a license key\nGo to https://masterswarm.net/app/ → click Upgrade → paste your license key → Activate\nYour key is now active — use it as MASTERSWARM_API_KEY"
      },
      {
        "title": "Data Handling & Privacy",
        "body": "API Host: api.neurodoc.app (operated by NeuroDoc Pro, same entity as masterswarm.net)\nServers: Hetzner, Germany (EU-only)\nEncryption: TLS 1.3 end-to-end\nData Retention: Zero — documents are processed in real-time and immediately discarded\nGDPR: Compliant — privacy policy at https://masterswarm.net (footer → Privacy Policy)\nNo data is stored, logged, or used for training"
      },
      {
        "title": "Single Engine Analysis",
        "body": "curl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \\\n  -H \"Content-Type: application/json\" \\\n  -H \"X-Aether-Key: MASTERSWARM_API_KEY\" \\\n  -d '{\n    \"code\": \"flow Q {\\n  using target \\\"neuroaether\\\" version \\\">=0.2\\\";\\n  input text query;\\n  node G: guard mode=\\\"STANDARD\\\";\\n  node E: ENGINE_ID style=\\\"professional\\\";\\n  G -> E;\\n  output text result from E;\\n}\",\n    \"query\": \"USER_QUESTION_OR_DOCUMENT_TEXT\"\n  }'\n\nReplace:\n\nMASTERSWARM_API_KEY — your personal API key\nENGINE_ID — one from the table above (e.g. apex, chef, research)\nUSER_QUESTION_OR_DOCUMENT_TEXT — the user's question or extracted document text"
      },
      {
        "title": "Engine Selection Guide",
        "body": "User RequestEngine IDRecipe, food, restaurant, menuchefBusiness strategy, startup, ROIapexSWOT, consulting, roadmap, KPIsconsultResearch, science, papers, evidenceresearchMarket analysis, competition, pricingmarketCrypto, trading, DeFi, portfolioapexMedical labs, blood tests, healthresearchLegal, contracts, complianceconsultFinancial analysis, P&L, ratiosapexGeneral or multi-domain questionassemblyData, statistics, anomaliesanalystMolecular gastronomy, food sciencemolecularForecasting, predictionsoracle"
      },
      {
        "title": "Multi-Engine Analysis",
        "body": "For comprehensive reports, call multiple engines sequentially:\n\n# Example: Run apex + consult + research on the same query\nfor ENGINE_ID in apex consult research; do\n  curl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \\\n    -H \"Content-Type: application/json\" \\\n    -H \"X-Aether-Key: MASTERSWARM_API_KEY\" \\\n    -d \"{\n      \\\"code\\\": \\\"flow M {\\n  using target \\\\\\\"neuroaether\\\\\\\" version \\\\\\\">=0.2\\\\\\\";\\n  input text query;\\n  node G: guard mode=\\\\\\\"STANDARD\\\\\\\";\\n  node E: $ENGINE_ID style=\\\\\\\"professional\\\\\\\";\\n  G -> E;\\n  output text result from E;\\n}\\\",\n      \\\"query\\\": \\\"USER_QUESTION\\\"\n    }\"\ndone"
      },
      {
        "title": "Response Format",
        "body": "{\n  \"status\": \"success\",\n  \"result\": {\n    \"final_output\": \"## Full analysis report in markdown...\",\n    \"outputs\": {\"E\": \"...\"},\n    \"execution_log\": [\n      {\"node\": \"G\", \"status\": \"OK\"},\n      {\"node\": \"E\", \"status\": \"OK\", \"duration\": 5.2}\n    ]\n  },\n  \"duration_seconds\": 6.1\n}\n\nExtract result.final_output to present the report to the user.\n\nError responses:\n\n\"status\": \"error\" — check error field for details\n\"status\": \"validation_error\" — malformed flow code\nHTTP 429 — rate limited, wait and retry"
      },
      {
        "title": "Important Notes",
        "body": "Timeout: Use 120-180 second timeout — multi-engine analysis needs time\nCredits: Each API call consumes 1 credit from the user's purchased plan\nLanguage: Auto-detects input language — reports match the query language\nRate Limit: Max 5 concurrent requests per key"
      },
      {
        "title": "Links",
        "body": "ResourceURLLanding Pagehttps://masterswarm.netBuy Creditshttps://masterswarm.net (Pricing section)App Dashboardhttps://masterswarm.net/app/Telegram Bothttps://t.me/aetherlang_botAetherLang Docshttps://aetherlang.netPrivacy Policyhttps://masterswarm.net (footer)Support Emailechelonvoids@protonmail.com"
      }
    ],
    "body": "MasterSwarm AI — 15 Engines. 31 Agents. One Verdict.\n\nMasterSwarm is a cloud-based distributed AI orchestration API that analyzes documents and questions using 15 specialized AI engines running in parallel.\n\nWhat It Does\n\nSend any text or question to the MasterSwarm API — 15 engines analyze it simultaneously and return a professional multi-page analysis.\n\nAvailable Engines\nEngine ID\tName\tUse Case\nchef\tChef Omega\tRecipes, food cost, restaurant consulting\napex\tAPEX Strategy\tBusiness strategy, financial projections, crypto\nconsult\tNEXUS Consulting\tSWOT, roadmaps, systems thinking\nresearch\tResearch Lab\tScientific analysis, medical labs, papers\nmarket\tMarket Intel\tCompetitive analysis, TAM/SAM, growth plans\nmolecular\tAPEIRON Lab\tMolecular gastronomy, food science\noracle\tOracle\tForecasting, predictions, scenario planning\nassembly\tGAIA Brain\tMulti-perspective analysis (12 cognitive neurons)\nanalyst\tData Analyst\tStatistics, anomaly detection, modeling\nSetup\nRequired Credentials\n\nThis skill requires a MasterSwarm API key to authenticate requests. All API calls are sent to https://api.neurodoc.app.\n\nMASTERSWARM_API_KEY=your_personal_key_here\n\nHow to Get Your API Key\nVisit https://masterswarm.net and purchase a plan:\nExplorer (€9.99) — 5 reports\nProfessional (€29.99) — 20 reports\nEnterprise (€79.99) — 60 reports\nAfter purchase, Gumroad emails you a license key\nGo to https://masterswarm.net/app/ → click Upgrade → paste your license key → Activate\nYour key is now active — use it as MASTERSWARM_API_KEY\nData Handling & Privacy\nAPI Host: api.neurodoc.app (operated by NeuroDoc Pro, same entity as masterswarm.net)\nServers: Hetzner, Germany (EU-only)\nEncryption: TLS 1.3 end-to-end\nData Retention: Zero — documents are processed in real-time and immediately discarded\nGDPR: Compliant — privacy policy at https://masterswarm.net (footer → Privacy Policy)\nNo data is stored, logged, or used for training\nHow To Use\nSingle Engine Analysis\ncurl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \\\n  -H \"Content-Type: application/json\" \\\n  -H \"X-Aether-Key: MASTERSWARM_API_KEY\" \\\n  -d '{\n    \"code\": \"flow Q {\\n  using target \\\"neuroaether\\\" version \\\">=0.2\\\";\\n  input text query;\\n  node G: guard mode=\\\"STANDARD\\\";\\n  node E: ENGINE_ID style=\\\"professional\\\";\\n  G -> E;\\n  output text result from E;\\n}\",\n    \"query\": \"USER_QUESTION_OR_DOCUMENT_TEXT\"\n  }'\n\n\nReplace:\n\nMASTERSWARM_API_KEY — your personal API key\nENGINE_ID — one from the table above (e.g. apex, chef, research)\nUSER_QUESTION_OR_DOCUMENT_TEXT — the user's question or extracted document text\nEngine Selection Guide\nUser Request\tEngine ID\nRecipe, food, restaurant, menu\tchef\nBusiness strategy, startup, ROI\tapex\nSWOT, consulting, roadmap, KPIs\tconsult\nResearch, science, papers, evidence\tresearch\nMarket analysis, competition, pricing\tmarket\nCrypto, trading, DeFi, portfolio\tapex\nMedical labs, blood tests, health\tresearch\nLegal, contracts, compliance\tconsult\nFinancial analysis, P&L, ratios\tapex\nGeneral or multi-domain question\tassembly\nData, statistics, anomalies\tanalyst\nMolecular gastronomy, food science\tmolecular\nForecasting, predictions\toracle\nMulti-Engine Analysis\n\nFor comprehensive reports, call multiple engines sequentially:\n\n# Example: Run apex + consult + research on the same query\nfor ENGINE_ID in apex consult research; do\n  curl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \\\n    -H \"Content-Type: application/json\" \\\n    -H \"X-Aether-Key: MASTERSWARM_API_KEY\" \\\n    -d \"{\n      \\\"code\\\": \\\"flow M {\\n  using target \\\\\\\"neuroaether\\\\\\\" version \\\\\\\">=0.2\\\\\\\";\\n  input text query;\\n  node G: guard mode=\\\\\\\"STANDARD\\\\\\\";\\n  node E: $ENGINE_ID style=\\\\\\\"professional\\\\\\\";\\n  G -> E;\\n  output text result from E;\\n}\\\",\n      \\\"query\\\": \\\"USER_QUESTION\\\"\n    }\"\ndone\n\nResponse Format\n{\n  \"status\": \"success\",\n  \"result\": {\n    \"final_output\": \"## Full analysis report in markdown...\",\n    \"outputs\": {\"E\": \"...\"},\n    \"execution_log\": [\n      {\"node\": \"G\", \"status\": \"OK\"},\n      {\"node\": \"E\", \"status\": \"OK\", \"duration\": 5.2}\n    ]\n  },\n  \"duration_seconds\": 6.1\n}\n\n\nExtract result.final_output to present the report to the user.\n\nError responses:\n\n\"status\": \"error\" — check error field for details\n\"status\": \"validation_error\" — malformed flow code\nHTTP 429 — rate limited, wait and retry\nImportant Notes\nTimeout: Use 120-180 second timeout — multi-engine analysis needs time\nCredits: Each API call consumes 1 credit from the user's purchased plan\nLanguage: Auto-detects input language — reports match the query language\nRate Limit: Max 5 concurrent requests per key\nLinks\nResource\tURL\nLanding Page\thttps://masterswarm.net\nBuy Credits\thttps://masterswarm.net (Pricing section)\nApp Dashboard\thttps://masterswarm.net/app/\nTelegram Bot\thttps://t.me/aetherlang_bot\nAetherLang Docs\thttps://aetherlang.net\nPrivacy Policy\thttps://masterswarm.net (footer)\nSupport Email\techelonvoids@protonmail.com"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/contrario/masterswarm",
    "publisherUrl": "https://clawhub.ai/contrario/masterswarm",
    "owner": "contrario",
    "version": "1.1.2",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/masterswarm",
    "downloadUrl": "https://openagent3.xyz/downloads/masterswarm",
    "agentUrl": "https://openagent3.xyz/skills/masterswarm/agent",
    "manifestUrl": "https://openagent3.xyz/skills/masterswarm/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/masterswarm/agent.md"
  }
}