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{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01WAvUJaXMSvKMZZ5EkLBbBp","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01QZUgvGXM2uD4bt83aorJej","name":"Write","input":{"file_path":"./bench/results/mcp-with-code-mode/find_fix_for_bug/run4/workspace/find_bug.ts","content":"import { listIssues } from \"./gh-code/issues\";\nimport { viewPR } from \"./gh-code/prs\";\n\nconst repo = \"openclaw/openclaw\";\n\n// Find most recent open bug issue\nconst issues = listIssues(repo, { state: \"open\", label: \"bug\", limit: 10 });\nif (!issues.length) {\n  console.log(\"No open bug issues found.\");\n  process.exit(0);\n}\n\n// Sort by number descending to get most recent\nconst bugIssue = issues.sort((a, b) => b.number - a.number)[0];\nconsole.log(`Most recent open bug issue: #${bugIssue.number} — ${bugIssue.title}`);\n\n// Get open PRs and check if any reference this issue number\nconst prs = listIssues(repo, { state: \"open\", limit: 50 });\n// listIssues returns issues; we need PRs — use a broader search\n// Actually let's check PRs by looking at open PRs via listIssues with type filter\n// The gh-code library may not have a listPRs, so let's check open PRs via the issues endpoint\n// GitHub API returns PRs as issues when pull_request field is set\n\nconst issueNum = bugIssue.number;\nconst refPatterns = [\n  `#${issueNum}`,\n  `fixes #${issueNum}`,\n  `closes #${issueNum}`,\n  `fix #${issueNum}`,\n  `resolve #${issueNum}`,\n  `resolves #${issueNum}`,\n  `/${issueNum}`,\n];\n\n// Filter items that are PRs (have pull_request field) and reference the issue\nconst relatedPRs = prs.filter((item: any) => {\n  if (!item.pull_request) return false;\n  const text = `${item.title} ${item.body || \"\"}`.toLowerCase();\n  return refPatterns.some(p => text.includes(p.toLowerCase()));\n});\n\nconsole.log(`\\nChecking ${prs.filter((i: any) => i.pull_request).length} open PRs for references to #${issueNum}...`);\n\nif (relatedPRs.length > 0) {\n  console.log(`\\nFix in progress! Found ${relatedPRs.length} PR(s) referencing #${issueNum}:`);\n  relatedPRs.forEach((pr: any) => console.log(`  PR #${pr.number}: ${pr.title}`));\n} else {\n  console.log(`\\nNo open PRs reference issue #${issueNum}. Fix does NOT appear to be in progress.`);\n}\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":7615,"cache_read_input_tokens":8598,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":7615},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"b626fff8-fa36-4bc7-a39b-71eb688efb07"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FxGvUUVczZg1fumNcasFFd","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":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"ea32548a-fd02-4256-a615-c7163c0a2193","timestamp":"2026-03-21T19:23:31.183Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/find_fix_for_bug/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}}}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016ytNyeMDZ8Np1g2jKtDRTU","type":"tool_result","content":"     1→import { callMcpTool, githubApi } from \"./exec.js\";\n     2→\n     3→export interface PR {\n     4→  number: number;\n     5→  title: string;\n     6→  state: string;\n     7→  author: string;\n     8→  isDraft: boolean;\n     9→  mergedAt: string | null;\n    10→}\n    11→\n    12→export interface CheckSummary {\n    13→  name: string;\n    14→  status: string;\n    15→  conclusion: string;\n    16→}\n    17→\n    18→/** View a single pull request. */\n    19→export function viewPR(repo: string, number: number): PR {\n    20→  const [owner, name] = repo.split(\"/\");\n    21→  const raw = callMcpTool<any>(\"pull_request_read\", { owner, repo: name, pull_number: number });\n    22→  return {\n    23→    number: raw.number,\n    24→    title: raw.title,\n    25→    state: raw.state,\n    26→    author: raw.user?.login ?? raw.author?.login ?? \"\",\n    27→    isDraft: raw.draft ?? raw.isDraft ?? false,\n    28→    mergedAt: raw.merged_at ?? raw.mergedAt ?? null,\n    29→  };\n    30→}\n    31→\n    32→/** List status checks for a pull request. */\n    33→export function listChecks(repo: string, prNumber: number): CheckSummary[] {\n    34→  const [owner, name] = repo.split(\"/\");\n    35→  // Get the PR head SHA first, then fetch check runs\n    36→  const pr = githubApi<{ head: { sha: string } }>(`/repos/${owner}/${name}/pulls/${prNumber}`);\n    37→  const raw = githubApi<{\n    38→    check_runs: Array<{\n    39→      name: string;\n    40→      status: string;\n    41→      conclusion: string | null;\n    42→    }>;\n    43→  }>(`/repos/${owner}/${name}/commits/${pr.head.sha}/check-runs`);\n    44→  return (raw.check_runs ?? []).map((c) => ({\n    45→    name: c.name,\n    46→    status: c.status,\n    47→    conclusion: c.conclusion ?? \"\",\n    48→  }));\n    49→}\n    50→\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":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"77b7b891-7c5d-43dc-9f19-61e09249dc2b","timestamp":"2026-03-21T19:23:31.451Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/find_fix_for_bug/run4/workspace/gh-code/prs.ts","content":"import { callMcpTool, githubApi } from \"./exec.js\";\n\nexport interface PR {\n  number: number;\n  title: string;\n  state: string;\n  author: string;\n  isDraft: boolean;\n  mergedAt: string | null;\n}\n\nexport interface CheckSummary {\n  name: string;\n  status: string;\n  conclusion: string;\n}\n\n/** View a single pull request. */\nexport function viewPR(repo: string, number: number): PR {\n  const [owner, name] = repo.split(\"/\");\n  const raw = callMcpTool<any>(\"pull_request_read\", { owner, repo: name, pull_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    isDraft: raw.draft ?? raw.isDraft ?? false,\n    mergedAt: raw.merged_at ?? raw.mergedAt ?? null,\n  };\n}\n\n/** List status checks for a pull request. */\nexport function listChecks(repo: string, prNumber: number): CheckSummary[] {\n  const [owner, name] = repo.split(\"/\");\n  // Get the PR head SHA first, then fetch check runs\n  const pr = githubApi<{ head: { sha: string } }>(`/repos/${owner}/${name}/pulls/${prNumber}`);\n  const raw = githubApi<{\n    check_runs: Array<{\n      name: string;\n      status: string;\n      conclusion: string | null;\n    }>;\n  }>(`/repos/${owner}/${name}/commits/${pr.head.sha}/check-runs`);\n  return (raw.check_runs ?? []).map((c) => ({\n    name: c.name,\n    status: c.status,\n    conclusion: c.conclusion ?? \"\",\n  }));\n}\n","numLines":50,"startLine":1,"totalLines":50}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01PXuCZPtkULDSnj2UsDp89u","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I understand the API. I need to check:\n1. `listIssues` - lists issues but doesn't support label filtering directly (no `label` option in `ListIssuesOpts`)\n2. The `listIssues` function only returns `number, title, state, author` - no `body` or `pull_request` field\n\nFor PRs, I need to use `viewPR` which requires a PR number. There's no `listPRs` function.\n\nLet me look at the exec.ts to understand the raw API access, and then figure out how to:\n1. List issues with label filter\n\n\n2. List open PRs\n\nI'm realizing that `callMcpTool` for `list_issues` accepts arbitrary args, so I can pass `labels` there. I should also check what tools are available through `githubApi` directly in exec.ts.","signature":"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"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1865,"cache_read_input_tokens":17590,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1865},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"adb15ba1-ff38-45ac-9e61-10e4e5c23086"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01PXuCZPtkULDSnj2UsDp89u","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EPigUrGaMfxfbgYW5bLw5g","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/find_fix_for_bug/run4/workspace/gh-code/exec.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1865,"cache_read_input_tokens":17590,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1865},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"72d8fac1-bacb-43df-93e1-1bf2ee03cd43"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EPigUrGaMfxfbgYW5bLw5g","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":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"2f11f4ee-2e78-4660-86fe-e1cd7248ee20","timestamp":"2026-03-21T19:23:37.638Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/find_fix_for_bug/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 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_0164GXHQHwXDSwwuehBTQbyC","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I understand. I can use `githubApi` to:\n1. List issues with `bug` label\n2. List open PRs with their bodies\n\nLet me write the script. Since `find_bug.ts` doesn't exist yet (it's listed as `??` in git status), I can write it without reading first. Wait, the tool says I must read a file first before writing... but the file doesn't exist yet. Let me use Bash to create it or just write it since it's a new file. Actually, the error said \"File has not been read yet\" - but for a new file that doesn't exist, Write should work. Wait, but the git status shows `?? find_bug.ts` which means it already exists untracked. Let me read it first.","signature":"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"}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1091,"cache_read_input_tokens":19455,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1091},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"13e2563e-be8b-4e1c-8bb9-6be5d47f84b6"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_0164GXHQHwXDSwwuehBTQbyC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Dbx3L3yPGbuSQi2rGLscrR","name":"Read","input":{"file_path":"./bench/results/mcp-with-code-mode/find_fix_for_bug/run4/workspace/find_bug.ts"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1091,"cache_read_input_tokens":19455,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1091},"output_tokens":8,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"a5b96cf9-0a72-43d9-9efd-a4a5d35f0f81"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Dbx3L3yPGbuSQi2rGLscrR","type":"tool_result","content":"     1→import { githubApi } from \"./gh-code/exec.js\";\n     2→\n     3→const REPO = \"openclaw/openclaw\";\n     4→const [owner, name] = REPO.split(\"/\");\n     5→\n     6→// Find most recent open issue labeled 'bug'\n     7→const bugIssues = githubApi<any[]>(\n     8→  `/repos/${owner}/${name}/issues?state=open&labels=bug&sort=created&direction=desc&per_page=5`\n     9→);\n    10→\n    11→if (!bugIssues.length) {\n    12→  console.log(\"No open bug issues found.\");\n    13→  process.exit(0);\n    14→}\n    15→\n    16→const issue = bugIssues[0];\n    17→console.log(`Most recent open bug issue: #${issue.number} — \"${issue.title}\"`);\n    18→\n    19→const issueNum = issue.number;\n    20→\n    21→// Check PRs sorted by created date (newest first) - most likely to reference a new issue\n    22→const prs = githubApi<any[]>(\n    23→  `/repos/${owner}/${name}/pulls?state=open&per_page=10&sort=created&direction=desc`\n    24→);\n    25→\n    26→const matchingPRs = prs.filter((pr: any) => {\n    27→  const title = pr.title ?? \"\";\n    28→  const body = (pr.body ?? \"\").slice(0, 5000);\n    29→  const branch = pr.head?.ref ?? \"\";\n    30→  return (\n    31→    title.includes(`${issueNum}`) ||\n    32→    body.includes(`#${issueNum}`) ||\n    33→    body.includes(`issues/${issueNum}`) ||\n    34→    branch.includes(`${issueNum}`)\n    35→  );\n    36→});\n    37→\n    38→if (matchingPRs.length > 0) {\n    39→  console.log(`\\nFix in progress: YES`);\n    40→  console.log(`Referencing PRs:`);\n    41→  for (const pr of matchingPRs) {\n    42→    console.log(`  PR #${pr.number}: \"${pr.title}\" (branch: ${pr.head?.ref}) by ${pr.user.login}`);\n    43→  }\n    44→} else {\n    45→  console.log(`\\nFix in progress: NO — no open PRs found referencing issue #${issueNum}`);\n    46→  console.log(`\\nNewest open PRs checked:`);\n    47→  for (const pr of prs) {\n    48→    console.log(`  PR #${pr.number}: \"${pr.title}\" (branch: ${pr.head?.ref})`);\n    49→  }\n    50→}\n    51→\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"a6c8f7d7-c851-424f-9688-ff94b6459039","timestamp":"2026-03-21T19:23:43.098Z","tool_use_result":{"type":"text","file":{"filePath":"./bench/results/mcp-with-code-mode/find_fix_for_bug/run4/workspace/find_bug.ts","content":"import { githubApi } from \"./gh-code/exec.js\";\n\nconst REPO = \"openclaw/openclaw\";\nconst [owner, name] = REPO.split(\"/\");\n\n// Find most recent open issue labeled 'bug'\nconst bugIssues = githubApi<any[]>(\n  `/repos/${owner}/${name}/issues?state=open&labels=bug&sort=created&direction=desc&per_page=5`\n);\n\nif (!bugIssues.length) {\n  console.log(\"No open bug issues found.\");\n  process.exit(0);\n}\n\nconst issue = bugIssues[0];\nconsole.log(`Most recent open bug issue: #${issue.number} — \"${issue.title}\"`);\n\nconst issueNum = issue.number;\n\n// Check PRs sorted by created date (newest first) - most likely to reference a new issue\nconst prs = githubApi<any[]>(\n  `/repos/${owner}/${name}/pulls?state=open&per_page=10&sort=created&direction=desc`\n);\n\nconst matchingPRs = prs.filter((pr: any) => {\n  const title = pr.title ?? \"\";\n  const body = (pr.body ?? \"\").slice(0, 5000);\n  const branch = pr.head?.ref ?? \"\";\n  return (\n    title.includes(`${issueNum}`) ||\n    body.includes(`#${issueNum}`) ||\n    body.includes(`issues/${issueNum}`) ||\n    branch.includes(`${issueNum}`)\n  );\n});\n\nif (matchingPRs.length > 0) {\n  console.log(`\\nFix in progress: YES`);\n  console.log(`Referencing PRs:`);\n  for (const pr of matchingPRs) {\n    console.log(`  PR #${pr.number}: \"${pr.title}\" (branch: ${pr.head?.ref}) by ${pr.user.login}`);\n  }\n} else {\n  console.log(`\\nFix in progress: NO — no open PRs found referencing issue #${issueNum}`);\n  console.log(`\\nNewest open PRs checked:`);\n  for (const pr of prs) {\n    console.log(`  PR #${pr.number}: \"${pr.title}\" (branch: ${pr.head?.ref})`);\n  }\n}\n","numLines":51,"startLine":1,"totalLines":51}}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01NkMirj3BumfcR6ENMBfwB3","type":"message","role":"assistant","content":[{"type":"text","text":"The script already exists. Let me run it directly."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1108,"cache_read_input_tokens":20546,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1108},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"46bb2a9e-4694-4847-8bfb-d5688e3792ef"}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_01NkMirj3BumfcR6ENMBfwB3","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LR9WRYAiLRqEu7tuvwTszk","name":"Bash","input":{"command":"npx tsx find_bug.ts 2>&1","timeout":60000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1108,"cache_read_input_tokens":20546,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1108},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"37341ad0-a11b-4037-a077-aef3c975425f"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LR9WRYAiLRqEu7tuvwTszk","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: #51824 — \"[Bug]: Control UI: Model selector incorrectly maps bailian models to qwen-portal provider\"\n\nFix in progress: YES\nReferencing PRs:\n  PR #51834: \"fix(ui): resolve ambiguous model IDs using current session provider (#51824)\" (branch: fix/51824-model-selector-provider) by Yaohua-Leo","is_error":false}]},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"1aadafce-c89f-423a-a267-44ac6c2ba6a6","timestamp":"2026-03-21T19:23:48.402Z","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: #51824 — \"[Bug]: Control UI: Model selector incorrectly maps bailian models to qwen-portal provider\"\n\nFix in progress: YES\nReferencing PRs:\n  PR #51834: \"fix(ui): resolve ambiguous model IDs using current session provider (#51824)\" (branch: fix/51824-model-selector-provider) by Yaohua-Leo","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}
{"type":"assistant","message":{"model":"claude-sonnet-4-6","id":"msg_015WKNSuwcaHVgJdt1bGhSxY","type":"message","role":"assistant","content":[{"type":"text","text":"Here's the report:\n\n**Most recent open bug issue:**\n> **#51824** — \"[Bug]: Control UI: Model selector incorrectly maps bailian models to qwen-portal provider\"\n\n**Fix in progress: YES**\n\nPR **#51834** — *\"fix(ui): resolve ambiguous model IDs using current session provider (#51824)\"* — has been opened by `Yaohua-Leo` on branch `fix/51824-model-selector-provider`, directly referencing the bug issue."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":222,"cache_read_input_tokens":21654,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":222},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":null,"session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","uuid":"ba81c781-dbc7-4fd7-8d1f-cc9295d38d9f"}
{"type":"result","subtype":"success","is_error":false,"duration_ms":35985,"duration_api_ms":33048,"num_turns":8,"result":"Here's the report:\n\n**Most recent open bug issue:**\n> **#51824** — \"[Bug]: Control UI: Model selector incorrectly maps bailian models to qwen-portal provider\"\n\n**Fix in progress: YES**\n\nPR **#51834** — *\"fix(ui): resolve ambiguous model IDs using current session provider (#51824)\"* — has been opened by `Yaohua-Leo` on branch `fix/51824-model-selector-provider`, directly referencing the bug issue.","stop_reason":"end_turn","session_id":"ef5f52bf-17de-4844-abe1-a392fad2ea40","total_cost_usd":0.1157061,"usage":{"input_tokens":9,"cache_creation_input_tokens":13278,"cache_read_input_tokens":121122,"output_tokens":1970,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":13278,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"},"modelUsage":{"claude-sonnet-4-6":{"inputTokens":9,"outputTokens":1970,"cacheReadInputTokens":121122,"cacheCreationInputTokens":13278,"webSearchRequests":0,"costUSD":0.1157061,"contextWindow":200000,"maxOutputTokens":32000}},"permission_denials":[],"fast_mode_state":"off","uuid":"646c42ce-f7f7-412d-b73c-0769d11ee21f"}
