{
  "run_id": "TayHCode--search-first-gpt-6-luna-1792615193355908408",
  "date": "2026-10-21T20:43:25.805471+00:00",
  "repo": "TayHCode/search-first",
  "kind": "mcp",
  "source": "https://github.com/TayHCode/search-first",
  "commit": "2b7c5fd54b96bdd2a736eb2ae25db35d2cb71d7d",
  "model": "gpt-6-luna",
  "model_version": "gpt-6-luna",
  "test_version": "readme-e7675e4c6e05f132c0a8b096a3f6b47fac68d566e8b8573cc5c429e61289127f",
  "pass": true,
  "outcome": "pass",
  "time_to_working_s": 142.21886396297486,
  "total_s": 212.44953870773315,
  "steps": [
    "Get-Location; Get-ChildItem -Force",
    "Get-Content README.md;",
    "Get-Content <host-path> -ErrorAction SilentlyContinue; vault-search 'search-first MCP GitHub repository discovery'; & C:\\coldpass\\python\\python.exe --version; git status --short;",
    "Get-Content pyproject.toml; Get-ChildItem C:\\coldpass -Force; Get-Command uv,uvx,git -ErrorAction SilentlyContinue",
    "& C:\\coldpass\\python\\python.exe -m pip --version; & C:\\coldpass\\python\\python.exe -m pip install uv;",
    "& C:\\coldpass\\python\\python.exe -m uv --version; & C:\\coldpass\\python\\Scripts\\uvx.exe --python 3.12 --from . search-first --help",
    "rg -n \"fixture|offline|search_existing|tools\" tests README.md;",
    "Get-ChildItem tests; Get-ChildItem C:\\coldpass\\checker",
    "$p='C:\\coldpass\\workspace\\.coldpass'; New-Item -ItemType Directory -Force $p | Out-Null; @'\n{\"kind\":\"mcp\",\"argv\":[\"C:\\\\coldpass\\\\python\\\\Scripts\\\\uvx.exe\",\"--python\",\"3.12\",\"--from\",\".\",\"search-first\"],\"cwd\":\"C:\\\\coldpass\\\\workspace\",\"tool\":\"search_existing\",\"arguments\":{\"idea\":\"a command line tool that closes idle Chrome tabs automatically\",\"queries\":[\"chrome idle tab close\",\"CLI close inactive tabs\"],\"limit\":3},\"expected_text\":\"set GITHUB_TOKEN for complete searches\"}\n'@ | Set-Content \"$p\\probe.json\" -Encoding utf8; @'\n[{\"kind\":\"claim\",\"claim\":\"Unauthenticated responses explain the two-variant budget and token option.\",\"source\":\"Every unauthenticated response includes a `notes` entry explaining the two-variant budget and saying `set GITHUB_TOKEN for complete searches`.\",\"input\":\"a command line tool that closes idle Chrome tabs automatically\",\"expected\":\"set GITHUB_TOKEN for complete searches\",\"probe_kind\":\"mcp\",\"argv\":[\"C:\\\\coldpass\\\\python\\\\Scripts\\\\uvx.exe\",\"--python\",\"3.12\",\"--from\",\".\",\"search-first\"],\"tool\":\"search_existing\",\"arguments\":{\"idea\":\"a command line tool that closes idle Chrome tabs automatically\",\"queries\":[\"chrome idle tab close\",\"CLI close inactive tabs\"],\"limit\":3},\"expected_text\":\"set GITHUB_TOKEN for complete searches\",\"cwd\":\"C:\\\\coldpass\\\\workspace\"}]\n'@ | Set-Content \"$p\\claims.json\" -Encoding utf8; '{\"detected\":false,\"reason\":\"README describes a request driven MCP server; inspected src entry points, no scheduler or recurring cycle.\",\"checks\":[]}' | Set-Content \"$p\\cycles.json\" -Encoding utf8; @'\n[{\"kind\":\"example\",\"claim\":\"Documented help command verifies installation without credentials.\",\"source\":\"README.md / Install and run\",\"input\":\"--help\",\"expected\":\"usage help for the installed CLI\",\"argv\":[\"C:\\\\coldpass\\\\python\\\\Scripts\\\\uvx.exe\",\"--python\",\"3.12\",\"--from\",\".\",\"search-first\",\"--help\"],\"cwd\":\"C:\\\\coldpass\\\\workspace\",\"expected_text\":\"Search GitHub before building (MCP server).\"}]\n'@ | Set-Content \"$p\\examples.json\" -Encoding utf8; Get-Content \"$p\\probe.json\"",
    "@'\nimport asyncio\nfrom mcp import ClientSession, StdioServerParameters\nfrom mcp.client.stdio import stdio_client\nasync def main():\n async with stdio_client(StdioServerParameters(command=r'C:\\coldpass\\python\\Scripts\\uvx.exe', args=['--python','3.12','--from','.','search-first'], cwd=r'C:\\coldpass\\workspace')) as (r,w):\n  async with ClientSession(r,w) as s:\n   await s.initialize()\n   x=await s.call_tool('search_existing',{'idea':'a command line tool that closes idle Chrome tabs automatically','queries':['chrome idle tab close','CLI close inactive tabs'],'limit':3})\n   print(x)\nasyncio.run(main())\n'@ | & C:\\coldpass\\python\\Scripts\\uvx.exe --python 3.12 --from . python -",
    "$p='C:\\coldpass\\workspace\\.coldpass'; $argv=@('C:\\coldpass\\python\\Scripts\\uvx.exe','--python','3.12','--from','.','search-first'); $probe=[ordered]@{kind='mcp';argv=$argv;cwd='C:\\coldpass\\workspace';tool='search_existing';arguments=[ordered]@{idea='a command line tool that closes idle Chrome tabs automatically';queries=@('chrome idle tab close','CLI close inactive tabs');limit=3};expected_text='set GITHUB_TOKEN for complete searches'}; $probe|ConvertTo-Json -Depth 8|Set-Content \"$p\\probe.json\" -Encoding utf8; $claim=@([ordered]@{kind='claim';claim='Unauthenticated responses explain the two-variant budget and token option.';source='Every unauthenticated response includes a `notes` entry explaining the two-variant budget and saying `set GITHUB_TOKEN for complete searches`.';input='a command line tool that closes idle Chrome tabs automatically';expected='set GITHUB_TOKEN for complete searches';probe_kind='mcp';argv=$argv;tool='search_existing';arguments=$probe.arguments;expected_text='set GITHUB_TOKEN for complete searches';cwd='C:\\coldpass\\workspace'}); $claim|ConvertTo-Json -Depth 8|Set-Content \"$p\\claims.json\" -Encoding utf8; $report=[ordered]@{outcome='working';fault_owner=$null;operation='Installed and launched the documented search-first MCP server; called search_existing for idle Chrome tab tools.';operation_scope='Local Windows guest, Python 3.12 installed by uv; unauthenticated public GitHub search.';steps=@('Installed uv using pip in the supplied Python runtime.','Ran README uvx --python 3.12 --from . search-first --help.','Called search_existing over stdio MCP; received ranked public repository results and quota note.');deviations=@('Git and vault-search were unavailable in the guest; provided source snapshot already present, so no Git metadata was used.');stuck_step=$null;main_blocker=$null;plain_failure=$null;suggested_fix=$null}; $report|ConvertTo-Json -Depth 8|Set-Content \"$p\\report.json\" -Encoding utf8; $env:COLDPASS_WORKSPACE='C:\\coldpass\\workspace'; & C:\\coldpass\\python\\python.exe -I C:\\coldpass\\checker\\check.py --validate --replay",
    "Select-String -Path README.md -Pattern 'Every unauthenticated response includes' -Context 0,2",
    "$p='C:\\coldpass\\workspace\\.coldpass'; $c=Get-Content \"$p\\claims.json\" -Raw|ConvertFrom-Json; $c[0].source='Every unauthenticated response includes a `notes` entry explaining`n the two-variant budget and saying `set GITHUB_TOKEN for complete searches`.'; $c|ConvertTo-Json -Depth 8|Set-Content \"$p\\claims.json\" -Encoding utf8; $env:COLDPASS_WORKSPACE='C:\\coldpass\\workspace'; & C:\\coldpass\\python\\python.exe -I C:\\coldpass\\checker\\check.py --validate --replay",
    "$p='C:\\coldpass\\workspace\\.coldpass'; $c=Get-Content \"$p\\claims.json\" -Raw|ConvertFrom-Json; $c[0].source='Every unauthenticated response includes a `notes` entry explaining'; $c|ConvertTo-Json -Depth 8|Set-Content \"$p\\claims.json\" -Encoding utf8; $env:COLDPASS_WORKSPACE='C:\\coldpass\\workspace'; & C:\\coldpass\\python\\python.exe -I C:\\coldpass\\checker\\check.py --validate --replay"
  ],
  "stuck_step": null,
  "error_excerpt": null,
  "what_it_did": "Installed and launched the documented search-first MCP server; called search_existing for idle Chrome tab tools.",
  "suggested_fix": null,
  "tokens_in": 423546,
  "tokens_out": 2413,
  "cost_usd": null,
  "usage_complete": true,
  "checks": [
    {
      "check": "operation",
      "status": "PASS",
      "details": {
        "working": true,
        "argv": [
          "C:\\coldpass\\python\\Scripts\\uvx.exe",
          "--python",
          "3.12",
          "--from",
          ".",
          "search-first"
        ],
        "kind": "mcp",
        "serverInfo": {
          "name": "search-first",
          "version": "0.1.0"
        },
        "tools": [
          "search_existing",
          "inspect_repo",
          "compare_candidates"
        ],
        "tool_schema_bytes": 4129,
        "tool_result": {
          "content": [
            {
              "text": "{\n  \"verdict\": {\n    \"closest_match\": {\n      \"name\": \"TayHCode/cdpidletabs\",\n      \"url\": \"https://github.com/TayHCode/cdpidletabs\"\n    },\n    \"plausible_candidates\": 0,\n    \"adjacent_candidates\": 25,\n    \"recommendation\": \"inconclusive\",\n    \"reasoning\": \"Required behavior or constraints are unverified: terminal. Inspect README and test those requirements; broaden queries before choosing a base. None of these is a terminal tool according to retrieved metadata in the top relevance group; terminal/CLI support is unverified. tied with 14 <email>; TayHCode/cdpidletabs wins by more recent push.\",\n    \"provisional\": true,\n    \"search_complete\": true\n  },\n  \"warnings\": [],\n  \"candidates\": [\n    {\n      \"name\": \"TayHCode/cdpidletabs\",\n      \"url\": \"https://github.com/TayHCode/cdpidletabs\",\n      \"stars\": 0,\n      \"last_push\": \"2026-10-15T16:44:40Z\",\n      \"license\": \"MIT\",\n      \"relevance_score\": 0.54,\n      \"idea_term_coverage\": 1.0,\n      \"missing_key_terms\": [],\n      \"missing_constraints\": [\n        \"terminal\"\n      ],\n      \"why_it_matched\": \"Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 6 days ago; returned by 1 query variant(s), best GitHub rank 13. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; Ta\"\n    },\n    {\n      \"name\": \"fanioz/tutupen\",\n      \"url\": \"https://github.com/fanioz/tutupen\",\n      \"stars\": 0,\n      \"last_push\": \"2026-10-07T12:47:26Z\",\n      \"license\": \"MIT\",\n      \"relevance_score\": 0.54,\n      \"idea_term_coverage\": 1.0,\n      \"missing_key_terms\": [],\n      \"missing_constraints\": [\n        \"terminal\"\n      ],\n      \"why_it_matched\": \"Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 14 days ago; returned by 1 query variant(s), best GitHub rank 21. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; T\"\n    },\n    {\n      \"name\": \"RealUnfazed/Chrome-TabTidy\",\n      \"url\": \"https://github.com/RealUnfazed/Chrome-TabTidy\",\n      \"stars\": 0,\n      \"last_push\": \"2026-09-28T10:41:29Z\",\n      \"license\": \"MIT\",\n      \"relevance_score\": 0.54,\n      \"idea_term_coverage\": 1.0,\n      \"missing_key_terms\": [],\n      \"missing_constraints\": [\n        \"terminal\"\n      ],\n      \"why_it_matched\": \"Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 23 days ago; returned by 1 query variant(s), best GitHub rank 8. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; Ta\"\n    }\n  ],\n  \"unique_candidates_evaluated\": 28,\n  \"errors\": [],\n  \"message\": null,\n  \"retry_after_seconds\": null,\n  \"coverage\": {\n    \"bounded\": true,\n    \"truncated\": false,\n    \"repositories_per_query\": 30,\n    \"queries_completed\": 2,\n    \"queries_failed\": 0,\n    \"queries_skipped\": 1,\n    \"query_budget\": 2,\n    \"bounded_plan_complete\": true,\n    \"results_skipped\": 25,\n    \"unretrieved_results\": 0,\n    \"note\": \"Counts refer to deduplicated retrieved projects, not all of GitHub. Metadata-only lexical ranking; no candidate has been run or tested.\"\n  },\n  \"notes\": [\n    \"Unauthenticated mode: at most 2 search variants per call; set GITHUB_TOKEN for complete searches. Shared-IP quota still applies.\"\n  ]\n}",
              "type": "text"
            }
          ],
          "isError": false,
          "structuredContent": {
            "verdict": {
              "closest_match": {
                "name": "TayHCode/cdpidletabs",
                "url": "https://github.com/TayHCode/cdpidletabs"
              },
              "plausible_candidates": 0,
              "adjacent_candidates": 25,
              "recommendation": "inconclusive",
              "reasoning": "Required behavior or constraints are unverified: terminal. Inspect README and test those requirements; broaden queries before choosing a base. None of these is a terminal tool according to retrieved metadata in the top relevance group; terminal/CLI support is unverified. tied with 14 <email>; TayHCode/cdpidletabs wins by more recent push.",
              "provisional": true,
              "search_complete": true
            },
            "warnings": [],
            "candidates": [
              {
                "name": "TayHCode/cdpidletabs",
                "url": "https://github.com/TayHCode/cdpidletabs",
                "stars": 0,
                "last_push": "2026-10-15T16:44:40Z",
                "license": "MIT",
                "relevance_score": 0.54,
                "idea_term_coverage": 1.0,
                "missing_key_terms": [],
                "missing_constraints": [
                  "terminal"
                ],
                "why_it_matched": "Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 6 days ago; returned by 1 query variant(s), best GitHub rank 13. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; Ta"
              },
              {
                "name": "fanioz/tutupen",
                "url": "https://github.com/fanioz/tutupen",
                "stars": 0,
                "last_push": "2026-10-07T12:47:26Z",
                "license": "MIT",
                "relevance_score": 0.54,
                "idea_term_coverage": 1.0,
                "missing_key_terms": [],
                "missing_constraints": [
                  "terminal"
                ],
                "why_it_matched": "Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 14 days ago; returned by 1 query variant(s), best GitHub rank 21. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; T"
              },
              {
                "name": "RealUnfazed/Chrome-TabTidy",
                "url": "https://github.com/RealUnfazed/Chrome-TabTidy",
                "stars": 0,
                "last_push": "2026-09-28T10:41:29Z",
                "license": "MIT",
                "relevance_score": 0.54,
                "idea_term_coverage": 1.0,
                "missing_key_terms": [],
                "missing_constraints": [
                  "terminal"
                ],
                "why_it_matched": "Strong core match; Core terms: 4/4 (browser, close, idle, tab); 0 stars, push 23 days ago; returned by 1 query variant(s), best GitHub rank 8. Cautions: reuse floor unverified: needs at least 25 stars and a push within 365 days; hard constraints unverified: terminal. tied with 14 <email>; Ta"
              }
            ],
            "unique_candidates_evaluated": 28,
            "errors": [],
            "message": null,
            "retry_after_seconds": null,
            "coverage": {
              "bounded": true,
              "truncated": false,
              "repositories_per_query": 30,
              "queries_completed": 2,
              "queries_failed": 0,
              "queries_skipped": 1,
              "query_budget": 2,
              "bounded_plan_complete": true,
              "results_skipped": 25,
              "unretrieved_results": 0,
              "note": "Counts refer to deduplicated retrieved projects, not all of GitHub. Metadata-only lexical ranking; no candidate has been run or tested."
            },
            "notes": [
              "Unauthenticated mode: at most 2 search variants per call; set GITHUB_TOKEN for complete searches. Shared-IP quota still applies."
            ]
          }
        },
        "tool_result_checked": true,
        "scope": "product operation"
      }
    }
  ],
  "safety": {
    "version": "z2x-1",
    "rules_version": "z2x-1",
    "summary": "Review signals: 2 known vulnerability.",
    "findings": [
      {
        "kind": "known-vulnerability",
        "count": 2,
        "note": "OSV reports a known vulnerability in this dependency version.",
        "location_count": 1,
        "path": "certifi"
      }
    ],
    "context": [],
    "limitations": [
      "A short run cannot establish that code is safe.",
      "Connections show IP addresses; proxies can hide the final hostname.",
      "Tracing covers dispatched commands and their children, not the whole OS; guest root can interfere with tracing.",
      "windows behavior observation needs an OS-native file/network/process collector; only the static scan ran.",
      "No Linux syscall trace was collected."
    ],
    "static": {
      "dependency_note": "OSV scanned supported lockfiles; unpinned dependencies and unsupported formats are outside this check."
    },
    "evidence_url": "/safety/?run=TayHCode--search-first-gpt-6-luna-1792615193355908408",
    "evidence_file": "/data/safety/TayHCode--search-first-gpt-6-luna-1792615193355908408.json.gz"
  },
  "agent_execution": "native_agent",
  "agent_runtime": "codex",
  "agent_runtime_version": "codex-cli 0.163.0",
  "tool_transport": "mcp-assigned-vm",
  "platform": "windows",
  "reasoning": "low",
  "service_tier": "standard",
  "resources": {
    "cpus": 2,
    "memory_mib": 4096,
    "disk_mib": 32768
  },
  "native_tool_calls": 14,
  "native_bundle": null,
  "architecture": null,
  "backend": "hyperv",
  "platform_details": {
    "backend": "hyperv",
    "os": "windows"
  },
  "platform_conflicts": null,
  "sandbox_source": null,
  "source_pin": {
    "commit": "2b7c5fd54b96bdd2a736eb2ae25db35d2cb71d7d",
    "url": "https://github.com/TayHCode/search-first"
  },
  "purpose": "initial",
  "profile": {
    "model": "gpt-6-luna",
    "reasoning": "low"
  },
  "fault": {
    "owner": null,
    "status": "resolved",
    "reason": null
  },
  "fix_id": null,
  "verifies_run_id": null,
  "hosting": null,
  "operation_scope": "product operation",
  "tool_calls": 14,
  "guest_setup": null,
  "runtime": null,
  "runtime_version": null,
  "runtime_revision": null,
  "source_revision": null,
  "evidence_version": null,
  "failure_origin": null,
  "evidence_strength": "readme_checked",
  "works": "yes",
  "install_s": null,
  "first_use_s": null,
  "mcp": "local",
  "needs": [],
  "needs_which": null,
  "agent_interface": [
    "mcp"
  ],
  "license": "MIT",
  "repo_url": "https://github.com/TayHCode/search-first",
  "cost_to_try": "free",
  "hardware": null,
  "what_failed": null,
  "local_or_hosted": "local",
  "cycle_checks": [
    {
      "kind": "cycle",
      "claim": "Scheduled or looping main behavior",
      "source": "repository entry points",
      "input": "source inspection",
      "expected": "identify the product trigger",
      "verdict": "yes",
      "outcome": "README describes a request driven MCP server; inspected src entry points, no scheduler or recurring cycle.",
      "evidence": "README describes a request driven MCP server; inspected src entry points, no scheduler or recurring cycle.",
      "command": ""
    }
  ],
  "claims": [
    {
      "kind": "claim",
      "claim": "Unauthenticated responses explain the two-variant budget and token option.",
      "source": "Every unauthenticated response includes a `notes` entry explaining",
      "input": "{\"tool\": \"search_existing\", \"arguments\": {\"idea\": \"a command line tool that closes idle Chrome tabs automatically\", \"queries\": [\"chrome idle tab close\", \"CLI close inactive tabs\"], \"limit\": 3}}",
      "expected": "set GITHUB_TOKEN for complete searches",
      "command": "'C:\\coldpass\\python\\Scripts\\uvx.exe' --python 3.12 --from . search-first tools/call {\"tool\": \"search_existing\", \"arguments\": {\"idea\": \"a command line tool that closes idle Chrome tabs automatically\", \"queries\": [\"chrome idle tab close\", \"CLI close inactive tabs\"], \"limit\": 3}}",
      "verdict": "yes",
      "outcome": "Real input produced the expected result: set GITHUB_TOKEN for complete searches",
      "evidence": "set GITHUB_TOKEN for complete searches. Shared-IP quota still applies.\\\"\\n  ]\\n}\", \"type\": \"text\"}], \"isError\": false, \"structuredContent\": {\"verdict\": {\"closest_match\": {\"name\": \"TayHCode/cdpidletabs\", \"url\": \"https://github.com/TayHCode/cdpidletabs\"}, \"plausible_candidates\": 0, \"adjacent_candidates\": 25, \"recommendation\": \"inconclusive\", \"reasoning\": \"Required behavior or constraints are unverified: terminal. Inspect README and test those requirements; broaden queries before choosing a base. None of these is a terminal tool according to retrieved metadata in the top relevance group; terminal",
      "source_checked": true,
      "source_file": "README.md"
    }
  ],
  "claims_note": null,
  "example_checks": [
    {
      "kind": "example",
      "claim": "Documented help command verifies installation without credentials.",
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      "input": "--help",
      "command": "'C:\\coldpass\\python\\Scripts\\uvx.exe' --python 3.12 --from . search-first --help",
      "evidence": "      SEARCH_FIRST_AUTH_TOKEN (only behind a trusted\r\n                        gateway)\r\n  --rank-weights RANK_WEIGHTS\r\n                        Ranking weights as name=value,... over the defaults\r\n                        (or SEARCH_FIRST_RANK_WEIGHTS); names: idea_match,\r\n                        query_match, github_rank, variant_agreement,\r\n                        freshness, stars\r\n  --overall-weights OVERALL_WEIGHTS\r\n                        Compare blend weights as name=value,... (or\r\n                        SEARCH_FIRST_OVERALL_WEIGHTS); names: fit,\r\n                        maintenance, stars",
      "deferred": false,
      "expected": "usage help for the installed CLI",
      "returncode": 0,
      "verdict": "yes",
      "outcome": "command completed successfully"
    }
  ],
  "does_what_it_says": "yes",
  "maintenance": {
    "last_commit_at": "2026-10-15T16:25:15Z",
    "commits_90d": 9,
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    "open_issues": 0,
    "open_prs": 0,
    "reply_share": null,
    "reply_threads": 0,
    "median_reply_hours": null,
    "last_release_at": null,
    "archived": false,
    "verdict": "maintained",
    "note": "actively maintained: last commit 6 days ago; 9 commits and 2 merged PRs in 90 days; 0 open issues, 0 open PRs; no releases"
  },
  "maintenance_verdict": "maintained",
  "maintenance_note": "actively maintained: last commit 6 days ago; 9 commits and 2 merged PRs in 90 days; 0 open issues, 0 open PRs; no releases",
  "maintained": "active",
  "maintained_note": "last commit 6 days ago",
  "last_commit_at": "2026-10-15T16:44:45Z",
  "last_release_at": null,
  "open_issues": null,
  "answered_issues": null,
  "platforms_claimed": [
    "linux",
    "mac",
    "windows"
  ],
  "topic": "mcp-server",
  "agent_interfaces": [
    {
      "interface": "mcp",
      "evidence": "independent checker",
      "observed": true,
      "operation_checked": true
    }
  ],
  "agent_interfaces_note": "README metadata is a discovery hint, not pinned documentation proof. Observed interfaces were exercised in this run. An empty list means unknown.",
  "mcp_context": {
    "tool_count": 3,
    "schema_bytes": 4129,
    "tokens_approx": 1033,
    "estimate_method": "ceil(compact UTF-8 tools/list JSON bytes / 4)",
    "scope": "returned tools/list page only; excludes client framing and tool results"
  },
  "tested_at": "2026-10-21T20:43:25.805471+00:00",
  "tested_commit": "2b7c5fd54b96bdd2a736eb2ae25db35d2cb71d7d",
  "tested_with": {
    "agent": "codex",
    "agent_version": "codex-cli 0.163.0",
    "model": "gpt-6-luna",
    "model_route": "gpt-6-luna",
    "reasoning": "low",
    "os": "windows",
    "backend": "hyperv",
    "transport": "mcp-assigned-vm"
  },
  "setup_identity": {
    "repo": "TayHCode/search-first",
    "source": "https://github.com/TayHCode/search-first",
    "commit": "2b7c5fd54b96bdd2a736eb2ae25db35d2cb71d7d",
    "source_revision": null,
    "os": "windows",
    "architecture": null,
    "backend": "hyperv",
    "model": "gpt-6-luna",
    "model_version": "gpt-6-luna",
    "agent_execution": "native_agent",
    "agent_runtime": "codex",
    "agent_runtime_version": "codex-cli 0.163.0",
    "tool_transport": "mcp-assigned-vm",
    "runtime": null,
    "runtime_version": null,
    "runtime_revision": null,
    "sandbox_source": null,
    "guest_setup": null,
    "source_pin": {
      "commit": "2b7c5fd54b96bdd2a736eb2ae25db35d2cb71d7d",
      "url": "https://github.com/TayHCode/search-first"
    },
    "platform_details": {
      "os": "windows",
      "backend": "hyperv"
    },
    "platform_conflicts": null,
    "reasoning": "low",
    "service_tier": "standard",
    "resources": {
      "cpus": 2,
      "memory_mib": 4096,
      "disk_mib": 32768
    },
    "operation": "Installed and launched the documented search-first MCP server; called search_existing for idle Chrome tab tools.",
    "operation_scope": "product operation",
    "hosting": null,
    "kind": "mcp",
    "test_version": "readme-e7675e4c6e05f132c0a8b096a3f6b47fac68d566e8b8573cc5c429e61289127f",
    "evidence_version": null
  },
  "other_model": null,
  "other_run_id": null,
  "models_agree": null,
  "furthest_model": null,
  "transcript_url": "/transcripts/TayHCode--search-first-gpt-6-luna-1792615193355908408.txt",
  "report_url": "/reports/TayHCode--search-first-gpt-6-luna-1792615193355908408.json"
}