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{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Qo4q6X8Fk8gMPPSTfdhiVR","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Let me write a TypeScript script to find the most recent open issue with the \"bug\" label, then get its comments.","signature":"EpkCCkYICxgCKkDq7ixLSmX6zq5VGYU9kds0Hs0RvNjtJWpJovFjOcYCtI1+mFVvvluh1tHrHGJ9XkCM8CaBJFze8pcu0sGlx4PNEgzDwEFG0M+l5XdwqyQaDAi8zzZXAyaXUW+JSSIwbm66GC8CEGCnSTjJlsoWRNoo97uLIaAoNoe/QIRbuU7JcK/6vkFYo/fSSo5jBf37KoAB+T4pLR8/c9ZGg3pg1zTTje8+BbETtBJPltY1ucDHwGRqXiG+ciFWh0NipltgKUMpvOs9Su+DNQO51Wc0L3DKFs8Ss6oc3JY5N9HorfPxd4imawT3TGFBNvLeea1Ph60J1r4Xjt5n3/Mpiy642KL21LczwBLCUfkmX+Cfr72FbloYAQ=="}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":0,"cache_read_input_tokens":16189,"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":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"207432bc-7143-46e5-9a57-80448b092910"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Qo4q6X8Fk8gMPPSTfdhiVR","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TN7ArWCkMHuSD7EJSGMKT6","name":"Write","input":{"file_path":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/find_bug_issue.ts","content":"import { listIssues, listComments } from \"./gh-code/issues\";\n\nconst issues = listIssues(\"openclaw/openclaw\", { state: \"open\", label: \"bug\", limit: 5 });\nif (!issues.length) {\n  console.log(\"No open issues with label 'bug' found.\");\n  process.exit(0);\n}\n\n// Sort by created_at descending to get most recent\nissues.sort((a, b) => new Date(b.created_at).getTime() - new Date(a.created_at).getTime());\nconst mostRecent = issues[0];\nconsole.log(`Most recent open bug issue: #${mostRecent.number} - ${mostRecent.title}`);\n\nconst comments = listComments(\"openclaw/openclaw\", mostRecent.number);\nif (!comments.length) {\n  console.log(\"No comments on this issue.\");\n} else {\n  const last = comments[comments.length - 1];\n  console.log(`Last commenter: ${last.user.login} at ${last.created_at}`);\n  console.log(`Comment: ${last.body}`);\n}\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":0,"cache_read_input_tokens":16189,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"245b012f-e03a-40c3-b7eb-03ab265a0bb1"}
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{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"<tool_use_error>File has not been read yet. Read it first before writing to it.</tool_use_error>","is_error":true,"tool_use_id":"toolu_01TN7ArWCkMHuSD7EJSGMKT6"}]},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"4cde4760-94a3-4bb4-817a-73939e4157ed","timestamp":"2026-03-21T18:38:09.282Z","tool_use_result":"Error: File has not been read yet. Read it first before writing to it."}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UYfuVCsPwjHdkU35oRxpAu","type":"tool_result","content":"import { listComments } from \"./gh-code/issues\";\nimport { githubApi } from \"./gh-code/exec.js\";\n\nconst owner = \"openclaw\";\nconst repo = \"openclaw\";\n\n// listIssues wrapper doesn't support label filtering, so use githubApi (part of ./gh-code/)\nconst issues = githubApi<any[]>(\n  `/repos/${owner}/${repo}/issues?state=open&labels=bug&per_page=10&sort=created&direction=desc`\n);\n\nif (!issues || issues.length === 0) {\n  console.log(\"No open issues with label 'bug' found.\");\n  process.exit(0);\n}\n\nconst latest = issues[0]; // already sorted newest first\nconsole.log(`Most recent open bug issue: #${latest.number} — \"${latest.title}\"`);\nconsole.log(`Created at: ${latest.created_at}, Author: ${latest.user?.login}`);\n\nconst comments = listComments(`${owner}/${repo}`, latest.number);\n\nif (!comments || comments.length === 0) {\n  console.log(\"No comments on this issue.\");\n} else {\n  const last = comments[comments.length - 1];\n  console.log(`\\nTotal comments: ${comments.length}`);\n  console.log(`Last commenter: ${last.author}`);\n  console.log(`Comment date: ${last.createdAt}`);\n  console.log(`Comment preview: ${last.body.slice(0, 300)}`);\n}","is_error":false}]},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"3964b206-6e39-4350-8a37-7a039ccb18cd","timestamp":"2026-03-21T18:38:14.551Z","tool_use_result":{"stdout":"import { listComments } from \"./gh-code/issues\";\nimport { githubApi } from \"./gh-code/exec.js\";\n\nconst owner = \"openclaw\";\nconst repo = \"openclaw\";\n\n// listIssues wrapper doesn't support label filtering, so use githubApi (part of ./gh-code/)\nconst issues = githubApi<any[]>(\n  `/repos/${owner}/${repo}/issues?state=open&labels=bug&per_page=10&sort=created&direction=desc`\n);\n\nif (!issues || issues.length === 0) {\n  console.log(\"No open issues with label 'bug' found.\");\n  process.exit(0);\n}\n\nconst latest = issues[0]; // already sorted newest first\nconsole.log(`Most recent open bug issue: #${latest.number} — \"${latest.title}\"`);\nconsole.log(`Created at: ${latest.created_at}, Author: ${latest.user?.login}`);\n\nconst comments = listComments(`${owner}/${repo}`, latest.number);\n\nif (!comments || comments.length === 0) {\n  console.log(\"No comments on this issue.\");\n} else {\n  const last = comments[comments.length - 1];\n  console.log(`\\nTotal comments: ${comments.length}`);\n  console.log(`Last commenter: ${last.author}`);\n  console.log(`Comment date: ${last.createdAt}`);\n  console.log(`Comment preview: ${last.body.slice(0, 300)}`);\n}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01MQMosbjYZh1ArSqmJvZohE","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"There's already a file. Let me read it first and then check the gh-code library to understand the correct API, then run the script.","signature":"EqwCCkYICxgCKkBn61/CSx6jLECjZATK0RZmmlltc4hxUlTN6bEAI4G/jQAv3nkU+nTqkbcU7KNugTzdEDs0CX3AIAC8n+Ao6PSLEgzD6tSNbBgPSdgwD0kaDMZFow7uIa0gBFPGJSIwiqh8eSbpmzr3gzZ2axTTnYR1UXioztbX+HSbkImjyI+96d1WbEa2Ss5eSRfSgJVAKpMBNVla2O/Ek7Cl9WjrMhuhGs/OBZTB29rVJSi4o0NRhb0rzVdsifO5BjBc3LMWQxOA2obNYorIsC04wNXSP6aaB63KuuYb7pa7g+mCmfzZr0Eb2xNRzLyMJTQ5glc6Yj07rL2qs07WvyVRPVl56G2Z4cd9CHOG46FPONU0TpTlMnQvItZqlhYY0M/9K2TRPB+2g/8XGAE="}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":466,"cache_read_input_tokens":16666,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":466},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"dcf47d43-872b-4ccd-a4ac-312d4cd9bed5"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017bqpCPTpPDYxs26y8ESEt9","type":"tool_result","content":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/prs.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/runs.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/repo.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/releases.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/index.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/labels.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/issues.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/exec.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/prs.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/runs.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/repo.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/releases.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/exec.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/index.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/labels.ts\n./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/issues.ts"}]},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"09d44f8f-9288-4545-bf3b-c92de0bcaca2","timestamp":"2026-03-21T18:38:17.030Z","tool_use_result":{"filenames":["./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/prs.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/runs.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/repo.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/releases.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/index.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/labels.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/issues.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/exec.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/prs.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/runs.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/repo.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/releases.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/exec.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/index.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/labels.ts","./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/gh-code/issues.ts"],"durationMs":36,"numFiles":16,"truncated":false}}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017oVqEzKp7tZ9pir3NsZ5yb","type":"tool_result","content":"     1→import { callMcpTool, githubApi } from \"./exec.js\";\n     2→\n     3→export interface Issue {\n     4→  number: number;\n     5→  title: string;\n     6→  state: string;\n     7→  author: string;\n     8→}\n     9→\n    10→export interface IssueDetail extends Issue {\n    11→  body: string;\n    12→  createdAt: string;\n    13→}\n    14→\n    15→export interface IssueComment {\n    16→  author: string;\n    17→  body: string;\n    18→  createdAt: string;\n    19→}\n    20→\n    21→export interface ListIssuesOpts {\n    22→  state?: \"open\" | \"closed\" | \"all\";\n    23→  limit?: number;\n    24→}\n    25→\n    26→/** List issues for a repository. */\n    27→export function listIssues(repo: string, opts?: ListIssuesOpts): Issue[] {\n    28→  const [owner, name] = repo.split(\"/\");\n    29→  const args: Record<string, unknown> = { owner, repo: name };\n    30→  if (opts?.state) args.state = opts.state;\n    31→  args.per_page = opts?.limit ?? 30;\n    32→\n    33→  const raw = callMcpTool<any[]>(\"list_issues\", args);\n    34→  return raw.map((i: any) => ({\n    35→    number: i.number,\n    36→    title: i.title,\n    37→    state: i.state,\n    38→    author: i.user?.login ?? i.author?.login ?? \"\",\n    39→  }));\n    40→}\n    41→\n    42→/** View a single issue. */\n    43→export function viewIssue(repo: string, number: number): IssueDetail {\n    44→  const [owner, name] = repo.split(\"/\");\n    45→  const raw = callMcpTool<any>(\"issue_read\", { owner, repo: name, issue_number: number });\n    46→  return {\n    47→    number: raw.number,\n    48→    title: raw.title,\n    49→    state: raw.state,\n    50→    author: raw.user?.login ?? raw.author?.login ?? \"\",\n    51→    body: raw.body ?? \"\",\n    52→    createdAt: raw.created_at ?? raw.createdAt ?? \"\",\n    53→  };\n    54→}\n    55→\n    56→/** List comments on an issue. */\n    57→export function listComments(repo: string, issueNumber: number): IssueComment[] {\n    58→  const [owner, name] = repo.split(\"/\");\n    59→  const raw = githubApi<Array<{\n    60→    user: { login: string };\n    61→    body: string;\n    62→    created_at: string;\n    63→  }>>(`/repos/${owner}/${name}/issues/${issueNumber}/comments`);\n    64→  return raw.map((c) => ({\n    65→    author: c.user.login,\n    66→    body: c.body,\n    67→    createdAt: c.created_at,\n    68→  }));\n    69→}\n    70→\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":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"37188f68-3170-46dd-b1ef-6467437f9d6d","timestamp":"2026-03-21T18:38:19.232Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/issues.ts","content":"import { callMcpTool, githubApi } from \"./exec.js\";\n\nexport interface Issue {\n  number: number;\n  title: string;\n  state: string;\n  author: string;\n}\n\nexport interface IssueDetail extends Issue {\n  body: string;\n  createdAt: string;\n}\n\nexport interface IssueComment {\n  author: string;\n  body: string;\n  createdAt: string;\n}\n\nexport interface ListIssuesOpts {\n  state?: \"open\" | \"closed\" | \"all\";\n  limit?: number;\n}\n\n/** List issues for a repository. */\nexport function listIssues(repo: string, opts?: ListIssuesOpts): Issue[] {\n  const [owner, name] = repo.split(\"/\");\n  const args: Record<string, unknown> = { owner, repo: name };\n  if (opts?.state) args.state = opts.state;\n  args.per_page = opts?.limit ?? 30;\n\n  const raw = callMcpTool<any[]>(\"list_issues\", args);\n  return raw.map((i: any) => ({\n    number: i.number,\n    title: i.title,\n    state: i.state,\n    author: i.user?.login ?? i.author?.login ?? \"\",\n  }));\n}\n\n/** View a single issue. */\nexport function viewIssue(repo: string, number: number): IssueDetail {\n  const [owner, name] = repo.split(\"/\");\n  const raw = callMcpTool<any>(\"issue_read\", { owner, repo: name, issue_number: number });\n  return {\n    number: raw.number,\n    title: raw.title,\n    state: raw.state,\n    author: raw.user?.login ?? raw.author?.login ?? \"\",\n    body: raw.body ?? \"\",\n    createdAt: raw.created_at ?? raw.createdAt ?? \"\",\n  };\n}\n\n/** List comments on an issue. */\nexport function listComments(repo: string, issueNumber: number): IssueComment[] {\n  const [owner, name] = repo.split(\"/\");\n  const raw = githubApi<Array<{\n    user: { login: string };\n    body: string;\n    created_at: string;\n  }>>(`/repos/${owner}/${name}/issues/${issueNumber}/comments`);\n  return raw.map((c) => ({\n    author: c.user.login,\n    body: c.body,\n    createdAt: c.created_at,\n  }));\n}\n","numLines":70,"startLine":1,"totalLines":70}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01NMSv39B9Q4oLZx6i2cFW3o","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The `listIssues` function doesn't support label filtering. Let me check `exec.ts` to understand `githubApi` and `callMcpTool`.","signature":"EqcCCkYICxgCKkAgQrVv23amixDgg49tXq1U45WLlfznfYzqTkCjdoZqBs5EKHQh/2ZDJF9BGVo874QK6phT8vkahWQgQTukbs77EgzKmypf+fI7o3L/UyoaDHWdtz/3KUt68/QqCSIwjzCfFRSVL6qzX/ig3UFudF8yJfBTniy5Lkxv+IS1NNR1q4RTUgSTLXfzGeIb4eS/Ko4BHEwtwnBsWt2ySlW5s4l8IaotCItF3qG/TTC+j5yYBmz9DcikPS78n76RSFnrb+CvQMUMf54jyP5i/JIREkYmSIrZk15D10FC973shXv9vr8GvY+9OnBOkjGcRHBpVjHafEeIaa75gEA8t0rf9HKHhq+j4Fixsu0t8gNnUcMEi+Skvd7aJU/uWIyulja+4xgB"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1029,"cache_read_input_tokens":18046,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1029},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"1fd9b962-27af-40c9-bfc9-40b34ab03a45"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01NMSv39B9Q4oLZx6i2cFW3o","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0198CQxa2yMoTA2n2KcUW6zN","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/gh-code/exec.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1029,"cache_read_input_tokens":18046,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1029},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"e7fd39df-cc7f-4c11-91dc-bcb1b0bc013d"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0198CQxa2yMoTA2n2KcUW6zN","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 raw = 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→  // The endpoint may return SSE format; extract the JSON from the data: line\n    30→  let jsonText = raw.trim();\n    31→  if (jsonText.startsWith(\"event:\")) {\n    32→    const dataLine = jsonText.split(\"\\n\").find((l) => l.startsWith(\"data:\"));\n    33→    if (!dataLine) throw new Error(\"No data line in SSE response: \" + raw.slice(0, 200));\n    34→    jsonText = dataLine.slice(\"data:\".length).trim();\n    35→  }\n    36→\n    37→  const response = JSON.parse(jsonText);\n    38→  if (response.error) throw new Error(response.error.message);\n    39→\n    40→  // MCP tool results come as content array with text fields\n    41→  const content = response.result?.content;\n    42→  if (content && content[0]?.text) {\n    43→    return JSON.parse(content[0].text) as T;\n    44→  }\n    45→  return response.result as T;\n    46→}\n    47→\n    48→/** Call the GitHub REST API directly via curl. */\n    49→export function githubApi<T = any>(path: string): T {\n    50→  const token = getToken();\n    51→\n    52→  const result = execFileSync(\"curl\", [\n    53→    \"-s\",\n    54→    \"-H\", `Authorization: Bearer ${token}`,\n    55→    \"-H\", \"Accept: application/vnd.github+json\",\n    56→    `https://api.github.com${path}`,\n    57→  ], { encoding: \"utf-8\", timeout: 30000 });\n    58→\n    59→  return JSON.parse(result) as T;\n    60→}\n    61→\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":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"df7a5fb5-08b8-49a8-bac0-d0d5baf7ddb3","timestamp":"2026-03-21T18:38:21.790Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/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 raw = 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  // The endpoint may return SSE format; extract the JSON from the data: line\n  let jsonText = raw.trim();\n  if (jsonText.startsWith(\"event:\")) {\n    const dataLine = jsonText.split(\"\\n\").find((l) => l.startsWith(\"data:\"));\n    if (!dataLine) throw new Error(\"No data line in SSE response: \" + raw.slice(0, 200));\n    jsonText = dataLine.slice(\"data:\".length).trim();\n  }\n\n  const response = JSON.parse(jsonText);\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":61,"startLine":1,"totalLines":61}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_019mSWqNHNbtDSshpxoofkKH","type":"message","role":"assistant","content":[{"type":"text","text":"The existing `find_bug_issue.ts` already uses `githubApi` for label filtering. Let me update it to use the correct field names from the library and run it."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1064,"cache_read_input_tokens":19075,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1064},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"a803b4bb-50e5-4919-93a7-8d0851b6157c"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_019mSWqNHNbtDSshpxoofkKH","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LbzyKrpdPn8Ld7hr6CP7dA","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/find_bug_issue.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1064,"cache_read_input_tokens":19075,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1064},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"e2772c55-1f98-47f6-8e19-062739464844"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LbzyKrpdPn8Ld7hr6CP7dA","type":"tool_result","content":"     1→import { listComments } from \"./gh-code/issues\";\n     2→import { githubApi } from \"./gh-code/exec.js\";\n     3→\n     4→const owner = \"openclaw\";\n     5→const repo = \"openclaw\";\n     6→\n     7→// listIssues wrapper doesn't support label filtering, so use githubApi (part of ./gh-code/)\n     8→const issues = githubApi<any[]>(\n     9→  `/repos/${owner}/${repo}/issues?state=open&labels=bug&per_page=10&sort=created&direction=desc`\n    10→);\n    11→\n    12→if (!issues || issues.length === 0) {\n    13→  console.log(\"No open issues with label 'bug' found.\");\n    14→  process.exit(0);\n    15→}\n    16→\n    17→const latest = issues[0]; // already sorted newest first\n    18→console.log(`Most recent open bug issue: #${latest.number} — \"${latest.title}\"`);\n    19→console.log(`Created at: ${latest.created_at}, Author: ${latest.user?.login}`);\n    20→\n    21→const comments = listComments(`${owner}/${repo}`, latest.number);\n    22→\n    23→if (!comments || comments.length === 0) {\n    24→  console.log(\"No comments on this issue.\");\n    25→} else {\n    26→  const last = comments[comments.length - 1];\n    27→  console.log(`\\nTotal comments: ${comments.length}`);\n    28→  console.log(`Last commenter: ${last.author}`);\n    29→  console.log(`Comment date: ${last.createdAt}`);\n    30→  console.log(`Comment preview: ${last.body.slice(0, 300)}`);\n    31→}\n    32→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"d0c3dbb6-4848-4360-90c7-e69e85ea310d","timestamp":"2026-03-21T18:38:25.047Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/issue_then_comments/run4/workspace/find_bug_issue.ts","content":"import { listComments } from \"./gh-code/issues\";\nimport { githubApi } from \"./gh-code/exec.js\";\n\nconst owner = \"openclaw\";\nconst repo = \"openclaw\";\n\n// listIssues wrapper doesn't support label filtering, so use githubApi (part of ./gh-code/)\nconst issues = githubApi<any[]>(\n  `/repos/${owner}/${repo}/issues?state=open&labels=bug&per_page=10&sort=created&direction=desc`\n);\n\nif (!issues || issues.length === 0) {\n  console.log(\"No open issues with label 'bug' found.\");\n  process.exit(0);\n}\n\nconst latest = issues[0]; // already sorted newest first\nconsole.log(`Most recent open bug issue: #${latest.number} — \"${latest.title}\"`);\nconsole.log(`Created at: ${latest.created_at}, Author: ${latest.user?.login}`);\n\nconst comments = listComments(`${owner}/${repo}`, latest.number);\n\nif (!comments || comments.length === 0) {\n  console.log(\"No comments on this issue.\");\n} else {\n  const last = comments[comments.length - 1];\n  console.log(`\\nTotal comments: ${comments.length}`);\n  console.log(`Last commenter: ${last.author}`);\n  console.log(`Comment date: ${last.createdAt}`);\n  console.log(`Comment preview: ${last.body.slice(0, 300)}`);\n}\n","numLines":32,"startLine":1,"totalLines":32}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01HRpFkHZB23mXyKnYQBRDMj","type":"message","role":"assistant","content":[{"type":"text","text":"The script looks correct. Let me run it."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":694,"cache_read_input_tokens":20139,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":694},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"72519393-9710-4d1b-a196-8eb9a038152d"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01HRpFkHZB23mXyKnYQBRDMj","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PB5GkCiSYMcomKKPyeWp6k","name":"Bash","input":{"command":"npx tsx find_bug_issue.ts","description":"Run the bug issue finder script","timeout":60000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":694,"cache_read_input_tokens":20139,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":694},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"3ad316b3-c364-41e9-8758-a839adb4ab8c"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PB5GkCiSYMcomKKPyeWp6k","type":"tool_result","content":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nMost recent open bug issue: #51810 — \"[Bug]: Doctor/update fails when Telegram bot token uses file-based SecretRef (2026.3 regression)\"\nCreated at: 2026-03-21T18:32:21Z, Author: Manet147-cl\n\nTotal comments: 1\nLast commenter: Ryce\nComment date: 2026-03-21T18:37:35Z\nComment preview: ## KeepMyClaw angle\n\nFile-based SecretRef works at the Gateway level but fails during Doctor/update validation — two subsystems disagree on whether the token is accessible. This is a classic boundary-encoding state-divergence: the token loads at runtime but fails the static validation path.\n\n**For m","is_error":false}]},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"18b2c7b8-bc30-47e9-b3c3-edbe331aadce","timestamp":"2026-03-21T18:38:29.770Z","tool_use_result":{"stdout":"npm warn Unknown project config \"node-linker\". This will stop working in the next major version of npm.\nMost recent open bug issue: #51810 — \"[Bug]: Doctor/update fails when Telegram bot token uses file-based SecretRef (2026.3 regression)\"\nCreated at: 2026-03-21T18:32:21Z, Author: Manet147-cl\n\nTotal comments: 1\nLast commenter: Ryce\nComment date: 2026-03-21T18:37:35Z\nComment preview: ## KeepMyClaw angle\n\nFile-based SecretRef works at the Gateway level but fails during Doctor/update validation — two subsystems disagree on whether the token is accessible. This is a classic boundary-encoding state-divergence: the token loads at runtime but fails the static validation path.\n\n**For m","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01Ac6aSFdHhqUjXPVNfHji3V","type":"message","role":"assistant","content":[{"type":"text","text":"Here are the results:\n\n**Most recent open bug issue:** #51810 — *\"[Bug]: Doctor/update fails when Telegram bot token uses file-based SecretRef (2026.3 regression)\"*\n- Created: 2026-03-21T18:32:21Z by **Manet147-cl**\n\n**Last commenter:** **Ryce** (2026-03-21T18:37:35Z)\n\nTheir comment begins: *\"File-based SecretRef works at the Gateway level but fails during Doctor/update validation — two subsystems disagree on whether the token is accessible. This is a classic boundary-encoding state-divergence...\"*"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":317,"cache_read_input_tokens":20833,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":317},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"e04228c7-c954-469d-b521-ae43a33822e3","uuid":"82ee70a3-1689-4ff0-88a7-0ed9aeb0a727"}
{"type":"result","subtype":"success","is_error":false,"duration_ms":30235,"duration_api_ms":27605,"num_turns":8,"result":"Here are the results:\n\n**Most recent open bug issue:** #51810 — *\"[Bug]: Doctor/update fails when Telegram bot token uses file-based SecretRef (2026.3 regression)\"*\n- Created: 2026-03-21T18:32:21Z by **Manet147-cl**\n\n**Last commenter:** **Ryce** (2026-03-21T18:37:35Z)\n\nTheir comment begins: *\"File-based SecretRef works at the Gateway level but fails during Doctor/update validation — two subsystems disagree on whether the token is accessible. This is a classic boundary-encoding state-divergence...\"*","stop_reason":"end_turn","session_id":"e04228c7-c954-469d-b521-ae43a33822e3","total_cost_usd":0.08238944999999999,"usage":{"input_tokens":10,"cache_creation_input_tokens":4961,"cache_read_input_tokens":144269,"output_tokens":1365,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":4961,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"},"modelUsage":{"claude-sonnet-4-6":{"inputTokens":10,"outputTokens":1365,"cacheReadInputTokens":144269,"cacheCreationInputTokens":4961,"webSearchRequests":0,"costUSD":0.08238944999999999,"contextWindow":200000,"maxOutputTokens":32000}},"permission_denials":[],"fast_mode_state":"off","uuid":"9bde9f3e-0434-4f95-9feb-55c89dcb0d49"}
