{
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  "slug": "tensorclaw",
  "name": "TensorClaw",
  "symbol": "\u1682",
  "description": "This project is a decentralized Large Language Model (LLM) inference subnet built on the Bittensor network. Its core purpose is to aggregate high-quality LLM API nodes (e.g., OpenAI, DeepSeek, Claude, Llama) globally through Bittensor's incentive mechanism, providing a unified, highly available, and load-balanced compatible API service to the public.",
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  "change7d": 14.935621561791542,
  "change30d": -0.7247276427483504,
  "change90d": 3.91,
  "marketCapUsd": 1070488.8331664104,
  "volume24hUsd": 118524.41935541843,
  "rootProp": 0.42713847301704927,
  "liquidityUsd": 808494.7225371326,
  "alphaStaked": 593223.336184605,
  "activeMiners": 1,
  "activeValidators": 11,
  "emissionPct": 0.023638836564795207,
  "emissionPerDayTao": 1.0,
  "registrationCost": 269.838319596,
  "pruningRank": 110,
  "immunityRemaining": 4813,
  "sentiment": "Greed",
  "githubRepo": "https://github.com/tensorclaw/tensorclaw",
  "subnetUrl": "https://www.tensorclaw.ai",
  "scorecard": {
    "adoption": {
      "label": "weak",
      "score": 13,
      "reasons": [
        {
          "tone": "neutral",
          "label": "Stars",
          "value": "2",
          "weight": null
        },
        {
          "tone": "neutral",
          "label": "Contributors",
          "value": "5",
          "weight": null
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          "tone": "neutral",
          "label": "24h volume",
          "value": "$118,524",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Validators",
          "value": "11",
          "weight": null
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        {
          "tone": "positive",
          "label": "Bus factor",
          "value": "Top contributor: 50%",
          "weight": null
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          "label": "LLM blend",
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      "label": "weak",
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          "label": "Commits 30d",
          "value": "0",
          "weight": null
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          "tone": "neutral",
          "label": "Merged PRs 30d",
          "value": "0",
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          "tone": "neutral",
          "label": "Releases 12m",
          "value": "0",
          "weight": null
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        {
          "tone": "negative",
          "label": "Latest push",
          "value": "2026-01-29T08:44:23Z",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Momentum",
          "value": "no history (0/30d vs 0/mo avg)",
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          "label": "LLM blend",
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    "updatedAt": "2026-04-29T20:41:08.736393+00:00",
    "confidence": 0.82,
    "usefulness": {
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      "score": 38,
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          "tone": "neutral",
          "label": "Durable keywords",
          "value": "1 matched",
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          "tone": "positive",
          "label": "Commodity risk",
          "value": "0 matched",
          "weight": null
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        {
          "tone": "neutral",
          "label": "Subnet traction",
          "value": "0/30",
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        {
          "tone": "neutral",
          "label": "LLM blend",
          "value": "heuristic=40 \u00d7 0.6 + llm=35 \u00d7 0.4",
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    "codeQuality": {
      "label": "weak",
      "score": 20,
      "reasons": [
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          "tone": "negative",
          "label": "CI",
          "value": "Missing",
          "weight": null
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        {
          "tone": "negative",
          "label": "Tests",
          "value": "Missing",
          "weight": null
        },
        {
          "tone": "positive",
          "label": "Docs",
          "value": "Basic (600 chars)",
          "weight": null
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          "tone": "negative",
          "label": "Dep mgmt",
          "value": "None",
          "weight": null
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          "tone": "negative",
          "label": "PR reviews",
          "value": "1.0 avg, 0% self-merge",
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          "tone": "positive",
          "label": "Commit quality",
          "value": "60% conventional",
          "weight": null
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          "tone": "neutral",
          "label": "Security hygiene",
          "value": "No SECURITY.md",
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          "label": "LLM blend",
          "value": "heuristic=18 \u00d7 0.6 + llm=22 \u00d7 0.4",
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  "masterScore": 18.0,
  "masterRating": "F",
  "lastUpdatedAt": "2026-04-29T20:21:48Z",
  "isStale": false,
  "masterScorePrev": 16.0,
  "purpose": {
    "title": "TensorClaw",
    "source": "llm",
    "confidence": 0.72,
    "shortSummary": "TensorClaw (netuid 92) presents as a decentralized LLM inference aggregator routing traffic across OpenAI, DeepSeek, and Llama nodes, but the only discoverable repo (StorynetAI/storynet-subnet) describes an entirely different AI story-generation network \u2014 a significant identity or pivot signal. With only 1 active miner, zero commits in 90 days, and a price sitting at ATH driven by 'Greed' sentiment rather than fundamentals, this subnet shows critical structural weakness. The subnet is still within its immunity period (4,813 blocks remaining), masking how it would perform in open competition."
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  "analysis": {
    "risks": [
      "Only 1 active miner renders the subnet functionally non-operational \u2014 a load-balanced API with a single node is not a network, and this is the most severe signal in the dataset",
      "Zero commits in 90 days and zero merged PRs across all repos confirm development has completely stalled; the repo mismatch (StoryNet story-generation repo vs. TensorClaw LLM aggregator description) further suggests an unresolved pivot or abandoned identity that no active team is resolving"
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    "score": 23,
    "summary": "TensorClaw (netuid 92) presents as a decentralized LLM inference aggregator routing traffic across OpenAI, DeepSeek, and Llama nodes, but the only discoverable repo (StorynetAI/storynet-subnet) describes an entirely different AI story-generation network \u2014 a significant identity or pivot signal. With only 1 active miner, zero commits in 90 days, and a price sitting at ATH driven by 'Greed' sentiment rather than fundamentals, this subnet shows critical structural weakness. The subnet is still within its immunity period (4,813 blocks remaining), masking how it would perform in open competition.",
    "provider": "cascade:sonnet",
    "expiresAt": "2026-05-29T20:37:40.780085+00:00",
    "strengths": [
      "11 active validators provide a non-trivial consensus layer, signaling some operator commitment to the network",
      "$118,524 in 24h volume against a $1.07M market cap (~11% daily turnover) indicates active speculative interest and liquidity presence",
      "LLM inference routing addresses a structurally real market need within Bittensor's ecosystem, even as a commodity offering"
    ],
    "updatedAt": "2026-04-29T20:37:40.780085+00:00",
    "durability": "weak",
    "recommendation": "Avoid allocation until the miner count exceeds 10 and a verified TensorClaw-specific repo shows at least 30 days of active commits \u2014 the current single-miner state and 90-day development silence indicate this subnet is not yet operational in any meaningful sense.",
    "dimensionScores": {
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      "usefulness": 35,
      "codeQuality": 22
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      "repoKind": "primary",
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      "owner": "StorynetAI",
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      "url": "https://github.com/StorynetAI/storynet-subnet",
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