{
  "netuid": 122,
  "slug": "bitrecs",
  "name": "Bitrecs",
  "symbol": "\u2c85",
  "description": "Bitrecs is a novel recommendation engine built on the Bittensor network",
  "priceTao": 0.003621723,
  "priceUsd": 0.9164810097492091,
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  "change30d": -19.148927145647313,
  "change90d": -1.0,
  "marketCapUsd": 2476593.7944458127,
  "volume24hUsd": 176059.58636126528,
  "rootProp": 0.22228816793554426,
  "liquidityUsd": 2031445.0745967955,
  "alphaStaked": 1594131.480102925,
  "activeMiners": 2,
  "activeValidators": 10,
  "emissionPct": 0.010217707331904876,
  "emissionPerDayTao": 1.0,
  "registrationCost": 130.264686152,
  "pruningRank": 98,
  "immunityRemaining": 4783,
  "sentiment": "Neutral",
  "githubRepo": "https://github.com/bitrecs/bitrecs-v2",
  "subnetUrl": "https://bitrecs.ai",
  "scorecard": {
    "adoption": {
      "label": "weak",
      "score": 9,
      "reasons": [
        {
          "tone": "neutral",
          "label": "Stars",
          "value": "5",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Contributors",
          "value": "3",
          "weight": null
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        {
          "tone": "neutral",
          "label": "24h volume",
          "value": "$176,060",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Validators",
          "value": "10",
          "weight": null
        },
        {
          "tone": "negative",
          "label": "Bus factor",
          "value": "Top contributor: 97%",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=3 \u00d7 0.6 + llm=18 \u00d7 0.4",
          "weight": null
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    "shipSpeed": {
      "label": "weak",
      "score": 14,
      "reasons": [
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          "tone": "neutral",
          "label": "Commits 30d",
          "value": "0",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Merged PRs 30d",
          "value": "0",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Releases 12m",
          "value": "0",
          "weight": null
        },
        {
          "tone": "negative",
          "label": "Latest push",
          "value": "2026-03-11T00:12:45Z",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Momentum",
          "value": "no history (0/30d vs 0/mo avg)",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=17 \u00d7 0.6 + llm=10 \u00d7 0.4",
          "weight": null
        }
      ]
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    "updatedAt": "2026-04-29T20:41:08.738167+00:00",
    "confidence": 0.82,
    "usefulness": {
      "label": "commoditized risk",
      "score": 35,
      "reasons": [
        {
          "tone": "neutral",
          "label": "Durable keywords",
          "value": "0 matched",
          "weight": null
        },
        {
          "tone": "positive",
          "label": "Commodity risk",
          "value": "0 matched",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Subnet traction",
          "value": "1/30",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=31 \u00d7 0.6 + llm=40 \u00d7 0.4",
          "weight": null
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    "codeQuality": {
      "label": "weak",
      "score": 36,
      "reasons": [
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          "tone": "positive",
          "label": "CI",
          "value": "Present",
          "weight": null
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        {
          "tone": "positive",
          "label": "Tests",
          "value": "1 dir(s), framework config",
          "weight": null
        },
        {
          "tone": "positive",
          "label": "Docs",
          "value": "Basic (600 chars)",
          "weight": null
        },
        {
          "tone": "negative",
          "label": "Dep mgmt",
          "value": "None",
          "weight": null
        },
        {
          "tone": "negative",
          "label": "PR reviews",
          "value": "0.1 avg, 100% self-merge",
          "weight": null
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          "tone": "neutral",
          "label": "Commit quality",
          "value": "0% conventional",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Security hygiene",
          "value": "No SECURITY.md",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=34 \u00d7 0.6 + llm=38 \u00d7 0.4",
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  "githubScore": 26.0,
  "aiScore": 28.0,
  "masterScore": 23.0,
  "masterRating": "D",
  "lastUpdatedAt": "2026-04-29T20:21:48Z",
  "isStale": false,
  "masterScorePrev": 20.0,
  "purpose": {
    "title": "Bitrecs",
    "source": "llm",
    "confidence": 0.72,
    "shortSummary": "Bitrecs is a decentralized recommendation engine on Bittensor targeting product recommendations, but the subnet shows severe signs of abandonment: zero commits in 90 days, only 2 active miners, and no releases in 12 months. With a $2.47M market cap and minimal community traction (5 stars, 3 contributors), the project appears stalled despite having basic code infrastructure in place."
  },
  "analysis": {
    "risks": [
      "Development is completely stalled: 0 commits in the last 90 days, 0 merged PRs in 30 days, and 0 releases in the past 12 months across all repos",
      "Extreme bus factor risk: only 2 active miners, top contributor accounts for 97% of commits, and self-merge ratio is 1.0 meaning zero peer review culture"
    ],
    "score": 28,
    "summary": "Bitrecs is a decentralized recommendation engine on Bittensor targeting product recommendations, but the subnet shows severe signs of abandonment: zero commits in 90 days, only 2 active miners, and no releases in 12 months. With a $2.47M market cap and minimal community traction (5 stars, 3 contributors), the project appears stalled despite having basic code infrastructure in place.",
    "provider": "cascade:sonnet",
    "expiresAt": "2026-05-29T20:40:07.926114+00:00",
    "strengths": [
      "Basic code hygiene present: CI, tests, MIT license, and docs all confirmed in bitrecs-subnet repo",
      "10 active validators providing network-level consensus coverage despite low miner count",
      "24h volume of $176K against $2.47M market cap suggests some residual on-chain liquidity activity"
    ],
    "updatedAt": "2026-04-29T20:40:07.926114+00:00",
    "durability": "weak",
    "recommendation": "Avoid new positions until development resumes \u2014 the combination of zero 90-day commits, 2 active miners, and a 97% single-contributor concentration signals likely project abandonment.",
    "dimensionScores": {
      "adoption": 18,
      "shipSpeed": 10,
      "usefulness": 40,
      "codeQuality": 38
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  "repoCoverageStatus": "covered",
  "image": "https://www.bitrecs.ai/favicon.ico",
  "repos": [
    {
      "netuid": 122,
      "repoKind": "primary",
      "provider": "github",
      "owner": "bitrecs",
      "name": "bitrecs-subnet",
      "url": "https://github.com/bitrecs/bitrecs-subnet",
      "source": "registry",
      "isArchived": false,
      "isFork": false
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  "repoSnapshots": [
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      "languages": [
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          "name": "Python",
          "percentage": 97.2
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        "hasSecurityPolicy": false,
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        "hasDocker": false,
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      "readmeExcerpt": "<div align=\"center\"> Bitrecs Subnet <img src=\"docs/light-logo.svg gh-light-mode-only\" width=\"400\" height=\"auto\" alt=\"Bitrecs Logo\"/> <img src=\"docs/dark-logo.svg gh-dark-mode-only\" width=\"400\" height=\"auto\" alt=\"Bitrecs Logo\"/> ! Discord Chat https://img.shields.io/discord/308323056592486420.svg https://discord.gg/bittensor ! License: MIT https://img.shields.io/badge/License-MIT-yellow.svg https://opensource.org/licenses/MIT Discord https://discord.gg/bittensor \u2022 Website https://bitrecs.ai/ </div> Introduction Bitrecs is a novel recommendation engine</a> built on the Bittensor network. This im",
      "pushedAt": "2026-03-11T00:12:45Z",
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      "label": "Website",
      "href": "https://bitrecs.ai"
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    {
      "label": "GitHub",
      "href": "https://github.com/bitrecs/bitrecs-v2"
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