{
  "generated_at": "2026-06-05T23:27:32.843Z",
  "binary": "target/release/ai-indexer-mcp",
  "hardware_note": "Generated locally on the maintainer machine (Apple M2, 16 GB). Token counts are estimated (~4.25 chars/token); the reduction ratio is tokenizer-independent.",
  "methodology": "For each repo, the top-12 symbols by PageRank are used as tasks. Baseline = full source of the files containing the search hits (what an agent opens). Capsule = AIndex focused context at a 32k-token budget. Reduction = 1 − capsule/baseline (median).",
  "token_reduction": {
    "median_pct": 80.6,
    "sample_budget": 32000
  },
  "totals": {
    "projects": 6,
    "files": 4956
  },
  "results": [
    {
      "project": "monsite",
      "ok": true,
      "files": 192,
      "warm_reindex_ms": 17,
      "token_reduction_pct": 77.6,
      "baseline_tokens_median": 3119,
      "capsule_tokens_median": 879,
      "query_latency_ms_median": 2,
      "samples": 12
    },
    {
      "project": "matchr",
      "ok": true,
      "files": 253,
      "warm_reindex_ms": 18,
      "token_reduction_pct": 86.5,
      "baseline_tokens_median": 16886,
      "capsule_tokens_median": 5046,
      "query_latency_ms_median": 41,
      "samples": 12
    },
    {
      "project": "salecast",
      "ok": true,
      "files": 1951,
      "warm_reindex_ms": null,
      "token_reduction_pct": 54.3,
      "baseline_tokens_median": 7735,
      "capsule_tokens_median": 6645,
      "query_latency_ms_median": 10,
      "samples": 12
    },
    {
      "project": "poisson",
      "ok": true,
      "files": 1380,
      "warm_reindex_ms": 92,
      "token_reduction_pct": 80.6,
      "baseline_tokens_median": 11759,
      "capsule_tokens_median": 2222,
      "query_latency_ms_median": 73,
      "samples": 12
    },
    {
      "project": "MyRoadTrip",
      "ok": true,
      "files": 1110,
      "warm_reindex_ms": null,
      "token_reduction_pct": 65.4,
      "baseline_tokens_median": 15739,
      "capsule_tokens_median": 6805,
      "query_latency_ms_median": 81,
      "samples": 12
    },
    {
      "project": "crates",
      "ok": true,
      "files": 70,
      "warm_reindex_ms": 104,
      "token_reduction_pct": 83.2,
      "baseline_tokens_median": 16764,
      "capsule_tokens_median": 4565,
      "query_latency_ms_median": 14,
      "samples": 12
    }
  ]
}