{
  "netuid": 8,
  "slug": "vanta",
  "name": "Vanta",
  "symbol": "\u03b8",
  "description": "The first decentralized & trustless liquidity and execution engine for prop firms and traders",
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  "rootProp": 0.15882143423412956,
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  "alphaStaked": 1990687.825388846,
  "activeMiners": 42,
  "activeValidators": 17,
  "emissionPct": 0.000630498795187455,
  "emissionPerDayTao": 1.0,
  "registrationCost": 0.0,
  "pruningRank": 5,
  "immunityRemaining": 1097,
  "sentiment": "Neutral",
  "githubRepo": "https://github.com/taoshidev/vanta-network",
  "subnetUrl": "https://www.vantanetwork.io/",
  "scorecard": {
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      "label": "mixed",
      "score": 49,
      "reasons": [
        {
          "tone": "neutral",
          "label": "Stars",
          "value": "70",
          "weight": null
        },
        {
          "tone": "positive",
          "label": "Contributors",
          "value": "17",
          "weight": null
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        {
          "tone": "positive",
          "label": "24h volume",
          "value": "$1,462,288",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Validators",
          "value": "17",
          "weight": null
        },
        {
          "tone": "positive",
          "label": "Bus factor",
          "value": "Top contributor: 47%",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=45 \u00d7 0.6 + llm=55 \u00d7 0.4",
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          "value": "40",
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          "tone": "positive",
          "label": "Merged PRs 30d",
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          "weight": null
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          "label": "Releases 12m",
          "value": "0",
          "weight": null
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        {
          "tone": "positive",
          "label": "Latest push",
          "value": "2026-04-29T19:21:56Z",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Momentum",
          "value": "stable (40/30d vs 27/mo avg)",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=90 \u00d7 0.6 + llm=62 \u00d7 0.4",
          "weight": null
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    "updatedAt": "2026-04-29T20:41:08.729669+00:00",
    "confidence": 0.82,
    "usefulness": {
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      "score": 50,
      "reasons": [
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          "tone": "neutral",
          "label": "Durable keywords",
          "value": "0 matched",
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        {
          "tone": "positive",
          "label": "Commodity risk",
          "value": "0 matched",
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        },
        {
          "tone": "neutral",
          "label": "Subnet traction",
          "value": "10/30",
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        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=40 \u00d7 0.6 + llm=65 \u00d7 0.4",
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    "codeQuality": {
      "label": "weak",
      "score": 36,
      "reasons": [
        {
          "tone": "positive",
          "label": "CI",
          "value": "Present",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Tests",
          "value": "1 dir(s)",
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        },
        {
          "tone": "positive",
          "label": "Docs",
          "value": "Structured (600 chars)",
          "weight": null
        },
        {
          "tone": "negative",
          "label": "Dep mgmt",
          "value": "None",
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        {
          "tone": "negative",
          "label": "PR reviews",
          "value": "0.1 avg, 90% self-merge",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Commit quality",
          "value": "5% conventional",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Security hygiene",
          "value": "No SECURITY.md",
          "weight": null
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          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=35 \u00d7 0.6 + llm=37 \u00d7 0.4",
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  "aiScore": 57.0,
  "masterScore": 57.0,
  "masterRating": "B",
  "lastUpdatedAt": "2026-04-29T20:21:48Z",
  "isStale": false,
  "masterScorePrev": 50.0,
  "purpose": {
    "title": "Vanta",
    "source": "llm",
    "confidence": 0.72,
    "shortSummary": "Vanta Network (formerly Proprietary Trading Network by taoshidev) targets decentralized liquidity and execution infrastructure for prop firms and traders on Bittensor. With a $40.1M market cap, $44.4M liquidity, and accelerating commit velocity (40 commits in the last 30 days vs 82 over 90 days), real market interest exists. However, a 0.9 self-merge ratio, 0.1 avg reviews per PR, and zero formal releases in 12 months expose serious engineering process gaps for a financial infrastructure product."
  },
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    "risks": [
      "0.9 self-merge ratio and 0.1 avg reviews per PR indicate near-zero peer code review \u2014 a serious liability for financial execution infrastructure where correctness is critical",
      "Zero formal releases in 12 months combined with a commit message quality score of 0.05 (near-floor) signals undisciplined engineering practices that will deter external contributors and auditors"
    ],
    "score": 57,
    "summary": "Vanta Network (formerly Proprietary Trading Network by taoshidev) targets decentralized liquidity and execution infrastructure for prop firms and traders on Bittensor. With a $40.1M market cap, $44.4M liquidity, and accelerating commit velocity (40 commits in the last 30 days vs 82 over 90 days), real market interest exists. However, a 0.9 self-merge ratio, 0.1 avg reviews per PR, and zero formal releases in 12 months expose serious engineering process gaps for a financial infrastructure product.",
    "provider": "cascade:sonnet",
    "expiresAt": "2026-05-29T20:29:41.427858+00:00",
    "strengths": [
      "$40.1M market cap paired with $44.4M liquidity and $1.46M 24h trading volume signals genuine on-chain demand beyond speculative noise",
      "Development velocity is accelerating: 40 commits and 40 merged PRs in the last 30 days represent ~49% of all 90-day activity, indicating a ramping team",
      "Core repo hygiene present (CI, tests, MIT license, docs) with 17 contributors and a manageable 47% top-contributor concentration"
    ],
    "updatedAt": "2026-04-29T20:29:41.427858+00:00",
    "durability": "watch",
    "recommendation": "Hold observation position until self-merge ratio drops below 0.5 and at least one tagged release ships; the financial infrastructure use case demands code review rigor that is currently absent.",
    "dimensionScores": {
      "adoption": 55,
      "shipSpeed": 62,
      "usefulness": 65,
      "codeQuality": 37
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  "repoCoverageStatus": "covered",
  "image": "https://www.taoshi.io/favicon.ico",
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      "netuid": 8,
      "repoKind": "primary",
      "provider": "github",
      "owner": "taoshidev",
      "name": "vanta-network",
      "url": "https://github.com/taoshidev/vanta-network",
      "source": "registry",
      "isArchived": false,
      "isFork": false
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          "name": "CSS",
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      "topics": [
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      "rootSignals": {
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      "readmeExcerpt": "> Proprietary Trading Network is now Vanta Network! <p align=\"center\"> <a href=\"https://taoshi.io\"> <img width=\"385\" alt=\"taoshi - ptn repo logo\" src=\"https://www.taoshi.io/white-black.png\"> </a> </p> <div align='center'> ! Discord Chat https://img.shields.io/discord/1163496128499683389.svg https://discord.gg/2XSw62p9Fj ! License: MIT https://img.shields.io/badge/License-MIT-blue.svg https://opensource.org/licenses/MIT </div> <p align=\"center\"> <a href=\"https://taoshi.io\">Website</a> \u00b7 <a href=\" installation\">Installation</a> \u00b7 <a href=\"https://dashboard.taoshi.io/\">Dashboard</a> \u00b7 <a href=\"ht",
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