{
  "run_id": "seixas-research--mandacaru-claude-haiku-5-5-1793178295263452211",
  "date": "2026-10-28T09:12:00.257096+00:00",
  "repo": "seixas-research/mandacaru",
  "kind": "repo",
  "source": "https://github.com/seixas-research/mandacaru",
  "commit": "241d68824028332a7bf2c87c7a0e916829633d50",
  "model": "claude-haiku-5-5",
  "model_version": "claude-haiku-5-5",
  "test_version": "readme-2d57868128a84902c09a58991c46c5fe288928e55b1de8282ab5003e13159c2f",
  "pass": null,
  "outcome": "unverified",
  "time_to_working_s": null,
  "total_s": 424.99358320236206,
  "steps": [
    "cd <guest-path> && ls -la && cat README.md | head -c 6000; echo; python3 --version; echo $CDP_URL $<env-var>",
    "cd <guest-path> && ls .coldpass; which uv cargo rustc git gcc pip3 2>&1; cat /etc/os-release | head -3; ls /usr/bin/python3* ; sudo -n true && echo SUDO_OK; curl -s -m 10 $CDP_URL/json/version; echo \" rc=$?\"",
    "cd <guest-path> && git init -q 2>&1; git remote add origin https://github.com/seixas-research/mandacaru 2>&1; git fetch --depth 1 origin 241d68824028332a7bf2c87c7a0e916829633d50 2>&1 | tail -3; git reset --mixed FETCH_HEAD 2>&1; git log --oneline -1; git status --short | head; uv python install 3.14 2>&1 | tail -3",
    "cd <guest-path> && PY=$(uv python find 3.14) && echo $PY && uv venv -p $PY <guest-path> 2>&1 | tail -2 && cargo --version && rustc --version && <guest-path> --version",
    "cd <guest-path> && <guest-path> -m pip --version 2>&1 | tail -1; timeout 7000 <guest-path> -m pip install <guest-path> 2>&1 | tail -25",
    "cd <guest-path> && <guest-path> -m ensurepip -q 2>&1 | tail -2; <guest-path> -m pip --version; (timeout 7000 <guest-path> -m pip install <guest-path> > <guest-path> 2>&1; echo EXIT=$?) ; tail -25 <guest-path>",
    "cd <guest-path> && <guest-path> -m ensurepip 2>&1 | tail -3; <guest-path> -m pip --version",
    "cd <guest-path> && (timeout 7000 <guest-path> -m pip install <guest-path> > <guest-path> 2>&1; echo EXIT=$?); tail -30 <guest-path> | cut -c1-400",
    "grep -n -i -E \"error|requires|rustc|edition|warning: unused\" <guest-path> | head -20 | cut -c1-400; grep -n -E \"rust-version|edition\" <guest-path>",
    "cd <guest-path> && (curl -sSf https://sh.rustup.rs | sh -s -- -y --profile minimal --default-toolchain stable > <guest-path> 2>&1; echo EXIT=$?); tail -3 <guest-path>; <guest-path> --version 2>&1 || ls ~/.cargo/bin",
    "echo HOME=$HOME; ls $HOME/.cargo/bin 2>&1 | head; $HOME/.cargo/bin/cargo --version && $HOME/.cargo/bin/rustc --version",
    "wc -l <guest-path>; head -20 <guest-path> | cut -c1-200; echo ...; grep -n -i -E \"rustup|install|toolchain|error\" <guest-path> | head -20 | cut -c1-200; which rustup",
    "export PATH=<host-path>; cargo --version && rustc --version && cd <guest-path> && (timeout 7000 <guest-path> -m pip install <guest-path> > <guest-path> 2>&1; echo EXIT=$?); tail -4 <guest-path> | cut -c1-300",
    "ls -la <host-path> 2>&1 | head -5; ls -d <host-path> <guest-path> 2>&1; find / -name cargo -type f -path \"*bin*\" 2>/dev/null | head",
    "export PATH=<guest-path>; cargo --version && rustc --version && cd <guest-path> && (timeout 7000 <guest-path> -m pip install <guest-path> > <guest-path> 2>&1; echo EXIT=$?); tail -4 <guest-path> | cut -c1-300",
    "cd <guest-path> && grep -n -A4 -E \"scripts|project.entry|\\[project.optional\" pyproject.toml | head -40; ls src/mandacaru; ls examples | head -40; <guest-path> --help 2>&1 | head -5",
    "mkdir -p <guest-path> && cat > <guest-path> <<'EOF'\nimport numpy as np\nfrom mandacaru import Geometry, Mandacaru\n\ngeometry = Geometry((1, 1), np.array([[2.5,2.5,2.13], [2.5,2.5,2.87]]), np.eye(3)*5)\nwith Mandacaru(method=\"dft\", xc=\"pbe\", grid_spacing=.35,\n               resources={\"threads\": 2}) as calculation:\n    result = calculation.run(geometry)\n    print(result.optimal_energy)  # eV\n    print(result.forces())       # eV/angstrom\nEOF\ncd <guest-path> && time timeout 1500 <guest-path> -I <guest-path> 2>&1 | tail -15 | cut -c1-400",
    "cd <guest-path> && <guest-path> --help 2>&1 | cut -c1-200; grep -n -i \"mandacaru\\b\" <guest-path> 2>/dev/null | grep -i \"cli\\|command\" | head -5",
    "cd <guest-path> && wc -l src/mandacaru/cli.py && grep -n -E \"def |json|output|print|geometry\" src/mandacaru/cli.py | head -80 | cut -c1-180",
    "cd <guest-path> && grep -n -A14 \"class Geometry\" src/mandacaru/structure.py | cut -c1-160 | head -40",
    "mkdir -p <guest-path> <guest-path> && cat > <guest-path> <<'EOF'\n{\"numbers\": [1, 1], \"positions\": [[2.5, 2.5, 2.13], [2.5, 2.5, 2.87]], \"cell\": [[5, 0, 0], [0, 5, 0], [0, 0, 5]]}\nEOF\ncd <guest-path> && <guest-path> --method dft --xc pbe --grid-spacing 0.35 --threads 2 --forces <guest-path> 2>&1 | head -60 | cut -c1-200; echo rc=${PIPESTATUS[0]}",
    "cd <guest-path> && ls examples | head -40; ls examples/dft 2>/dev/null; grep -rn -l -i -E \"cron|schedule|webhook|--once|--now\" src scripts docs/source 2>/dev/null | head -5; echo ---; ls docs/source | head -30",
    "cd <guest-path> && (timeout 900 <guest-path> scripts/check_architecture.py > <guest-path> 2>&1; echo ARCH_EXIT=$?); tail -5 <guest-path> | cut -c1-300; <guest-path> -m pip show pytest >/dev/null 2>&1 || <guest-path> -m pip install -q pytest 2>&1 | tail -2; (timeout 900 <guest-path> -m pytest -q test/architecture > <guest-path> 2>&1; echo PYTEST_EXIT=$?); tail -4 <guest-path> | cut -c1-300",
    "cd <guest-path> && wc -l examples/dft/01_dft_h2o_functionals.py && head -30 examples/dft/01_dft_h2o_functionals.py | cut -c1-160; grep -n \"argv\\|argparse\\|--out\\|savefig\\|open(\" examples/dft/01_dft_h2o_functionals.py | head",
    "cd <guest-path> && (timeout 900 <guest-path> -m pip install \"mandacaru[ase]\" > <guest-path> 2>&1; echo INST_EXIT=$?); tail -2 <guest-path> | cut -c1-200",
    "cd <guest-path> && <guest-path> -m pip show mandacaru | head -3; <guest-path> -c \"import mandacaru,sys;print(mandacaru.__file__)\" ; cd <guest-path> && time (timeout 1500 <guest-path> <guest-path> > <guest-path> 2>&1; echo EX_EXIT=$?); tail -6 <guest-path> | cut -c1-300",
    "cd <guest-path> && grep -rn \"class Mandacaru\\b\" src/mandacaru | head -3; f=$(grep -rln \"class Mandacaru\\b\" src/mandacaru | head -1); grep -n -A22 \"class Mandacaru\\b\" $f | grep -n \"def __init__\\|: \\|=\" | head -30 | cut -c1-160",
    "cd <guest-path> && sed -n 59,66p src/mandacaru/calculation.py | cut -c1-160; grep -rn \"vdw\" src/mandacaru/calculation.py | head -3",
    "cd <guest-path> && for f in examples/dft/0[2-7]*.py; do timeout 120 <guest-path> $f > <guest-path> $f .py).log 2>&1; echo \"$f rc=$? last=$(tail -1 <guest-path> $f .py).log | cut -c1-150)\"; done",
    "cd <guest-path> && cat > probe.json <<'EOF'\n{\"kind\":\"cli\",\"argv\":[\"<guest-path>\",\"--method\",\"dft\",\"--xc\",\"pbe\",\"--grid-spacing\",\"0.35\",\"--threads\",\"2\",\"--forces\",\"<guest-path>\"],\"cwd\":\"<guest-path>\",\"expected_text\":\"\\\"energy_ev\\\": -26.494814943554836\"}\nEOF\ncat > claims.json <<'EOF'\n[{\"kind\":\"claim\",\"claim\":\"Molecular calculations accept standalone geometry values without ASE: the CLI reads a plain JSON geometry and returns the DFT energy in eV.\",\"source\":\"README.md\",\"input\":\"<guest-path>\",\"expected\":\"DFT energy of H2 in eV\",\"probe_kind\":\"cli\",\"argv\":[\"<guest-path>\",\"--method\",\"dft\",\"--xc\",\"pbe\",\"--grid-spacing\",\"0.35\",\"--threads\",\"2\",\"--forces\",\"<guest-path>\"],\"cwd\":\"<guest-path>\",\"expected_text\":\"\\\"energy_ev\\\": -26.494814943554836\"}]\nEOF\npython3 -I -c \"import json;json.load(open('probe.json'));json.load(open('claims.json'));print('ok')\"",
    "cd <guest-path> && cat > claims.json <<'EOF'\n[{\"kind\":\"claim\",\"claim\":\"Molecular calculations accept standalone geometry values without ASE: the CLI reads a plain JSON geometry and returns the DFT energy in eV.\",\"source\":\"accept standalone geometry values and do not require ASE.\",\"input\":\"<guest-path>\",\"expected\":\"DFT energy of H2 in eV\",\"probe_kind\":\"cli\",\"argv\":[\"<guest-path>\",\"--method\",\"dft\",\"--xc\",\"pbe\",\"--grid-spacing\",\"0.35\",\"--threads\",\"2\",\"--forces\",\"<guest-path>\"],\"cwd\":\"<guest-path>\",\"expected_text\":\"\\\"energy_ev\\\": -26.494814943554836\"}]\nEOF\ncat > examples.json <<'EOF'\n[{\"kind\":\"example\",\"claim\":\"Local architecture check from README Local checks passes\",\"source\":\"README.md Local checks\",\"input\":\"scripts/check_architecture.py\",\"expected\":\"Architecture checks passed\",\"argv\":[\"<guest-path>\",\"scripts/check_architecture.py\"],\"cwd\":\"<guest-path>\",\"env\":{},\"expected_text\":\"Architecture checks passed\"},{\"kind\":\"example\",\"claim\":\"Repo DFT example examples/dft/01 (H2O functionals, requires ase extra)\",\"source\":\"examples/dft/01_dft_h2o_functionals.py\",\"input\":\"none\",\"expected\":\"energies printed for lda/pbe/r2scan\",\"argv\":[\"<guest-path>\",\"examples/dft/01_dft_h2o_functionals.py\"],\"cwd\":\"<guest-path>\",\"env\":{},\"expected_text\":\"E = \"}]\nEOF\ncat > cycles.json <<'EOF'\n{\"detected\":false,\"checks\":[],\"reason\":\"Inspected README.md, pyproject.toml scripts (only mandacaru.cli:main), src/mandacaru/cli.py and grep for cron/schedule/webhook/--once/--now in src, scripts and docs. The only matches were serialization, logging and a time-evolution workflow, none of which is a product scheduler, loop or webhook trigger. No product cycle exists.\"}\nEOF\npython3 -I -c \"import json;[json.load(open(f)) for f in ['claims.json','examples.json','cycles.json','probe.json']];print('ok')\"",
    "cd <guest-path> && <env-var>=<guest-path> timeout 3000 python3 -I <guest-path> --validate --replay > <guest-path> 2>&1; echo EXIT=$?; tail -c 3000 <guest-path>",
    "head -c 1200 <guest-path>; echo; grep -o '\"valid\": [a-z]*' <guest-path> | head -3; grep -o '\"preflight[^,]*' <guest-path> | head -3",
    "cd <guest-path> && cat > report.json <<'EOF'\n{\"outcome\":\"working\",\"fault_owner\":\"repo\",\"operation\":\"Build mandacaru from the pinned source and run a DFT (PBE) energy and forces calculation for H2 through the Python API from the README and the mandacaru CLI.\",\"operation_scope\":\"Linux x86_64 guest, Python 3.14.9 venv at <guest-path>, Rust 1.99.1 via rustup (system Cargo 1.75 too old for rust-version 1.85), pinned commit 241d68824028332a7bf2c87c7a0e916829633d50, optional ase extra installed for examples. No browser or credentials needed; CDP endpoint http://<internal-ip>:9226/json/version returned HTTP 200 (Chrome 155) but no browser operation was run.\",\"steps\":[\"git init; git remote add origin https://github.com/seixas-research/mandacaru; git fetch --depth 1 origin 241d68824028332a7bf2c87c7a0e916829633d50; git reset --mixed FETCH_HEAD\",\"uv python install 3.14; uv venv -p 3.14 <guest-path>; python -m ensurepip\",\"python -m pip install <guest-path> (after installing rustup stable, rust-version 1.85 needed)\",\"python -I readme example (Mandacaru(method=dft, xc=pbe, grid_spacing=.35, resources threads 2), prints optimal_energy and forces)\",\"mandacaru --method dft --xc pbe --grid-spacing 0.35 --threads 2 --forces geometry.json\",\"python -m pip install mandacaru[ase]\",\"python scripts/check_architecture.py; python -m pytest test/architecture (29 tests)\"],\"deviations\":[\"System Cargo 1.75 could not parse the v4 Cargo.lock and the build needed rust-version 1.85; installed rustup stable 1.99.1 and used it via PATH. rustup placed files under <guest-path> because of a HOME/euid mismatch.\",\"uv venv has no pip; bootstrapped with python -m ensurepip.\",\"Installed the ase extra with python -m pip install mandacaru[ase] for the DFT examples; this does not replace the local source build (version 26.10.39 kept).\",\"README has no MCP server; the product entry point used is the documented mandacaru CLI plus the README Python API.\",\"Repo DFT examples fail: examples/dft/01 uses Mandacaru(vdw=...) which the current API does not accept (TypeError); 05 uses paw_dataset, 06 precision, 07 atoms (all TypeError); 02, 03, 04 raise NotImplementedError (molecular PAW / periodic PAW-LCAO setup not migrated to native interface). These are example/API drift or documented unmigrated models, not fixed by us (no source edits).\"],\"stuck_step\":null,\"main_blocker\":null,\"plain_failure\":\"The core README calculation works. The repository's own DFT example scripts in examples/dft are out of sync with the current Mandacaru API or hit unmigrated native PAW paths, so examples/dft/01 fails with TypeError (unexpected keyword 'vdw') and the other six examples fail as listed in deviations. This is why the checker reports valid=false.\",\"suggested_fix\":\"Update examples/dft/*.py to the current Mandacaru constructor (remove vdw/paw_dataset/precision/atoms or use the supported arguments) and either finish the native PAW migration or mark those examples as unsupported in the README/docs.\"}\nEOF\npython3 -I -c \"import json;json.load(open('report.json'));print('ok')\"; cd <guest-path> && git status --short | head"
  ],
  "stuck_step": "<guest-path> --method dft --xc pbe --grid-spacing 0.35 --threads 2 --forces <guest-path>",
  "error_excerpt": "The saved checks do not fully confirm documented product behavior.",
  "what_it_did": "Build mandacaru from the pinned source and run a DFT (PBE) energy and forces calculation for H2 through the Python API from the README and the mandacaru CLI.",
  "suggested_fix": "Update examples/dft/*.py to the current Mandacaru constructor (remove vdw/paw_dataset/precision/atoms or use the supported arguments) and either finish the native PAW migration or mark those examples as unsupported in the README/docs.",
  "tokens_in": 760783,
  "tokens_out": 18310,
  "cost_usd": 0.023895080000000006,
  "usage_complete": true,
  "checks": [
    {
      "check": "operation",
      "status": "PASS",
      "details": {
        "working": false,
        "argv": [
          "<guest-path>",
          "--method",
          "dft",
          "--xc",
          "pbe",
          "--grid-spacing",
          "0.35",
          "--threads",
          "2",
          "--forces",
          "<guest-path>"
        ],
        "kind": "cli",
        "returncode": 0,
        "stdout": "{\n  \"energy_ev\": -26.494814943554836,\n  \"converged\": true,\n  \"method\": \"dft\",\n  \"forces_ev_per_angstrom\": [\n    [\n      -1.9251012510683588e-14,\n      -2.184216994519283e-14,\n      -15.696066016081502\n    ],\n    [\n      -2.5387514868797373e-14,\n[excerpt truncated]",
        "stderr": "",
        "needs_credentials": false,
        "needs_browser": false,
        "scope": "product operation"
      }
    }
  ],
  "safety": {
    "version": "z2x-1",
    "rules_version": "z2x-1",
    "summary": "Review signals: 1 connection review, 1 encoded blob, 1 known vulnerability. 1 static matches retained as context.",
    "expected": "Reviewed as expected for a test run: attempted writes that failed, so nothing was written; package managers (cargo) downloaded dependencies over HTTPS; wrote only to its own open file handles.",
    "findings": [
      {
        "kind": "connection-review",
        "count": 1,
        "note": "Repository processes attempted these non-loopback connections; proxies can hide the final hostname.",
        "location_count": 8,
        "process_count": 1,
        "processes": [
          {
            "address": "2a04:4e42:200::223:443",
            "executable": "<guest-path>",
            "owner": "repo",
            "pid": "4307",
            "source": "tests"
          }
        ]
      },
      {
        "kind": "encoded-blob",
        "count": 1,
        "note": "Source contains encoded blob; review its purpose.",
        "location_count": 1,
        "path": "src/mandacaru/integrals/libmandacaru_integrals.dylib"
      },
      {
        "kind": "known-vulnerability",
        "count": 1,
        "note": "OSV reports a known vulnerability in this dependency version.",
        "location_count": 1,
        "path": "paste"
      }
    ],
    "context": [
      {
        "kind": "hardcoded-secret",
        "count": 1,
        "note": "Gitleaks found a possible hardcoded secret; value withheld.",
        "location_count": 1,
        "path": "test/migration/native_cutover/validation.json"
      }
    ],
    "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."
    ],
    "static": {
      "dependency_note": "OSV scanned supported lockfiles; unpinned dependencies and unsupported formats are outside this check."
    },
    "evidence_url": "/safety/?run=seixas-research--mandacaru-claude-haiku-5-5-1793178295263452211",
    "evidence_file": "/data/safety/seixas-research--mandacaru-claude-haiku-5-5-1793178295263452211.json.gz"
  },
  "agent_execution": "native_agent",
  "agent_runtime": "claude-code",
  "agent_runtime_version": "2.1.310 (Claude Code)",
  "tool_transport": "mcp-assigned-vm",
  "platform": "linux",
  "reasoning": "low",
  "service_tier": null,
  "resources": {
    "cpus": 2,
    "memory_mib": 4096,
    "disk_mib": 32768
  },
  "native_tool_calls": 34,
  "native_bundle": null,
  "architecture": null,
  "backend": "hyperv",
  "platform_details": {
    "backend": "hyperv",
    "os": "linux"
  },
  "platform_conflicts": null,
  "sandbox_source": null,
  "source_pin": {
    "commit": "241d68824028332a7bf2c87c7a0e916829633d50",
    "url": "https://github.com/seixas-research/mandacaru"
  },
  "purpose": "initial",
  "profile": {
    "model": "claude-haiku-5-5",
    "reasoning": "low"
  },
  "fault": {
    "owner": "repo",
    "status": "diagnosed",
    "reason": "The saved checks do not fully confirm documented product behavior."
  },
  "fix_id": null,
  "verifies_run_id": null,
  "hosting": null,
  "operation_scope": "product operation",
  "tool_calls": 34,
  "guest_setup": null,
  "runtime": null,
  "runtime_version": null,
  "runtime_revision": null,
  "source_revision": null,
  "evidence_version": null,
  "failure_origin": null,
  "evidence_strength": "partly_checked",
  "works": "untested",
  "install_s": null,
  "first_use_s": null,
  "mcp": "none",
  "needs": [],
  "needs_which": null,
  "agent_interface": [
    "cli"
  ],
  "license": "MIT",
  "repo_url": "https://github.com/seixas-research/mandacaru",
  "cost_to_try": null,
  "hardware": null,
  "what_failed": "The saved checks do not fully confirm documented product behavior.",
  "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": "Inspected README.md, pyproject.toml scripts (only mandacaru.cli:main), src/mandacaru/cli.py and grep for cron/schedule/webhook/--once/--now in src, scripts and docs. The only matches were serialization, logging and a time-evolution workflow, none of which is a product scheduler, loop or webhook trigger. No product cycle exists.",
      "evidence": "Inspected README.md, pyproject.toml scripts (only mandacaru.cli:main), src/mandacaru/cli.py and grep for cron/schedule/webhook/--once/--now in src, scripts and docs. The only matches were serialization, logging and a time-evolution workflow, none of which is a product scheduler, loop or webhook trigger. No product cycle exists.",
      "command": ""
    }
  ],
  "claims": [
    {
      "kind": "claim",
      "claim": "Molecular calculations accept standalone geometry values without ASE: the CLI reads a plain JSON geometry and returns the DFT energy in eV.",
      "source": "accept standalone geometry values and do not require ASE.",
      "input": "<guest-path>",
      "expected": "DFT energy of H2 in eV",
      "command": "<guest-path> --method dft --xc pbe --grid-spacing 0.35 --threads 2 --forces <guest-path>",
      "verdict": "yes",
      "outcome": "Real input produced the expected result: \"energy_ev\": -26.494814943554836",
      "evidence": "\u2026\"energy_ev\": -26.494814943554836,\n  \"converged\": true,\n  \"method\": \"dft\",\n  \"forces_ev_per_angstrom\": [\n    [\n      -1.9251012510683588e-14,\n      -2.184216994519283e-14,\n      -15.696066016081502\n    ],\n    [\n      -2.5387514868797373e-14,\n      -2.476174576382835e-14,\n      15.696066016081542\n    ]\n  ]\n}\n",
      "returncode": 0,
      "source_checked": true,
      "source_file": "README.md"
    }
  ],
  "claims_note": null,
  "example_checks": [
    {
      "kind": "example",
      "claim": "Local architecture check from README Local checks passes",
      "source": "README.md Local checks",
      "input": "scripts/check_architecture.py",
      "command": "<guest-path> scripts/check_architecture.py",
      "evidence": "Architecture checks passed",
      "deferred": false,
      "expected": "Architecture checks passed",
      "returncode": 0,
      "verdict": "yes",
      "outcome": "command completed successfully"
    },
    {
      "kind": "example",
      "claim": "Repo DFT example examples/dft/01 (H2O functionals, requires ase extra)",
      "source": "examples/dft/01_dft_h2o_functionals.py",
      "input": "none",
      "command": "<guest-path> examples/dft/01_dft_h2o_functionals.py",
      "evidence": "pass/workspace/examples/dft/01_dft_h2o_functionals.py\", line 9, in <module>\n    atoms.calc = Mandacaru(method=\"dft\",\n                 ~~~~~~~~~^^^^^^^^^^^^^^\n                           xc=xc,\n                           ^^^^^^\n                           vdw=vdw,\n                           ^^^^^^^^\n                           basis={\"name\": \"PAW-LCAO\", \"size\": \"DZP\"},\n                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n                           grid_spacing=0.2)\n                           ^^^^^^^^^^^^^^^^^\nTypeError: Mandacaru.__init__() got an unexpected keyword argument 'vdw'",
      "deferred": false,
      "expected": "energies printed for lda/pbe/r2scan",
      "returncode": 1,
      "verdict": "no",
      "outcome": "command output contains a crash diagnostic"
    }
  ],
  "does_what_it_says": "yes",
  "maintenance": {
    "last_commit_at": "2026-10-28T07:18:33Z",
    "commits_90d": 119,
    "merged_prs_90d": 0,
    "open_issues": 0,
    "open_prs": 0,
    "reply_share": null,
    "reply_threads": 0,
    "median_reply_hours": null,
    "last_release_at": "2026-10-26T16:52:50Z",
    "archived": false,
    "verdict": "maintained",
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    "resources": {
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    "operation": "Build mandacaru from the pinned source and run a DFT (PBE) energy and forces calculation for H2 through the Python API from the README and the mandacaru CLI.",
    "operation_scope": "product operation",
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  "transcript_url": "/transcripts/seixas-research--mandacaru-claude-haiku-5-5-1793178295263452211.txt",
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}
