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feat(skills): add agent reproduction workflows#4118

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DragonnZhang merged 14 commits into
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dragon/feat-reproduce-skill
Jun 2, 2026
Merged

feat(skills): add agent reproduction workflows#4118
DragonnZhang merged 14 commits into
mainfrom
dragon/feat-reproduce-skill

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@DragonnZhang

@DragonnZhang DragonnZhang commented May 13, 2026

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Summary

  • What changed: Added two local agent workflows for reproducing reference-agent behavior and then aligning Qwen Code against the captured baseline.
  • Why it changed: Agent parity work needs a repeatable path for request capture, terminal capture, trace normalization, comparison, and local artifact handling.
  • Reviewer focus: Check that the workflows stay scoped to local reproduction, generated traces remain out of commits, and the helper scripts are safe to run in a developer environment.

Validation

  • Commands run:
    python3 -m py_compile .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py .qwen/skills/agent-reproduce-align/scripts/compare_traces.py .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
    bash -n .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh .qwen/skills/agent-reproduce-feature/scripts/run_tmux_capture.sh .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh
  • Prompts / inputs used: N/A, documentation and local helper script addition only.
  • Expected result: Python helpers compile and shell helpers parse successfully.
  • Observed result: Both commands completed successfully with no output.
  • Quickest reviewer verification path: Run the two commands above from the repository root, then skim the two reproduction workflows.
  • Evidence: Local trace output is ignored so captured request bodies and terminal artifacts stay out of commits by default.

Scope / Risk

  • Main risk or tradeoff: This PR adds workflow guidance and developer-only helper scripts; it does not change product runtime behavior.
  • Not covered / not validated: Full proxy and tmux capture were not run because they depend on local reference-agent credentials and environment setup.
  • Breaking changes / migration notes: None.

Testing Matrix

🍏 🪟 🐧
npm run N/A N/A N/A
npx N/A N/A N/A
Docker N/A N/A N/A
Podman N/A N/A N/A
Seatbelt N/A N/A N/A

Testing matrix notes:

  • This PR only adds local agent workflow guidance and helper scripts. Runtime product test matrices are not applicable.

Linked Issues / Bugs

  • Related to agent parity and reproduction workflows.

@DragonnZhang DragonnZhang force-pushed the dragon/feat-reproduce-skill branch from 3ebded8 to 184a416 Compare May 13, 2026 12:25
@github-actions

github-actions Bot commented May 13, 2026

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Code Coverage Summary

Package Lines Statements Functions Branches
CLI 77.36% 77.36% 80.22% 79.9%
Core 80.32% 80.32% 82.57% 83.02%
CLI Package - Full Text Report
-------------------|---------|----------|---------|---------|-------------------
File               | % Stmts | % Branch | % Funcs | % Lines | Uncovered Line #s 
-------------------|---------|----------|---------|---------|-------------------
All files          |   77.36 |     79.9 |   80.22 |   77.36 |                   
 src               |   75.52 |    68.65 |   78.94 |   75.52 |                   
  gemini.tsx       |   69.03 |    66.15 |   77.77 |   69.03 | ...43,960-963,975 
  ...ractiveCli.ts |   78.73 |    66.89 |   73.33 |   78.73 | ...1284-1285,1321 
  ...liCommands.ts |    74.9 |     75.6 |     100 |    74.9 | ...41-265,290,391 
  ...ActiveAuth.ts |     100 |     87.5 |     100 |     100 | 66-80             
 ...cp-integration |   61.97 |    65.24 |   78.12 |   61.97 |                   
  acpAgent.ts      |   63.32 |    65.35 |   83.05 |   63.32 | ...2112,2126-2134 
  authMethods.ts   |   12.19 |      100 |       0 |   12.19 | 11-31,34-38,41-50 
  errorCodes.ts    |       0 |        0 |       0 |       0 | 1-22              
  ...DirContext.ts |     100 |      100 |     100 |     100 |                   
 ...ration/service |   68.65 |    83.33 |   66.66 |   68.65 |                   
  filesystem.ts    |   68.65 |    83.33 |   66.66 |   68.65 | ...32,77-94,97-98 
 ...ration/session |   75.88 |    72.05 |   86.25 |   75.88 |                   
  ...ryReplayer.ts |   67.34 |     75.6 |   81.81 |   67.34 | ...54-269,282-283 
  Session.ts       |   74.93 |    70.81 |   88.46 |   74.93 | ...2658,2664-2667 
  ...entTracker.ts |   90.85 |    84.84 |      90 |   90.85 | ...35,199,251-260 
  index.ts         |       0 |        0 |       0 |       0 | 1-40              
  ...ssionUtils.ts |   84.21 |    77.77 |     100 |   84.21 | ...37-153,209-211 
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 ...ssion/emitters |   96.01 |    90.75 |    92.3 |   96.01 |                   
  BaseEmitter.ts   |   76.92 |    66.66 |      80 |   76.92 | 23-24,39-40,55-56 
  ...ageEmitter.ts |     100 |    89.47 |     100 |     100 | 109,111           
  PlanEmitter.ts   |     100 |      100 |     100 |     100 |                   
  ...allEmitter.ts |   98.06 |     92.3 |     100 |   98.06 | 227-228,327,335   
  index.ts         |       0 |        0 |       0 |       0 | 1-10              
 ...ession/rewrite |   90.36 |    87.83 |   94.11 |   90.36 |                   
  LlmRewriter.ts   |      81 |       84 |     100 |      81 | ...,88-89,155-159 
  ...Middleware.ts |   95.83 |    85.71 |     100 |   95.83 | 119,127-129       
  TurnBuffer.ts    |     100 |      100 |     100 |     100 |                   
  config.ts        |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 src/commands      |   45.67 |    85.71 |   43.47 |   45.67 |                   
  auth.ts          |     100 |    83.33 |     100 |     100 | 11,14             
  channel.ts       |   56.66 |      100 |       0 |   56.66 | 15-19,27-34       
  extensions.tsx   |   96.55 |      100 |      50 |   96.55 | 37                
  hooks.tsx        |   66.66 |      100 |       0 |   66.66 | 20-24             
  mcp.ts           |   94.73 |      100 |      50 |   94.73 | 28                
  review.ts        |   51.85 |      100 |       0 |   51.85 | 24-35,38          
  serve.ts         |    8.02 |      100 |       0 |    8.02 | ...56-152,154-266 
 ...mmands/channel |   39.25 |    79.45 |      50 |   39.25 |                   
  ...l-registry.ts |    8.57 |      100 |       0 |    8.57 | 6-21,24-42        
  config-utils.ts  |      92 |      100 |   66.66 |      92 | 21-26             
  configure.ts     |    14.7 |      100 |       0 |    14.7 | 18-21,23-84       
  pairing.ts       |   26.31 |      100 |       0 |   26.31 | ...30,40-50,52-65 
  pidfile.ts       |   96.34 |    86.95 |     100 |   96.34 | 49,59,91          
  start.ts         |   30.98 |       52 |   69.23 |   30.98 | ...72-475,484-486 
  status.ts        |   17.85 |      100 |       0 |   17.85 | 15-26,32-76       
  stop.ts          |      20 |      100 |       0 |      20 | 14-48             
 ...nds/extensions |   84.89 |    88.52 |   81.81 |   84.89 |                   
  consent.ts       |   71.65 |    89.28 |   42.85 |   71.65 | ...85-141,156-162 
  disable.ts       |     100 |      100 |     100 |     100 |                   
  enable.ts        |     100 |      100 |     100 |     100 |                   
  install.ts       |    75.6 |    66.66 |   66.66 |    75.6 | ...39-142,145-153 
  link.ts          |     100 |      100 |     100 |     100 |                   
  list.ts          |     100 |      100 |     100 |     100 |                   
  new.ts           |     100 |      100 |     100 |     100 |                   
  settings.ts      |   99.15 |      100 |   83.33 |   99.15 | 151               
  uninstall.ts     |    37.5 |      100 |   33.33 |    37.5 | 23-45,57-64,67-70 
  update.ts        |   96.32 |      100 |     100 |   96.32 | 101-105           
  utils.ts         |   65.06 |    31.25 |     100 |   65.06 | ...85,87-91,93-97 
 ...les/mcp-server |       0 |        0 |       0 |       0 |                   
  example.ts       |       0 |        0 |       0 |       0 | 1-60              
 src/commands/mcp  |   92.29 |    86.08 |   88.88 |   92.29 |                   
  add.ts           |     100 |    98.03 |     100 |     100 | 293               
  list.ts          |   91.22 |    80.76 |      80 |   91.22 | ...19-121,146-147 
  reconnect.ts     |   76.72 |    71.42 |   85.71 |   76.72 | 35-48,153-175     
  remove.ts        |     100 |       80 |     100 |     100 | 21-25             
 ...ommands/review |   11.57 |      100 |       0 |   11.57 |                   
  cleanup.ts       |   17.94 |      100 |       0 |   17.94 | ...01-106,108-109 
  deterministic.ts |   13.75 |      100 |       0 |   13.75 | ...22-738,740-741 
  fetch-pr.ts      |   11.36 |      100 |       0 |   11.36 | ...80-201,203-204 
  load-rules.ts    |   11.32 |      100 |       0 |   11.32 | ...41-153,155-156 
  pr-context.ts    |    6.22 |      100 |       0 |    6.22 | ...97-312,314-315 
  presubmit.ts     |    9.35 |      100 |       0 |    9.35 | ...62-287,289-290 
 ...nds/review/lib |      30 |      100 |       0 |      30 |                   
  gh.ts            |   22.58 |      100 |       0 |   22.58 | ...49,53-54,62-69 
  git.ts           |   22.72 |      100 |       0 |   22.72 | 15-18,29-39,43-44 
  paths.ts         |   52.94 |      100 |       0 |   52.94 | ...26,37-38,42-43 
 src/config        |   92.56 |    84.55 |   89.36 |   92.56 |                   
  auth.ts          |   86.98 |    80.32 |     100 |   86.98 | ...26-227,243-244 
  config.ts        |   86.68 |    83.49 |   81.48 |   86.68 | ...1935,1937-1945 
  keyBindings.ts   |   96.55 |       50 |     100 |   96.55 | 193-196           
  ...ngsAdapter.ts |     100 |    94.11 |     100 |     100 | 64                
  ...idersScope.ts |      92 |       90 |     100 |      92 | 11-12             
  sandboxConfig.ts |   61.64 |    71.87 |   66.66 |   61.64 | ...54-68,73,77-89 
  settings.ts      |   85.76 |    87.25 |   89.18 |   85.76 | ...1148,1153-1156 
  ...ingsSchema.ts |     100 |      100 |     100 |     100 |                   
  ...tedFolders.ts |   96.22 |       94 |     100 |   96.22 | ...88-190,205-206 
 ...nfig/migration |   94.89 |    78.94 |   83.33 |   94.89 |                   
  index.ts         |   94.87 |    88.88 |     100 |   94.87 | 91-92             
  scheduler.ts     |   96.55 |    77.77 |     100 |   96.55 | 19-20             
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 ...ation/versions |   94.74 |       96 |     100 |   94.74 |                   
  ...-v2-shared.ts |     100 |      100 |     100 |     100 |                   
  v1-to-v2.ts      |   81.75 |    90.19 |     100 |   81.75 | ...28-229,231-247 
  v2-to-v3.ts      |     100 |      100 |     100 |     100 |                   
  v3-to-v4.ts      |     100 |      100 |     100 |     100 |                   
 src/core          |     100 |      100 |     100 |     100 |                   
  auth.ts          |     100 |      100 |     100 |     100 |                   
  initializer.ts   |     100 |      100 |     100 |     100 |                   
  theme.ts         |     100 |      100 |     100 |     100 |                   
 src/dualOutput    |   63.09 |    64.51 |   55.55 |   63.09 |                   
  ...tputBridge.ts |   62.94 |    65.51 |   56.25 |   62.94 | ...22-323,331-334 
  ...utContext.tsx |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-8               
 src/export        |       0 |        0 |       0 |       0 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-7               
 src/generated     |     100 |      100 |     100 |     100 |                   
  git-commit.ts    |     100 |      100 |     100 |     100 |                   
 src/i18n          |   81.47 |    75.94 |   65.71 |   81.47 |                   
  index.ts         |   63.68 |    69.56 |   53.84 |   63.68 | ...70-271,281-286 
  languages.ts     |   96.92 |    86.66 |     100 |   96.92 | 134-135,167,184   
  ...nslateKeys.ts |     100 |      100 |     100 |     100 |                   
  ...lationDict.ts |   93.33 |    66.66 |     100 |   93.33 | 15                
 src/i18n/locales  |     100 |      100 |     100 |     100 |                   
  ca.js            |     100 |      100 |     100 |     100 |                   
  de.js            |     100 |      100 |     100 |     100 |                   
  en.js            |     100 |      100 |     100 |     100 |                   
  fr.js            |     100 |      100 |     100 |     100 |                   
  ja.js            |     100 |      100 |     100 |     100 |                   
  pt.js            |     100 |      100 |     100 |     100 |                   
  ru.js            |     100 |      100 |     100 |     100 |                   
  zh-TW.js         |     100 |      100 |     100 |     100 |                   
  zh.js            |     100 |      100 |     100 |     100 |                   
 ...nonInteractive |   72.57 |    71.12 |   74.07 |   72.57 |                   
  session.ts       |   76.64 |     69.4 |   85.71 |   76.64 | ...23-824,833-843 
  types.ts         |    42.5 |      100 |   33.33 |    42.5 | ...90-591,594-595 
 ...active/control |   76.79 |    88.23 |      80 |   76.79 |                   
  ...rolContext.ts |    6.89 |        0 |       0 |    6.89 | 50-86             
  ...Dispatcher.ts |   91.66 |    91.83 |   88.88 |   91.66 | ...54-372,388,391 
  ...rolService.ts |       8 |        0 |       0 |       8 | 46-179            
 ...ol/controllers |   27.25 |    35.71 |   36.66 |   27.25 |                   
  ...Controller.ts |   36.97 |       80 |      80 |   36.97 | ...15-117,127-210 
  ...Controller.ts |       0 |        0 |       0 |       0 | 1-56              
  ...Controller.ts |    33.7 |    34.48 |   44.44 |    33.7 | ...57-466,481-486 
  ...Controller.ts |   14.06 |      100 |       0 |   14.06 | ...82-117,130-133 
  ...Controller.ts |   21.97 |    28.57 |   27.27 |   21.97 | ...39-451,460-489 
 .../control/types |       0 |        0 |       0 |       0 |                   
  serviceAPIs.ts   |       0 |        0 |       0 |       0 | 1                 
 ...Interactive/io |   98.01 |    93.77 |   95.23 |   98.01 |                   
  ...putAdapter.ts |   97.89 |    92.82 |   98.07 |   97.89 | ...1303,1398-1399 
  ...putAdapter.ts |      96 |     90.9 |   85.71 |      96 | 51-52             
  ...nputReader.ts |     100 |    94.73 |     100 |     100 | 67                
  ...putAdapter.ts |   98.38 |      100 |   90.47 |   98.38 | 83-84,124-125     
  index.ts         |     100 |      100 |     100 |     100 |                   
 src/patches       |       0 |        0 |       0 |       0 |                   
  is-in-ci.ts      |       0 |        0 |       0 |       0 | 1-17              
 src/remoteInput   |   86.98 |       75 |   85.71 |   86.98 |                   
  ...utContext.tsx |     100 |      100 |     100 |     100 |                   
  ...putWatcher.ts |   88.12 |    76.08 |   91.66 |   88.12 | ...21-222,233-236 
  index.ts         |       0 |        0 |       0 |       0 | 1-8               
 src/serve         |    79.3 |     78.8 |   92.85 |    79.3 |                   
  auth.ts          |   88.49 |    88.63 |     100 |   88.49 | ...49-150,153-155 
  capabilities.ts  |     100 |     90.9 |     100 |     100 | 264               
  ...usProvider.ts |   67.01 |    51.42 |     100 |   67.01 | ...40-245,278-286 
  debugMode.ts     |     100 |      100 |     100 |     100 |                   
  demo.ts          |     100 |      100 |     100 |     100 |                   
  envSnapshot.ts   |    92.3 |       84 |     100 |    92.3 | 108-111,170-177   
  eventBus.ts      |     100 |      100 |     100 |     100 |                   
  httpAcpBridge.ts |   79.62 |    78.84 |   96.38 |   79.62 | ...4246,4277-4318 
  ...oryChannel.ts |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-106             
  loopbackBinds.ts |     100 |      100 |     100 |     100 |                   
  runQwenServe.ts  |   73.98 |    87.83 |   55.55 |   73.98 | ...94-710,735-737 
  server.ts        |   86.18 |    82.94 |   90.62 |   86.18 | ...2478,2543-2552 
  status.ts        |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
  ...paceAgents.ts |   64.87 |    70.45 |    90.9 |   64.87 | ...1306,1316-1326 
  ...paceMemory.ts |   87.13 |    78.46 |     100 |   87.13 | ...54-361,421-428 
 src/serve/auth    |   86.54 |    78.75 |   93.75 |   86.54 |                   
  deviceFlow.ts    |   96.33 |    79.51 |    97.5 |   96.33 | ...1526,1630,1700 
  ...owProvider.ts |   45.23 |    74.07 |      75 |   45.23 | ...90-359,375,379 
 src/serve/fs      |   84.85 |    79.75 |     100 |   84.85 |                   
  audit.ts         |     100 |    96.15 |     100 |     100 | 201               
  errors.ts        |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  paths.ts         |   77.82 |    77.08 |     100 |   77.82 | ...64,493-497,510 
  policy.ts        |   90.32 |    89.18 |     100 |   90.32 | 142-150           
  ...FileSystem.ts |   83.55 |    76.22 |     100 |   83.55 | ...1859,1886-1887 
 src/serve/routes  |   89.41 |       70 |     100 |   89.41 |                   
  ...ceFileRead.ts |   94.41 |    76.92 |     100 |   94.41 | ...28-329,390-392 
  ...eFileWrite.ts |    82.1 |    60.52 |     100 |    82.1 | ...42-244,247-249 
 src/services      |   91.66 |    91.21 |   97.56 |   91.66 |                   
  ...mandLoader.ts |     100 |    93.75 |     100 |     100 | 92                
  ...killLoader.ts |     100 |    96.15 |     100 |     100 | 47                
  ...andService.ts |    98.7 |      100 |     100 |    98.7 | 107               
  ...mandLoader.ts |   86.83 |    83.87 |     100 |   86.83 | ...30-335,340-345 
  ...omptLoader.ts |   75.84 |    80.64 |   83.33 |   75.84 | ...10-211,277-278 
  ...mandLoader.ts |     100 |      100 |     100 |     100 |                   
  ...nd-factory.ts |   91.42 |    91.66 |     100 |   91.42 | 128,137-144       
  ...ation-tool.ts |     100 |    95.45 |     100 |     100 | 125               
  ...ndMetadata.ts |   98.21 |    96.66 |     100 |   98.21 | 83,87             
  commandUtils.ts  |      96 |     90.9 |     100 |      96 | 48                
  ...and-parser.ts |   90.69 |    85.71 |     100 |   90.69 | 63-66             
  ...ionService.ts |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...ght/generators |    85.9 |    85.61 |   90.47 |    85.9 |                   
  DataProcessor.ts |   85.63 |     85.6 |   92.85 |   85.63 | ...1122,1126-1133 
  ...tGenerator.ts |   98.21 |    85.71 |     100 |   98.21 | 46                
  ...teRenderer.ts |   45.45 |      100 |       0 |   45.45 | 13-51             
 .../insight/types |       0 |       50 |      50 |       0 |                   
  ...sightTypes.ts |       0 |        0 |       0 |       0 |                   
  ...sightTypes.ts |       0 |        0 |       0 |       0 | 1                 
 ...mpt-processors |   97.27 |    94.04 |     100 |   97.27 |                   
  ...tProcessor.ts |     100 |      100 |     100 |     100 |                   
  ...eProcessor.ts |   94.52 |    84.21 |     100 |   94.52 | 46-47,93-94       
  ...tionParser.ts |     100 |      100 |     100 |     100 |                   
  ...lProcessor.ts |   97.41 |    95.65 |     100 |   97.41 | 95-98             
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/services/tips |   97.34 |    84.84 |     100 |   97.34 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  tipHistory.ts    |   92.45 |       70 |     100 |   92.45 | ...22,144,151,160 
  tipRegistry.ts   |     100 |      100 |     100 |     100 |                   
  tipScheduler.ts  |     100 |    91.66 |     100 |     100 | 55                
 src/test-utils    |   93.75 |    83.33 |      80 |   93.75 |                   
  ...omMatchers.ts |   69.69 |       50 |      50 |   69.69 | 32-35,37-39,45-47 
  ...andContext.ts |     100 |      100 |     100 |     100 |                   
  render.tsx       |     100 |      100 |     100 |     100 |                   
 src/ui            |   65.51 |    73.04 |   60.34 |   65.51 |                   
  App.tsx          |     100 |      100 |     100 |     100 |                   
  AppContainer.tsx |   63.66 |     64.7 |      50 |   63.66 | ...3151,3155-3159 
  ...tionNudge.tsx |    9.58 |      100 |       0 |    9.58 | 24-94             
  ...ackDialog.tsx |   29.23 |      100 |       0 |   29.23 | 25-75             
  ...tionNudge.tsx |    7.69 |      100 |       0 |    7.69 | 25-103            
  colors.ts        |      60 |      100 |   35.29 |      60 | ...52,54-55,60-61 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  keyMatchers.ts   |   95.91 |    97.05 |     100 |   95.91 | 25-26             
  ...tic-colors.ts |     100 |      100 |     100 |     100 |                   
  ...inePresets.ts |   98.17 |    88.88 |     100 |   98.17 | ...12,239,387-389 
  textConstants.ts |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/ui/auth       |   52.97 |    51.21 |   42.42 |   52.97 |                   
  AuthDialog.tsx   |   62.87 |     42.1 |   18.18 |   62.87 | ...03,310-332,336 
  ...nProgress.tsx |       0 |        0 |       0 |       0 | 1-64              
  ...etupSteps.tsx |    39.4 |       32 |   38.46 |    39.4 | ...68,471,477,480 
  useAuth.ts       |   94.55 |    73.52 |     100 |   94.55 | ...19-220,239-245 
  ...rSetupFlow.ts |   43.45 |    33.33 |      50 |   43.45 | ...68-389,406-449 
 src/ui/commands   |   75.97 |    81.52 |   83.82 |   75.97 |                   
  aboutCommand.ts  |     100 |      100 |     100 |     100 |                   
  agentsCommand.ts |   83.78 |      100 |      60 |   83.78 | 30-32,42-44       
  ...odeCommand.ts |   89.04 |    81.25 |     100 |   89.04 | 91-92,94-99       
  arenaCommand.ts  |   62.81 |    58.73 |   65.21 |   62.81 | ...91-596,681-689 
  authCommand.ts   |     100 |      100 |     100 |     100 |                   
  branchCommand.ts |     100 |      100 |     100 |     100 |                   
  btwCommand.ts    |   95.59 |    71.42 |     100 |   95.59 | 72,154-159        
  bugCommand.ts    |   81.13 |    71.42 |     100 |   81.13 | 60-69             
  clearCommand.ts  |      92 |    76.47 |     100 |      92 | 43-44,72-73,91-92 
  ...essCommand.ts |    64.7 |       50 |      75 |    64.7 | ...48-149,163-166 
  ...extCommand.ts |   65.06 |    67.24 |   84.61 |   65.06 | ...39-574,585-586 
  copyCommand.ts   |   98.28 |    94.89 |     100 |   98.28 | ...80,280,321,327 
  deleteCommand.ts |     100 |      100 |     100 |     100 |                   
  diffCommand.ts   |     100 |     87.5 |     100 |     100 | ...61,224-225,238 
  ...ryCommand.tsx |   76.87 |    79.03 |   88.88 |   76.87 | ...59-264,318-326 
  docsCommand.ts   |     100 |    88.88 |     100 |     100 | 25                
  doctorCommand.ts |   95.06 |    88.28 |     100 |   95.06 | ...92-293,320-321 
  dreamCommand.ts  |      75 |    66.66 |   66.66 |      75 | 22-27,44-47       
  editorCommand.ts |     100 |      100 |     100 |     100 |                   
  exportCommand.ts |   98.25 |    91.02 |     100 |   98.25 | ...81,198-199,364 
  ...onsCommand.ts |   49.33 |     90.9 |   63.63 |   49.33 | ...06-110,163-215 
  forgetCommand.ts |   26.82 |      100 |      50 |   26.82 | 18-51             
  goalCommand.ts   |   91.41 |    84.44 |      90 |   91.41 | ...86-189,201-204 
  helpCommand.ts   |     100 |      100 |     100 |     100 |                   
  hooksCommand.ts  |    20.4 |       40 |      40 |    20.4 | ...48-180,204-205 
  ideCommand.ts    |   60.75 |    64.28 |   41.17 |   60.75 | ...05-306,310-324 
  initCommand.ts   |   84.33 |    72.72 |     100 |   84.33 | 68,82-87,89-94    
  ...ghtCommand.ts |   74.56 |    68.42 |     100 |   74.56 | ...31-245,250-273 
  ...ageCommand.ts |   92.17 |    82.69 |     100 |   92.17 | ...43,164,173-183 
  lspCommand.ts    |     100 |    86.95 |     100 |     100 | 31,101-102        
  mcpCommand.ts    |     100 |      100 |     100 |     100 |                   
  memoryCommand.ts |     100 |      100 |     100 |     100 |                   
  modelCommand.ts  |   75.09 |    78.18 |      75 |   75.09 | ...20-225,262-267 
  ...onsCommand.ts |     100 |      100 |     100 |     100 |                   
  planCommand.ts   |   78.82 |    76.92 |     100 |   78.82 | 30-35,51-56,68-73 
  quitCommand.ts   |     100 |      100 |     100 |     100 |                   
  recapCommand.ts  |   21.81 |      100 |      50 |   21.81 | 24-73             
  ...berCommand.ts |   32.43 |      100 |      50 |   32.43 | 23-57             
  renameCommand.ts |   85.71 |    86.04 |     100 |   85.71 | ...02-209,216-221 
  ...oreCommand.ts |    92.3 |    87.87 |     100 |    92.3 | ...,83-88,129-130 
  resumeCommand.ts |     100 |      100 |     100 |     100 |                   
  rewindCommand.ts |      80 |      100 |      50 |      80 | 19-21             
  ...ngsCommand.ts |     100 |      100 |     100 |     100 |                   
  ...hubCommand.ts |   81.43 |    65.21 |      80 |   81.43 | ...70-173,176-179 
  skillsCommand.ts |   37.06 |       50 |      50 |   37.06 | ...99-115,118-145 
  statsCommand.ts  |   88.19 |    84.21 |     100 |   88.19 | ...,58-61,143-146 
  ...ineCommand.ts |     100 |      100 |     100 |     100 |                   
  ...aryCommand.ts |    6.46 |      100 |      50 |    6.46 | 31-329            
  tasksCommand.ts  |   77.22 |    72.13 |     100 |   77.22 | ...46-150,172-177 
  ...tupCommand.ts |     100 |      100 |     100 |     100 |                   
  themeCommand.ts  |     100 |      100 |     100 |     100 |                   
  toolsCommand.ts  |     100 |      100 |     100 |     100 |                   
  trustCommand.ts  |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
  vimCommand.ts    |   54.54 |      100 |      50 |   54.54 | 19-29             
 src/ui/components |   62.34 |    75.09 |   64.85 |   62.34 |                   
  AboutBox.tsx     |     100 |      100 |     100 |     100 |                   
  AnsiOutput.tsx   |   65.57 |      100 |      50 |   65.57 | 69-90             
  ApiKeyInput.tsx  |       0 |        0 |       0 |       0 | 1-97              
  AppHeader.tsx    |   89.06 |       75 |     100 |   89.06 | 37,39-44,46       
  ...odeDialog.tsx |     9.7 |      100 |       0 |     9.7 | 35-47,50-182      
  AsciiArt.ts      |     100 |      100 |     100 |     100 |                   
  ...Indicator.tsx |   13.04 |      100 |       0 |   13.04 | 18-61             
  ...TextInput.tsx |   77.01 |       76 |     100 |   77.01 | ...20,234-236,263 
  Composer.tsx     |    81.6 |     64.7 |     100 |    81.6 | ...90,108,160,173 
  ...entPrompt.tsx |     100 |      100 |     100 |     100 |                   
  ...ryDisplay.tsx |   75.89 |    62.06 |     100 |   75.89 | ...,88,93-108,113 
  ...geDisplay.tsx |   68.42 |    57.14 |     100 |   68.42 | 16-17,31-32,42-50 
  ...ification.tsx |   28.57 |      100 |       0 |   28.57 | 16-36             
  ...gProfiler.tsx |       0 |        0 |       0 |       0 | 1-36              
  ...ogManager.tsx |   11.98 |      100 |       0 |   11.98 | 65-508            
  DiffDialog.tsx   |    2.47 |      100 |       0 |    2.47 | 68-732            
  ...ngsDialog.tsx |    8.44 |      100 |       0 |    8.44 | 37-195            
  ExitWarning.tsx  |     100 |      100 |     100 |     100 |                   
  ...hProgress.tsx |    87.8 |    33.33 |     100 |    87.8 | 28-31,56          
  ...ustDialog.tsx |     100 |      100 |     100 |     100 |                   
  Footer.tsx       |   76.59 |    48.64 |     100 |   76.59 | ...35-136,175-180 
  ...ngSpinner.tsx |   68.42 |       80 |      50 |   68.42 | 35-52,73,80-81    
  GoalPill.tsx     |   76.19 |    81.81 |     100 |   76.19 | 24-30,46-50       
  Header.tsx       |   98.62 |    94.28 |     100 |   98.62 | 162,164           
  Help.tsx         |   98.32 |       90 |     100 |   98.32 | ...24,381,447-448 
  ...emDisplay.tsx |    61.7 |       36 |     100 |    61.7 | ...42,345,348-354 
  ...ngeDialog.tsx |     100 |      100 |     100 |     100 |                   
  InputPrompt.tsx  |   80.76 |    79.62 |   83.33 |   80.76 | ...1456,1588,1638 
  ...Shortcuts.tsx |   20.87 |      100 |       0 |   20.87 | ...6,49-51,67-125 
  ...Indicator.tsx |     100 |    91.42 |     100 |     100 | 65,74             
  ...firmation.tsx |   91.42 |      100 |      50 |   91.42 | 26-31             
  MainContent.tsx  |   81.75 |       75 |     100 |   81.75 | ...70-274,282-286 
  MemoryDialog.tsx |    55.1 |    54.54 |   57.14 |    55.1 | ...56,368,381-383 
  ...geDisplay.tsx |       0 |        0 |       0 |       0 | 1-41              
  ModelDialog.tsx  |   80.12 |    63.55 |     100 |   80.12 | ...39-555,612-616 
  ...tsDisplay.tsx |     100 |    97.22 |     100 |     100 | 270               
  ...fications.tsx |   18.18 |      100 |       0 |   18.18 | 15-58             
  ...onsDialog.tsx |    2.13 |      100 |       0 |    2.13 | 62-133,148-1004   
  ...ryDisplay.tsx |     100 |      100 |     100 |     100 |                   
  ...icePrompt.tsx |   92.64 |    85.71 |     100 |   92.64 | 102-106,134-139   
  PrepareLabel.tsx |   91.66 |    77.27 |     100 |   91.66 | 73-75,77-79,110   
  ...atePrompt.tsx |    8.57 |      100 |       0 |    8.57 | 24-55,58-134      
  ...geDisplay.tsx |     100 |      100 |     100 |     100 |                   
  ...ngDisplay.tsx |   21.42 |      100 |       0 |   21.42 | 13-39             
  ...hProgress.tsx |   85.25 |    88.46 |     100 |   85.25 | 121-147           
  ...dSelector.tsx |   41.26 |    61.53 |   71.42 |   41.26 | ...74-472,476-520 
  ...ionPicker.tsx |   83.66 |    72.13 |     100 |   83.66 | ...96,402,444-466 
  ...onPreview.tsx |   92.42 |    84.37 |     100 |   92.42 | ...,70-71,143-145 
  ...ryDisplay.tsx |     100 |      100 |     100 |     100 |                   
  ...putPrompt.tsx |   72.56 |       80 |      40 |   72.56 | ...06-109,114-117 
  ...ngsDialog.tsx |   66.27 |    71.16 |      75 |   66.27 | ...12-820,826-827 
  ...ionDialog.tsx |    87.8 |      100 |   33.33 |    87.8 | 36-39,44-51       
  ...putPrompt.tsx |    15.9 |      100 |       0 |    15.9 | 20-63             
  ...Indicator.tsx |   57.14 |      100 |       0 |   57.14 | 12-15             
  ...MoreLines.tsx |      28 |      100 |       0 |      28 | 18-40             
  ...ionPicker.tsx |   17.59 |      100 |       0 |   17.59 | 55-172            
  StatsDisplay.tsx |     100 |      100 |     100 |     100 |                   
  ...ineDialog.tsx |   93.69 |    83.92 |     100 |   93.69 | ...11,273,293-295 
  ...yTodoList.tsx |   94.17 |       80 |     100 |   94.17 | 56-57,131-134     
  ...nsDisplay.tsx |   87.25 |       64 |     100 |   87.25 | ...47-149,156-158 
  ThemeDialog.tsx  |   89.95 |    46.15 |      75 |   89.95 | ...71-173,243-245 
  Tips.tsx         |   93.54 |       75 |     100 |   93.54 | 39-40             
  TodoDisplay.tsx  |     100 |      100 |     100 |     100 |                   
  ...tsDisplay.tsx |     100 |     87.5 |     100 |     100 | 31-32             
  TrustDialog.tsx  |     100 |    81.81 |     100 |     100 | 71-86             
  ...ification.tsx |   36.36 |      100 |       0 |   36.36 | 15-22             
  ...ackDialog.tsx |    7.84 |      100 |       0 |    7.84 | 24-134            
  ...xitDialog.tsx |   80.36 |    43.47 |      60 |   80.36 | ...24-238,248-251 
 ...nts/agent-view |   38.31 |    70.83 |   36.36 |   38.31 |                   
  ...atContent.tsx |    8.79 |      100 |       0 |    8.79 | 53-265,271-273    
  ...tChatView.tsx |   21.05 |      100 |       0 |   21.05 | 21-39             
  ...tComposer.tsx |   10.28 |      100 |       0 |   10.28 | 58-311            
  AgentFooter.tsx  |   17.07 |      100 |       0 |   17.07 | 28-66             
  AgentHeader.tsx  |   15.38 |      100 |       0 |   15.38 | 27-64             
  AgentTabBar.tsx  |    87.8 |    27.27 |     100 |    87.8 | ...,85,95-103,121 
  ...oryAdapter.ts |     100 |    91.83 |     100 |     100 | 103,109-110,138   
  index.ts         |       0 |        0 |       0 |       0 | 1-12              
 ...mponents/arena |   45.72 |    70.53 |   60.86 |   45.72 |                   
  ArenaCards.tsx   |   73.06 |    71.79 |   85.71 |   73.06 | ...83-185,321-326 
  ...ectDialog.tsx |   83.48 |    69.86 |   88.88 |   83.48 | ...88-392,409-410 
  ...artDialog.tsx |   10.15 |      100 |       0 |   10.15 | 27-161            
  ...tusDialog.tsx |    5.63 |      100 |       0 |    5.63 | 33-75,80-288      
  ...topDialog.tsx |    6.17 |      100 |       0 |    6.17 | 33-213            
 ...ackground-view |    75.6 |    82.66 |   85.29 |    75.6 |                   
  ...sksDialog.tsx |   70.99 |    80.48 |   76.19 |   70.99 | ...1120,1196-1198 
  ...TasksPill.tsx |   63.75 |    86.95 |     100 |   63.75 | 44,86-106,114-122 
  ...gentPanel.tsx |    97.4 |    86.31 |     100 |    97.4 | 123,434-438       
 ...nts/extensions |   45.28 |    33.33 |      60 |   45.28 |                   
  ...gerDialog.tsx |   44.31 |    34.14 |      75 |   44.31 | ...71-480,483-488 
  index.ts         |       0 |        0 |       0 |       0 | 1-9               
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...tensions/steps |   54.88 |    94.23 |   66.66 |   54.88 |                   
  ...ctionStep.tsx |   95.12 |    92.85 |   85.71 |   95.12 | 84-86,89          
  ...etailStep.tsx |    6.18 |      100 |       0 |    6.18 | 20-131            
  ...nListStep.tsx |   88.43 |    94.73 |      80 |   88.43 | 52-53,59-72,106   
  ...electStep.tsx |   13.46 |      100 |       0 |   13.46 | 20-70             
  ...nfirmStep.tsx |   19.56 |      100 |       0 |   19.56 | 23-65             
  index.ts         |     100 |      100 |     100 |     100 |                   
 ...mponents/hooks |   68.67 |    69.07 |   69.56 |   68.67 |                   
  ...etailStep.tsx |   74.68 |    66.66 |   66.66 |   74.68 | ...71-184,188-201 
  ...etailStep.tsx |    87.4 |    73.68 |     100 |    87.4 | 41-42,99-113,119  
  ...abledStep.tsx |     100 |      100 |     100 |     100 |                   
  ...sListStep.tsx |     100 |      100 |     100 |     100 |                   
  ...entDialog.tsx |   34.51 |    47.05 |   42.85 |   34.51 | ...78,482-495,499 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-13              
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...components/mcp |   20.98 |    86.36 |   83.33 |   20.98 |                   
  ...ealthPill.tsx |   68.42 |    85.71 |     100 |   68.42 | 40-46             
  ...entDialog.tsx |    3.64 |      100 |       0 |    3.64 | 41-717            
  constants.ts     |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-30              
  types.ts         |     100 |      100 |     100 |     100 |                   
  utils.ts         |   95.83 |    88.88 |     100 |   95.83 | 16,20,109-110     
 ...ents/mcp/steps |   26.74 |    54.54 |   42.85 |   26.74 |                   
  ...icateStep.tsx |    5.88 |      100 |       0 |    5.88 | 40-55,58-296      
  ...electStep.tsx |   10.95 |      100 |       0 |   10.95 | 16-88             
  ...etailStep.tsx |    5.26 |      100 |       0 |    5.26 | 31-247            
  ...rListStep.tsx |   75.18 |    59.37 |     100 |   75.18 | ...53-158,169-173 
  ...etailStep.tsx |   10.41 |      100 |       0 |   10.41 | ...1,67-79,82-139 
  ToolListStep.tsx |   69.02 |       50 |     100 |   69.02 | ...22,125,134-143 
 ...nents/messages |    83.1 |    80.33 |    75.6 |    83.1 |                   
  ...ionDialog.tsx |   80.84 |     77.6 |    62.5 |   80.84 | ...98,516,534-536 
  BtwMessage.tsx   |     100 |      100 |     100 |     100 |                   
  ...upDisplay.tsx |   97.67 |    83.72 |     100 |   97.67 | 119,142,150       
  ...onMessage.tsx |   91.93 |    82.35 |     100 |   91.93 | 57-59,61,63       
  ...nMessages.tsx |   79.06 |      100 |      70 |   79.06 | ...51-264,268-280 
  DiffRenderer.tsx |   93.19 |    86.17 |     100 |   93.19 | ...09,237-238,304 
  ...tsDisplay.tsx |   97.82 |    77.27 |     100 |   97.82 | 87,89             
  ...usMessage.tsx |   76.31 |     42.1 |   66.66 |   76.31 | ...99,101,124,155 
  ...tsDisplay.tsx |    95.1 |    88.05 |     100 |    95.1 | ...29,131,164-169 
  ...ssMessage.tsx |    12.5 |      100 |       0 |    12.5 | 18-59             
  ...edMessage.tsx |   16.66 |      100 |       0 |   16.66 | 22-38             
  ...sMessages.tsx |   55.67 |       40 |   28.57 |   55.67 | ...20-125,133-145 
  ...ryMessage.tsx |   14.28 |      100 |       0 |   14.28 | 23-62             
  ...onMessage.tsx |   81.02 |    69.23 |   33.33 |   81.02 | ...24-426,433-435 
  ...upMessage.tsx |   82.63 |    92.85 |     100 |   82.63 | ...85-412,434-449 
  ToolMessage.tsx  |   88.84 |    75.71 |    92.3 |   88.84 | ...44-749,776-778 
 ...ponents/shared |   86.23 |    79.33 |   95.94 |   86.23 |                   
  ...ctionList.tsx |   99.03 |    95.65 |     100 |   99.03 | 85                
  ...tonSelect.tsx |     100 |      100 |     100 |     100 |                   
  EnumSelector.tsx |     100 |    96.42 |     100 |     100 | 58                
  MaxSizedBox.tsx  |   83.01 |    86.25 |   88.88 |   83.01 | ...12-513,618-619 
  MultiSelect.tsx  |   84.31 |    74.19 |     100 |   84.31 | ...37,193-195,205 
  ...tonSelect.tsx |     100 |      100 |     100 |     100 |                   
  ...eSelector.tsx |     100 |       60 |     100 |     100 | 40-45             
  TextInput.tsx    |   77.77 |    48.78 |      80 |   77.77 | ...14-218,230-236 
  ...apsedTime.tsx |     100 |      100 |     100 |     100 |                   
  ...Indicator.tsx |     100 |      100 |     100 |     100 |                   
  text-buffer.ts   |   85.38 |       80 |   97.77 |   85.38 | ...2437,2535-2536 
  ...er-actions.ts |   86.71 |    67.79 |     100 |   86.71 | ...07-608,809-811 
 ...ents/subagents |   30.87 |        0 |       0 |   30.87 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-11              
  reducers.tsx     |    12.1 |      100 |       0 |    12.1 | 33-190            
  types.ts         |     100 |      100 |     100 |     100 |                   
  utils.ts         |   10.95 |      100 |       0 |   10.95 | ...1,56-57,60-102 
 ...bagents/create |    9.13 |      100 |       0 |    9.13 |                   
  ...ionWizard.tsx |    7.28 |      100 |       0 |    7.28 | 34-299            
  ...rSelector.tsx |   14.75 |      100 |       0 |   14.75 | 26-85             
  ...onSummary.tsx |    4.26 |      100 |       0 |    4.26 | 27-331            
  ...tionInput.tsx |    8.63 |      100 |       0 |    8.63 | 23-177            
  ...dSelector.tsx |   33.33 |      100 |       0 |   33.33 | 20-21,26-27,36-63 
  ...nSelector.tsx |    37.5 |      100 |       0 |    37.5 | 20-21,26-27,36-58 
  ...EntryStep.tsx |   12.76 |      100 |       0 |   12.76 | 34-78             
  ToolSelector.tsx |    4.16 |      100 |       0 |    4.16 | 31-253            
 ...bagents/manage |   21.51 |    59.52 |   27.27 |   21.51 |                   
  ...ctionStep.tsx |   10.25 |      100 |       0 |   10.25 | 21-103            
  ...eleteStep.tsx |   20.93 |      100 |       0 |   20.93 | 23-62             
  ...tEditStep.tsx |   25.53 |      100 |       0 |   25.53 | ...2,37-38,51-124 
  ...ctionStep.tsx |   35.42 |    59.52 |     100 |   35.42 | ...20-432,437-439 
  ...iewerStep.tsx |   13.72 |      100 |       0 |   13.72 | 18-73             
  ...gerDialog.tsx |    6.74 |      100 |       0 |    6.74 | 35-341            
 ...mponents/views |   70.21 |    67.32 |    64.7 |   70.21 |                   
  ContextUsage.tsx |   70.88 |    63.88 |      80 |   70.88 | ...20-426,463-557 
  DoctorReport.tsx |     9.8 |      100 |       0 |     9.8 | 25-54,57-131      
  ...sionsList.tsx |   87.69 |    73.68 |     100 |   87.69 | 65-72             
  McpStatus.tsx    |   89.53 |    60.52 |     100 |   89.53 | ...72,175-177,262 
  SkillsList.tsx   |   27.27 |      100 |       0 |   27.27 | 18-35             
  ToolsList.tsx    |     100 |      100 |     100 |     100 |                   
 src/ui/contexts   |   77.45 |    77.46 |   80.35 |   77.45 |                   
  ...ewContext.tsx |    64.7 |    85.71 |      50 |    64.7 | ...22-225,231-241 
  AppContext.tsx   |      80 |       50 |     100 |      80 | 19-20             
  ...ewContext.tsx |   93.03 |    64.28 |      50 |   93.03 | ...31-232,259-263 
  ...deContext.tsx |     100 |      100 |     100 |     100 |                   
  ...igContext.tsx |   81.81 |       50 |     100 |   81.81 | 15-16             
  ...ssContext.tsx |   82.31 |    82.84 |     100 |   82.31 | ...1153,1159-1161 
  ...owContext.tsx |   89.28 |       80 |   66.66 |   89.28 | 34,47-48,60-62    
  ...deContext.tsx |     100 |      100 |      50 |     100 |                   
  ...onContext.tsx |   43.28 |     62.5 |    62.5 |   43.28 | ...56-259,263-266 
  ...gsContext.tsx |   83.33 |       50 |     100 |   83.33 | 17-18             
  ...usContext.tsx |     100 |      100 |     100 |     100 |                   
  ...ngContext.tsx |   71.42 |       50 |     100 |   71.42 | 17-20             
  ...utContext.tsx |   85.71 |      100 |   66.66 |   85.71 | 13-14             
  ...nsContext.tsx |   88.23 |       50 |     100 |   88.23 | 118-119           
  ...teContext.tsx |   86.66 |       50 |     100 |   86.66 | 194-195           
  ...deContext.tsx |   76.08 |    72.72 |     100 |   76.08 | 47-48,52-59,77-78 
 src/ui/daemon     |   90.76 |    73.73 |   95.45 |   90.76 |                   
  ...TuiAdapter.ts |   90.76 |    73.73 |   95.45 |   90.76 | ...53,771-772,858 
 src/ui/editors    |   93.33 |    85.71 |   66.66 |   93.33 |                   
  ...ngsManager.ts |   93.33 |    85.71 |   66.66 |   93.33 | 49,63-64          
 src/ui/hooks      |   82.25 |    82.21 |   87.33 |   82.25 |                   
  ...dProcessor.ts |   83.12 |    82.56 |     100 |   83.12 | ...88-389,408-435 
  keyToAnsi.ts     |    3.92 |      100 |       0 |    3.92 | 19-77             
  ...dProcessor.ts |    94.8 |    70.58 |     100 |    94.8 | ...76-277,282-283 
  ...dProcessor.ts |   75.75 |    63.01 |   61.53 |   75.75 | ...84,908,927-931 
  ...amingState.ts |   12.22 |      100 |       0 |   12.22 | 54-157            
  ...agerDialog.ts |   88.23 |      100 |     100 |   88.23 | 20,24             
  ...ationFrame.ts |      32 |       60 |     100 |      32 | 42-44,51-90       
  ...odeCommand.ts |   58.82 |      100 |     100 |   58.82 | 28,33-48          
  ...enaCommand.ts |      85 |      100 |     100 |      85 | 23-24,29          
  ...aInProcess.ts |   19.81 |    66.66 |      25 |   19.81 | 57-175            
  ...Completion.ts |   92.81 |    89.09 |     100 |   92.81 | ...86-187,224-227 
  ...ifications.ts |   92.07 |    96.29 |     100 |   92.07 | 116-124           
  ...tIndicator.ts |   83.49 |    70.96 |     100 |   83.49 | ...60,168,170-178 
  ...waySummary.ts |   96.22 |    69.69 |     100 |   96.22 | 125-127,169       
  ...ndTaskView.ts |   94.21 |    76.08 |     100 |   94.21 | 122-126,213,219   
  ...ketedPaste.ts |    23.8 |      100 |       0 |    23.8 | 19-37             
  ...nchCommand.ts |   94.36 |    74.35 |     100 |   94.36 | ...60,168-169,209 
  ...ompletion.tsx |   95.96 |    83.87 |     100 |   95.96 | ...22-223,225-226 
  ...dMigration.ts |   90.62 |       75 |     100 |   90.62 | 38-40             
  useCompletion.ts |    92.4 |     87.5 |     100 |    92.4 | 68-69,93-94,98-99 
  ...nitMessage.ts |     100 |      100 |     100 |     100 |                   
  ...extualTips.ts |   77.27 |       50 |     100 |   77.27 | ...2,75-79,93-101 
  ...eteCommand.ts |   78.53 |    88.57 |     100 |   78.53 | ...96-104,112-113 
  ...ialogClose.ts |   13.33 |      100 |     100 |   13.33 | 82-173            
  useDiffData.ts   |   11.62 |      100 |       0 |   11.62 | 44-87             
  ...oublePress.ts |   53.12 |       75 |     100 |   53.12 | 33-35,41-54       
  ...orSettings.ts |     100 |      100 |     100 |     100 |                   
  ...Completion.ts |   99.12 |    97.67 |     100 |   99.12 | 182-183           
  ...ionUpdates.ts |   93.45 |     92.3 |     100 |   93.45 | ...83-287,300-306 
  ...agerDialog.ts |   88.88 |      100 |     100 |   88.88 | 21,25             
  ...backDialog.ts |    63.9 |    76.47 |   66.66 |    63.9 | ...66-168,190-191 
  useFocus.ts      |     100 |      100 |     100 |     100 |                   
  ...olderTrust.ts |     100 |      100 |     100 |     100 |                   
  ...ggestions.tsx |   89.15 |     62.5 |      50 |   89.15 | ...22-124,149-150 
  ...miniStream.ts |   78.06 |    75.47 |   91.66 |   78.06 | ...2573,2586-2594 
  ...BranchName.ts |    90.9 |     92.3 |     100 |    90.9 | 19-20,55-58       
  ...oryManager.ts |   93.15 |    93.75 |     100 |   93.15 | 44,107-110        
  ...ooksDialog.ts |    87.5 |      100 |     100 |    87.5 | 19,23             
  ...stListener.ts |     100 |      100 |     100 |     100 |                   
  ...nAuthError.ts |   76.19 |       50 |     100 |   76.19 | 39-40,43-45       
  ...putHistory.ts |   92.59 |    85.71 |     100 |   92.59 | 63-64,72,94-96    
  ...storyStore.ts |     100 |    94.11 |     100 |     100 | 69                
  useKeypress.ts   |     100 |      100 |     100 |     100 |                   
  ...rdProtocol.ts |   36.36 |      100 |       0 |   36.36 | 24-31             
  ...unchEditor.ts |    9.67 |      100 |       0 |    9.67 | 11-32,39-90       
  ...gIndicator.ts |     100 |      100 |     100 |     100 |                   
  useLogger.ts     |   21.05 |      100 |       0 |   21.05 | 15-37             
  useMCPHealth.ts  |   63.15 |       75 |      50 |   63.15 | 42-52,64-67       
  useMcpDialog.ts  |    87.5 |      100 |     100 |    87.5 | 19,23             
  ...moryDialog.ts |    87.5 |      100 |     100 |    87.5 | 19,23             
  ...oryMonitor.ts |     100 |      100 |     100 |     100 |                   
  ...ssageQueue.ts |     100 |      100 |     100 |     100 |                   
  ...delCommand.ts |     100 |       75 |     100 |     100 | 22                
  ...raseCycler.ts |   84.74 |    76.47 |     100 |   84.74 | ...49,52-53,69-71 
  ...rredEditor.ts |   58.33 |    22.22 |     100 |   58.33 | 23-27,29-33       
  ...derUpdates.ts |   86.49 |    77.96 |    90.9 |   86.49 | ...26,288-300,348 
  useQwenAuth.ts   |     100 |      100 |     100 |     100 |                   
  ...lScheduler.ts |    84.7 |    93.33 |     100 |    84.7 | ...71-276,372-382 
  ...oryCommand.ts |       0 |        0 |       0 |       0 | 1-7               
  ...umeCommand.ts |   97.08 |    83.33 |     100 |   97.08 | 103-104,133       
  ...ompletion.tsx |   90.59 |    83.33 |     100 |   90.59 | ...01,104,137-140 
  ...ectionList.ts |   96.98 |    95.69 |     100 |   96.98 | ...83-184,238-241 
  ...sionPicker.ts |   92.87 |    90.35 |     100 |   92.87 | ...99-501,503-505 
  ...earchInput.ts |     100 |      100 |     100 |     100 |                   
  ...ngsCommand.ts |   18.75 |      100 |       0 |   18.75 | 10-25             
  ...ellHistory.ts |   91.74 |    79.41 |     100 |   91.74 | ...74,122-123,133 
  ...oryCommand.ts |       0 |        0 |       0 |       0 | 1-73              
  ...Completion.ts |    82.7 |    85.41 |   94.73 |    82.7 | ...69-671,679-715 
  ...tateAndRef.ts |     100 |      100 |     100 |     100 |                   
  useStatusLine.ts |   96.09 |    90.37 |     100 |   96.09 | ...62-365,450-457 
  ...eateDialog.ts |   88.23 |      100 |     100 |   88.23 | 14,18             
  ...tification.ts |     100 |    85.71 |     100 |     100 | 47                
  ...alProgress.ts |   53.06 |       50 |   66.66 |   53.06 | ...53,61-68,79-85 
  ...rminalSize.ts |   76.19 |      100 |      50 |   76.19 | 21-25             
  ...emeCommand.ts |   67.01 |    29.41 |     100 |   67.01 | ...10-111,115-116 
  useTimer.ts      |   88.09 |    85.71 |     100 |   88.09 | 44-45,51-53       
  ...lMigration.ts |       0 |        0 |       0 |       0 |                   
  ...rustModify.ts |     100 |      100 |     100 |     100 |                   
  useTurnDiffs.ts  |   95.12 |    78.57 |     100 |   95.12 | 133-134,156-157   
  ...elcomeBack.ts |   87.36 |     90.9 |     100 |   87.36 | ...,94-96,114-115 
  ...reeSession.ts |   93.75 |       70 |     100 |   93.75 | 44-45,87          
  vim.ts           |   83.77 |    80.31 |     100 |   83.77 | ...55,759-767,776 
 src/ui/layouts    |   89.72 |     87.5 |     100 |   89.72 |                   
  ...AppLayout.tsx |   89.88 |     87.5 |     100 |   89.88 | 51-53,93-98       
  ...AppLayout.tsx |   89.47 |     87.5 |     100 |   89.47 | 58-63             
 src/ui/models     |   80.24 |    79.16 |   71.42 |   80.24 |                   
  ...ableModels.ts |   80.24 |    79.16 |   71.42 |   80.24 | ...,61-71,123-125 
 ...noninteractive |     100 |      100 |   14.28 |     100 |                   
  ...eractiveUi.ts |     100 |      100 |   14.28 |     100 |                   
 src/ui/state      |   94.91 |    81.81 |     100 |   94.91 |                   
  extensions.ts    |   94.91 |    81.81 |     100 |   94.91 | 68-69,88          
 src/ui/themes     |   98.53 |    70.58 |     100 |   98.53 |                   
  ansi-light.ts    |     100 |      100 |     100 |     100 |                   
  ansi.ts          |     100 |      100 |     100 |     100 |                   
  atom-one-dark.ts |     100 |      100 |     100 |     100 |                   
  ayu-light.ts     |     100 |      100 |     100 |     100 |                   
  ayu.ts           |     100 |      100 |     100 |     100 |                   
  color-utils.ts   |     100 |      100 |     100 |     100 |                   
  default-light.ts |     100 |      100 |     100 |     100 |                   
  default.ts       |     100 |      100 |     100 |     100 |                   
  ...inal-theme.ts |   88.59 |    85.96 |     100 |   88.59 | ...57-261,266-270 
  dracula.ts       |     100 |      100 |     100 |     100 |                   
  github-dark.ts   |     100 |      100 |     100 |     100 |                   
  github-light.ts  |     100 |      100 |     100 |     100 |                   
  googlecode.ts    |     100 |      100 |     100 |     100 |                   
  no-color.ts      |     100 |      100 |     100 |     100 |                   
  qwen-dark.ts     |     100 |      100 |     100 |     100 |                   
  qwen-light.ts    |     100 |      100 |     100 |     100 |                   
  ...tic-tokens.ts |     100 |      100 |     100 |     100 |                   
  ...-of-purple.ts |     100 |      100 |     100 |     100 |                   
  theme-manager.ts |   87.98 |    82.89 |     100 |   87.98 | ...48-357,362-363 
  theme.ts         |     100 |    38.02 |     100 |     100 | ...34-449,457-461 
  xcode.ts         |     100 |      100 |     100 |     100 |                   
 src/ui/utils      |   83.98 |       83 |   92.61 |   83.98 |                   
  ...Colorizer.tsx |   79.53 |    83.78 |     100 |   79.53 | ...51-152,249-275 
  ...nRenderer.tsx |   68.83 |    70.14 |      50 |   68.83 | ...52-254,274-293 
  ...wnDisplay.tsx |   86.01 |    87.41 |     100 |   86.01 | ...87,704,729-754 
  ...idDiagram.tsx |   87.79 |    95.34 |     100 |   87.79 | 156-179           
  ...eRenderer.tsx |   92.08 |    80.45 |      95 |   92.08 | ...76-679,723-728 
  ...dWorkUtils.ts |     100 |      100 |     100 |     100 |                   
  ...boardUtils.ts |   59.61 |    58.82 |     100 |   59.61 | ...,86-88,107-149 
  commandUtils.ts  |    95.9 |    88.42 |     100 |    95.9 | ...62,164-165,289 
  computeStats.ts  |     100 |      100 |     100 |     100 |                   
  customBanner.ts  |   90.68 |    91.22 |     100 |   90.68 | ...13,324-327,334 
  displayUtils.ts  |   88.37 |    72.22 |     100 |   88.37 | 23,25,29,31,33    
  formatters.ts    |   95.23 |    98.27 |     100 |   95.23 | 117-120           
  gradientUtils.ts |     100 |      100 |     100 |     100 |                   
  highlight.ts     |     100 |      100 |     100 |     100 |                   
  ...oryMapping.ts |     100 |    94.28 |     100 |     100 | 35,57             
  historyUtils.ts  |   94.11 |       94 |     100 |   94.11 | 94-97             
  isNarrowWidth.ts |     100 |      100 |     100 |     100 |                   
  ...olDetector.ts |    8.23 |      100 |       0 |    8.23 | ...31-132,135-136 
  latexRenderer.ts |   94.95 |     73.8 |     100 |   94.95 | ...76-178,184-187 
  layoutUtils.ts   |     100 |      100 |     100 |     100 |                   
  ...ightLoader.ts |     100 |    89.47 |     100 |     100 | 81,110            
  ...nUtilities.ts |   69.84 |    85.71 |     100 |   69.84 | 75-91,100-101     
  ...ToolGroups.ts |   98.66 |    96.77 |     100 |   98.66 | 48-49             
  ...geRenderer.ts |   86.23 |    69.06 |   95.12 |   86.23 | ...1284,1324-1330 
  ...alRenderer.ts |   86.69 |     71.9 |     100 |   86.69 | ...1476,1513-1519 
  ...lsBySource.ts |     100 |    95.23 |     100 |     100 | 84                
  osc8.ts          |   94.73 |    87.75 |     100 |   94.73 | ...49,434,438-439 
  ...mConstants.ts |     100 |      100 |     100 |     100 |                   
  restoreGoal.ts   |   98.98 |    97.05 |     100 |   98.98 | 98                
  ...storyUtils.ts |   61.89 |    69.87 |      90 |   61.89 | ...76,424,429-451 
  ...ickerUtils.ts |     100 |      100 |     100 |     100 |                   
  ...izedOutput.ts |   94.94 |      100 |   88.88 |   94.94 | 112-117           
  ...wOptimizer.ts |     100 |    96.77 |     100 |     100 | 69                
  terminalSetup.ts |    4.37 |      100 |       0 |    4.37 | 44-393            
  textUtils.ts     |   97.61 |    94.84 |   92.85 |   97.61 | ...50-251,386-387 
  todoSnapshot.ts  |   89.11 |    93.33 |     100 |   89.11 | ...,66-78,180-181 
  updateCheck.ts   |     100 |    80.95 |     100 |     100 | 30-42             
 ...i/utils/export |   56.77 |     40.8 |   79.41 |   56.77 |                   
  collect.ts       |   55.92 |    50.58 |   86.36 |   55.92 | ...25-640,642-647 
  index.ts         |     100 |      100 |     100 |     100 |                   
  normalize.ts     |   57.47 |    20.51 |      80 |   57.47 | ...09-310,324-359 
  types.ts         |       0 |        0 |       0 |       0 | 1                 
  utils.ts         |      40 |      100 |       0 |      40 | 11-13             
 ...ort/formatters |    3.38 |      100 |       0 |    3.38 |                   
  html.ts          |    9.61 |      100 |       0 |    9.61 | ...28,34-76,82-84 
  json.ts          |      50 |      100 |       0 |      50 | 14-15             
  jsonl.ts         |     3.5 |      100 |       0 |     3.5 | 14-76             
  markdown.ts      |    0.94 |      100 |       0 |    0.94 | 13-295            
 src/utils         |   77.21 |    90.21 |   94.07 |   77.21 |                   
  acpModelUtils.ts |     100 |      100 |     100 |     100 |                   
  apiPreconnect.ts |   96.72 |    97.14 |     100 |   96.72 | 165-168           
  checks.ts        |   33.33 |      100 |       0 |   33.33 | 23-28             
  cleanup.ts       |   84.12 |    93.33 |      80 |   84.12 | 75,106-115        
  commands.ts      |     100 |      100 |     100 |     100 |                   
  commentJson.ts   |   87.17 |     90.9 |     100 |   87.17 | 64-73             
  ...Calculator.ts |     100 |      100 |     100 |     100 |                   
  deepMerge.ts     |     100 |       90 |     100 |     100 | 41-43,49          
  ...ScopeUtils.ts |   97.56 |    88.88 |     100 |   97.56 | 67                
  doctorChecks.ts  |   70.98 |       75 |     100 |   70.98 | ...95-301,325-341 
  ...putCapture.ts |   90.65 |    86.17 |     100 |   90.65 | ...72,370,372-373 
  ...arResolver.ts |   94.28 |       88 |     100 |   94.28 | 28-29,125-126     
  errors.ts        |   90.85 |    96.36 |    92.3 |   90.85 | 69-70,298-310     
  events.ts        |     100 |      100 |     100 |     100 |                   
  gitUtils.ts      |   91.91 |    84.61 |     100 |   91.91 | 78-81,124-127     
  ...AutoUpdate.ts |   90.76 |    93.33 |   88.88 |   90.76 | 103-114           
  ...tyWarnings.ts |     100 |      100 |     100 |     100 |                   
  ...lationInfo.ts |     100 |      100 |     100 |     100 |                   
  languageUtils.ts |   97.89 |    96.42 |     100 |   97.89 | 132-133           
  math.ts          |       0 |        0 |       0 |       0 | 1-15              
  ...iagnostics.ts |   94.57 |    83.01 |   88.88 |   94.57 | ...05,311,315-317 
  ...onfigUtils.ts |     100 |      100 |     100 |     100 |                   
  ...iveHelpers.ts |   96.79 |    93.28 |     100 |   96.79 | ...76-477,575,588 
  osc.ts           |    97.5 |      100 |   88.88 |    97.5 | 195-196           
  package.ts       |   88.88 |       80 |     100 |   88.88 | 33-34             
  processUtils.ts  |     100 |      100 |     100 |     100 |                   
  readStdin.ts     |   79.62 |       90 |      80 |   79.62 | 33-40,52-54       
  relaunch.ts      |   98.07 |    76.92 |     100 |   98.07 | 70                
  resolvePath.ts   |   66.66 |       25 |     100 |   66.66 | 12-13,16,18-19    
  runBudget.ts     |   99.35 |    96.77 |     100 |   99.35 | 119               
  sandbox.ts       |       0 |        0 |       0 |       0 | 1-1047            
  sessionPaths.ts  |   90.84 |    90.56 |     100 |   90.84 | ...81-182,185-186 
  settingsUtils.ts |   82.51 |    91.66 |   89.74 |   82.51 | ...76-694,701-709 
  spawnWrapper.ts  |     100 |      100 |     100 |     100 |                   
  ...upProfiler.ts |   98.46 |    94.52 |     100 |   98.46 | 130-131,305       
  ...upWarnings.ts |     100 |      100 |     100 |     100 |                   
  stdioHelpers.ts  |     100 |       60 |     100 |     100 | 23,32             
  systemInfo.ts    |   95.12 |    89.06 |     100 |   95.12 | ...43-244,249-253 
  ...InfoFields.ts |    87.5 |       65 |     100 |    87.5 | ...24-125,146-147 
  ...iffPreview.ts |   94.11 |    83.33 |     100 |   94.11 | 13                
  ...entEmitter.ts |     100 |      100 |     100 |     100 |                   
  ...upWarnings.ts |   91.17 |    82.35 |     100 |   91.17 | 67-68,73-74,77-78 
  version.ts       |     100 |       50 |     100 |     100 | 11                
  ...ingHandler.ts |     100 |      100 |     100 |     100 |                   
  windowTitle.ts   |     100 |      100 |     100 |     100 |                   
  ...WithBackup.ts |   63.15 |    81.25 |     100 |   63.15 | 93,118-157        
-------------------|---------|----------|---------|---------|-------------------
Core Package - Full Text Report
-------------------|---------|----------|---------|---------|-------------------
File               | % Stmts | % Branch | % Funcs | % Lines | Uncovered Line #s 
-------------------|---------|----------|---------|---------|-------------------
All files          |   80.32 |    83.02 |   82.57 |   80.32 |                   
 src               |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
 src/__mocks__/fs  |       0 |        0 |       0 |       0 |                   
  promises.ts      |       0 |        0 |       0 |       0 | 1-48              
 src/agents        |   88.06 |    79.77 |   92.13 |   88.06 |                   
  ...transcript.ts |   92.25 |    85.71 |     100 |   92.25 | ...87,306-307,438 
  ...ent-resume.ts |    82.8 |    71.63 |   77.41 |    82.8 | ...1059-1063,1066 
  ...ound-tasks.ts |   95.76 |    87.57 |     100 |   95.76 | ...26-827,898-899 
  index.ts         |     100 |      100 |     100 |     100 |                   
 src/agents/arena  |   76.54 |    66.87 |   78.72 |   76.54 |                   
  ...gentClient.ts |   79.47 |    88.88 |   81.81 |   79.47 | ...68-183,189-204 
  ArenaManager.ts  |   75.37 |    63.37 |   78.26 |   75.37 | ...1860,1866-1867 
  arena-events.ts  |   64.44 |      100 |      50 |   64.44 | ...71-175,178-183 
  diff-summary.ts  |    87.5 |    72.34 |     100 |    87.5 | ...32-133,137-138 
  index.ts         |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...gents/backends |   76.29 |    86.15 |   73.04 |   76.29 |                   
  ITermBackend.ts  |   97.97 |    93.93 |     100 |   97.97 | ...78-180,255,307 
  ...essBackend.ts |   91.25 |    90.62 |   86.66 |   91.25 | ...94,249-269,328 
  TmuxBackend.ts   |    90.7 |    76.55 |   97.36 |    90.7 | ...87,697,743-747 
  detect.ts        |   31.25 |      100 |       0 |   31.25 | 34-88             
  index.ts         |     100 |      100 |     100 |     100 |                   
  iterm-it2.ts     |     100 |     92.1 |     100 |     100 | 37-38,106         
  tmux-commands.ts |    6.64 |      100 |    3.03 |    6.64 | ...93-363,386-503 
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...agents/runtime |   81.78 |    77.83 |   73.04 |   81.78 |                   
  agent-context.ts |     100 |      100 |     100 |     100 |                   
  agent-core.ts    |   76.81 |    72.89 |   63.63 |   76.81 | ...1614,1641-1688 
  agent-events.ts  |     100 |      100 |     100 |     100 |                   
  ...t-headless.ts |   84.48 |    78.04 |   63.63 |   84.48 | ...00-401,404-405 
  ...nteractive.ts |   80.07 |    80.76 |   74.07 |   80.07 | ...53,455,457,460 
  ...statistics.ts |   98.19 |    82.35 |     100 |   98.19 | 127,151,192,225   
  agent-types.ts   |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
 src/agents/tasks  |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/config        |    78.4 |    82.24 |   65.07 |    78.4 |                   
  config.ts        |   76.28 |    81.09 |   60.43 |   76.28 | ...3869,3880-3892 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  models.ts        |     100 |      100 |     100 |     100 |                   
  storage.ts       |   95.01 |     90.9 |   90.47 |   95.01 | ...71-372,375-376 
 ...nfirmation-bus |   98.29 |    97.14 |     100 |   98.29 |                   
  message-bus.ts   |   98.14 |    97.05 |     100 |   98.14 | 42-43             
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/core          |   87.87 |    83.53 |   92.07 |   87.87 |                   
  baseLlmClient.ts |   87.24 |    76.47 |    87.5 |   87.24 | ...82,484-494,503 
  client.ts        |   87.42 |    80.57 |   86.36 |   87.42 | ...2072,2111-2114 
  ...tGenerator.ts |    72.1 |    61.11 |     100 |    72.1 | ...63,365,372-375 
  ...lScheduler.ts |   85.36 |    82.08 |   94.73 |   85.36 | ...3209,3270-3281 
  geminiChat.ts    |   91.04 |    87.25 |   97.22 |   91.04 | ...2703,2770-2771 
  geminiRequest.ts |     100 |      100 |     100 |     100 |                   
  ...htProtocol.ts |    9.09 |      100 |       0 |    9.09 | 34-42,45-49,52-87 
  logger.ts        |   87.33 |    87.02 |     100 |   87.33 | ...61-565,611-625 
  ...tyDefaults.ts |     100 |      100 |     100 |     100 |                   
  ...olExecutor.ts |   92.59 |       75 |      50 |   92.59 | 41-42             
  ...on-helpers.ts |   86.48 |    72.22 |     100 |   86.48 | ...97-198,212-221 
  ...issionFlow.ts |   98.59 |       95 |     100 |   98.59 | 93                
  prompts.ts       |   89.24 |    86.41 |   76.92 |   89.24 | ...-972,1175-1176 
  tokenLimits.ts   |     100 |    89.47 |     100 |     100 | 51-52             
  ...okTriggers.ts |   99.33 |    90.47 |     100 |   99.33 | 156,167           
  turn.ts          |   96.46 |    88.88 |     100 |   96.46 | ...21,434-435,483 
 ...ntentGenerator |   94.93 |    82.59 |   93.87 |   94.93 |                   
  ...tGenerator.ts |   96.49 |    84.28 |   92.59 |   96.49 | ...04,922-926,966 
  converter.ts     |   94.51 |    80.72 |     100 |   94.51 | ...06-607,617,823 
  index.ts         |       0 |        0 |       0 |       0 | 1-21              
  usage.ts         |     100 |      100 |     100 |     100 |                   
 ...ntentGenerator |   91.53 |    71.64 |   93.33 |   91.53 |                   
  ...tGenerator.ts |      90 |    70.96 |   92.85 |      90 | ...80-286,304-305 
  index.ts         |     100 |       80 |     100 |     100 | 50                
 ...ntentGenerator |   93.86 |    82.98 |    90.9 |   93.86 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...tGenerator.ts |   93.72 |    81.27 |   90.32 |   93.72 | ...29,939-940,968 
  ...tDetection.ts |     100 |      100 |     100 |     100 |                   
 ...ntentGenerator |    81.7 |    84.27 |   90.78 |    81.7 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  converter.ts     |   76.88 |    82.25 |    87.5 |   76.88 | ...1589,1610-1616 
  errorHandler.ts  |     100 |      100 |     100 |     100 |                   
  index.ts         |   54.54 |    68.75 |      50 |   54.54 | ...79,87-91,95-99 
  ...tGenerator.ts |    66.4 |    70.58 |   88.88 |    66.4 | ...51-157,168-169 
  pipeline.ts      |   93.69 |     84.9 |     100 |   93.69 | ...61-462,470,538 
  ...ureContext.ts |     100 |      100 |     100 |     100 |                   
  ...ingOptions.ts |       0 |        0 |       0 |       0 | 1                 
  ...CallParser.ts |   90.66 |    88.57 |     100 |   90.66 | ...15-319,349-350 
  ...kingParser.ts |     100 |    96.87 |     100 |     100 | 42                
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 ...rator/provider |   96.67 |    88.42 |   96.07 |   96.67 |                   
  dashscope.ts     |   97.38 |    90.21 |   93.33 |   97.38 | ...93-294,370-371 
  deepseek.ts      |   94.91 |    89.36 |     100 |   94.91 | ...31-132,145-146 
  default.ts       |   95.79 |    89.65 |   88.88 |   95.79 | 122-123,193-195   
  index.ts         |     100 |      100 |     100 |     100 |                   
  mimo.ts          |   94.11 |    66.66 |     100 |   94.11 | 29,52-53          
  minimax.ts       |     100 |      100 |     100 |     100 |                   
  mistral.ts       |   96.07 |    73.33 |     100 |   96.07 | 32-33             
  modelscope.ts    |     100 |      100 |     100 |     100 |                   
  openrouter.ts    |     100 |      100 |     100 |     100 |                   
  types.ts         |       0 |        0 |       0 |       0 |                   
  utils.ts         |     100 |      100 |     100 |     100 |                   
 src/extension     |   62.34 |    79.57 |   80.31 |   62.34 |                   
  ...-converter.ts |   66.21 |    52.45 |     100 |   66.21 | ...85-786,795-827 
  ...ionManager.ts |   47.05 |    82.19 |    65.9 |   47.05 | ...1400,1410-1429 
  ...onSettings.ts |   93.46 |    93.05 |     100 |   93.46 | ...17-221,228-232 
  ...-converter.ts |   54.88 |    94.44 |      60 |   54.88 | ...35-146,158-192 
  github.ts        |   46.41 |     87.3 |   63.63 |   46.41 | ...68-374,413-466 
  index.ts         |     100 |      100 |     100 |     100 |                   
  marketplace.ts   |   97.31 |    93.75 |     100 |   97.31 | ...65,185-186,275 
  npm.ts           |   59.01 |    71.69 |    87.5 |   59.01 | ...23-425,432-436 
  override.ts      |   94.11 |    88.88 |     100 |   94.11 | 63-64,81-82       
  redaction.ts     |     100 |      100 |     100 |     100 |                   
  settings.ts      |   66.26 |      100 |      50 |   66.26 | 81-108,143-149    
  storage.ts       |     100 |      100 |     100 |     100 |                   
  ...ableSchema.ts |     100 |      100 |     100 |     100 |                   
  variables.ts     |   88.75 |    83.33 |     100 |   88.75 | ...28-231,234-237 
 src/followup      |   55.57 |    84.14 |   81.25 |   55.57 |                   
  followupState.ts |      96 |    89.74 |     100 |      96 | 159-161,218-219   
  index.ts         |     100 |      100 |     100 |     100 |                   
  overlayFs.ts     |   95.06 |       84 |     100 |   95.06 | 78,108,122,133    
  speculation.ts   |   13.02 |      100 |   16.66 |   13.02 | 89-464,524-575    
  ...onToolGate.ts |     100 |    96.42 |     100 |     100 | 94                
  ...nGenerator.ts |    71.6 |    72.13 |   83.33 |    71.6 | ...88-246,316-318 
 src/generated     |       0 |        0 |       0 |       0 |                   
  git-commit.ts    |       0 |        0 |       0 |       0 | 1-10              
 src/goals         |   89.57 |    83.45 |   94.44 |   89.57 |                   
  ...eGoalStore.ts |    85.1 |    95.45 |   84.61 |    85.1 | ...63-166,174-182 
  goalHook.ts      |   97.26 |    91.48 |     100 |   97.26 | 100-105           
  goalJudge.ts     |   84.33 |    74.28 |     100 |   84.33 | ...57-358,366-368 
  index.ts         |     100 |      100 |     100 |     100 |                   
 src/hooks         |   83.67 |    85.34 |   86.72 |   83.67 |                   
  ...okRegistry.ts |   86.48 |    77.08 |     100 |   86.48 | ...41-344,362-369 
  ...terpolator.ts |   96.66 |    93.33 |     100 |   96.66 | 66-67             
  ...HookRunner.ts |   96.68 |    87.23 |     100 |   96.68 | 110-112,231-233   
  ...Aggregator.ts |    96.4 |    90.78 |     100 |    96.4 | ...91,293-294,367 
  ...entHandler.ts |    94.6 |    86.07 |   93.33 |    94.6 | ...42,799-800,810 
  hookPlanner.ts   |   88.19 |       85 |    90.9 |   88.19 | ...68-170,188-199 
  hookRegistry.ts  |   90.17 |    83.33 |     100 |   90.17 | ...33,352,356,360 
  hookRunner.ts    |   58.56 |    71.26 |   66.66 |   58.56 | ...48-749,758-759 
  hookSystem.ts    |   84.57 |      100 |   65.85 |   84.57 | ...21-622,628-629 
  ...HookRunner.ts |   75.51 |     61.9 |      80 |   75.51 | ...05-406,424-425 
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...HookRunner.ts |   96.37 |     90.9 |      90 |   96.37 | 342-350,424-425   
  ...SkillHooks.ts |   78.75 |       75 |   66.66 |   78.75 | 62-66,137-152     
  ...oksManager.ts |   96.66 |    91.66 |     100 |   96.66 | ...90,209-210,223 
  ssrfGuard.ts     |   77.22 |    85.36 |     100 |   77.22 | ...57,261-267,273 
  stopHookCap.ts   |     100 |      100 |     100 |     100 |                   
  trustedHooks.ts  |       0 |        0 |       0 |       0 | 1-124             
  types.ts         |   91.21 |    92.13 |   85.71 |   91.21 | ...40-441,501-505 
  urlValidator.ts  |     100 |      100 |     100 |     100 |                   
 src/ide           |   74.28 |    83.39 |   78.33 |   74.28 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  detect-ide.ts    |     100 |      100 |     100 |     100 |                   
  ide-client.ts    |    64.2 |    81.48 |   66.66 |    64.2 | ...9-970,999-1007 
  ide-installer.ts |   89.06 |    79.31 |     100 |   89.06 | ...36,143-147,160 
  ideContext.ts    |     100 |      100 |     100 |     100 |                   
  process-utils.ts |   84.84 |    71.79 |     100 |   84.84 | ...37,151,193-194 
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/lsp           |   41.24 |    52.14 |   51.42 |   41.24 |                   
  ...nfigLoader.ts |   70.27 |    35.89 |   94.73 |   70.27 | ...20-422,426-432 
  ...ionFactory.ts |   42.69 |    79.16 |      50 |   42.69 | ...62-413,419-436 
  ...Normalizer.ts |   23.09 |    13.72 |   30.43 |   23.09 | ...04-905,909-924 
  ...verManager.ts |   25.31 |    62.06 |   41.66 |   25.31 | ...85-704,710-740 
  ...eLspClient.ts |   32.77 |       80 |   17.64 |   32.77 | ...84-288,294-295 
  ...LspService.ts |   48.49 |    67.16 |   65.71 |   48.49 | ...1352,1369-1379 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/mcp           |   78.69 |    75.34 |   75.92 |   78.69 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  ...h-provider.ts |   86.95 |      100 |   33.33 |   86.95 | ...,93,97,101-102 
  ...h-provider.ts |   73.82 |    53.92 |     100 |   73.82 | ...88-895,902-904 
  ...en-storage.ts |   98.62 |    97.72 |     100 |   98.62 | 87-88             
  oauth-utils.ts   |   70.58 |    85.29 |    90.9 |   70.58 | ...70-290,315-344 
  ...n-provider.ts |   89.83 |    95.83 |   45.45 |   89.83 | ...43,147,151-152 
 .../token-storage |   79.52 |    86.66 |   86.36 |   79.52 |                   
  ...en-storage.ts |     100 |      100 |     100 |     100 |                   
  ...en-storage.ts |   82.87 |    82.35 |   92.85 |   82.87 | ...63-173,181-182 
  ...en-storage.ts |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...en-storage.ts |   68.14 |    82.35 |   64.28 |   68.14 | ...81-295,298-314 
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/memory        |   70.97 |    75.71 |    69.1 |   70.97 |                   
  const.ts         |     100 |      100 |     100 |     100 |                   
  dream.ts         |   65.65 |    73.33 |      50 |   65.65 | 50,107-148        
  ...entPlanner.ts |   57.84 |    72.72 |   33.33 |   57.84 | ...35,140-147,152 
  entries.ts       |   63.77 |    79.16 |      50 |   63.77 | ...72-180,183-189 
  extract.ts       |    95.2 |    79.16 |     100 |    95.2 | 81-86,125         
  ...entPlanner.ts |   63.08 |    65.71 |   41.17 |   63.08 | ...17,222-223,332 
  ...ionPlanner.ts |       0 |        0 |       0 |       0 | 1                 
  forget.ts        |    45.8 |    61.53 |   44.44 |    45.8 | ...04,211,214-346 
  indexer.ts       |   83.87 |    45.45 |     100 |   83.87 | ...50,56-57,69-70 
  manager.ts       |   75.31 |    81.04 |    75.6 |   75.31 | ...1278,1291-1293 
  memoryAge.ts     |   90.47 |    77.77 |     100 |   90.47 | 50-51             
  paths.ts         |   55.47 |    89.47 |   85.71 |   55.47 | ...,89-90,106-114 
  prompt.ts        |   93.36 |    71.42 |     100 |   93.36 | ...58,161,228-229 
  recall.ts        |   77.54 |    69.38 |   88.88 |   77.54 | ...53-258,282-293 
  ...ceSelector.ts |   91.86 |    77.27 |     100 |   91.86 | ...15,117-118,126 
  scan.ts          |   87.91 |    68.42 |     100 |   87.91 | ...47-48,58,82-87 
  ...entPlanner.ts |   58.02 |    66.66 |   56.25 |   58.02 | ...47-268,344-389 
  status.ts        |   10.52 |      100 |       0 |   10.52 | 41-98             
  store.ts         |   94.44 |    83.33 |     100 |   94.44 | 56-57,92-93       
  types.ts         |     100 |      100 |     100 |     100 |                   
  ...ontextFile.ts |   79.38 |    81.03 |   81.81 |   79.38 | ...58-272,286-291 
 src/mocks         |       0 |        0 |       0 |       0 |                   
  msw.ts           |       0 |        0 |       0 |       0 | 1-9               
 src/models        |   89.35 |    85.67 |    87.5 |   89.35 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  ...tor-config.ts |   90.24 |    91.42 |     100 |   90.24 | 142,148,151-160   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...nfigErrors.ts |   74.22 |       44 |   84.61 |   74.22 | ...,67-74,106-117 
  ...igResolver.ts |   98.66 |    92.85 |     100 |   98.66 | 162,324,330       
  modelRegistry.ts |     100 |    98.59 |     100 |     100 | 222               
  modelsConfig.ts  |   84.57 |    82.14 |   81.57 |   84.57 | ...1223,1252-1253 
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/output        |     100 |      100 |     100 |     100 |                   
  ...-formatter.ts |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/permissions   |   74.62 |    88.85 |   58.28 |   74.62 |                   
  autoMode.ts      |   61.59 |    93.54 |   83.33 |   61.59 | ...00-238,340-356 
  ...transcript.ts |      98 |       84 |     100 |      98 | 200-201           
  classifier.ts    |   92.89 |     87.5 |     100 |   92.89 | 146-153,333-337   
  ...erousRules.ts |     100 |    89.36 |     100 |     100 | 110,133,147,175   
  ...alTracking.ts |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...on-manager.ts |    78.3 |    85.24 |   82.14 |    78.3 | ...-917,1023-1027 
  rule-parser.ts   |   96.06 |    93.22 |     100 |   96.06 | ...-875,1024-1026 
  ...-semantics.ts |   58.28 |    85.27 |    30.2 |   58.28 | ...1604-1614,1643 
  types.ts         |     100 |      100 |     100 |     100 |                   
 ...sifier-prompts |   98.18 |       90 |     100 |   98.18 |                   
  system-prompt.ts |   98.18 |       90 |     100 |   98.18 | 150               
 src/prompts       |   83.63 |      100 |    87.5 |   83.63 |                   
  mcp-prompts.ts   |   18.18 |      100 |       0 |   18.18 | 11-19             
  ...t-registry.ts |     100 |      100 |     100 |     100 |                   
 src/providers     |   77.46 |    70.94 |   60.71 |   77.46 |                   
  all-providers.ts |      68 |      100 |       0 |      68 | 68-69,73-79,83-89 
  index.ts         |     100 |      100 |     100 |     100 |                   
  install.ts       |   98.87 |    87.27 |     100 |   98.87 | 268-269           
  ...der-config.ts |   66.11 |    55.93 |   63.15 |   66.11 | ...08-409,416-425 
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 ...viders/presets |   97.26 |    86.36 |      50 |   97.26 |                   
  ...oding-plan.ts |   87.17 |      100 |       0 |   87.17 | 81-83,86-88,90-93 
  ...a-standard.ts |     100 |      100 |     100 |     100 |                   
  ...token-plan.ts |     100 |      100 |     100 |     100 |                   
  ...m-provider.ts |   97.01 |    81.25 |      75 |   97.01 | 120-121           
  deepseek.ts      |     100 |      100 |     100 |     100 |                   
  idealab.ts       |     100 |      100 |     100 |     100 |                   
  minimax.ts       |     100 |      100 |     100 |     100 |                   
  modelscope.ts    |     100 |      100 |     100 |     100 |                   
  openrouter.ts    |     100 |      100 |     100 |     100 |                   
  zai.ts           |     100 |      100 |     100 |     100 |                   
 src/qwen          |   83.87 |    77.23 |   95.83 |   83.87 |                   
  ...tGenerator.ts |   98.64 |    98.18 |     100 |   98.64 | 105-106           
  qwenOAuth2.ts    |   80.85 |    70.27 |   90.32 |   80.85 | ...1169-1185,1215 
  ...kenManager.ts |   83.76 |    76.22 |     100 |   83.76 | ...62-767,788-793 
 src/services      |   85.63 |    83.47 |   91.37 |   85.63 |                   
  ...ionTrailer.ts |     100 |      100 |     100 |     100 |                   
  ...llRegistry.ts |   98.44 |    91.83 |     100 |   98.44 | 268-269           
  ...ionService.ts |   98.44 |    97.45 |     100 |   98.44 | 536,538-542       
  ...ingService.ts |   83.88 |    83.33 |   83.33 |   83.88 | ...1266,1283-1284 
  ...ttribution.ts |   91.73 |    87.71 |      90 |   91.73 | ...80-685,826-827 
  ...utSlimming.ts |     100 |    96.77 |     100 |     100 | 139,188           
  cronScheduler.ts |   97.56 |    92.98 |     100 |   97.56 | 62-63,77,155      
  ...eryService.ts |   80.43 |    95.45 |      75 |   80.43 | ...19-134,140-141 
  ...oryService.ts |   86.18 |    76.76 |   91.17 |   86.18 | ...1150,1191-1194 
  fileReadCache.ts |     100 |      100 |     100 |     100 |                   
  ...temService.ts |   91.27 |    82.69 |    90.9 |   91.27 | ...94,196,294-301 
  ...ratedFiles.ts |      96 |    88.23 |     100 |      96 | 119-120,146-147   
  gitInit.ts       |     100 |      100 |     100 |     100 |                   
  gitService.ts    |   68.75 |     92.3 |   55.55 |   68.75 | ...12-122,125-129 
  ...reeService.ts |   73.83 |    69.31 |    97.5 |   73.83 | ...1460,1488-1489 
  ...ionService.ts |   98.13 |     97.8 |   95.45 |   98.13 | ...32-333,380-381 
  ...orRegistry.ts |   96.54 |    91.73 |     100 |   96.54 | ...70-471,622-623 
  sessionRecap.ts  |   12.65 |      100 |       0 |   12.65 | 44-150            
  ...ionService.ts |   90.47 |     79.2 |   96.87 |   90.47 | ...1324,1328-1329 
  sessionTitle.ts  |   93.87 |    71.15 |     100 |   93.87 | ...33-236,267-268 
  ...ionService.ts |   81.07 |    77.92 |   89.28 |   81.07 | ...1923,1929-1934 
  ...Estimation.ts |     100 |      100 |     100 |     100 |                   
  ...UseSummary.ts |   94.63 |    88.46 |     100 |   94.63 | ...62-164,214-215 
  ...reeCleanup.ts |   14.56 |      100 |   33.33 |   14.56 | 58-185            
  ...ionService.ts |   84.21 |    79.41 |     100 |   84.21 | ...22-223,239-240 
 ...icrocompaction |   98.05 |     91.8 |     100 |   98.05 |                   
  microcompact.ts  |   98.05 |     91.8 |     100 |   98.05 | ...19,289,293,391 
 src/skills        |   88.51 |    85.75 |   94.54 |   88.51 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...activation.ts |     100 |     93.1 |     100 |     100 | 93,112            
  skill-load.ts    |      94 |    86.56 |     100 |      94 | ...08,228,240-242 
  skill-manager.ts |   84.26 |    80.87 |   90.32 |   84.26 | ...1155,1162-1166 
  skill-paths.ts   |   89.15 |    86.36 |     100 |   89.15 | ...00-101,106-107 
  symlinkScope.ts  |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/subagents     |   82.61 |    78.89 |   95.23 |   82.61 |                   
  ...tin-agents.ts |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...nt-manager.ts |   77.15 |    71.36 |    93.1 |   77.15 | ...1178,1200-1201 
  types.ts         |     100 |      100 |     100 |     100 |                   
  validation.ts    |   92.46 |    95.18 |     100 |   92.46 | 51-56,69-74,78-83 
 src/telemetry     |   76.84 |     87.3 |   79.86 |   76.84 |                   
  config.ts        |     100 |      100 |     100 |     100 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  ...attributes.ts |   98.13 |       88 |     100 |   98.13 | 185-187           
  ...-exporters.ts |   46.37 |      100 |   44.44 |   46.37 | ...85,88-89,92-93 
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...t.circular.ts |       0 |        0 |       0 |       0 | 1-111             
  ...-processor.ts |   93.93 |    90.21 |   94.11 |   93.93 | ...75-280,299-300 
  ...t.circular.ts |       0 |        0 |       0 |       0 | 1-128             
  loggers.ts       |    51.9 |       64 |   57.77 |    51.9 | ...1214,1231-1251 
  metrics.ts       |   75.03 |    82.95 |   74.54 |   75.03 | ...8-988,991-1002 
  ...attributes.ts |     100 |      100 |     100 |     100 |                   
  sanitize.ts      |      80 |    83.33 |     100 |      80 | 35-36,41-42       
  sdk.ts           |   93.01 |    88.23 |   80.95 |   93.01 | ...58-559,579-583 
  ...on-context.ts |     100 |      100 |     100 |     100 |                   
  ...on-tracing.ts |   92.75 |    88.26 |     100 |   92.75 | ...27-930,934-937 
  ...etry-utils.ts |     100 |      100 |     100 |     100 |                   
  ...l-decision.ts |     100 |      100 |     100 |     100 |                   
  ...e-id-utils.ts |     100 |      100 |     100 |     100 |                   
  tracer.ts        |   98.61 |    89.36 |     100 |   98.61 | 53,108            
  types.ts         |   79.17 |    85.83 |   83.33 |   79.17 | ...1149,1152-1181 
  uiTelemetry.ts   |   92.97 |    96.96 |   81.25 |   92.97 | ...93-194,200-207 
 ...ry/qwen-logger |   68.24 |    79.56 |   64.91 |   68.24 |                   
  event-types.ts   |       0 |        0 |       0 |       0 |                   
  qwen-logger.ts   |   68.24 |    79.34 |   64.28 |   68.24 | ...1055,1093-1094 
 src/test-utils    |   93.16 |    95.91 |   76.47 |   93.16 |                   
  config.ts        |     100 |      100 |     100 |     100 |                   
  ...st-helpers.ts |   94.11 |       90 |     100 |   94.11 | 69-70             
  index.ts         |     100 |      100 |     100 |     100 |                   
  mock-tool.ts     |   91.19 |    97.14 |   72.41 |   91.19 | ...38,202-203,216 
  ...aceContext.ts |     100 |      100 |     100 |     100 |                   
 src/tools         |   78.94 |    81.43 |   85.71 |   78.94 |                   
  ...erQuestion.ts |   88.93 |    76.74 |    90.9 |   88.93 | ...39-340,347-348 
  cron-create.ts   |   88.11 |    88.88 |    62.5 |   88.11 | ...,43-44,165-172 
  cron-delete.ts   |   96.82 |      100 |   83.33 |   96.82 | 26-27             
  cron-list.ts     |   96.66 |      100 |   83.33 |   96.66 | 25-26             
  diffOptions.ts   |     100 |      100 |     100 |     100 |                   
  edit.ts          |   81.02 |    84.07 |      75 |   81.02 | ...15-716,826-876 
  ...r-worktree.ts |   82.95 |    67.56 |    87.5 |   82.95 | ...82-185,276-277 
  exit-worktree.ts |   84.23 |    85.96 |   91.66 |   84.23 | ...92-293,298-312 
  exitPlanMode.ts  |   85.09 |    85.71 |     100 |   85.09 | ...60-163,177-189 
  glob.ts          |   90.63 |    88.33 |   84.61 |   90.63 | ...28,171,302,305 
  grep.ts          |   79.19 |    85.71 |   78.94 |   79.19 | ...20,560,569-576 
  ls.ts            |   96.74 |    90.27 |     100 |   96.74 | 176-181,212,216   
  lsp.ts           |   72.77 |    60.09 |   90.32 |   72.77 | ...1211,1213-1214 
  ...nt-manager.ts |   84.36 |    82.74 |   84.21 |   84.36 | ...2099-2103,2142 
  mcp-client.ts    |   33.18 |    77.65 |   66.66 |   33.18 | ...1490,1494-1497 
  mcp-tool.ts      |   90.98 |    88.88 |   96.42 |   90.98 | ...95-596,646-647 
  memory-config.ts |       0 |        0 |       0 |       0 | 1-47              
  ...iable-tool.ts |     100 |    84.61 |     100 |     100 | 102,109           
  monitor.ts       |   91.36 |    83.94 |   88.46 |   91.36 | ...61,574,770-775 
  notebook-edit.ts |   85.11 |    76.42 |   81.25 |   85.11 | ...54-870,916-917 
  ...nforcement.ts |   82.57 |       90 |     100 |   82.57 | 174-185,234-247   
  read-file.ts     |    95.4 |    90.32 |      90 |    95.4 | ...99,298-301,304 
  ripGrep.ts       |   94.59 |    85.71 |   93.33 |   94.59 | ...60,463,541-542 
  ...-transport.ts |    6.34 |        0 |       0 |    6.34 | 47-145            
  send-message.ts  |   84.68 |    91.66 |    62.5 |   84.68 | ...,82-90,167-170 
  shell.ts         |   73.05 |    79.66 |   91.42 |   73.05 | ...4216,4265-4271 
  skill-utils.ts   |     100 |      100 |     100 |     100 |                   
  skill.ts         |   88.35 |    91.42 |   86.66 |   88.35 | ...12,416,439-461 
  ...eticOutput.ts |   95.12 |      100 |      80 |   95.12 | 87-88             
  task-stop.ts     |   93.14 |    96.15 |   85.71 |   93.14 | 39-40,54-64       
  todoWrite.ts     |   89.17 |    82.05 |   92.85 |   89.17 | ...41-546,568-569 
  tool-error.ts    |     100 |      100 |     100 |     100 |                   
  tool-names.ts    |     100 |      100 |     100 |     100 |                   
  tool-registry.ts |   74.85 |    76.85 |   80.95 |   74.85 | ...30-831,839-840 
  tool-search.ts   |   95.19 |    86.48 |    92.3 |   95.19 | ...47-153,208-213 
  tools.ts         |   90.49 |    90.19 |   84.21 |   90.49 | ...78-479,495-501 
  web-fetch.ts     |   88.84 |       80 |   92.85 |   88.84 | ...12-313,315-316 
  write-file.ts    |   82.65 |    80.45 |   84.61 |   82.65 | ...65-668,696-731 
 src/tools/agent   |   75.07 |    80.49 |   73.61 |   75.07 |                   
  agent.ts         |   75.33 |    80.72 |   74.24 |   75.33 | ...2474,2483-2486 
  fork-subagent.ts |   69.62 |    71.42 |   66.66 |   69.62 | ...04-105,140-151 
 src/utils         |   89.13 |    87.66 |   93.61 |   89.13 |                   
  LruCache.ts      |       0 |        0 |       0 |       0 | 1-41              
  ...Controller.ts |     100 |      100 |     100 |     100 |                   
  ...ssageQueue.ts |     100 |      100 |     100 |     100 |                   
  ...cFileWrite.ts |   77.96 |    80.48 |     100 |   77.96 | ...35,156,173-176 
  bareMode.ts      |   27.27 |      100 |       0 |   27.27 | 9-15,18-19        
  browser.ts       |    7.69 |      100 |       0 |    7.69 | 17-56             
  bundlePaths.ts   |     100 |      100 |     100 |     100 |                   
  ...igResolver.ts |     100 |      100 |     100 |     100 |                   
  ...engthError.ts |   89.11 |     87.5 |     100 |   89.11 | ...28-129,132-133 
  cronDisplay.ts   |   42.85 |    23.07 |     100 |   42.85 | 26-31,33-45,47-54 
  cronParser.ts    |   89.74 |    85.71 |     100 |   89.74 | ...,63-64,183-186 
  debugLogger.ts   |    95.9 |    93.93 |   94.73 |    95.9 | 106-107,214-218   
  editHelper.ts    |   93.63 |    83.52 |     100 |   93.63 | ...28-429,463-464 
  editor.ts        |    97.6 |     95.4 |     100 |    97.6 | ...25-326,328-329 
  ...arResolver.ts |   94.28 |    88.88 |     100 |   94.28 | 28-29,125-126     
  ...entContext.ts |     100 |    95.45 |     100 |     100 | 83                
  errorParsing.ts  |    97.7 |    97.05 |     100 |    97.7 | 72-73             
  ...rReporting.ts |   88.46 |       90 |     100 |   88.46 | 69-74             
  errors.ts        |   70.54 |    79.59 |      50 |   70.54 | ...15-231,235-241 
  fetch.ts         |   70.18 |    71.42 |   71.42 |   70.18 | ...42,148,161,186 
  fileUtils.ts     |    91.5 |    86.25 |   95.23 |    91.5 | ...1191,1195-1201 
  forkedAgent.ts   |   80.68 |    78.12 |   83.33 |   80.68 | ...39-545,550-556 
  formatters.ts    |   81.81 |       75 |     100 |   81.81 | 15-16             
  ...eUtilities.ts |   89.21 |    86.66 |     100 |   89.21 | 16-17,49-55,65-66 
  ...rStructure.ts |   94.36 |    94.28 |     100 |   94.36 | ...17-120,330-335 
  getPty.ts        |    12.5 |      100 |       0 |    12.5 | 21-34             
  gitDiff.ts       |   92.36 |    79.53 |     100 |   92.36 | ...55-856,928-929 
  ...noreParser.ts |    92.3 |    89.36 |     100 |    92.3 | ...15-116,186-187 
  gitUtils.ts      |   73.64 |    90.32 |   83.33 |   73.64 | ...,78-79,103-154 
  iconvHelper.ts   |     100 |      100 |     100 |     100 |                   
  ...rePatterns.ts |     100 |      100 |     100 |     100 |                   
  ...ionManager.ts |     100 |     90.9 |     100 |     100 | 26                
  ...lPromptIds.ts |     100 |      100 |     100 |     100 |                   
  jsonl-utils.ts   |    74.1 |    90.76 |   58.33 |    74.1 | ...23-326,336-342 
  ...-detection.ts |     100 |      100 |     100 |     100 |                   
  ...iagnostics.ts |    96.4 |     90.9 |     100 |    96.4 | ...66,293-294,376 
  ...yDiscovery.ts |   88.27 |    83.87 |     100 |   88.27 | ...76,279,407-410 
  ...tProcessor.ts |    93.2 |    89.18 |     100 |    93.2 | ...82-288,370-371 
  ...Inspectors.ts |   61.53 |      100 |      50 |   61.53 | 18-23             
  modelId.ts       |   98.95 |    98.21 |     100 |   98.95 | 148               
  ...kerChecker.ts |   90.78 |    91.66 |     100 |   90.78 | 73-79             
  notebook.ts      |   94.57 |    89.83 |   95.83 |   94.57 | ...21,333,385-387 
  openaiLogger.ts  |   90.85 |    87.87 |     100 |   90.85 | ...97-199,222-227 
  partUtils.ts     |     100 |    98.61 |     100 |     100 | 206               
  pathReader.ts    |     100 |      100 |     100 |     100 |                   
  paths.ts         |   93.21 |    91.86 |     100 |   93.21 | ...89-390,392-394 
  pdf.ts           |   93.68 |    87.05 |     100 |   93.68 | ...96-297,321-325 
  projectPath.ts   |     100 |      100 |     100 |     100 |                   
  projectRoot.ts   |   71.73 |    78.57 |     100 |   71.73 | 54-66             
  ...ectSummary.ts |   89.39 |    72.41 |     100 |   89.39 | ...37-142,193-196 
  ...tIdContext.ts |     100 |      100 |     100 |     100 |                   
  proxyUtils.ts    |     100 |      100 |     100 |     100 |                   
  ...rDetection.ts |   58.57 |       76 |     100 |   58.57 | ...4,88-89,95-100 
  ...noreParser.ts |   85.45 |    85.18 |     100 |   85.45 | ...59,65-66,72-73 
  rateLimit.ts     |   92.55 |    85.92 |     100 |   92.55 | ...70-272,309-310 
  readManyFiles.ts |   87.59 |       84 |     100 |   87.59 | ...09-211,227-238 
  retry.ts         |   89.81 |    88.05 |     100 |   89.81 | ...29,350,357-358 
  ripgrepUtils.ts  |   46.79 |    84.37 |   66.66 |   46.79 | ...45-246,258-335 
  ...sDiscovery.ts |   97.42 |    92.85 |     100 |   97.42 | ...04,182-183,202 
  ...iagnostics.ts |   83.08 |     67.5 |   92.59 |   83.08 | ...23,543-544,550 
  ...tchOptions.ts |   81.72 |    85.04 |   95.23 |   81.72 | ...18,543,572-581 
  runtimeStatus.ts |    97.5 |    88.57 |     100 |    97.5 | 167-168           
  safeJsonParse.ts |   74.07 |    83.33 |     100 |   74.07 | 40-46             
  ...nStringify.ts |     100 |      100 |     100 |     100 |                   
  ...aConverter.ts |   90.78 |    88.23 |     100 |   90.78 | ...41-42,93,95-96 
  ...aValidator.ts |   94.57 |    80.26 |     100 |   94.57 | ...04,213-216,270 
  ...r-launcher.ts |   76.92 |     91.3 |   66.66 |   76.92 | ...34,136,157-195 
  ...orageUtils.ts |   96.89 |    85.84 |     100 |   96.89 | ...51,367,447,466 
  shell-utils.ts   |   82.93 |    89.89 |     100 |   82.93 | ...1522,1529-1533 
  ...lAstParser.ts |   95.58 |    85.79 |     100 |   95.58 | ...1059-1061,1071 
  ...nlyChecker.ts |   95.75 |    92.39 |     100 |   95.75 | ...00-301,313-314 
  sideQuery.ts     |   98.71 |    97.14 |     100 |   98.71 | 110               
  ...pEventSink.ts |     100 |       80 |     100 |     100 | 61                
  ...tGenerator.ts |     100 |      100 |     100 |     100 |                   
  ...ameContext.ts |     100 |      100 |     100 |     100 |                   
  symlink.ts       |   77.77 |       50 |     100 |   77.77 | 44,54-59          
  ...emEncoding.ts |   96.36 |    91.17 |     100 |   96.36 | 59-60,124-125     
  terminalSafe.ts  |     100 |      100 |     100 |     100 |                   
  ...Serializer.ts |   98.72 |       90 |     100 |   98.72 | 42-43,134,201-203 
  testUtils.ts     |   53.33 |      100 |   33.33 |   53.33 | ...53,59-64,70-72 
  textUtils.ts     |      60 |      100 |   66.66 |      60 | 36-55             
  thoughtUtils.ts  |     100 |    92.85 |     100 |     100 | 71                
  ...-converter.ts |   94.59 |    85.71 |     100 |   94.59 | 35-36             
  tool-utils.ts    |    93.6 |     91.3 |     100 |    93.6 | ...58-159,162-163 
  truncation.ts    |     100 |       92 |     100 |     100 | 52,71             
  windowsPath.ts   |   89.47 |    79.31 |     100 |   89.47 | ...57-58,62,90-91 
  ...aceContext.ts |   93.71 |    89.28 |   93.33 |   93.71 | ...24-225,249-251 
  xml.ts           |     100 |      100 |     100 |     100 |                   
  yaml-parser.ts   |      92 |     84.9 |     100 |      92 | 49-53,65-69       
 ...ils/filesearch |   86.21 |    81.61 |   96.42 |   86.21 |                   
  crawlCache.ts    |     100 |      100 |     100 |     100 |                   
  crawler.ts       |   82.84 |    77.49 |   94.82 |   82.84 | ...1451,1485-1486 
  fileSearch.ts    |   93.58 |    87.32 |     100 |   93.58 | ...46-247,249-250 
  ignore.ts        |     100 |      100 |     100 |     100 |                   
  result-cache.ts  |     100 |     92.3 |     100 |     100 | 46                
 ...uest-tokenizer |   56.63 |    74.52 |   74.19 |   56.63 |                   
  ...eTokenizer.ts |   41.86 |    76.47 |   69.23 |   41.86 | ...70-443,453-507 
  index.ts         |     100 |      100 |     100 |     100 |                   
  ...tTokenizer.ts |   68.39 |    69.49 |    90.9 |   68.39 | ...24-325,327-328 
  ...ageFormats.ts |      76 |      100 |   33.33 |      76 | 45-48,55-56       
  textTokenizer.ts |     100 |      100 |     100 |     100 |                   
  types.ts         |       0 |        0 |       0 |       0 | 1                 
-------------------|---------|----------|---------|---------|-------------------

For detailed HTML reports, please see the 'coverage-reports-22.x-ubuntu-latest' artifact from the main CI run.

@DragonnZhang DragonnZhang changed the title [codex] Add Codex reproduce workflow skills feat(skills): add agent reproduction workflows May 13, 2026
@DragonnZhang DragonnZhang marked this pull request as ready for review May 13, 2026 13:25

@wenshao wenshao left a comment

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Critical No tests exist for any of the 3 Python scripts or 2 Bash scripts introduced by this PR. The agent-reproduce-feature/SKILL.md Done Criteria require "at least one verification path" and "focused tests or a reproducible smoke command." The core pipeline (HTTP capture → trace normalization → trace comparison) is entirely untested — any regression in normalize_trace.py or compare_traces.py will silently produce misleading parity results.

— DeepSeek/deepseek-v4-pro via Qwen Code /review

Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_tmux_capture.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
@tanzhenxin tanzhenxin added the type/feature-request New feature or enhancement request label May 15, 2026
@pomelo-nwu

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Question: Has this workflow been exercised end-to-end against a real parity case (e.g., reproducing a specific /help or tool-call behavior from Codex or Claude Code and iterating until Qwen Code matches)?

The concern is a tool credibility gap: this skill exists to verify parity, but if its own normalize_trace.py or compare_traces.py has a subtle bug, it could silently produce a false "aligned" result — and we'd ship incorrect parity conclusions with no safety net.

A concrete suggestion: before merging, include at least one recorded parity run (even a small scenario like a single tool-call comparison) with its expected diff output committed as a fixture. This would serve as both:

  1. Proof that the pipeline works end-to-end (capture → normalize → compare → actionable diff)
  2. A regression test — future changes to the scripts can be validated against this known-good output

Without this, reviewers and future users have no way to distinguish "the agents are aligned" from "the comparison tool says they're aligned."

@DragonnZhang DragonnZhang enabled auto-merge (squash) May 18, 2026 05:57
@DragonnZhang

DragonnZhang commented May 18, 2026

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@pomelo-nwu Yes, #4120 was implemented using this skill. I only ran the skill once and made a small amount of manual fine-tuning afterwards; it was very useful.

Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py Outdated
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh Outdated
Comment thread .qwen/skills/agent-reproduce-feature/SKILL.md Outdated
Reviewer wenshao flagged that the documented commands use 'skills/...' while the skill files live under '.qwen/skills/...'. Running the documented examples from the repo root fails with No such file or directory.

Update all script invocations in the two agent-reproduce SKILL.md files and capture-workflow.md to use the correct '.qwen/skills/...' prefix. Documentation only; no code changes.
Reviewer flagged that '--set ssl_insecure=true' silently disables upstream TLS verification. Add a 3-line comment above the mitmdump invocation explaining the trade-off and that it is intended for local dev only.
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py
Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
@DragonnZhang DragonnZhang requested a review from wenshao May 22, 2026 05:18
Comment thread .qwen/skills/agent-reproduce-feature/scripts/capture_state.py Outdated
Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh Outdated
Comment thread .qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh Outdated
text = content_sample.decode("utf-8")
except UnicodeDecodeError:
if truncated:
text = content_sample.decode("utf-8", errors="ignore")

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[Suggestion] When content is non-UTF-8 binary AND truncated, the code decodes with errors="ignore" and returns kind: "text" with garbled data. When the same content is non-truncated, it correctly returns kind: "base64". This inconsistency means truncated binary content gets a misleading kind label, and downstream normalize_trace.py tries to parse garbled text as JSON.

Suggested change
text = content_sample.decode("utf-8", errors="ignore")
except UnicodeDecodeError:
return {
"kind": "base64",
"base64": base64.b64encode(content_sample).decode("ascii"),
"truncated": truncated,
}

Remove the if truncated: branch — both truncated and non-truncated binary should use base64 encoding.

— qwen-latest-series-invite-beta-v36 via Qwen Code /review

trap cleanup EXIT

sleep "${REPRO_TMUX_SETTLE_SECONDS:-2}"
tmux capture-pane -t "${session}" -p -S - > "${out_dir}/tmux-pane.txt"

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[Suggestion] The cleanup trap at line 26 kills the tmux session on EXIT by default, but the script prints attach=tmux attach -t ${session} to stdout and tmux-session.txt. By the time the caller reads these instructions, the session is already dead. Users following the printed attach command will get session not found errors.

Suggested change
tmux capture-pane -t "${session}" -p -S - > "${out_dir}/tmux-pane.txt"
{
echo "session=${session}"
if [[ "${REPRO_TMUX_KEEP_SESSION:-0}" == "1" ]]; then
echo "attach=tmux attach -t ${session}"
echo "capture=tmux capture-pane -t ${session} -p -S - > ${out_dir}/tmux-pane.txt"
echo "kill=tmux kill-session -t ${session}"
else
echo "attach=(session killed on exit; re-run with REPRO_TMUX_KEEP_SESSION=1 to keep)"
fi
} > "${out_dir}/tmux-session.txt"

— qwen-latest-series-invite-beta-v36 via Qwen Code /review

Comment thread .qwen/skills/agent-reproduce-align/scripts/compare_traces.py
"openai-organization",
"openai-project",
}
SENSITIVE_KEY_RE = re.compile(

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[Suggestion] SENSITIVE_KEY_RE includes bare terms cookie and session as alternations. Because re.search matches anywhere in the key string, any JSON key containing these substrings — session_id, session_timeout, max_sessions, cookie_name, cookie_policy — is treated as sensitive and its entire value is replaced with "[REDACTED]".

This cascades through _redact_json to destroy tool parameter schemas: a parameter like "session_id": {"type": "string", "description": "..."} has its entire value redacted, making it impossible to compare tool definitions between traces — directly undermining the alignment workflow's purpose.

Suggested change
SENSITIVE_KEY_RE = re.compile(
SENSITIVE_KEY_RE = re.compile(
r"(?i)(api[-_]?key|authorization|password|secret|token|credential|"
r"access[-_]?token|refresh[-_]?token|client[-_]?secret|"
r"session[-_]?(?:id|token|key|secret)|cookie[-_]?(?:id|name|value|token))"
)

Replace bare cookie and session with compound patterns that require a sensitive suffix, so session_id still matches but max_sessions does not.

— qwen-latest-series-invite-beta-v36 via Qwen Code /review

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Test coverage gaps — The PR adds 4 Python scripts (~1,120 lines) and 3 shell scripts with zero test files. The most critical untested paths are: (1) _decode() branches in llm_dump.py (binary+truncated silently switches to lossy decode instead of base64); (2) all 9 TOKEN_PATTERNS redaction regexes in llm_dump.py; (3) normalize_schema() recursive handling of nested JSON Schema with $ref, anyOf, additionalProperties; (4) summarize_tool() for OpenAI vs Anthropic vs legacy tool formats. These are the core correctness paths that the entire comparison pipeline depends on.

— qwen3.7-max via Qwen Code /review

return value


def _redact_url(url: str) -> str:

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[Suggestion] _redact_url() only redacts sensitive patterns in query parameters. URL path segments and userinfo (embedded credentials) pass through untouched.

  • Path tokens: A URL like /api/token/abc123def/endpoint is written verbatim. Some API designs embed tokens in path segments.
  • Userinfo: urlparse("https://user:sk-xxx@host/path") preserves user:sk-xxx in the netloc. _replace(query=...) does not touch parsed.username/parsed.password.
Suggested change
def _redact_url(url: str) -> str:
def _redact_url(url: str) -> str:
parsed = urlparse(url)
if parsed.username or parsed.password:
netloc = parsed.hostname or ""
if parsed.port:
netloc = f"{netloc}:{parsed.port}"
parsed = parsed._replace(netloc=netloc)
query = []
for key, value in parse_qsl(parsed.query, keep_blank_values=True):
query.append((key, "[REDACTED]" if SENSITIVE_KEY_RE.search(key) else value))
safe_path = _redact_text(parsed.path)
safe_fragment = _redact_text(parsed.fragment)
return urlunparse(parsed._replace(
query=urlencode(query, doseq=True),
path=safe_path,
fragment=safe_fragment,
))

— qwen3.7-max via Qwen Code /review

r"(?i)(api[-_]?key|authorization|cookie|password|secret|token|credential|"
r"access[-_]?token|refresh[-_]?token|client[-_]?secret|session)"
)
TOKEN_PATTERNS = (

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[Suggestion] TOKEN_PATTERNS requires a keyword prefix (Bearer, Basic, Token) for generic tokens. Bare JWTs like eyJhbGciOiJIUzI1NiJ9.eyJzdWIiOiIxMjM0NTY3ODkwIn0.dozjgNryP4J3jVmNHl0w5N_XgL0n3I9PlFUP0THsR8U are not matched. JWTs appear in LLM tool results (auth context, session tokens) and API responses.

Consider adding a JWT-shaped pattern:

Suggested change
TOKEN_PATTERNS = (
TOKEN_PATTERNS = (
(re.compile(r"(?i)\bbearer\s+[a-z0-9._~+/=-]+"), "Bearer [REDACTED]"),
(re.compile(r"(?i)\bbasic\s+[a-z0-9._~+/=-]+"), "Basic [REDACTED]"),
(re.compile(r"(?i)\btoken\s+[a-z0-9._~+/=-]+"), "Token [REDACTED]"),
(re.compile(r"\bsk-[A-Za-z0-9_-]{12,}\b"), "sk-[REDACTED]"),
(re.compile(r"\bAKIA[0-9A-Z]{16}\b"), "AKIA[REDACTED]"),
(re.compile(r"\bAIza[0-9A-Za-z_-]{20,}\b"), "AIza[REDACTED]"),
(re.compile(r"\b(?:ghp|gho|ghu|ghs)_[A-Za-z0-9_]{20,}\b"), "gh_[REDACTED]"),
(re.compile(r"\bgithub_pat_[A-Za-z0-9_]{20,}\b"), "github_pat_[REDACTED]"),
(re.compile(r"\beyJ[A-Za-z0-9_-]{10,}\.[A-Za-z0-9_-]{10,}\.[A-Za-z0-9_-]{10,}\b"), "eyJ[REDACTED]"),
(
re.compile(
r"-----BEGIN\s+[\w\s]+PRIVATE\s+KEY-----.*?-----END\s+[\w\s]+PRIVATE\s+KEY-----",
re.DOTALL,
),
"-----BEGIN PRIVATE KEY-----[REDACTED]-----END PRIVATE KEY-----",
),
)

— qwen3.7-max via Qwen Code /review

parsed = urlparse(req.get("url", ""))
url_path = parsed.path
if parsed.query:
url_path = f"{url_path}?{parsed.query}"

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[Suggestion] The normalized url_path now preserves the full query string (fixing the prior "query strings invisible" issue), but this introduces the opposite problem: query parameters commonly contain ephemeral values (deployment versions, request IDs, timestamps, cache-busters) that differ between runs.

compare_traces.py will report spurious request[N].url_path mismatches for otherwise identical calls. The alignment rules explicitly say "Do not chase provider-specific endpoints, model names, IDs, timestamps, token counts, or ephemeral headers."

Since meaningful parameters for LLM endpoints are in the POST body (already compared via body_keys and body_values), consider dropping the query string or making it opt-in:

Suggested change
url_path = f"{url_path}?{parsed.query}"
url_path = parsed.path

— qwen3.7-max via Qwen Code /review

Comment thread .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py Outdated
echo "qwen_stdout=${out_dir}/qwen/command.stdout"
echo "qwen_stderr=${out_dir}/qwen/command.stderr"

if [[ "${reference_status}" -ne 0 || "${qwen_status}" -ne 0 || "${normalize_ref_status}" -ne 0 || "${normalize_qwen_status}" -ne 0 || "${compare_status}" -ne 0 ]]; then

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[Suggestion] compare_traces.py uses a clean three-way exit protocol: 0 = no diffs, 1 = diffs found, 2 = load error. But this guard collapses all non-zero sub-statuses — including compare_status=1 (expected diffs during iteration) — into exit 1.

The calling agent cannot distinguish "expected parity gap, keep iterating" from "infrastructure failure" without fragile stdout parsing. Consider distinct exit codes:

Suggested change
if [[ "${reference_status}" -ne 0 || "${qwen_status}" -ne 0 || "${normalize_ref_status}" -ne 0 || "${normalize_qwen_status}" -ne 0 || "${compare_status}" -ne 0 ]]; then
if [[ "${reference_status}" -ne 0 || "${qwen_status}" -ne 0 ]]; then
echo "FAILED: command execution (ref=${reference_status}, qwen=${qwen_status})" >&2
exit 2
elif [[ "${normalize_ref_status}" -ne 0 || "${normalize_qwen_status}" -ne 0 ]]; then
echo "FAILED: trace normalization" >&2
exit 3
elif [[ "${compare_status}" -eq 2 ]]; then
echo "FAILED: comparison error" >&2
exit 4
elif [[ "${compare_status}" -eq 1 ]]; then
exit 1
fi

— qwen3.7-max via Qwen Code /review

DragonnZhang and others added 4 commits May 26, 2026 14:04
`is_sensitive_path()` previously split rel_path on `[/._ -]+`, which both
let SSH private keys leak (`id_rsa` -> ["id", "rsa"], no match) and hid
benign tooling files from state diffs (`tokenizer.json` -> ["token", ...]
matched `token`).

Match whole `/`-separated segments and check the basename — and its stem
without trailing extension — directly against `SENSITIVE_PATH_PARTS`.
Hidden directories like `.ssh` / `.gnupg` keep matching their non-dot
equivalents so existing directory-level coverage is preserved.
A JSONL trace line that decodes to a non-object (`[]`, `"hello"`, `42`,
`null`) bypassed the `json.JSONDecodeError` handler and crashed the whole
`normalize()` run with an `AttributeError` on `raw.get("request")`.

Add an `isinstance(raw, dict)` guard alongside the existing decode-error
branch — emit the same `Warning: skipping ...` shape on stderr and
continue with the next line so a single odd entry no longer wipes out
the normalized output.
The sed redaction in run_with_mitm.sh covered sk-*, ghp_*, github_pat_*,
and generic api_key/token/secret/credential= patterns, but did not
include AKIA[0-9A-Z]{16} (AWS access keys) or AIza[0-9A-Za-z_-]{20,}
(Google API keys), even though llm_dump.py and capture_state.py both
already handle them. If those credentials were passed as CLI arguments,
they were written in plaintext to env.txt.

Add the two patterns so all three redaction surfaces stay in sync.
run_with_mitm.sh forced NO_PROXY="" and no_proxy="" so that ALL outbound
HTTP/HTTPS traffic (including localhost calls to MCP servers, dev servers,
and health checks) was funneled through the mitm proxy. When the wrapped
command interacted with a localhost service that did not speak HTTP through
the proxy, this surfaced as confusing connection errors that looked like
application bugs rather than wrapper-induced.

Set NO_PROXY="localhost,127.0.0.1" (and the lowercase variant) so localhost
calls bypass the proxy while remote traffic still gets captured. urllib's
proxy_bypass() honors the new value (verified locally: localhost and
127.0.0.1 bypassed, example.com still proxied).

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CI failing: Test (windows-latest, Node 22.x).

Additionally, no test files exist for any of the 4 Python scripts (~1,120 lines) or 3 shell scripts. The security-critical redaction logic (is_sensitive_path, TOKEN_PATTERNS, PEM regex, _redact_json) has zero test coverage. Several findings below (F1, F2, F3) would have been caught by simple unit tests with known inputs and expected outputs.


def entry_for_symlink(path: Path) -> dict[str, Any]:
try:
target = os.readlink(path)

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[Critical] os.readlink(path) target is stored verbatim with zero redaction — no home path replacement, no is_sensitive_path check.

A symlink at a non-sensitive relative path (e.g. projects/link) pointing to /Users/wenshao/.ssh/id_rsa would leak the full absolute target path including the home directory and the existence/location of credential files into state-manifest.json.

Suggested change
target = os.readlink(path)
def entry_for_symlink(path: Path) -> dict[str, Any]:
try:
target = os.readlink(path)
except OSError:
target = None
if target is not None:
home = str(Path.home())
target = target.replace(home, "~")
if is_sensitive_path(target):
return {"kind": "symlink", "target": "<sensitive_path>"}
return {"kind": "symlink", "target": target}

— qwen3.7-max via Qwen Code /review

)
TOKEN_PATTERNS = (
(re.compile(r"(?i)\bbearer\s+[a-z0-9._~+/=-]+"), "Bearer [REDACTED]"),
(re.compile(r"(?i)\bbasic\s+[a-z0-9._~+/=-]+"), "Basic [REDACTED]"),

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[Critical] (?i)\bbasic\s+[a-z0-9._~+/=-]+ matches common English phrases — "basic usage", "bearer minimum", "token effort" all match. Since _redact_json applies _redact_text to every JSON string value, user messages, tool descriptions, and assistant responses get corrupted: "Explain the basic usage""Explain the Basic [REDACTED]".

Note: capture_state.py:GENERIC_AUTH_RE at line 118 uses {8,} (8-char minimum) — the correct pattern. This should match.

Suggested change
(re.compile(r"(?i)\bbasic\s+[a-z0-9._~+/=-]+"), "Basic [REDACTED]"),
(re.compile(r"(?i)\bbearer\s+[A-Za-z0-9._~+/=-]{8,}"), "Bearer [REDACTED]"),
(re.compile(r"(?i)\bbasic\s+[A-Za-z0-9._~+/=-]{8,}"), "Basic [REDACTED]"),
(re.compile(r"(?i)\btoken\s+[A-Za-z0-9._~+/=-]{8,}"), "Token [REDACTED]"),

— qwen3.7-max via Qwen Code /review

(re.compile(r"\bgithub_pat_[A-Za-z0-9_]{20,}\b"), "github_pat_[REDACTED]"),
(
re.compile(
r"-----BEGIN\s+[\w\s]+PRIVATE\s+KEY-----.*?-----END\s+[\w\s]+PRIVATE\s+KEY-----",

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[Critical] The PEM regex [\w\s]+ between BEGIN and PRIVATE\s+KEY greedily consumes PRIVATE KEY itself, so the PKCS#8 unencrypted format -----BEGIN PRIVATE KEY----- (no qualifier word) fails to match. PKCS#8 is the modern standard — default output of openssl pkcs8, used by Java keystores, Go crypto/x509, and GCP service account keys.

Format Matches?
BEGIN RSA PRIVATE KEY
BEGIN EC PRIVATE KEY
BEGIN ENCRYPTED PRIVATE KEY
BEGIN PRIVATE KEY

Make the qualifier optional:

Suggested change
r"-----BEGIN\s+[\w\s]+PRIVATE\s+KEY-----.*?-----END\s+[\w\s]+PRIVATE\s+KEY-----",
r"-----BEGIN\s+(?:[\w\s]+\s+)?PRIVATE\s+KEY-----.*?-----END\s+(?:[\w\s]+\s+)?PRIVATE\s+KEY-----",

— qwen3.7-max via Qwen Code /review

return digest.hexdigest()


def is_sensitive_path(rel_path: str) -> bool:

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[Critical] is_sensitive_path misses .env.local, .env.production, .envrc, .credentials.json, .token.json, and .auth.json.

Root cause: rsplit(".", 1)[0] on .env.local yields .env (leading dot kept), which is not in SENSITIVE_PATH_PARTS. The part[1:] check yields env.local (extension not stripped). For .credentials.json, stem is .credentials, part[1:] is credentials.json — neither matches.

These are among the most common files for API keys and secrets (Next.js, Rails, Django, direnv). When not flagged, capture_text reads their full contents with only token-pattern redaction.

Suggested change
def is_sensitive_path(rel_path: str) -> bool:
def is_sensitive_path(rel_path: str) -> bool:
# ... existing checks ...
stem = basename.rsplit(".", 1)[0] if "." in basename else basename
if stem and stem in SENSITIVE_PATH_PARTS:
return True
# Handle hidden files: .credentials.json → stem is ".credentials"
if stem and stem.startswith(".") and stem[1:] in SENSITIVE_PATH_PARTS:
return True
# Check each dot-separated segment
for segment in basename.split("."):
if segment and segment in SENSITIVE_PATH_PARTS:
return True

— qwen3.7-max via Qwen Code /review

SSL_CERT_FILE="${ca_file}" \
REQUESTS_CA_BUNDLE="${ca_file}" \
REPRO_CAPTURE_OUT="${http_out}" \
"$@" >"${out_dir}/command.stdout" 2>"${out_dir}/command.stderr"

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[Critical] Five output files (env.txt, mitm.log, command.stdout, command.stderr, command.exit) are created with default umask (typically 0o644, world-readable). Only http.jsonl gets chmod 0o600 (in llm_dump.py:141). This is inconsistent — capture_state.py correctly applies 0o600 to all its outputs.

mitm.log may contain proxy debug output with sensitive data. command.stdout/command.stderr capture unfiltered CLI output which may include API keys or tokens printed by the wrapped agent.

Suggested change
"$@" >"${out_dir}/command.stdout" 2>"${out_dir}/command.stderr"
# Before the main redirections, or after:
for f in "${out_dir}/env.txt" "${out_dir}/mitm.log" \
"${out_dir}/command.stdout" "${out_dir}/command.stderr" \
"${out_dir}/command.exit"; do
chmod 600 "${f}" 2>/dev/null || true
done

— qwen3.7-max via Qwen Code /review

"created_at": now_iso(),
"agent": args.agent,
"root": str(root),
"root_exists": root.exists(),

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[Critical] When root does not exist, write_snapshot produces a manifest with "root_exists": false and "entries": {}, writes it to disk, and returns 0 with no stderr warning. A caller checking $? sees success and proceeds as if the snapshot were meaningful.

At 3 AM: capture_state.py snapshot --agent codex on a machine where ~/.codex doesn't exist → empty baseline → all files show as "added" in the diff with no explanation.

Suggested change
"root_exists": root.exists(),
if not root.exists():
print(f"WARNING: root does not exist: {root}", file=sys.stderr)

Consider also returning a non-zero exit code.

— qwen3.7-max via Qwen Code /review

-s "${script_dir}/llm_dump.py" \
>"${mitm_log}" 2>&1 &

mitm_pid="$!"

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[Critical] The startup health check (line 57) verifies mitmdump is alive before the command starts, but there's no equivalent check after the command finishes. If mitmdump is OOM-killed or crashes mid-capture, records stop being written to http.jsonl with no diagnostic. The cleanup trap silently reaps the dead process.

The operator sees a shorter-than-expected http.jsonl with no indication that records were lost — indistinguishable from "the agent only made N requests".

Suggested change
mitm_pid="$!"
"$@" >"${out_dir}/command.stdout" 2>"${out_dir}/command.stderr"
status=$?
if ! kill -0 "${mitm_pid}" >/dev/null 2>&1; then
echo "WARNING: mitmdump exited during capture. Check mitm.log for details." >&2
echo "mitm_log=${mitm_log}" >&2
fi

— qwen3.7-max via Qwen Code /review

)


def response(flow: http.HTTPFlow) -> None:

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[Suggestion] The mitmproxy addon only implements response(). mitmproxy fires the error() hook (not response()) for connection-level failures: DNS errors, connection refused, TLS handshake failures, upstream timeouts. These failed flows are silently omitted from the JSONL capture.

If a reference agent makes 10 LLM API calls but 3 fail at the connection level, the trace records only 7 requests. The normalized trace reports request_count: 7. Compared against a Qwen Code trace where all 10 succeed, the comparison shows 3 "extra" requests rather than 3 failures — incorrect diagnosis.

Add an error handler:

def error(flow: http.HTTPFlow) -> None:
    record = {
        "ts": time.time(),
        "request": {
            "method": flow.request.method,
            "url": _redact_url(flow.request.pretty_url),
            "headers": _headers(flow.request.headers),
            "body": _decode(flow.request.content),
        },
        "response": None,
        "error": str(flow.error) if flow.error else None,
    }
    _write_record(record)

— qwen3.7-max via Qwen Code /review

return value


def walk_tools(value: Any) -> list[dict[str, Any]]:

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[Suggestion] walk_tools() doesn't handle Gemini's functionDeclarations format. Gemini tools use {"tools": [{"functionDeclarations": [{"name": "...", "parameters": {...}}]}]}summarize_tool() receives {"functionDeclarations": [...]} and finds no function, parameters, or input_schema keys, producing an empty summary.

The capture layer is provider-agnostic (mitmproxy intercepts all HTTP), but normalization is blind to Gemini tool definitions. Trace comparison would report "no differences" for tool sets that are completely different.

Suggested change
def walk_tools(value: Any) -> list[dict[str, Any]]:
def walk_tools(value: Any) -> list[dict[str, Any]]:
tools: list[dict[str, Any]] = []
if isinstance(value, dict):
for key in ("tools", "functions"):
if key in value and isinstance(value[key], list):
for item in value[key]:
# Gemini: {"functionDeclarations": [...]}
if "functionDeclarations" in item and isinstance(item["functionDeclarations"], list):
for decl in item["functionDeclarations"]:
tools.append(summarize_tool({"type": "function", "function": decl}))
elif key == "functions":
tools.append(summarize_tool({"type": "function", "function": item}))
else:
tools.append(summarize_tool(item))
return tools

— qwen3.7-max via Qwen Code /review

return hashlib.sha256(value.encode("utf-8")).hexdigest()[:16]


def json_body(record: dict[str, Any]) -> Any:

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[Suggestion] json_body() can return a list (e.g., OpenAI batch API requests: [{"method": "POST", ...}, ...]). In normalize(), body.keys() is guarded by isinstance(body, dict) (returns []), and summarize_body_values() also guards with if not isinstance(body, dict): return {}. Batch API requests silently produce empty body_keys and body_values — all body-level comparison is skipped.

Consider adding a body_kind field or content hash for non-dict bodies:

if isinstance(body, list):
    requests[-1]["body_kind"] = "list"
    requests[-1]["body_len"] = len(body)
    requests[-1]["body_hash"] = hashlib.sha256(json.dumps(body, sort_keys=True).encode()).hexdigest()[:16]

— qwen3.7-max via Qwen Code /review

dragon added 3 commits May 26, 2026 14:56
The `/I` flag for case-insensitive matching is a GNU sed extension.
On macOS with BSD sed (prior to Sequoia), the flag silently fails
to match — meaning `API_KEY=...`, `Secret=...`, `Credential=...`
in the captured `redacted_command` would not be redacted in
`env.txt` despite the pattern intending to catch them.

Replace the case-insensitive alternation with explicit per-letter
character classes (`[Aa][Pp][Ii][-_]?[Kk][Ee][Yy]`, etc.). Both
BSD and GNU sed accept this form, and the redaction now works
identically across platforms.

Verified locally on BSD sed (macOS):
- `API_KEY=plain` → `API_KEY=<redacted>`
- `Secret=abc` → `Secret=<redacted>`
- `TOKEN=xyz` → `TOKEN=<redacted>`
- `Credential=zzz` → `Credential=<redacted>`
- `MyApiKey=v` → `MyApiKey=<redacted>`

Addresses review feedback on PR #4118.
`summarize_messages` previously checked only `"system"` (Anthropic
Messages API) and `"instructions"` (OpenAI Responses API) as
top-level body keys. Qwen Code talks to Gemini-shaped endpoints
that carry the system prompt under `"systemInstruction"`
(camelCase) — there are 130+ uses of that key inside
packages/core/src alone.

Without this third key, the normalize tool dropped the system
prompt from the summarized message list when the captured trace
came from a Gemini-shaped request, so `compare_traces.py`
reported a spurious `message_roles` mismatch (one side had a
`role: "system"` entry, the other did not) and could not align
the system-prompt content between the two captures.

Add `"systemInstruction"` to the detection tuple and document the
provider conventions inline.

Verified locally with five synthetic bodies:
- Gemini `systemInstruction` (string)
- Gemini `systemInstruction` (`{role, parts}` shape)
- Anthropic `system` + `messages`
- OpenAI Responses `instructions` + `input`
- bare `messages` (no system prompt)

The first two now correctly emit a `role: "system"` summary entry;
the legacy three are byte-identical.

Addresses review feedback on PR #4118.
`compare_request()` in compare_traces.py looped over messages via
`zip(left_messages, right_messages)`, which silently truncates to the
shorter list. If one capture had an extra trailing message — typically
the feature-relevant prompt or a tool-result block — it was never
compared and never reported. The top-level `request_count` check in
`main()` catches differences in HTTP-request counts; the
`message_roles` diff happened to fire when lists differed, but it
only highlighted the role sequence, not which side was longer, by
how much, or what content was lost off the tail.

Add two diagnostics in `compare_request()` after the role check:

1. An explicit `message_count: L != R` line so the discrepancy is
   visible even when the role prefixes happen to match (e.g. both
   sides start `[system, user]` but one has an extra `assistant`).
2. A per-message `missing_in_right` / `extra_in_right` dump for the
   trailing slice, mirroring the existing request-level handling
   (`request[idx].missing_in_right` / `extra_in_right`) so the
   surfaced output is symmetric between the request and message
   layers.

The zip-loop itself stays (it's correct for the overlapping prefix),
and the empty-list / equal-length / identical / equal-length-with-
different-hash paths are byte-identical to before.

Verified locally with five synthetic request pairs:
- right missing trailing message → 3 diffs (roles, count, missing)
- right has extra trailing message → 3 diffs (roles, count, extra)
- equal length, different content_hash → only the hash diff
- identical → 0 diffs
- both empty → 0 diffs

Addresses review feedback on PR #4118.

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Round 7 review. All three R6 findings addressed cleanly in the incremental diff (44 lines, 3 files):

  • compare_traces.py:51 message-count diagnostic now surfaces an explicit message_count: L != R line and reports the actual content of trailing messages that fell off zip() (both the missing-in-right and extra-in-right paths).
  • normalize_trace.py:138 adds systemInstruction to the Gemini/Qwen Code system-prompt detection tuple, with a concise provider-convention comment.
  • run_with_mitm.sh:95 replaces the GNU-only /I flag with portable per-letter character classes for api_key/token/secret/credential, and documents the BSD-sed rationale above the expression.

CI green 10/10. — qwen3.7-max via Qwen Code /review

@wenshao

wenshao commented May 28, 2026

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Local Verification Report

PR: #4118feat(skills): add agent reproduction workflows
Verified by: Maintainer (local build + script validation + E2E testing)
Date: 2026-05-29


1. Static Validation

Check Files Result
Python compile (py_compile) llm_dump.py, compare_traces.py, normalize_trace.py, capture_state.py ALL PASS (4/4)
Shell syntax (bash -n) run_with_mitm.sh, run_tmux_capture.sh, run_pair_capture.sh ALL PASS (3/3)

2. E2E Functional Tests (tmux)

Script Test Result
normalize_trace.py Synthetic JSONL → normalized JSON with correct model, stream, messages (content hashes), tools (schemas), body_keys PASS
compare_traces.py Two traces with schema diff (extra timeout property) → correctly detects properties and schema differences PASS
capture_state.py snapshot Snapshots temp directory → produces state-manifest.json with file metadata, sha256, redacted text PASS
capture_state.py diff Before/after snapshots → detects added file (config.toml), modified file (settings.json), produces unified diff in markdown PASS
run_tmux_capture.sh Captures tmux session → produces command.txt, tmux-pane.txt, tmux-session.txt with session management info PASS
run_with_mitm.sh Usage guard → correct usage message + exit code 2 PASS
run_pair_capture.sh Usage guard → correct usage message + exit code 2 PASS
.gitignore .repro-runs/ directory → confirmed gitignored (working tree clean after creating test files) PASS

3. Security Review

Area Status Details
Credential redaction (llm_dump.py) OK Redacts Authorization, Cookie, API keys (OpenAI, GitHub, Google, AWS), Bearer tokens, PEM keys in both headers and JSON bodies. Sensitive header set covers 15 header names + regex pattern match.
Credential redaction (capture_state.py) OK Separate redaction for state files — covers Bearer, sk-, gh_, github_pat_, AKIA, AIza*, PEM keys, key-value pairs with sensitive names. Home path replaced with ~.
Credential redaction (run_with_mitm.sh) OK Command line logged with sed-based redaction of sk-, AKIA, AIza*, gh_, github_pat_, and generic API_KEY/TOKEN/SECRET patterns. BSD/GNU sed compatible (uses character classes instead of /I flag).
Sensitive path handling OK capture_state.py skips content capture for 36 sensitive path parts (auth, credentials, ssh, tokens, etc.). Only metadata (kind, size) exposed.
File permissions OK Output files chmod 0o600 (http.jsonl, state-manifest.json, state-diff.json, state-diff.md)
Proxy binding OK mitmdump binds to 127.0.0.1 only (not 0.0.0.0), with explicit NO_PROXY for localhost
SSRF prevention OK No URL interpolation from user input in API calls — scripts only write to local files
Body size limit OK MAX_BODY (500KB default) prevents unbounded memory consumption in llm_dump.py
Cleanup on exit OK All shell scripts use trap cleanup EXIT for proper process/session cleanup

4. Architecture Review

  • Two-skill workflow: agent-reproduce-feature (capture) → agent-reproduce-align (comparison) — clean separation of concerns
  • Reference agent selection: Supports codex and claude-code, with discovery via command -v before assuming paths
  • Trace normalization: Drops timestamps, auth headers, provider IDs — focuses on contracts (tool names, schemas, required fields, message roles)
  • State capture: Read-only filesystem walk with sensitive path filtering and content redaction — no writes outside the output directory
  • Output isolation: All generated artifacts go to .repro-runs/ (gitignored) or user-specified output directories
  • No runtime product changes: This PR only adds developer-only skill definitions and helper scripts under .qwen/skills/
  • .gitignore changes: Adds .repro-runs/, removes stale pr_body.md entry, fixes missing trailing newline

5. File Summary

Path Type Lines Purpose
.qwen/skills/agent-reproduce-feature/SKILL.md Skill def 133 Capture workflow skill definition
.qwen/skills/agent-reproduce-feature/references/capture-workflow.md Doc 160 Capture workflow reference guide
.qwen/skills/agent-reproduce-feature/scripts/capture_state.py Python 594 State snapshot & diff tool
.qwen/skills/agent-reproduce-feature/scripts/llm_dump.py Python 182 mitmproxy addon for HTTP trace capture
.qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh Shell 130 Proxy-wrapped command execution
.qwen/skills/agent-reproduce-feature/scripts/run_tmux_capture.sh Shell 44 tmux session capture
.qwen/skills/agent-reproduce-align/SKILL.md Skill def 98 Alignment workflow skill definition
.qwen/skills/agent-reproduce-align/references/alignment-workflow.md Doc 84 Alignment workflow reference guide
.qwen/skills/agent-reproduce-align/scripts/compare_traces.py Python 156 Normalized trace comparison
.qwen/skills/agent-reproduce-align/scripts/normalize_trace.py Python 244 JSONL trace normalization
.qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh Shell 118 Paired reference+qwen capture
.gitignore Config +2/-1 Add .repro-runs/, fix trailing newline

6. Summary

All 4 Python scripts compile and function correctly with synthetic test data. All 3 shell scripts parse cleanly and show proper usage guards. E2E testing confirms normalize → compare pipeline works, state snapshot/diff produces correct results, tmux capture creates expected output files, and .repro-runs/ is properly gitignored. Security posture is solid — multi-layer credential redaction, sensitive path filtering, restricted file permissions, and localhost-only proxy binding.

Recommendation: Ready to merge

@tanzhenxin tanzhenxin left a comment

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Thanks for the careful iteration here — and thanks to @wenshao for the deep review pass and local verification.

I went through the remaining open threads. Approving — these are opt-in, additive skills with no runtime/product code, and their captures stay local and gitignored, so nothing here is blocking.

A few items are worth a follow-up when convenient (none need to gate this PR):

  • Redaction over-matching — the one I'd suggest doing first. In llm_dump.py the bearer/basic/token patterns have no minimum length, so ordinary text like "basic usage" becomes "Basic [REDACTED]"; and bare session/cookie in the sensitive-key regex redact keys such as session_id, which can blank out the tool-schema fields the align workflow is meant to compare. The {8,}-style patterns already in capture_state.py resolve both.
  • Redaction completeness (nice-to-have): PKCS#8 -----BEGIN PRIVATE KEY----- (no qualifier word) and bare JWTs aren't matched; and a few run_with_mitm.sh outputs are world-readable while http.jsonl is 0600.
  • Normalization edge cases (nice-to-have): the compared path keeps query strings (ephemeral IDs → spurious diffs), Gemini functionDeclarations tools aren't summarized, and batch (list-shaped) request bodies compare as empty.

Merging as-is and tracking these as follow-ups. Thanks again for building this!

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