{"type":"system","subtype":"init","cwd":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace","session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","tools":["Task","TaskOutput","Bash","Glob","Grep","ExitPlanMode","Read","Edit","Write","NotebookEdit","WebFetch","TodoWrite","WebSearch","TaskStop","AskUserQuestion","Skill","EnterPlanMode","EnterWorktree","ExitWorktree","CronCreate","CronDelete","CronList","ToolSearch","mcp__chrome-devtools__click","mcp__chrome-devtools__close_page","mcp__chrome-devtools__drag","mcp__chrome-devtools__emulate","mcp__chrome-devtools__evaluate_script","mcp__chrome-devtools__fill","mcp__chrome-devtools__fill_form","mcp__chrome-devtools__get_console_message","mcp__chrome-devtools__get_network_request","mcp__chrome-devtools__handle_dialog","mcp__chrome-devtools__hover","mcp__chrome-devtools__lighthouse_audit","mcp__chrome-devtools__list_console_messages","mcp__chrome-devtools__list_network_requests","mcp__chrome-devtools__list_pages","mcp__chrome-devtools__navigate_page","mcp__chrome-devtools__new_page","mcp__chrome-devtools__performance_analyze_insight","mcp__chrome-devtools__performance_start_trace","mcp__chrome-devtools__performance_stop_trace","mcp__chrome-devtools__press_key","mcp__chrome-devtools__resize_page","mcp__chrome-devtools__select_page","mcp__chrome-devtools__take_memory_snapshot","mcp__chrome-devtools__take_screenshot","mcp__chrome-devtools__take_snapshot","mcp__chrome-devtools__type_text","mcp__chrome-devtools__upload_file","mcp__chrome-devtools__wait_for","LSP"],"mcp_servers":[{"name":"chrome-devtools","status":"connected"},{"name":"claude.ai Google Calendar","status":"needs-auth"},{"name":"claude.ai Gmail","status":"needs-auth"}],"model":"claude-sonnet-4-6","permissionMode":"bypassPermissions","slash_commands":["update-config","debug","simplify","batch","loop","claude-api","test-driven-development","app-installer","release-notify-issues","cli-demo-recorder","readme-generator","compact","context","cost","heapdump","init","pr-comments","release-notes","review","security-review","extra-usage","insights"],"apiKeySource":"none","claude_code_version":"2.1.77","output_style":"default","agents":["general-purpose","statusline-setup","Explore","Plan","claude-code-guide"],"skills":["update-config","debug","simplify","batch","loop","claude-api","test-driven-development","app-installer","release-notify-issues","cli-demo-recorder","readme-generator"],"plugins":[{"name":"rust-analyzer-lsp","path":"~/.claude/plugins/rust-analyzer-lsp/1.0.0"}],"uuid":"ea8c498d-bdfd-4214-9fd4-069d5fd618a7","fast_mode_state":"off"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01SbfChz6hLc5ticusYcp814","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Let me write a TypeScript script to fetch the failed workflow runs and their job details using the gh-code library.","signature":"EpwCCkYICxgCKkDWw3wMDoCinnm52xcsN+oA87qOuuq+xv25F/1wVIewtGOTBcYChTChg7/RPUiRz2yrqtd+vTeJ3+wFjDGUzdJVEgzzV4SkndvngDdUoLMaDK64fPiDPqi4GivlmiIwa8CRblbhKS/lar/lbuxZRF9bHwCxxCQYHzptkgooC7w10YO2ReB8pnficvDN+l2HKoMB3nM+4saujqBHQHAi3Qp4n2pObkLTZuAwZGEIEikH25Q3AZ6yobNKwLkayTbPUAwoYMQDsbpCJBkEJxBz4kVSGfwqscB1HizDpjUZxP8t5CaSiqPGDJW7zefoA9E31yqbB7RaEtITvbUYxg4erKiEqI7l/AG5Gx4SC0pgSI/sjCsXxCkYAQ=="}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":0,"cache_read_input_tokens":16214,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"5a2774f8-8e1e-4f66-a0dd-3c47554985ef"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01SbfChz6hLc5ticusYcp814","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Y2f2E3jHdSkDhwa4YFPdFz","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":0,"cache_read_input_tokens":16214,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"00d80b03-3d8b-4dc0-8657-505b8903215c"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Y2f2E3jHdSkDhwa4YFPdFz","type":"tool_result","content":"     1→import { githubApi } from \"./exec.js\";\n     2→\n     3→export interface Run {\n     4→  databaseId: number;\n     5→  displayTitle: string;\n     6→  status: string;\n     7→  conclusion: string;\n     8→  workflowName: string;\n     9→  headBranch: string;\n    10→  event: string;\n    11→  createdAt: string;\n    12→}\n    13→\n    14→export interface RunDetail {\n    15→  databaseId: number;\n    16→  displayTitle: string;\n    17→  status: string;\n    18→  conclusion: string;\n    19→  workflowName: string;\n    20→  headBranch: string;\n    21→  jobs: Array<{\n    22→    name: string;\n    23→    status: string;\n    24→    conclusion: string;\n    25→  }>;\n    26→}\n    27→\n    28→export interface ListRunsOpts {\n    29→  limit?: number;\n    30→}\n    31→\n    32→/** List workflow runs for a repository. */\n    33→export function listRuns(repo: string, opts?: ListRunsOpts): Run[] {\n    34→  const [owner, name] = repo.split(\"/\");\n    35→  const perPage = opts?.limit ?? 30;\n    36→  const raw = githubApi<{\n    37→    workflow_runs: Array<{\n    38→      id: number;\n    39→      display_title: string;\n    40→      status: string;\n    41→      conclusion: string | null;\n    42→      name: string;\n    43→      head_branch: string;\n    44→      event: string;\n    45→      created_at: string;\n    46→    }>;\n    47→  }>(`/repos/${owner}/${name}/actions/runs?per_page=${perPage}`);\n    48→  return (raw.workflow_runs ?? []).map((r) => ({\n    49→    databaseId: r.id,\n    50→    displayTitle: r.display_title,\n    51→    status: r.status,\n    52→    conclusion: r.conclusion ?? \"\",\n    53→    workflowName: r.name,\n    54→    headBranch: r.head_branch,\n    55→    event: r.event,\n    56→    createdAt: r.created_at,\n    57→  }));\n    58→}\n    59→\n    60→/** View a single workflow run. */\n    61→export function viewRun(repo: string, id: number): RunDetail {\n    62→  const [owner, name] = repo.split(\"/\");\n    63→  const run = githubApi<{\n    64→    id: number;\n    65→    display_title: string;\n    66→    status: string;\n    67→    conclusion: string | null;\n    68→    name: string;\n    69→    head_branch: string;\n    70→  }>(`/repos/${owner}/${name}/actions/runs/${id}`);\n    71→  const jobsRaw = githubApi<{\n    72→    jobs: Array<{\n    73→      name: string;\n    74→      status: string;\n    75→      conclusion: string | null;\n    76→    }>;\n    77→  }>(`/repos/${owner}/${name}/actions/runs/${id}/jobs`);\n    78→  return {\n    79→    databaseId: run.id,\n    80→    displayTitle: run.display_title,\n    81→    status: run.status,\n    82→    conclusion: run.conclusion ?? \"\",\n    83→    workflowName: run.name,\n    84→    headBranch: run.head_branch,\n    85→    jobs: (jobsRaw.jobs ?? []).map((j) => ({\n    86→      name: j.name,\n    87→      status: j.status,\n    88→      conclusion: j.conclusion ?? \"\",\n    89→    })),\n    90→  };\n    91→}\n    92→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"24043403-6c4c-4559-874e-866d47b08668","timestamp":"2026-03-21T18:49:32.767Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts","content":"import { githubApi } from \"./exec.js\";\n\nexport interface Run {\n  databaseId: number;\n  displayTitle: string;\n  status: string;\n  conclusion: string;\n  workflowName: string;\n  headBranch: string;\n  event: string;\n  createdAt: string;\n}\n\nexport interface RunDetail {\n  databaseId: number;\n  displayTitle: string;\n  status: string;\n  conclusion: string;\n  workflowName: string;\n  headBranch: string;\n  jobs: Array<{\n    name: string;\n    status: string;\n    conclusion: string;\n  }>;\n}\n\nexport interface ListRunsOpts {\n  limit?: number;\n}\n\n/** List workflow runs for a repository. */\nexport function listRuns(repo: string, opts?: ListRunsOpts): Run[] {\n  const [owner, name] = repo.split(\"/\");\n  const perPage = opts?.limit ?? 30;\n  const raw = githubApi<{\n    workflow_runs: Array<{\n      id: number;\n      display_title: string;\n      status: string;\n      conclusion: string | null;\n      name: string;\n      head_branch: string;\n      event: string;\n      created_at: string;\n    }>;\n  }>(`/repos/${owner}/${name}/actions/runs?per_page=${perPage}`);\n  return (raw.workflow_runs ?? []).map((r) => ({\n    databaseId: r.id,\n    displayTitle: r.display_title,\n    status: r.status,\n    conclusion: r.conclusion ?? \"\",\n    workflowName: r.name,\n    headBranch: r.head_branch,\n    event: r.event,\n    createdAt: r.created_at,\n  }));\n}\n\n/** View a single workflow run. */\nexport function viewRun(repo: string, id: number): RunDetail {\n  const [owner, name] = repo.split(\"/\");\n  const run = githubApi<{\n    id: number;\n    display_title: string;\n    status: string;\n    conclusion: string | null;\n    name: string;\n    head_branch: string;\n  }>(`/repos/${owner}/${name}/actions/runs/${id}`);\n  const jobsRaw = githubApi<{\n    jobs: Array<{\n      name: string;\n      status: string;\n      conclusion: string | null;\n    }>;\n  }>(`/repos/${owner}/${name}/actions/runs/${id}/jobs`);\n  return {\n    databaseId: run.id,\n    displayTitle: run.display_title,\n    status: run.status,\n    conclusion: run.conclusion ?? \"\",\n    workflowName: run.name,\n    headBranch: run.head_branch,\n    jobs: (jobsRaw.jobs ?? []).map((j) => ({\n      name: j.name,\n      status: j.status,\n      conclusion: j.conclusion ?? \"\",\n    })),\n  };\n}\n","numLines":92,"startLine":1,"totalLines":92}}}
{"type":"rate_limit_event","rate_limit_info":{"status":"allowed","resetsAt":1774126800,"rateLimitType":"five_hour","overageStatus":"rejected","overageDisabledReason":"org_level_disabled","isUsingOverage":false},"uuid":"cdafd012-acfc-4f42-9962-2bd05d7d5b4c","session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_017JquBsRxmqx1TV6n3TMRQ2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017eqqk5mKmWTrYHvsgUvmdQ","name":"Write","input":{"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","content":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst runs = listRuns(\"openclaw/openclaw\", { limit: 50 });\nconst failed = runs.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failed) {\n  const detail = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = detail.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(`Run ID: ${run.databaseId}`);\n  console.log(`Workflow: ${run.workflowName}`);\n  console.log(`Failed jobs:`);\n  for (const job of failedJobs) {\n    console.log(`  - ${job.name}`);\n  }\n  console.log();\n}\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1259,"cache_read_input_tokens":16214,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1259},"output_tokens":25,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"3288d60e-6e7a-43e0-9bc0-5c2ceffc3ede"}
{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"<tool_use_error>File has not been read yet. Read it first before writing to it.</tool_use_error>","is_error":true,"tool_use_id":"toolu_017eqqk5mKmWTrYHvsgUvmdQ"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"7c26265c-a324-4949-8431-23442b8a8931","timestamp":"2026-03-21T18:49:37.175Z","tool_use_result":"Error: File has not been read yet. Read it first before writing to it."}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01CKpN955UJSLW5Tqsa8mMR2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BpypMRYUbxESvxqbib964j","name":"Bash","input":{"command":"cat check_failed_runs.ts 2>/dev/null || echo \"FILE_NOT_FOUND\"","description":"Check if file exists"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":363,"cache_read_input_tokens":17473,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":363},"output_tokens":26,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"a90258db-4ef3-408b-854c-6b275d8ecd4c"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BpypMRYUbxESvxqbib964j","type":"tool_result","content":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}","is_error":false}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"4ac4393e-5cab-4048-8a9d-caa45ed385b1","timestamp":"2026-03-21T18:49:41.057Z","tool_use_result":{"stdout":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_019xkkj6GGF3dFQ8QXQjs3NT","type":"message","role":"assistant","content":[{"type":"text","text":"The file already exists with a similar script. Let me run it."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":319,"cache_read_input_tokens":17836,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":319},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"2633e36d-7f62-480e-94f8-0fe07112d135"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_019xkkj6GGF3dFQ8QXQjs3NT","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Ty4NDUWKPLhrfnSj85BRqw","name":"Bash","input":{"command":"npx tsx check_failed_runs.ts","description":"Run the failed runs check script"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":319,"cache_read_input_tokens":17836,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":319},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"9c65a936-e23e-4206-87e9-4dd8d6b4793b"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ty4NDUWKPLhrfnSj85BRqw","type":"tool_result","content":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nRun ID: 23386167213\nWorkflow: CI\nFailed jobs: build-smoke, check-additional, check\n---","is_error":false}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"625b1e25-c6cd-43b3-891d-129aabd2b69f","timestamp":"2026-03-21T18:49:47.907Z","tool_use_result":{"stdout":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nRun ID: 23386167213\nWorkflow: CI\nFailed jobs: build-smoke, check-additional, check\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_018uyF65sbpvp55UPLGsLxmx","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Only 1 failed run was found. Let me check if there are more by looking at the raw runs or increasing the limit.","signature":"EpcCCkYICxgCKkCu6BSRT0bDvNF4QIwAIyBuIQYi7Y3CcyAg30yy9x6cQet8F5wVftZpO8BHKRAYDO5ko9OMRu/n/MW68VWw5P1BEgzpNy/pkHhGq8SuaKQaDE9LeglZc+ks4Be0riIw2I24bFxD5Pu1vsjZhQ4EFu39K4MxD1/zYB3ls/3essKpIzO3hHpWW+3sfGBJvVsAKn/LD2MYLy8dzKgUnDrgdI5GatyAvWx9IEeWHSku9gzsQP9tARczeIhhyZtKRskXOZHgl34tp1wquFaAcnfHqIN0+U/D+3jUgsBHr+qOBKJ5i/Xzlf1mvxkP52YHvDNjERV6ZS4aS4/SW1jEDloJG9UGoo5MEqTHVJ/cssjdoODlGAE="}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":162,"cache_read_input_tokens":18155,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":162},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"9f8a40af-ef30-48ce-bbe7-f0a0ca75363c"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_018uyF65sbpvp55UPLGsLxmx","type":"message","role":"assistant","content":[{"type":"text","text":"Only 1 failed run came back. Let me widen the search to make sure we're not missing any."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":162,"cache_read_input_tokens":18155,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":162},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"22f34ecf-1b6e-4f78-a448-9b870b9fd80c"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_018uyF65sbpvp55UPLGsLxmx","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017VF5SYCD7AmoShYpt954Xp","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":162,"cache_read_input_tokens":18155,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":162},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"a313b29d-c81c-433a-8131-e84183f537cd"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017VF5SYCD7AmoShYpt954Xp","type":"tool_result","content":"     1→import { listRuns, viewRun } from \"./gh-code/runs\";\n     2→\n     3→const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\n     4→const failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n     5→\n     6→for (const run of failedRuns) {\n     7→  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n     8→  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n     9→  console.log(\"Run ID:\", run.databaseId);\n    10→  console.log(\"Workflow:\", run.workflowName);\n    11→  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n    12→  console.log(\"---\");\n    13→}\n    14→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"4d2ceec0-e143-41f8-bb7e-ca9d9286de6b","timestamp":"2026-03-21T18:49:51.465Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","content":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}\n","numLines":14,"startLine":1,"totalLines":14}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_017RpksGp7feHLaFoanDnYMi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FANjiRbhkjrTfQUoNff8wz","name":"Edit","input":{"replace_all":false,"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","old_string":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });","new_string":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":516,"cache_read_input_tokens":18317,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":516},"output_tokens":25,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"1f2805f5-23ec-4785-9c76-4e557504f7ea"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FANjiRbhkjrTfQUoNff8wz","type":"tool_result","content":"The file ./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"0de308e4-b5fc-41ae-ac84-d6ad474934c2","timestamp":"2026-03-21T18:49:53.715Z","tool_use_result":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","oldString":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });","newString":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });","originalFile":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}\n","structuredPatch":[{"oldStart":1,"oldLines":6,"newStart":1,"newLines":6,"lines":[" import { listRuns, viewRun } from \"./gh-code/runs\";"," ","-const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });","+const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });"," const failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);"," "," for (const run of failedRuns) {"]}],"userModified":false,"replaceAll":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_016sU1dDbrHAB2R4ZVowFRzN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UvFNP556toh7W9ZrXv6qXs","name":"Bash","input":{"command":"npx tsx check_failed_runs.ts","description":"Re-run with larger limit"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":263,"cache_read_input_tokens":18833,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":263},"output_tokens":24,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"30972c5d-33c5-46b4-bd1b-63135533c10e"}
{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\nnpm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nnode:internal/child_process:1120\n    result.error = new ErrnoException(result.error, 'spawnSync ' + options.file);\n                   ^\n\n<ref *1> Error: spawnSync curl ENOBUFS\n    at Object.spawnSync (node:internal/child_process:1120:20)\n    at spawnSync (node:child_process:911:24)\n    at execFileSync (node:child_process:954:15)\n    at githubApi (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/exec.ts:44:18)\n    at listRuns (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts:36:15)\n    at <anonymous> (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts:3:17)\n    at ModuleJob.run (node:internal/modules/esm/module_job:430:25)\n    at async onImport.tracePromise.__proto__ (node:internal/modules/esm/loader:661:26)\n    at async asyncRunEntryPointWithESMLoader (node:internal/modules/run_main:101:5) {\n  errno: -55,\n  code: 'ENOBUFS',\n  syscall: 'spawnSync curl',\n  path: 'curl',\n  spawnargs: [\n    '-s',\n    '-H',\n    'Authorization: Bearer REDACTED_TOKEN',\n    '-H',\n    'Accept: application/vnd.github+json',\n    'https://api.github.com/repos/openclaw/openclaw/actions/runs?per_page=100'\n  ],\n  error: [Circular *1],\n  status: null,\n  signal: 'SIGTERM',\n  output: [\n    null,\n    '{\\n' +\n      '  \"total_count\": 40000,\\n' +\n      '  \"workflow_runs\": [\\n' +\n      '    {\\n' +\n      '      \"id\": 23386310165,\\n' +\n      '      \"name\": \"Labeler\",\\n' +\n      '      \"node_id\": \"WFR_kwLOQb6kR88AAAAFce7GFQ\",\\n' +\n      '      \"head_branch\": \"fix/51608-ui-model-picker-provider-prefix\",\\n' +\n      '      \"head_sha\": \"2bc2a71dd24f2f87f8a60c64596be86a4971b31c\",\\n' +\n      '      \"path\": \".github/workflows/labeler.yml\",\\n' +\n      '      \"display_title\": \"fix: Control UI model picker provider prefix + skip register on snapshot loads\",\\n' +\n      '      \"run_number\": 121677,\\n' +\n      '      \"event\": \"pull_request_target\",\\n' +\n      '      \"status\": \"completed\",\\n' +\n      '      \"conclusion\": \"success\",\\n' +\n      '      \"workflow_id\": 226968606,\\n' +\n      '      \"check_suite_id\": 61494022931,\\n' +\n      '      \"check_suite_node_id\": \"CS_kwDOQb6kR88AAAAOUVRTEw\",\\n' +\n      '      \"url\": \"https://api.github.com/repos/openclaw/openclaw/actions/runs/23386310165\",\\n' +\n      '      \"html_url\": \"https://github.com/openclaw/openclaw/actions/runs/23386310165\",\\n' +\n      '      \"pull_requests\": [\\n' +\n      '\\n' +\n      '      ],\\n' +\n      '      \"created_at\": \"2026-03-21T18:49:38Z\",\\n' +\n      '      \"updated_at\": \"2026-03-21T18:49:53Z\",\\n' +\n      '      \"actor\": {\\n' +\n      '        \"login\": \"Yaohua-Leo\",\\n' +\n      '        \"id\": 243496201,\\n' +\n      '        \"node_id\": \"U_kgDODoN1CQ\",\\n' +\n      '        \"avatar_url\": \"https://avatars.githubusercontent.com/u/243496201?v=4\",\\n' +\n      '        \"gravatar_id\": \"\",\\n' +\n      '        \"url\": \"https://api.github.com/users/Yaohua-Leo\",\\n' +\n      '        \"html_url\": \"https://github.com/Yaohua-Leo\",\\n' +\n      '        \"followers_url\": \"https://api.github.com/users/Yaohua-Leo/followers\",\\n' +\n      '        \"following_url\": \"https://api.github.com/users/Yaohua-Leo/following{/other_user}\",\\n' +\n      '        \"gists_url\": \"https://api.github.com/users/Yaohua-Leo/gists{/gist_id}\",\\n' +\n      '        \"starred_url\": \"https://api.github.com/users/Yaohua-Leo/starred{/owner}{/repo}\",\\n' +\n      '        \"subscriptions_url\": \"https://api.github.com/users/Yaohua-Leo/subscriptions\",\\n' +\n      '        \"organizations_url\": \"https://api.github.com/users/Yaohua-Leo/orgs\",\\n' +\n      '        \"repos_url\": \"https://api.github.com/users/Yaohua-Leo/repos\",\\n' +\n      '        \"events_url\": \"https://api.github.com/users/Yaohua-Leo/events{/privacy}\",\\n' +\n      '        \"received_events_url\": \"https://api.github.com/users/Yaohua-Leo/received_events\",\\n' +\n      '        \"type\": \"User\",\\n' +\n      '        \"user_view_type\": \"public\",\\n' +\n      '        \"site_admin\": false\\n' +\n      '      },\\n' +\n      '      \"run_attempt\": 1,\\n' +\n      '      \"referenced_workflows\": [\\n' +\n      '\\n' +\n      '      ],\\n' +\n      '      \"run_started_at\": \"2026-03-21T18:49:38Z\",\\n' +\n      '      \"triggering_actor\": {\\n' +\n      '        \"login\": \"Yaohua-Leo\",\\n' +\n      '        \"id\": 243496201,\\n' +\n      '        \"node_id\": \"U_kgDODoN1CQ\",\\n' +\n      '        \"avatar_url\": \"https://avatars.githubusercontent.com/u/243496201?v=4\",\\n' +\n      '        \"gravatar_id\": \"\",\\n' +\n      '        \"url\": \"https://api.github.com/users/Yaohua-Leo\",\\n' +\n      '        \"html_url\": \"https://github.com/Yaohua-Leo\",\\n' +\n      '        \"followers_url\": \"https://api.github.com/users/Yaohua-Leo/followers\",\\n' +\n      '        \"following_url\": \"https://api.github.com/users\n\n... [15513 characters truncated] ...\n\nm/users/openclaw/orgs\",\\n' +\n    '          \"repos_url\": \"https://api.github.com/users/openclaw/repos\",\\n' +\n    '          \"events_url\": \"https://api.github.com/users/openclaw/events{/privacy}\",\\n' +\n    '          \"received_events_url\": \"https://api.github.com/users/openclaw/received_events\",\\n' +\n    '          \"type\": \"Organization\",\\n' +\n    '          \"user_view_type\": \"public\",\\n' +\n    '          \"site_admin\": false\\n' +\n    '        },\\n' +\n    '        \"html_url\": \"https://github.com/openclaw/openclaw\",\\n' +\n    '        \"description\": \"Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 \",\\n' +\n    '        \"fork\": false,\\n' +\n    '        \"url\": \"https://api.github.com/repos/openclaw/openclaw\",\\n' +\n    '        \"forks_url\": \"https://api.github.com/repos/openclaw/openclaw/forks\",\\n' +\n    '        \"keys_url\": \"https://api.github.com/repos/openclaw/openclaw/keys{/key_id}\",\\n' +\n    '        \"collaborators_url\": \"https://api.github.com/repos/openclaw/openclaw/collaborators{/collaborator}\",\\n' +\n    '        \"teams_url\": \"https://api.github.com/repos/openclaw/openclaw/teams\",\\n' +\n    '        \"hooks_url\": \"https://api.github.com/repos/openclaw/openclaw/hooks\",\\n' +\n    '        \"issue_events_url\": \"https://api.github.com/repos/openclaw/openclaw/issues/events{/number}\",\\n' +\n    '        \"events_url\": \"https://api.github.com/repos/openclaw/openclaw/events\",\\n' +\n    '        \"assignees_url\": \"https://api.github.com/repos/openclaw/openclaw/assignees{/user}\",\\n' +\n    '        \"branches_url\": \"https://api.github.com/repos/openclaw/openclaw/branches{/branch}\",\\n' +\n    '        \"tags_url\": \"https://api.github.com/repos/openclaw/openclaw/tags\",\\n' +\n    '        \"blobs_url\": \"https://api.github.com/repos/openclaw/openclaw/git/blobs{/sha}\",\\n' +\n    '        \"git_tags_url\": \"https://api.github.com/repos/openclaw/openclaw/git/tags{/sha}\",\\n' +\n    '        \"git_refs_url\": \"https://api.github.com/repos/openclaw/openclaw/git/refs{/sha}\",\\n' +\n    '        \"trees_url\": \"https://api.github.com/repos/openclaw/openclaw/git/trees{/sha}\",\\n' +\n    '        \"statuses_url\": \"https://api.github.com/repos/openclaw/openclaw/statuses/{sha}\",\\n' +\n    '        \"languages_url\": \"https://api.github.com/repos/openclaw/openclaw/languages\",\\n' +\n    '        \"stargazers_url\": \"https://api.github.com/repos/openclaw/openclaw/stargazers\",\\n' +\n    '        \"contributors_url\": \"https://api.github.com/repos/openclaw/openclaw/contributors\",\\n' +\n    '        \"subscribers_url\": \"https://api.github.com/repos/openclaw/openclaw/subscribers\",\\n' +\n    '        \"subscription_url\": \"https://api.github.com/repos/openclaw/openclaw/subscription\",\\n' +\n    '        \"commits_url\": \"https://api.github.com/repos/openclaw/openclaw/commits{/sha}\",\\n' +\n    '        \"git_commits_url\": \"https://api.github.com/repos/openclaw/openclaw/git/commits{/sha}\",\\n' +\n    '        \"comments_url\": \"https://api.github.com/repos/openclaw/openclaw/comments{/number}\",\\n' +\n    '        \"issue_comment_url\": \"https://api.github.com/repos/openclaw/openclaw/issues/comments{/number}\",\\n' +\n    '        \"contents_url\": \"https://api.github.com/repos/openclaw/openclaw/contents/{+path}\",\\n' +\n    '        \"compare_url\": \"https://api.github.com/repos/openclaw/openclaw/compare/{base}...{head}\",\\n' +\n    '        \"merges_url\": \"https://api.github.com/repos/openclaw/openclaw/merges\",\\n' +\n    '        \"archive_url\": \"https://api.github.com/repos/openclaw/openclaw/{archive_format}{/ref}\",\\n' +\n    '        \"downloads_url\": \"https://api.github.com/repos/openclaw/openclaw/downloads\",\\n' +\n    '        \"issues_url\": \"https://api.github.com/repos/openclaw/openclaw/issues{/number}\",\\n' +\n    '        \"pulls_url\": \"https://api.github.com/repos/openclaw/openclaw/pulls{/number}\",\\n' +\n    '        \"milestones_url\": \"https://api.github.com/repos/openclaw/openclaw/milestones{/number}\",\\n' +\n    '        \"notifications_url\": \"https://api.github.com/repos/openclaw/openclaw/notifications{?since,all,participating}\",\\n' +\n    '        \"labels_url\": \"https://api.github.com/repos/openclaw/openclaw/labels{/name}\",\\n' +\n    '        \"releases_url\": \"https://api.github.com/repos/openclaw/openclaw/releases{/id}\",\\n' +\n    '        \"deployments_url\": \"https://api.github.com/repos/openclaw/openclaw/deployments\"\\n' +\n    '      },\\n' +\n    '      \"head_repository\": {\\n' +\n    '        \"id\": 1186601618,\\n' +\n    '        \"node_id\": \"R_kgDORroakg\",\\n' +\n    '        \"name\": \"openclaw\",\\n' +\n    '        \"full_name\": \"Yaohua-Leo/openclaw\",\\n' +\n    '        \"private\": false,\\n' +\n    '        \"owner\": {\\n' +\n    '          \"login\": \"Yaohua-Leo\",\\n' +\n    '          \"id\": 243496201,\\n' +\n    '          \"node_id\": \"U_kgDODoN1CQ\",\\n' +\n    '          \"avatar_url\": \"https://avatars.githubusercontent.com/u/243496201?v=4\",\\n' +\n    '          \"gravatar_id\": \"\",\\n' +\n    '          \"url\": \"https://api.github.com/users/Yaohua-Le'... 1103900 more characters,\n  stderr: ''\n}\n\nNode.js v24.13.1","is_error":true,"tool_use_id":"toolu_01UvFNP556toh7W9ZrXv6qXs"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"d8c0c493-6fba-4d57-b3e7-7b1938217d9b","timestamp":"2026-03-21T18:49:59.536Z","tool_use_result":"Error: Exit code 1\nnpm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nnode:internal/child_process:1120\n    result.error = new ErrnoException(result.error, 'spawnSync ' + options.file);\n                   ^\n\n<ref *1> Error: spawnSync curl ENOBUFS\n    at Object.spawnSync (node:internal/child_process:1120:20)\n    at spawnSync (node:child_process:911:24)\n    at execFileSync (node:child_process:954:15)\n    at githubApi (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/exec.ts:44:18)\n    at listRuns (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts:36:15)\n    at <anonymous> (./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts:3:17)\n    at ModuleJob.run (node:internal/modules/esm/module_job:430:25)\n    at async onImport.tracePromise.__proto__ (node:internal/modules/esm/loader:661:26)\n    at async asyncRunEntryPointWithESMLoader (node:internal/modules/run_main:101:5) {\n  errno: -55,\n  code: 'ENOBUFS',\n  syscall: 'spawnSync curl',\n  path: 'curl',\n  spawnargs: [\n    '-s',\n    '-H',\n    'Authorization: Bearer REDACTED_TOKEN',\n    '-H',\n    'Accept: application/vnd.github+json',\n    'https://api.github.com/repos/openclaw/openclaw/actions/runs?per_page=100'\n  ],\n  error: [Circular *1],\n  status: null,\n  signal: 'SIGTERM',\n  output: [\n    null,\n    '{\\n' +\n      '  \"total_count\": 40000,\\n' +\n      '  \"workflow_runs\": [\\n' +\n      '    {\\n' +\n      '      \"id\": 23386310165,\\n' +\n      '      \"name\": \"Labeler\",\\n' +\n      '      \"node_id\": \"WFR_kwLOQb6kR88AAAAFce7GFQ\",\\n' +\n      '      \"head_branch\": \"fix/51608-ui-model-picker-provider-prefix\",\\n' +\n      '      \"head_sha\": \"2bc2a71dd24f2f87f8a60c64596be86a4971b31c\",\\n' +\n      '      \"path\": \".github/workflows/labeler.yml\",\\n' +\n      '      \"display_title\": \"fix: Control UI model picker provider prefix + skip register on snapshot loads\",\\n' +\n      '      \"run_number\": 121677,\\n' +\n      '      \"event\": \"pull_request_target\",\\n' +\n      '      \"status\": \"completed\",\\n' +\n      '      \"conclusion\": \"success\",\\n' +\n      '      \"workflow_id\": 226968606,\\n' +\n      '      \"check_suite_id\": 61494022931,\\n' +\n      '      \"check_suite_node_id\": \"CS_kwDOQb6kR88AAAAOUVRTEw\",\\n' +\n      '      \"url\": \"https://api.github.com/repos/openclaw/openclaw/actions/runs/23386310165\",\\n' +\n      '      \"html_url\": \"https://github.com/openclaw/openclaw/actions/runs/23386310165\",\\n' +\n      '      \"pull_requests\": [\\n' +\n      '\\n' +\n      '      ],\\n' +\n      '      \"created_at\": \"2026-03-21T18:49:38Z\",\\n' +\n      '      \"updated_at\": \"2026-03-21T18:49:53Z\",\\n' +\n      '      \"actor\": {\\n' +\n      '        \"login\": \"Yaohua-Leo\",\\n' +\n      '        \"id\": 243496201,\\n' +\n      '        \"node_id\": \"U_kgDODoN1CQ\",\\n' +\n      '        \"avatar_url\": 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[15513 characters truncated] ...\n\nm/users/openclaw/orgs\",\\n' +\n    '          \"repos_url\": \"https://api.github.com/users/openclaw/repos\",\\n' +\n    '          \"events_url\": \"https://api.github.com/users/openclaw/events{/privacy}\",\\n' +\n    '          \"received_events_url\": \"https://api.github.com/users/openclaw/received_events\",\\n' +\n    '          \"type\": \"Organization\",\\n' +\n    '          \"user_view_type\": \"public\",\\n' +\n    '          \"site_admin\": false\\n' +\n    '        },\\n' +\n    '        \"html_url\": \"https://github.com/openclaw/openclaw\",\\n' +\n    '        \"description\": \"Your own personal AI assistant. Any OS. Any Platform. 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{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01PaEY139wE5ciCAQMYvvrcT","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The response buffer is too large. The limit of 100 is causing ENOBUFS. Let me revert to 40 which worked fine before, and then handle parsing the data. Actually the issue is that 100 per page returns too much data. The first run at limit 40 found only 1 failed run out of 40. There may not be 5 failed runs in the recent history.\n\nLet me revert to 40 and accept that there's only 1 failed run in the recent history, or write a smarter script that queries specifically for failed runs using GitHub's filter parameter.","signature":"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"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3962,"cache_read_input_tokens":19096,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3962},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"21c288a8-8ec1-4037-9bbc-9b46b63a9a77"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01PaEY139wE5ciCAQMYvvrcT","type":"message","role":"assistant","content":[{"type":"text","text":"The 100-result response is too large. Let me use the GitHub API's built-in status filter to get failed runs more efficiently."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3962,"cache_read_input_tokens":19096,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3962},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"e2fb4da4-8a4a-4382-a95a-3b8d8b455a2e"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01PaEY139wE5ciCAQMYvvrcT","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018RGNVdwyoSkmdfbwJMCitU","name":"Edit","input":{"replace_all":false,"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","old_string":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);","new_string":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\nconsole.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3962,"cache_read_input_tokens":19096,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3962},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"1f180257-40c9-4849-ad44-48d70030b0c7"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018RGNVdwyoSkmdfbwJMCitU","type":"tool_result","content":"The file ./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"8fd3905d-63b5-4128-812b-29ba9bac20d9","timestamp":"2026-03-21T18:50:10.627Z","tool_use_result":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","oldString":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);","newString":"const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\nconsole.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);","originalFile":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}\n","structuredPatch":[{"oldStart":1,"oldLines":7,"newStart":1,"newLines":8,"lines":[" import { listRuns, viewRun } from \"./gh-code/runs\";"," ","-const allRuns = listRuns(\"openclaw/openclaw\", { limit: 100 });","+const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });"," const failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);","+console.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);"," "," for (const run of failedRuns) {","   const details = viewRun(\"openclaw/openclaw\", run.databaseId);"]}],"userModified":false,"replaceAll":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01RUC9fA4s3FjXNhn87ttN3D","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014dULrm8Zzxrf6KiR2Wb86v","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":643,"cache_read_input_tokens":23058,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":643},"output_tokens":25,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"eeb9d0ea-7315-4aa7-af99-56fe7cb530f2"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014dULrm8Zzxrf6KiR2Wb86v","type":"tool_result","content":"     1→import { githubApi } from \"./exec.js\";\n     2→\n     3→export interface Run {\n     4→  databaseId: number;\n     5→  displayTitle: string;\n     6→  status: string;\n     7→  conclusion: string;\n     8→  workflowName: string;\n     9→  headBranch: string;\n    10→  event: string;\n    11→  createdAt: string;\n    12→}\n    13→\n    14→export interface RunDetail {\n    15→  databaseId: number;\n    16→  displayTitle: string;\n    17→  status: string;\n    18→  conclusion: string;\n    19→  workflowName: string;\n    20→  headBranch: string;\n    21→  jobs: Array<{\n    22→    name: string;\n    23→    status: string;\n    24→    conclusion: string;\n    25→  }>;\n    26→}\n    27→\n    28→export interface ListRunsOpts {\n    29→  limit?: number;\n    30→}\n    31→\n    32→/** List workflow runs for a repository. */\n    33→export function listRuns(repo: string, opts?: ListRunsOpts): Run[] {\n    34→  const [owner, name] = repo.split(\"/\");\n    35→  const perPage = opts?.limit ?? 30;\n    36→  const raw = githubApi<{\n    37→    workflow_runs: Array<{\n    38→      id: number;\n    39→      display_title: string;\n    40→      status: string;\n    41→      conclusion: string | null;\n    42→      name: string;\n    43→      head_branch: string;\n    44→      event: string;\n    45→      created_at: string;\n    46→    }>;\n    47→  }>(`/repos/${owner}/${name}/actions/runs?per_page=${perPage}`);\n    48→  return (raw.workflow_runs ?? []).map((r) => ({\n    49→    databaseId: r.id,\n    50→    displayTitle: r.display_title,\n    51→    status: r.status,\n    52→    conclusion: r.conclusion ?? \"\",\n    53→    workflowName: r.name,\n    54→    headBranch: r.head_branch,\n    55→    event: r.event,\n    56→    createdAt: r.created_at,\n    57→  }));\n    58→}\n    59→\n    60→/** View a single workflow run. */\n    61→export function viewRun(repo: string, id: number): RunDetail {\n    62→  const [owner, name] = repo.split(\"/\");\n    63→  const run = githubApi<{\n    64→    id: number;\n    65→    display_title: string;\n    66→    status: string;\n    67→    conclusion: string | null;\n    68→    name: string;\n    69→    head_branch: string;\n    70→  }>(`/repos/${owner}/${name}/actions/runs/${id}`);\n    71→  const jobsRaw = githubApi<{\n    72→    jobs: Array<{\n    73→      name: string;\n    74→      status: string;\n    75→      conclusion: string | null;\n    76→    }>;\n    77→  }>(`/repos/${owner}/${name}/actions/runs/${id}/jobs`);\n    78→  return {\n    79→    databaseId: run.id,\n    80→    displayTitle: run.display_title,\n    81→    status: run.status,\n    82→    conclusion: run.conclusion ?? \"\",\n    83→    workflowName: run.name,\n    84→    headBranch: run.head_branch,\n    85→    jobs: (jobsRaw.jobs ?? []).map((j) => ({\n    86→      name: j.name,\n    87→      status: j.status,\n    88→      conclusion: j.conclusion ?? \"\",\n    89→    })),\n    90→  };\n    91→}\n    92→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"39a51edd-2e72-4de5-959b-e1aa65587df1","timestamp":"2026-03-21T18:50:12.709Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/runs.ts","content":"import { githubApi } from \"./exec.js\";\n\nexport interface Run {\n  databaseId: number;\n  displayTitle: string;\n  status: string;\n  conclusion: string;\n  workflowName: string;\n  headBranch: string;\n  event: string;\n  createdAt: string;\n}\n\nexport interface RunDetail {\n  databaseId: number;\n  displayTitle: string;\n  status: string;\n  conclusion: string;\n  workflowName: string;\n  headBranch: string;\n  jobs: Array<{\n    name: string;\n    status: string;\n    conclusion: string;\n  }>;\n}\n\nexport interface ListRunsOpts {\n  limit?: number;\n}\n\n/** List workflow runs for a repository. */\nexport function listRuns(repo: string, opts?: ListRunsOpts): Run[] {\n  const [owner, name] = repo.split(\"/\");\n  const perPage = opts?.limit ?? 30;\n  const raw = githubApi<{\n    workflow_runs: Array<{\n      id: number;\n      display_title: string;\n      status: string;\n      conclusion: string | null;\n      name: string;\n      head_branch: string;\n      event: string;\n      created_at: string;\n    }>;\n  }>(`/repos/${owner}/${name}/actions/runs?per_page=${perPage}`);\n  return (raw.workflow_runs ?? []).map((r) => ({\n    databaseId: r.id,\n    displayTitle: r.display_title,\n    status: r.status,\n    conclusion: r.conclusion ?? \"\",\n    workflowName: r.name,\n    headBranch: r.head_branch,\n    event: r.event,\n    createdAt: r.created_at,\n  }));\n}\n\n/** View a single workflow run. */\nexport function viewRun(repo: string, id: number): RunDetail {\n  const [owner, name] = repo.split(\"/\");\n  const run = githubApi<{\n    id: number;\n    display_title: string;\n    status: string;\n    conclusion: string | null;\n    name: string;\n    head_branch: string;\n  }>(`/repos/${owner}/${name}/actions/runs/${id}`);\n  const jobsRaw = githubApi<{\n    jobs: Array<{\n      name: string;\n      status: string;\n      conclusion: string | null;\n    }>;\n  }>(`/repos/${owner}/${name}/actions/runs/${id}/jobs`);\n  return {\n    databaseId: run.id,\n    displayTitle: run.display_title,\n    status: run.status,\n    conclusion: run.conclusion ?? \"\",\n    workflowName: run.name,\n    headBranch: run.head_branch,\n    jobs: (jobsRaw.jobs ?? []).map((j) => ({\n      name: j.name,\n      status: j.status,\n      conclusion: j.conclusion ?? \"\",\n    })),\n  };\n}\n","numLines":92,"startLine":1,"totalLines":92}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01W6M3XfQx88LxspTrsB76jJ","type":"message","role":"assistant","content":[{"type":"text","text":"I can use the `status=failure` query param directly in the URL. Let me write a dedicated script that uses that filter."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1218,"cache_read_input_tokens":23701,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1218},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"d3bd3550-a375-416e-a8e3-37facf8a1fe9"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01W6M3XfQx88LxspTrsB76jJ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01NEKxh2DXCEVW3kkMdgHMvm","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/exec.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1218,"cache_read_input_tokens":23701,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1218},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"0820299e-410f-47ab-a0f1-61ca426cf27b"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NEKxh2DXCEVW3kkMdgHMvm","type":"tool_result","content":"     1→import { execFileSync } from \"node:child_process\";\n     2→\n     3→const MCP_URL = \"https://api.githubcopilot.com/mcp/\";\n     4→\n     5→function getToken(): string {\n     6→  const token = process.env.GH_TOKEN;\n     7→  if (!token) throw new Error(\"GH_TOKEN environment variable is required\");\n     8→  return token;\n     9→}\n    10→\n    11→/** Call a tool on the GitHub MCP server via HTTP and return parsed result. */\n    12→export function callMcpTool<T = any>(toolName: string, args: Record<string, unknown>): T {\n    13→  const token = getToken();\n    14→\n    15→  const body = JSON.stringify({\n    16→    jsonrpc: \"2.0\",\n    17→    method: \"tools/call\",\n    18→    params: { name: toolName, arguments: args },\n    19→    id: 1,\n    20→  });\n    21→\n    22→  const result = execFileSync(\"curl\", [\n    23→    \"-s\", \"-X\", \"POST\", MCP_URL,\n    24→    \"-H\", `Authorization: Bearer ${token}`,\n    25→    \"-H\", \"Content-Type: application/json\",\n    26→    \"-d\", body,\n    27→  ], { encoding: \"utf-8\", timeout: 30000 });\n    28→\n    29→  const response = JSON.parse(result);\n    30→  if (response.error) throw new Error(response.error.message);\n    31→\n    32→  // MCP tool results come as content array with text fields\n    33→  const content = response.result?.content;\n    34→  if (content && content[0]?.text) {\n    35→    return JSON.parse(content[0].text) as T;\n    36→  }\n    37→  return response.result as T;\n    38→}\n    39→\n    40→/** Call the GitHub REST API directly via curl. */\n    41→export function githubApi<T = any>(path: string): T {\n    42→  const token = getToken();\n    43→\n    44→  const result = execFileSync(\"curl\", [\n    45→    \"-s\",\n    46→    \"-H\", `Authorization: Bearer ${token}`,\n    47→    \"-H\", \"Accept: application/vnd.github+json\",\n    48→    `https://api.github.com${path}`,\n    49→  ], { encoding: \"utf-8\", timeout: 30000 });\n    50→\n    51→  return JSON.parse(result) as T;\n    52→}\n    53→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"ba96400b-a9ee-4f4c-84f2-223cc5a56d78","timestamp":"2026-03-21T18:50:15.412Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/gh-code/exec.ts","content":"import { execFileSync } from \"node:child_process\";\n\nconst MCP_URL = \"https://api.githubcopilot.com/mcp/\";\n\nfunction getToken(): string {\n  const token = process.env.GH_TOKEN;\n  if (!token) throw new Error(\"GH_TOKEN environment variable is required\");\n  return token;\n}\n\n/** Call a tool on the GitHub MCP server via HTTP and return parsed result. */\nexport function callMcpTool<T = any>(toolName: string, args: Record<string, unknown>): T {\n  const token = getToken();\n\n  const body = JSON.stringify({\n    jsonrpc: \"2.0\",\n    method: \"tools/call\",\n    params: { name: toolName, arguments: args },\n    id: 1,\n  });\n\n  const result = execFileSync(\"curl\", [\n    \"-s\", \"-X\", \"POST\", MCP_URL,\n    \"-H\", `Authorization: Bearer ${token}`,\n    \"-H\", \"Content-Type: application/json\",\n    \"-d\", body,\n  ], { encoding: \"utf-8\", timeout: 30000 });\n\n  const response = JSON.parse(result);\n  if (response.error) throw new Error(response.error.message);\n\n  // MCP tool results come as content array with text fields\n  const content = response.result?.content;\n  if (content && content[0]?.text) {\n    return JSON.parse(content[0].text) as T;\n  }\n  return response.result as T;\n}\n\n/** Call the GitHub REST API directly via curl. */\nexport function githubApi<T = any>(path: string): T {\n  const token = getToken();\n\n  const result = execFileSync(\"curl\", [\n    \"-s\",\n    \"-H\", `Authorization: Bearer ${token}`,\n    \"-H\", \"Accept: application/vnd.github+json\",\n    `https://api.github.com${path}`,\n  ], { encoding: \"utf-8\", timeout: 30000 });\n\n  return JSON.parse(result) as T;\n}\n","numLines":53,"startLine":1,"totalLines":53}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Y6s3aEfhbhS4UEFptsSvBn","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I can use `githubApi` directly with the `status=failure` query param to get only failed runs. Let me write a new script that does this directly.","signature":"ErkCCkYICxgCKkCbM7BrM+pKifY1yjk8rkYtbvOlXT6UhlVM3yr95aTYckuz0dtF7tv4bdMGrIhXWOkXf3c6uV2g5ikyQpDtXOHeEgwYhEaiTYMgmrpi/yIaDGOW/hps0f5tVjBCzCIwX9xI+RACr2YKQHzd+F+XCYb1DSzSEonU//mCbPfK+YQVRYLb0hjOfrLrfNAqV02/KqABf22yPlNhmJ7/i1glx2QKaaeNHEx7sQIEEWqAInMRyLWHIs1PQ0RPztmkKVzFgcIqQJqjUk2iQUC+K6VlfbHYAV7DKpxuyDITy3U6+qpRh2ViBpKsb+m2r98tNRIuTPi/J9ltKIzpI1syAdLaSTY79m/0AGghvAHm3zf/Eh836VqgFAfOizu2SaI6cdn67Ag+SC1YrZnNi0r4PMQjRGu4BBgB"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":894,"cache_read_input_tokens":24919,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":894},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"24b63954-60b3-4c3b-be92-38208b5a9689"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Y6s3aEfhbhS4UEFptsSvBn","type":"message","role":"assistant","content":[{"type":"text","text":"I'll write a targeted script that uses the `status=failure` filter to avoid pulling too many runs."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":894,"cache_read_input_tokens":24919,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":894},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"0c7b6bc0-796f-4043-b9f0-54963357d231"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Y6s3aEfhbhS4UEFptsSvBn","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018TaaSh4pjD65i47wTV7Lr8","name":"Edit","input":{"replace_all":false,"file_path":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","old_string":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\nconsole.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}","new_string":"import { viewRun } from \"./gh-code/runs\";\nimport { githubApi } from \"./gh-code/exec\";\n\nconst raw = githubApi<{\n  workflow_runs: Array<{ id: number; name: string; conclusion: string | null }>;\n}>(\"/repos/openclaw/openclaw/actions/runs?per_page=10&status=failure\");\n\nconst failedRuns = (raw.workflow_runs ?? []).slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.id);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.id);\n  console.log(\"Workflow:\", run.name);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":894,"cache_read_input_tokens":24919,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":894},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"2e7f7cfe-b14e-4614-9f02-45a5477dd00e"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018TaaSh4pjD65i47wTV7Lr8","type":"tool_result","content":"The file ./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"5235f0a7-2c07-44f7-976f-1571148de41a","timestamp":"2026-03-21T18:50:25.134Z","tool_use_result":{"filePath":"./bench/results/mcp-with-code-mode/ci_failure_investigation/run1/workspace/check_failed_runs.ts","oldString":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\nconsole.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}","newString":"import { viewRun } from \"./gh-code/runs\";\nimport { githubApi } from \"./gh-code/exec\";\n\nconst raw = githubApi<{\n  workflow_runs: Array<{ id: number; name: string; conclusion: string | null }>;\n}>(\"/repos/openclaw/openclaw/actions/runs?per_page=10&status=failure\");\n\nconst failedRuns = (raw.workflow_runs ?? []).slice(0, 5);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.id);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.id);\n  console.log(\"Workflow:\", run.name);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}","originalFile":"import { listRuns, viewRun } from \"./gh-code/runs\";\n\nconst allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });\nconst failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);\nconsole.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);\n\nfor (const run of failedRuns) {\n  const details = viewRun(\"openclaw/openclaw\", run.databaseId);\n  const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");\n  console.log(\"Run ID:\", run.databaseId);\n  console.log(\"Workflow:\", run.workflowName);\n  console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");\n  console.log(\"---\");\n}\n","structuredPatch":[{"oldStart":1,"oldLines":14,"newStart":1,"newLines":17,"lines":["-import { listRuns, viewRun } from \"./gh-code/runs\";","+import { viewRun } from \"./gh-code/runs\";","+import { githubApi } from \"./gh-code/exec\";"," ","-const allRuns = listRuns(\"openclaw/openclaw\", { limit: 40 });","-const failedRuns = allRuns.filter((r) => r.conclusion === \"failure\").slice(0, 5);","-console.log(`Total runs fetched: ${allRuns.length}, failed: ${allRuns.filter(r => r.conclusion === \"failure\").length}`);","+const raw = githubApi<{","+  workflow_runs: Array<{ id: number; name: string; conclusion: string | null }>;","+}>(\"/repos/openclaw/openclaw/actions/runs?per_page=10&status=failure\");"," ","+const failedRuns = (raw.workflow_runs ?? []).slice(0, 5);","+"," for (const run of failedRuns) {","-  const details = viewRun(\"openclaw/openclaw\", run.databaseId);","+  const details = viewRun(\"openclaw/openclaw\", run.id);","   const failedJobs = details.jobs.filter((j) => j.conclusion === \"failure\");","-  console.log(\"Run ID:\", run.databaseId);","-  console.log(\"Workflow:\", run.workflowName);","+  console.log(\"Run ID:\", run.id);","+  console.log(\"Workflow:\", run.name);","   console.log(\"Failed jobs:\", failedJobs.length > 0 ? failedJobs.map((j) => j.name).join(\", \") : \"(none)\");","   console.log(\"---\");"," }"]}],"userModified":false,"replaceAll":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01WR74bFgyeoKJjCWYinu2RD","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LBF7aKhwdJayNSPbjhkhDX","name":"Bash","input":{"command":"npx tsx check_failed_runs.ts","description":"Run the filtered failed runs check"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":786,"cache_read_input_tokens":25813,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":786},"output_tokens":25,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"8f599f98-5712-4b12-8f2d-4a2d2f6b1ebb"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LBF7aKhwdJayNSPbjhkhDX","type":"tool_result","content":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nRun ID: 23386167213\nWorkflow: CI\nFailed jobs: build-smoke, check-additional, check\n---\nRun ID: 23386126567\nWorkflow: Install Smoke\nFailed jobs: install-smoke\n---\nRun ID: 23386126565\nWorkflow: CI\nFailed jobs: check-additional, build-smoke, check, checks-windows (node, test, 4, 6, pnpm test), checks-windows (node, test, 1, 6, pnpm test), checks (node, test, 2, 2, pnpm canvas:a2ui:bundle && pnpm test), checks (node, contracts, pnpm test:contracts), checks (node, test, 1, 2, pnpm canvas:a2ui:bundle && pnpm test)\n---\nRun ID: 23386087640\nWorkflow: CI\nFailed jobs: check\n---\nRun ID: 23386086912\nWorkflow: CI\nFailed jobs: check\n---","is_error":false}]},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"b6f6cc03-34b8-4676-af95-84e50a74022c","timestamp":"2026-03-21T18:50:36.301Z","tool_use_result":{"stdout":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nRun ID: 23386167213\nWorkflow: CI\nFailed jobs: build-smoke, check-additional, check\n---\nRun ID: 23386126567\nWorkflow: Install Smoke\nFailed jobs: install-smoke\n---\nRun ID: 23386126565\nWorkflow: CI\nFailed jobs: check-additional, build-smoke, check, checks-windows (node, test, 4, 6, pnpm test), checks-windows (node, test, 1, 6, pnpm test), checks (node, test, 2, 2, pnpm canvas:a2ui:bundle && pnpm test), checks (node, contracts, pnpm test:contracts), checks (node, test, 1, 2, pnpm canvas:a2ui:bundle && pnpm test)\n---\nRun ID: 23386087640\nWorkflow: CI\nFailed jobs: check\n---\nRun ID: 23386086912\nWorkflow: CI\nFailed jobs: check\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01GNr2FgbdKZLDgnztm9AzWZ","type":"message","role":"assistant","content":[{"type":"text","text":"Here are the 5 most recent failed workflow runs in `openclaw/openclaw`:\n\n---\n\n**1. Run ID: 23386167213**\n- **Workflow:** CI\n- **Failed jobs:** `build-smoke`, `check-additional`, `check`\n\n---\n\n**2. Run ID: 23386126567**\n- **Workflow:** Install Smoke\n- **Failed jobs:** `install-smoke`\n\n---\n\n**3. Run ID: 23386126565**\n- **Workflow:** CI\n- **Failed jobs:** `check-additional`, `build-smoke`, `check`, `checks-windows (node, test, 4, 6, pnpm test)`, `checks-windows (node, test, 1, 6, pnpm test)`, `checks (node, test, 2, 2, pnpm canvas:a2ui:bundle && pnpm test)`, `checks (node, contracts, pnpm test:contracts)`, `checks (node, test, 1, 2, pnpm canvas:a2ui:bundle && pnpm test)`\n\n---\n\n**4. Run ID: 23386087640**\n- **Workflow:** CI\n- **Failed jobs:** `check`\n\n---\n\n**5. Run ID: 23386086912**\n- **Workflow:** CI\n- **Failed jobs:** `check`\n\n---\n\n**Summary:** The failures are concentrated in the **CI** workflow (4 of 5 runs), with `check` being the most consistently failing job across all CI failures. Run #3 (23386126565) was the most severe, with 8 jobs failing including Windows matrix jobs and contract tests. There is also one isolated **Install Smoke** failure affecting the `install-smoke` job."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":351,"cache_read_input_tokens":26599,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":351},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","uuid":"99ea213a-1bee-4da3-9ec9-9363e873398d"}
{"type":"result","subtype":"success","is_error":false,"duration_ms":71919,"duration_api_ms":53484,"num_turns":13,"result":"Here are the 5 most recent failed workflow runs in `openclaw/openclaw`:\n\n---\n\n**1. Run ID: 23386167213**\n- **Workflow:** CI\n- **Failed jobs:** `build-smoke`, `check-additional`, `check`\n\n---\n\n**2. Run ID: 23386126567**\n- **Workflow:** Install Smoke\n- **Failed jobs:** `install-smoke`\n\n---\n\n**3. Run ID: 23386126565**\n- **Workflow:** CI\n- **Failed jobs:** `check-additional`, `build-smoke`, `check`, `checks-windows (node, test, 4, 6, pnpm test)`, `checks-windows (node, test, 1, 6, pnpm test)`, `checks (node, test, 2, 2, pnpm canvas:a2ui:bundle && pnpm test)`, `checks (node, contracts, pnpm test:contracts)`, `checks (node, test, 1, 2, pnpm canvas:a2ui:bundle && pnpm test)`\n\n---\n\n**4. Run ID: 23386087640**\n- **Workflow:** CI\n- **Failed jobs:** `check`\n\n---\n\n**5. Run ID: 23386086912**\n- **Workflow:** CI\n- **Failed jobs:** `check`\n\n---\n\n**Summary:** The failures are concentrated in the **CI** workflow (4 of 5 runs), with `check` being the most consistently failing job across all CI failures. Run #3 (23386126565) was the most severe, with 8 jobs failing including Windows matrix jobs and contract tests. There is also one isolated **Install Smoke** failure affecting the `install-smoke` job.","stop_reason":"end_turn","session_id":"5852cc5f-7bc9-4830-93b0-97098c1d56b1","total_cost_usd":0.1668534,"usage":{"input_tokens":15,"cache_creation_input_tokens":10736,"cache_read_input_tokens":266228,"output_tokens":3112,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":10736,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"},"modelUsage":{"claude-sonnet-4-6":{"inputTokens":15,"outputTokens":3112,"cacheReadInputTokens":266228,"cacheCreationInputTokens":10736,"webSearchRequests":0,"costUSD":0.1668534,"contextWindow":200000,"maxOutputTokens":32000}},"permission_denials":[],"fast_mode_state":"off","uuid":"5fdbbba1-41f4-4743-a013-d3b3ec5db07e"}
