← 返回
数据分析 Key 中文

MasterSwarm AI Document Analysis

Analyze any document with 15 parallel AI engines via the MasterSwarm cloud API. Upload receipts, contracts, lab results, or ask business/crypto/legal questio...
通过 MasterSwarm 云 API 调用 15 个并行 AI 引擎分析文档。上传收据、合同、化验结果,或咨询商业、加密、法律问题...
contrario
数据分析 clawhub v1.1.2 2 版本 99889.4 Key: 需要
★ 2
Stars
📥 863
下载
💾 54
安装
2
版本
#ai#analysis#business#consulting#crypto#documents#latest#legal#medical#multi-agent

概述

MasterSwarm AI — 15 Engines. 31 Agents. One Verdict.

MasterSwarm is a cloud-based distributed AI orchestration API that analyzes documents and questions using 15 specialized AI engines running in parallel.

What It Does

Send any text or question to the MasterSwarm API — 15 engines analyze it simultaneously and return a professional multi-page analysis.

Available Engines

Engine IDNameUse Case
---------
chefChef OmegaRecipes, food cost, restaurant consulting
apexAPEX StrategyBusiness strategy, financial projections, crypto
consultNEXUS ConsultingSWOT, roadmaps, systems thinking
researchResearch LabScientific analysis, medical labs, papers
marketMarket IntelCompetitive analysis, TAM/SAM, growth plans
molecularAPEIRON LabMolecular gastronomy, food science
oracleOracleForecasting, predictions, scenario planning
assemblyGAIA BrainMulti-perspective analysis (12 cognitive neurons)
analystData AnalystStatistics, anomaly detection, modeling

Setup

Required Credentials

This skill requires a MasterSwarm API key to authenticate requests. All API calls are sent to https://api.neurodoc.app.

MASTERSWARM_API_KEY=your_personal_key_here

How to Get Your API Key

  1. Visit https://masterswarm.net and purchase a plan:
    • Explorer (€9.99) — 5 reports
    • Professional (€29.99) — 20 reports
    • Enterprise (€79.99) — 60 reports
  2. After purchase, Gumroad emails you a license key
  3. Go to https://masterswarm.net/app/ → click Upgrade → paste your license key → Activate
  4. Your key is now active — use it as MASTERSWARM_API_KEY

Data Handling & Privacy

  • API Host: api.neurodoc.app (operated by NeuroDoc Pro, same entity as masterswarm.net)
  • Servers: Hetzner, Germany (EU-only)
  • Encryption: TLS 1.3 end-to-end
  • Data Retention: Zero — documents are processed in real-time and immediately discarded
  • GDPR: Compliant — privacy policy at https://masterswarm.net (footer → Privacy Policy)
  • No data is stored, logged, or used for training

How To Use

Single Engine Analysis

curl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \
  -H "Content-Type: application/json" \
  -H "X-Aether-Key: MASTERSWARM_API_KEY" \
  -d '{
    "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}",
    "query": "USER_QUESTION_OR_DOCUMENT_TEXT"
  }'

Replace:

  • MASTERSWARM_API_KEY — your personal API key
  • ENGINE_ID — one from the table above (e.g. apex, chef, research)
  • USER_QUESTION_OR_DOCUMENT_TEXT — the user's question or extracted document text

Engine Selection Guide

User RequestEngine ID
------
Recipe, food, restaurant, menuchef
Business strategy, startup, ROIapex
SWOT, consulting, roadmap, KPIsconsult
Research, science, papers, evidenceresearch
Market analysis, competition, pricingmarket
Crypto, trading, DeFi, portfolioapex
Medical labs, blood tests, healthresearch
Legal, contracts, complianceconsult
Financial analysis, P&L, ratiosapex
General or multi-domain questionassembly
Data, statistics, anomaliesanalyst
Molecular gastronomy, food sciencemolecular
Forecasting, predictionsoracle

Multi-Engine Analysis

For comprehensive reports, call multiple engines sequentially:

# Example: Run apex + consult + research on the same query
for ENGINE_ID in apex consult research; do
  curl -s --max-time 120 -X POST https://api.neurodoc.app/aetherlang/execute \
    -H "Content-Type: application/json" \
    -H "X-Aether-Key: MASTERSWARM_API_KEY" \
    -d "{
      \"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}\",
      \"query\": \"USER_QUESTION\"
    }"
done

Response Format

{
  "status": "success",
  "result": {
    "final_output": "## Full analysis report in markdown...",
    "outputs": {"E": "..."},
    "execution_log": [
      {"node": "G", "status": "OK"},
      {"node": "E", "status": "OK", "duration": 5.2}
    ]
  },
  "duration_seconds": 6.1
}

Extract result.final_output to present the report to the user.

Error responses:

  • "status": "error" — check error field for details
  • "status": "validation_error" — malformed flow code
  • HTTP 429 — rate limited, wait and retry

Important Notes

  • Timeout: Use 120-180 second timeout — multi-engine analysis needs time
  • Credits: Each API call consumes 1 credit from the user's purchased plan
  • Language: Auto-detects input language — reports match the query language
  • Rate Limit: Max 5 concurrent requests per key

Links

ResourceURL
------
Landing Pagehttps://masterswarm.net
Buy Creditshttps://masterswarm.net (Pricing section)
App Dashboardhttps://masterswarm.net/app/
Telegram Bothttps://t.me/aetherlang_bot
AetherLang Docshttps://aetherlang.net
Privacy Policyhttps://masterswarm.net (footer)
Support Emailechelonvoids@protonmail.com

版本历史

共 2 个版本

  • v1.1.2 当前
    2026-03-29 15:17 安全 安全
  • v1.1.0
    2026-03-07 01:56

安全检测

腾讯云安全 (Keen)

安全,无风险
查看报告

腾讯云安全 (Sanbu)

安全,无风险
查看报告

🔗 相关推荐

developer-tools

Aetherlang Karpathy Skill

contrario
AetherLang Omega 的 API 连接器 —— 执行 10 种受 Karpathy 启发的智能体节点类型(plan、code_interpreter、critique、router、ensemble、memory、tool、lo
★ 2 📥 1,452
data-analysis

Excel / XLSX

ivangdavila
创建、检查和编辑 Microsoft Excel 工作簿及 XLSX 文件,支持可靠的公式、日期、类型、格式、重算及模板保留功能。
★ 368 📥 140,856
data-analysis

Data Analysis

ivangdavila
{"answer":"数据分析与可视化。查询数据库、生成报告、自动化电子表格,将原始数据转化为清晰可行的见解。适用于:(1) 您……"}
★ 199 📥 65,259