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feat(skills): add triage skill for issue/PR gatekeeping#4577

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feat/triage-skill-pomelo
Jun 3, 2026
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feat(skills): add triage skill for issue/PR gatekeeping#4577
pomelo-nwu merged 24 commits into
mainfrom
feat/triage-skill-pomelo

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@pomelo-nwu

@pomelo-nwu pomelo-nwu commented May 27, 2026

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What this PR does

Adds a /triage project skill (under .qwen/skills/triage/) that automates GitHub issue classification and PR admission review with staged bilingual comments, designed for CI/GitHub Actions usage.

Why it's needed

Maintainers need a consistent, automated workflow for triaging incoming issues (classifying, labeling, reproducing) and gatekeeping PRs (template check, direction review, KISS-focused code review, testing). This skill codifies that process.

It lives in .qwen/skills/ (repo-local maintainer workflow) rather than packages/core/src/skills/bundled/, because the skill is specific to the QwenLM/qwen-code repo (its label taxonomy, bilingual convention, followup-bot coordination) and should not ship to every end user via npm.

Evidence (Before & After)

  • Before: Manual issue/PR triage with inconsistent formatting and coverage.
  • After: Structured multi-stage workflow with bilingual comments, standardized labels, and CI-ready automation.

🤖 Generated with Qwen Code

Co-Authored-By: Qwen-Coder noreply@qwen.ai

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📋 Review Summary

This PR introduces a new /triage bundled skill that automates GitHub issue classification and PR admission review with a staged bilingual comment workflow. The implementation is comprehensive and well-structured, providing clear guidance for CI/GitHub Actions usage. Overall, this is a solid addition that codifies the triage process with thoughtful bilingual support.

🔍 General Feedback

  • Comprehensive workflow coverage: The skill thoroughly covers both issue and PR workflows with clear stage definitions
  • Bilingual design: The English-first with Chinese collapsed block pattern is well-considered for international collaboration
  • Security-conscious: Multiple explicit safety checks around untrusted code execution and token handling
  • KISS-aligned: The PR review workflow explicitly focuses on simplicity and avoids over-engineering
  • CI-ready: Designed with GitHub Actions usage in mind, with clear environment variable handling
  • Good progression: Stages build logically with appropriate stop conditions

🎯 Specific Feedback

🔴 Critical

No critical issues identified that block merging.

🟡 High

  • File: triage/SKILL.md:~line 100 - The skill references $QWEN_MAINTAINER_HANDLE but doesn't define how this environment variable is set or what happens if it's unset. Consider adding fallback behavior documentation or a default value.

  • File: triage/SKILL.md:~line 85 - The instruction "search similar historical issues and post links, then leave it for maintainers" for bugs without clear reproduction could lead to noise without action. Consider adding a clearer handoff mechanism or status label for these cases.

🟢 Medium

  • File: triage/SKILL.md:~line 45 - The label application strategy mentions preferring specific label types but doesn't specify what to do if required label categories don't exist in the repo. Consider adding explicit guidance like "skip missing categories" or "use best available match."

  • File: triage/SKILL.md:~line 130 - The PR template gate requires exact heading matches. Consider whether partial matches or alternative phrasings should be accepted to reduce false negatives, or at least document that exact matches are required.

  • File: triage/SKILL.md:~line 165 - The KISS-focused code review mentions using "the existing review worktree flow" but doesn't specify which command or skill that is. Consider adding a reference to the specific command (e.g., /review skill or worktree creation steps).

🔵 Low

  • File: triage/SKILL.md:~line 15 - The argument-hint format shows <issue|pr> <number> [--repo owner/repo] but the actual parsing logic mentions ISSUE_NUMBER and PR_NUMBER environment variables. Consider clarifying whether both invocation methods are supported.

  • File: triage/SKILL.md:~line 55 - The bilingual comment format example is excellent, but consider adding a note about when to use English-only vs bilingual (e.g., is bilingual always required?).

  • File: triage/SKILL.md:~line 200 - The final CI log summary format could benefit from a concrete example to ensure consistent output formatting across different triage runs.

  • File: triage/SKILL.md:header - Consider adding a version or last-updated field to the frontmatter for future maintenance tracking.

✅ Highlights

  • Excellent bilingual design: The structured bilingual comment format with collapsed Chinese sections is thoughtful and practical for international teams
  • Strong security posture: Multiple explicit warnings about not executing untrusted code with tokens/secrets show good security awareness
  • Clear stage gates: The stop conditions at each stage prevent wasted effort on inadmissible issues or misaligned PRs
  • KISS-focused PR review: Explicitly distinguishing this from full /review skill and focusing on simplicity/abstraction is well-judged
  • Template enforcement: Requiring PR template headings before review begins is a good quality gate
  • Environment variable fallback chain: The resolution order (explicit args → env vars → defaults) is well-designed for CI usage

@pomelo-nwu pomelo-nwu force-pushed the feat/triage-skill-pomelo branch from 5b0eb5f to 25c7fed Compare May 27, 2026 15:59
@pomelo-nwu

pomelo-nwu commented May 27, 2026

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Evidence of Usage

Running the triage skill via CLI:

npm run dev -- -p '使用 triage skill 查看https://github.com/QwenLM/qwen-code/issues/3565' --output-format stream-json

Results can be seen in:

Related PR

@github-actions

github-actions Bot commented May 27, 2026

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Code Coverage Summary

Package Lines Statements Functions Branches
CLI 77.85% 77.85% 80.78% 80.21%
Core 81.19% 81.19% 83.14% 83.35%
CLI Package - Full Text Report
-------------------|---------|----------|---------|---------|-------------------
File               | % Stmts | % Branch | % Funcs | % Lines | Uncovered Line #s 
-------------------|---------|----------|---------|---------|-------------------
All files          |   77.85 |    80.21 |   80.78 |   77.85 |                   
 src               |   72.68 |    67.59 |   76.19 |   72.68 |                   
  gemini.tsx       |   62.93 |    64.28 |   71.42 |   62.93 | ...1160-1163,1175 
  ...ractiveCli.ts |   78.61 |    66.66 |      75 |   78.61 | ...1299-1300,1336 
  ...liCommands.ts |    74.9 |     75.6 |     100 |    74.9 | ...41-265,290,391 
  ...ActiveAuth.ts |     100 |     87.5 |     100 |     100 | 66-80             
 ...cp-integration |   65.32 |    65.74 |   85.24 |   65.32 |                   
  acpAgent.ts      |   65.05 |    65.95 |   85.96 |   65.05 | ...2076,2090-2098 
  authMethods.ts   |      92 |       60 |     100 |      92 | 33-34             
  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 |   77.32 |    72.02 |   86.58 |   77.32 |                   
  ...ryReplayer.ts |   67.34 |     75.6 |   81.81 |   67.34 | ...54-269,282-283 
  Session.ts       |   76.81 |    70.79 |   88.88 |   76.81 | ...2728,2734-2737 
  ...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 |    39.2 |    79.45 |      50 |    39.2 |                   
  ...l-registry.ts |    8.33 |      100 |       0 |    8.33 | 6-22,25-43        
  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        |   92.69 |    84.68 |   89.69 |   92.69 |                   
  auth.ts          |   86.74 |    80.88 |     100 |   86.74 | ...40-241,257-258 
  config.ts        |   86.59 |     83.1 |   81.48 |   86.59 | ...1962,1964-1972 
  keyBindings.ts   |   96.87 |       50 |     100 |   96.87 | 201-204           
  ...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      |   86.98 |    88.23 |   89.74 |   86.98 | ...1322,1337-1340 
  ...ingsSchema.ts |     100 |      100 |     100 |     100 |                   
  ...tedFolders.ts |   96.22 |       94 |     100 |   96.22 | ...95-197,212-213 
 ...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         |   79.44 |    78.92 |   92.93 |   79.44 |                   
  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 |   79.99 |    79.16 |   96.47 |   79.99 | ...4270,4301-4342 
  ...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 |    88.3 |    85.49 |   92.59 |    88.3 |                   
  DataProcessor.ts |   88.22 |    85.48 |      95 |   88.22 | ...1341,1345-1352 
  ...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 |   97.35 |    84.84 |     100 |   97.35 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  tipHistory.ts    |   92.59 |       70 |     100 |   92.59 | ...24,146,153,162 
  tipRegistry.ts   |     100 |      100 |     100 |     100 |                   
  tipScheduler.ts  |     100 |    91.66 |     100 |     100 | 55                
 src/startup       |   66.82 |    78.94 |   66.66 |   66.82 |                   
  ...reeStartup.ts |   66.82 |    78.94 |   66.66 |   66.82 | ...08-312,363-426 
 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            |   64.71 |    73.17 |   59.67 |   64.71 |                   
  App.tsx          |   33.33 |       75 |   33.33 |   33.33 | 32-86             
  AppContainer.tsx |   63.54 |    64.74 |      50 |   63.54 | ...3191,3195-3199 
  ...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 |    97.14 |     100 |   95.91 | 25-26             
  ...tic-colors.ts |     100 |      100 |     100 |     100 |                   
  ...inePresets.ts |   98.28 |    89.87 |     100 |   98.28 | ...34,261,420-422 
  textConstants.ts |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/ui/auth       |   59.16 |    65.94 |   51.11 |   59.16 |                   
  AuthDialog.tsx   |   62.87 |     42.1 |   18.18 |   62.87 | ...03,310-332,336 
  ...nProgress.tsx |       0 |        0 |       0 |       0 | 1-64              
  ...etupSteps.tsx |   60.03 |    70.37 |      56 |   60.03 | ...87,791,800,803 
  useAuth.ts       |   94.55 |    73.52 |     100 |   94.55 | ...19-220,239-245 
  ...rSetupFlow.ts |   43.52 |    33.33 |      50 |   43.52 | ...72-393,410-453 
 src/ui/commands   |    75.8 |    81.24 |   84.42 |    75.8 |                   
  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    |    96.1 |    74.07 |     100 |    96.1 | 149-154           
  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 |   67.95 |    55.88 |      75 |   67.95 | ...86-187,201-204 
  ...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 |   77.02 |    79.03 |   88.88 |   77.02 | ...65-270,324-332 
  docsCommand.ts   |     100 |    88.88 |     100 |     100 | 25                
  doctorCommand.ts |   67.21 |    87.71 |   92.85 |   67.21 | ...42-343,416-582 
  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  |   81.13 |    65.71 |   85.71 |   81.13 | ...,86-93,131-132 
  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 |   36.52 |       50 |      50 |   36.52 | ...98-114,117-144 
  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 |   63.97 |    76.69 |   64.78 |   63.97 |                   
  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 |      10 |      100 |       0 |      10 | ...9,42-54,57-189 
  AsciiArt.ts      |     100 |      100 |     100 |     100 |                   
  ...Indicator.tsx |   16.27 |      100 |       0 |   16.27 | 19-58             
  ...TextInput.tsx |    83.8 |    76.92 |     100 |    83.8 | ...38,252-254,356 
  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       |   77.48 |    54.76 |     100 |   77.48 | ...41,165,186-191 
  ...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  |   81.38 |     80.2 |   83.33 |   81.38 | ...1601,1625,1676 
  ...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  |   84.54 |    81.15 |   66.66 |   84.54 | ...87-290,347-351 
  MemoryDialog.tsx |   61.87 |    76.05 |    62.5 |   61.87 | ...72,391,428-430 
  ...geDisplay.tsx |       0 |        0 |       0 |       0 | 1-41              
  ModelDialog.tsx  |   85.54 |    68.93 |     100 |   85.54 | ...69-585,642-646 
  ...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 
  ...tedDialog.tsx |     100 |      100 |     100 |     100 |                   
  ...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 |    93.5 |    83.63 |     100 |    93.5 | ...05,267,287-289 
  ...yTodoList.tsx |   96.33 |    88.23 |     100 |   96.33 | 137-140           
  ...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 
  ...odeVisuals.ts |   91.42 |    64.28 |     100 |   91.42 | 15,21,24          
 ...nts/agent-view |   38.45 |    70.83 |   36.36 |   38.45 |                   
  ...atContent.tsx |    8.79 |      100 |       0 |    8.79 | 53-265,271-273    
  ...tChatView.tsx |   21.05 |      100 |       0 |   21.05 | 21-39             
  ...tComposer.tsx |   10.74 |      100 |       0 |   10.74 | 59-310            
  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 |   75.84 |    82.66 |   85.29 |   75.84 |                   
  ...sksDialog.tsx |   71.38 |    80.48 |   76.19 |   71.38 | ...1132,1208-1210 
  ...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 |   86.63 |    81.37 |   91.89 |   86.63 |                   
  ...rListBody.tsx |   95.29 |    85.18 |     100 |   95.29 | 95-98             
  ...etailStep.tsx |   75.32 |    71.42 |      60 |   75.32 | ...56-169,173-186 
  ...etailStep.tsx |     100 |      100 |     100 |     100 |                   
  ...rListStep.tsx |     100 |      100 |     100 |     100 |                   
  ...entHeader.tsx |     100 |    85.71 |     100 |     100 | 47                
  ...rListStep.tsx |     100 |      100 |     100 |     100 |                   
  ...etailStep.tsx |     100 |      100 |     100 |     100 |                   
  ...abledStep.tsx |     100 |      100 |     100 |     100 |                   
  ...sListStep.tsx |     100 |      100 |     100 |     100 |                   
  ...entDialog.tsx |   72.29 |    70.49 |     100 |   72.29 | ...51,563-568,572 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  index.ts         |       0 |        0 |       0 |       0 | 1-13              
  ...erGrouping.ts |     100 |      100 |     100 |     100 |                   
  sourceLabels.ts  |     100 |      100 |     100 |     100 |                   
  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 |   83.23 |    80.55 |    75.6 |   83.23 |                   
  ...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 |   81.98 |     72.6 |   33.33 |   81.98 | ...65-467,474-476 
  ...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 |    86.3 |    80.41 |   95.45 |    86.3 |                   
  ...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  |    93.5 |       75 |     100 |    93.5 | ...39,195-197,207 
  ...tonSelect.tsx |     100 |      100 |     100 |     100 |                   
  ...eSelector.tsx |     100 |       60 |     100 |     100 | 40-45             
  ...lableList.tsx |   76.25 |    81.81 |     100 |   76.25 | 44-58,65-68       
  StaticRender.tsx |   72.72 |      100 |     100 |   72.72 | 31-33             
  TextInput.tsx    |    80.8 |    66.07 |      80 |    80.8 | ...36-240,252-258 
  ...apsedTime.tsx |     100 |      100 |     100 |     100 |                   
  ...Indicator.tsx |     100 |      100 |     100 |     100 |                   
  ...lizedList.tsx |   84.26 |    80.88 |      90 |   84.26 | ...68-696,743-765 
  text-buffer.ts   |    85.7 |    80.81 |   97.91 |    85.7 | ...2604,2702-2703 
  ...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   |   77.64 |    77.53 |   82.14 |   77.64 |                   
  ...ewContext.tsx |    64.7 |    85.71 |      50 |    64.7 | ...22-225,231-241 
  AppContext.tsx   |      80 |       50 |     100 |      80 | 19-20             
  ...ewContext.tsx |    93.3 |    64.28 |      50 |    93.3 | ...35-236,263-267 
  ...deContext.tsx |     100 |      100 |     100 |     100 |                   
  ...igContext.tsx |   81.81 |       50 |     100 |   81.81 | 15-16             
  ...ssContext.tsx |   82.35 |    82.84 |     100 |   82.35 | ...1159,1165-1167 
  ...owContext.tsx |   91.07 |    81.81 |     100 |   91.07 | 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 | 195-196           
  ...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      |    82.6 |    82.55 |   87.22 |    82.6 |                   
  ...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 |   78.59 |     64.7 |   71.42 |   78.59 | ...06,930,951-955 
  ...amingState.ts |   12.22 |      100 |       0 |   12.22 | 54-157            
  ...agerDialog.ts |   88.23 |      100 |     100 |   88.23 | 20,24             
  ...dScrollbar.ts |     100 |      100 |     100 |     100 |                   
  ...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   
  ...chedScroll.ts |     100 |      100 |     100 |     100 |                   
  ...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 |   96.01 |    83.87 |     100 |   96.01 | ...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 |   57.89 |    71.42 |      50 |   57.89 | ...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 |   78.45 |    76.16 |   91.66 |   78.45 | ...2568,2595-2600 
  ...BranchName.ts |    90.9 |     92.3 |     100 |    90.9 | 19-20,55-58       
  ...oryManager.ts |   94.04 |    94.11 |     100 |   94.04 | 47,119-122        
  ...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                
  ...ouseEvents.ts |   87.17 |    88.88 |   66.66 |   87.17 | 81-82,86-88       
  ...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 |   96.96 |    83.33 |     100 |   96.96 | 101-102,131       
  ...ompletion.tsx |   90.59 |    83.33 |     100 |   90.59 | ...01,104,137-140 
  ...ectionList.ts |   96.98 |    95.74 |     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 |    96.3 |    90.97 |     100 |    96.3 | ...77-380,466-473 
  ...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      |   84.12 |    82.82 |    92.5 |   84.12 |                   
  ...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 |    87.66 |     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 | ...66,168-169,293 
  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 |    94.59 |     100 |     100 | 40,62             
  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                
  mouse.ts         |   90.71 |    73.33 |   88.88 |   90.71 | ...40-143,200-201 
  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 |   62.74 |    71.26 |      90 |   62.74 | ...84,432,437-459 
  ...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  |   89.33 |    93.47 |     100 |   89.33 | ...,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         |   76.99 |    89.49 |   93.77 |   76.99 |                   
  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   |   90.51 |    91.89 |     100 |   90.51 | 67-76,116         
  ...Calculator.ts |     100 |      100 |     100 |     100 |                   
  cpuProfiler.ts   |   70.38 |    71.83 |   88.88 |   70.38 | ...27,430-431,438 
  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 |   97.14 |    96.42 |     100 |   97.14 | 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      |   93.22 |    81.25 |     100 |   93.22 | 65-67,80          
  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 |    91.72 |   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 |    62.1 |       75 |     100 |    62.1 | 93,107,118-157    
 ...s/housekeeping |   90.15 |     89.7 |   94.11 |   90.15 |                   
  cleanup.ts       |   94.33 |       95 |     100 |   94.33 | 60-62             
  ...eractionAt.ts |     100 |      100 |     100 |     100 |                   
  scheduler.ts     |   89.71 |    88.23 |   85.71 |   89.71 | 51-55,66,116-120  
  throttledOnce.ts |   86.66 |    85.18 |     100 |   86.66 | ...99,105,137-138 
-------------------|---------|----------|---------|---------|-------------------
Core Package - Full Text Report
-------------------|---------|----------|---------|---------|-------------------
File               | % Stmts | % Branch | % Funcs | % Lines | Uncovered Line #s 
-------------------|---------|----------|---------|---------|-------------------
All files          |   81.19 |    83.35 |   83.14 |   81.19 |                   
 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        |   78.42 |    82.81 |   64.76 |   78.42 |                   
  config.ts        |    76.4 |    81.78 |   60.25 |    76.4 | ...4101,4112-4124 
  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          |   88.95 |    83.85 |   92.47 |   88.95 |                   
  baseLlmClient.ts |   87.24 |    76.47 |    87.5 |   87.24 | ...82,484-494,503 
  client.ts        |    87.4 |    80.67 |   86.36 |    87.4 | ...2071,2110-2113 
  ...tGenerator.ts |    72.1 |    61.11 |     100 |    72.1 | ...63,365,372-375 
  ...lScheduler.ts |   88.32 |    82.22 |   95.52 |   88.32 | ...3553,3614-3625 
  geminiChat.ts    |   91.61 |    87.95 |   97.33 |   91.61 | ...2891,2958-2959 
  geminiRequest.ts |     100 |      100 |     100 |     100 |                   
  ...htProtocol.ts |    9.09 |      100 |       0 |    9.09 | 34-42,45-49,52-87 
  logger.ts        |   87.41 |    87.02 |     100 |   87.41 | ...64-568,614-628 
  ...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       |   89.39 |    86.41 |   76.92 |   89.39 | ...-998,1201-1202 
  tokenLimits.ts   |     100 |    89.47 |     100 |     100 | 51-52             
  ...okTriggers.ts |   99.42 |     90.9 |     100 |   99.42 | 172,183           
  turn.ts          |   96.46 |    88.88 |     100 |   96.46 | ...32,445-446,494 
 ...ntentGenerator |   94.88 |    82.07 |      94 |   94.88 |                   
  ...tGenerator.ts |   96.29 |    83.18 |   92.85 |   96.29 | ...1,971,999-1001 
  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 |   86.12 |    83.98 |   93.58 |   86.12 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  converter.ts     |   84.89 |    82.17 |   96.15 |   84.89 | ...1394,1610-1625 
  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      |   93.82 |     84.4 |     100 |   93.82 | ...89-490,498,566 
  ...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 |   96.66 |    88.94 |   96.07 |   96.66 |                   
  dashscope.ts     |   97.35 |    91.39 |   93.33 |   97.35 | ...90-291,367-368 
  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     |   62.35 |    79.54 |   80.31 |   62.35 |                   
  ...-converter.ts |   66.21 |    52.45 |     100 |   66.21 | ...85-786,795-827 
  ...ionManager.ts |    47.1 |    82.06 |    65.9 |    47.1 | ...1404,1414-1433 
  ...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         |   85.76 |    85.01 |    87.3 |   85.76 |                   
  ...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 |   96.44 |    91.02 |     100 |   96.44 | ...93,295-296,369 
  ...entHandler.ts |   94.94 |    86.41 |   93.75 |   94.94 | ...00,857-858,868 
  hookPlanner.ts   |   86.82 |    85.48 |   83.33 |   86.82 | ...75-177,195-206 
  hookRegistry.ts  |   90.17 |    83.33 |     100 |   90.17 | ...33,352,356,360 
  hookRunner.ts    |   58.69 |    71.26 |   66.66 |   58.69 | ...50-751,760-761 
  hookSystem.ts    |   85.71 |      100 |   67.44 |   85.71 | ...62-663,669-670 
  ...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  |      90 |    52.63 |     100 |      90 | ...53,66-67,97-98 
  types.ts         |   91.47 |     92.3 |    86.2 |   91.47 | ...46-447,519-523 
  urlValidator.ts  |     100 |      100 |     100 |     100 |                   
 src/ide           |   75.55 |    83.52 |   78.33 |   75.55 |                   
  constants.ts     |     100 |      100 |     100 |     100 |                   
  detect-ide.ts    |     100 |      100 |     100 |     100 |                   
  ide-client.ts    |   66.14 |    81.75 |   66.66 |   66.14 | ...7-968,997-1005 
  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           |   42.41 |    52.21 |   52.14 |   42.41 |                   
  ...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 |   51.85 |    65.98 |   68.57 |   51.85 | ...1339,1399-1409 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  types.ts         |     100 |      100 |     100 |     100 |                   
 src/mcp           |   78.75 |    75.45 |   75.92 |   78.75 |                   
  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 |   98.64 |    97.72 |     100 |   98.64 | 88-89             
  oauth-utils.ts   |   70.58 |    85.29 |    90.9 |   70.58 | ...70-290,315-344 
  ...n-provider.ts |   89.83 |       96 |   45.45 |   89.83 | ...43,147,151-152 
 .../token-storage |   79.72 |    87.05 |   86.36 |   79.72 |                   
  ...en-storage.ts |     100 |      100 |     100 |     100 |                   
  ...en-storage.ts |   83.44 |    84.21 |   92.85 |   83.44 | ...68-178,186-187 
  ...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        |   71.03 |    75.44 |    69.1 |   71.03 |                   
  const.ts         |     100 |      100 |     100 |     100 |                   
  dream.ts         |      66 |    73.33 |      50 |      66 | 51,108-149        
  ...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       |   95.23 |    79.16 |     100 |   95.23 | 82-87,126         
  ...entPlanner.ts |   63.08 |    65.71 |   41.17 |   63.08 | ...17,222-223,332 
  ...ionPlanner.ts |       0 |        0 |       0 |       0 | 1                 
  forget.ts        |      46 |    61.53 |   44.44 |      46 | ...05,212,215-347 
  indexer.ts       |   84.61 |    45.45 |     100 |   84.61 | ...51,57-58,70-71 
  manager.ts       |   75.34 |    81.04 |    75.6 |   75.34 | ...1279,1292-1294 
  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 |    78.33 |   81.81 |   79.38 | ...58-272,286-291 
 src/mocks         |       0 |        0 |       0 |       0 |                   
  msw.ts           |       0 |        0 |       0 |       0 | 1-9               
 src/models        |   89.87 |    87.15 |      88 |   89.87 |                   
  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 |    47.82 |   84.61 |   74.22 | ...,67-74,106-117 
  ...igResolver.ts |   98.66 |    92.85 |     100 |   98.66 | 162,324,330       
  modelRegistry.ts |     100 |    98.63 |     100 |     100 | 229               
  modelsConfig.ts  |    85.9 |    84.61 |    82.5 |    85.9 | ...1300,1329-1330 
  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   |   76.59 |    89.81 |      60 |   76.59 |                   
  autoMode.ts      |    92.9 |    92.15 |     100 |    92.9 | ...34-235,256-266 
  ...transcript.ts |      98 |    84.61 |     100 |      98 | 200-201           
  classifier.ts    |   92.89 |    91.42 |     100 |   92.89 | 151-158,342-346   
  ...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 |   78.41 |    86.06 |   82.14 |   78.41 | ...-929,1035-1039 
  rule-parser.ts   |   97.37 |    93.82 |     100 |   97.37 | ...-875,1024-1026 
  ...-semantics.ts |   58.35 |    86.06 |    30.2 |   58.35 | ...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     |   79.44 |    64.39 |   64.28 |   79.44 |                   
  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 |   69.73 |    47.29 |   68.42 |   69.73 | ...10-411,418-427 
  types.ts         |       0 |        0 |       0 |       0 | 1                 
 ...viders/presets |   97.29 |    86.36 |      50 |   97.29 |                   
  ...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          |   84.48 |     77.6 |   95.83 |   84.48 |                   
  ...tGenerator.ts |   98.64 |    98.18 |     100 |   98.64 | 105-106           
  qwenOAuth2.ts    |   80.85 |    70.74 |   90.32 |   80.85 | ...1169-1185,1215 
  ...kenManager.ts |   85.36 |    76.61 |     100 |   85.36 | ...52-757,778-783 
 src/services      |   86.11 |    83.99 |   91.95 |   86.11 |                   
  ...ionTrailer.ts |     100 |      100 |     100 |     100 |                   
  ...llRegistry.ts |   97.35 |    85.34 |     100 |   97.35 | ...94,117,417-418 
  ...ionService.ts |   98.19 |    94.94 |     100 |   98.19 | 493,495-499,602   
  ...ingService.ts |   83.88 |    83.44 |   83.33 |   83.88 | ...1268,1285-1286 
  ...ttribution.ts |   91.73 |    87.71 |      90 |   91.73 | ...80-685,826-827 
  ...utSlimming.ts |     100 |    97.43 |     100 |     100 | 215,268           
  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 |    69.4 |    68.82 |   93.33 |    69.4 | ...2064,2092-2093 
  ...ionService.ts |   98.13 |     97.8 |   95.45 |   98.13 | ...32-333,380-381 
  ...ticsDumper.ts |   98.18 |    95.23 |     100 |   98.18 | 165-166           
  ...ureMonitor.ts |   95.27 |     91.6 |      96 |   95.27 | ...02,603,617-619 
  ...orRegistry.ts |   96.54 |    91.73 |     100 |   96.54 | ...70-471,622-623 
  ...ttachments.ts |   97.24 |    90.39 |     100 |   97.24 | ...08,646,661-662 
  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 |   81.29 |    78.31 |   89.28 |   81.29 | ...1926,1932-1937 
  ...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 | ...18-219,235-236 
 ...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     |   77.79 |    88.48 |   80.85 |   77.79 |                   
  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 |   99.06 |    95.45 |      95 |   99.06 | 131,344-345       
  ...t.circular.ts |       0 |        0 |       0 |       0 | 1-128             
  loggers.ts       |   53.34 |    65.38 |      60 |   53.34 | ...1215,1232-1252 
  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           |   93.06 |     88.4 |   81.81 |   93.06 | ...72-573,593-597 
  ...on-context.ts |     100 |      100 |     100 |     100 |                   
  ...on-tracing.ts |   92.86 |    89.61 |     100 |   92.86 | ...45-948,952-955 
  ...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         |   80.37 |     87.6 |   84.93 |   80.37 | ...1151,1154-1183 
  uiTelemetry.ts   |   92.97 |    96.96 |   81.25 |   92.97 | ...93-194,200-207 
 ...ry/qwen-logger |   69.37 |     80.2 |   66.66 |   69.37 |                   
  event-types.ts   |       0 |        0 |       0 |       0 |                   
  qwen-logger.ts   |   69.37 |       80 |   66.07 |   69.37 | ...1056,1094-1095 
 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         |   79.34 |    81.79 |   86.01 |   79.34 |                   
  ...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 |   83.14 |    67.56 |    87.5 |   83.14 | ...84-187,278-279 
  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    |   39.91 |    83.82 |   69.44 |   39.91 | ...1618,1622-1625 
  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       |   91.65 |    84.05 |   88.46 |   91.65 | ...87,600,796-801 
  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 |      100 |       0 |    6.34 | 47-145            
  send-message.ts  |   84.68 |    91.66 |    62.5 |   84.68 | ...,82-90,167-170 
  shell.ts         |   73.49 |    80.03 |   91.42 |   73.49 | ...4243,4292-4298 
  skill-utils.ts   |     100 |      100 |     100 |     100 |                   
  skill.ts         |   88.51 |    91.66 |   88.23 |   88.51 | ...20,424,447-469 
  ...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     |   89.27 |    82.05 |   92.85 |   89.27 | ...50-555,577-578 
  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         |   92.14 |    90.38 |   89.47 |   92.14 | ...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   |   75.23 |    81.48 |   73.97 |   75.23 |                   
  agent.ts         |   75.45 |    81.59 |   74.24 |   75.45 | ...2523,2532-2535 
  fork-subagent.ts |   70.73 |    77.77 |   71.42 |   70.73 | ...22-123,158-169 
 ...s/computer-use |   86.93 |    87.82 |   78.37 |   86.93 |                   
  bootstrap.ts     |   82.24 |    94.44 |      80 |   82.24 | 116-135,235-236   
  client.ts        |      38 |      100 |      50 |      38 | ...48-178,182-191 
  constants.ts     |     100 |      100 |     100 |     100 |                   
  index.ts         |     100 |      100 |     100 |     100 |                   
  install-state.ts |   94.44 |    76.92 |     100 |   94.44 | 40-41             
  ...n-detector.ts |     100 |     87.5 |     100 |     100 | 43                
  schemas.ts       |     100 |      100 |     100 |     100 |                   
  tool.ts          |    95.5 |    81.39 |    92.3 |    95.5 | 47-48,145-151     
 src/utils         |   89.67 |    87.97 |   94.38 |   89.67 |                   
  LruCache.ts      |       0 |        0 |       0 |       0 | 1-41              
  ...Controller.ts |     100 |      100 |     100 |     100 |                   
  ...ssageQueue.ts |     100 |      100 |     100 |     100 |                   
  ...cFileWrite.ts |   94.76 |    93.06 |     100 |   94.76 | ...30-531,634-638 
  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 |      90 |    87.71 |     100 |      90 | ...54-155,158-159 
  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 | 106-107,222-226   
  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 |    86.13 |   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 | 27                
  ...lPromptIds.ts |     100 |      100 |     100 |     100 |                   
  jsonl-utils.ts   |   88.98 |    90.66 |   91.66 |   88.98 | ...46-349,359-365 
  ...-detection.ts |     100 |      100 |     100 |     100 |                   
  ...iagnostics.ts |    96.4 |     94.2 |     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 |   89.62 |    72.41 |     100 |   89.62 | ...40-145,196-199 
  ...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 |   82.18 |    85.18 |   95.23 |   82.18 | ...24,549,578-587 
  runtimeStatus.ts |    97.5 |    88.57 |     100 |    97.5 | 162-163           
  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   |   84.22 |    89.91 |     100 |   84.22 | ...1583,1590-1594 
  ...lAstParser.ts |   95.58 |    85.79 |     100 |   95.58 | ...1067-1069,1079 
  ...ContextEnv.ts |     100 |      100 |     100 |     100 |                   
  ...nlyChecker.ts |    95.1 |    91.66 |     100 |    95.1 | ...16-317,325-326 
  sideQuery.ts     |   86.17 |    86.53 |     100 |   86.17 | ...55-161,163-169 
  ...pEventSink.ts |     100 |       80 |     100 |     100 | 61                
  ...tGenerator.ts |     100 |      100 |     100 |     100 |                   
  ...ameContext.ts |     100 |      100 |     100 |     100 |                   
  symlink.ts       |   81.48 |       75 |     100 |   81.48 | 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.

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yiliang114
yiliang114 previously approved these changes May 31, 2026

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LGTM!

@pomelo-nwu pomelo-nwu changed the title feat(skills): add bundled triage skill for issue/PR gatekeeping feat(skills): add triage skill for issue/PR gatekeeping Jun 1, 2026
pomelo-nwu added a commit that referenced this pull request Jun 1, 2026
Address review feedback on PR #4577:
- Critical: sanitize untrusted issue text before the shell `gh ... --search`
  call (command injection via crafted issue titles in a token-bearing CI run)
- Critical: add "Skip If Already Handled" guard so CI retries/replays do not
  post duplicate comments or submit conflicting reviews
- Skip draft PRs (add isDraft to the fetch and early-exit)
- Fix phantom "Stage 4" reference in the 3-stage issue workflow
- Require the `## Reviewer Test Plan` template heading (matches the repo template)
- Add gh command examples for label-add and direction request-changes
- Document `$QWEN_MAINTAINER_HANDLE` expected format

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
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Reworked the PR Product Direction Gate (Stage 2) in 74abff8.

Direction is the one call the model lacks the context to make — it lives in unwritten maintainer decisions, roadmap intent, and past rejections that aren't in the repo. So instead of giving the model a procedure to follow, this trusts its reasoning and hard-codes only the guardrails it can't derive. These are orthogonal to model strength — a stronger model needs them more, not less, because its wrong direction-call is more convincing:

  • Cite or it's a question — any direction claim must point to a real roadmap line / prior PR / maintainer statement (curbs confabulation; an AI review fabricated an AGENTS.md rule earlier in this very PR).
  • Argue the opposite before "aligned" — curbs the model's agreeableness.
  • Escalate by default, never auto-reject on direction — wrongly discouraging a contributor is the high-regret error, and direction is a maintainer's call. Uncertain → status/ready-for-human + a warm note, not a rejection.

Note: this supersedes the Stage 2 --request-changes I added earlier for review #193 — the agent no longer formally rejects on direction; it escalates to a human instead. --request-changes stays for the template gate (Stage 1).

中文说明

重做了 PR 产品方向闸(Stage 2),见 74abff8

产品方向是模型唯一缺上下文、做不了的判断——它活在维护者没写下来的决定、roadmap 意图、过往拒绝里,仓库里没有。所以这版不再给模型一套流程,而是信它的推理,只硬编码它推不出来的护栏。这些护栏与模型强弱正交——模型越强越需要,因为它错的方向判断更有说服力:

  • 没引用就只能提问:任何方向结论必须引到真实的 roadmap 行 / 旧 PR / 维护者原话(治瞎编——本 PR 早前就有 AI review 凭空捏造 AGENTS.md 规则)。
  • 下「aligned」前先论证反面:治模型的老好人倾向。
  • 默认升级,方向上永不自动拒:错误劝退贡献者是最高悔恨度的错,且方向本就是维护者的权。存疑 → 打 status/ready-for-human + 温和评论,而不是 reject。

注:这取代了我早前为 review #193 在 Stage 2 加的 --request-changes——agent 不再在方向上正式 reject,而是升级给人。--request-changes 保留给模板闸(Stage 1)。

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Made escalation explicitly stop the PR flow in 1f77c57.

To answer the natural question: yes — once Stage 2 escalates to status/ready-for-human, the PR run stops. It does not continue to code review (Stage 3), testing (Stage 4), or approval (Stage 5). The direction-gate rewrite had left this only implicit ("continue only if aligned"); since this is a control-flow decision, it's now stated outright rather than left for the model to infer.

Why stop rather than gather more first:

  • Gate economics — direction is the cheap gate; review/testing are the expensive ones. The staging exists so the expensive stages aren't spent on a PR that may not pass the cheap gate.
  • Security — Stage 4 executes the PR's code. A PR whose direction isn't even decided (especially from a fork) must never be auto-run.
  • Decision hygiene — a premature "code looks clean" read would anchor the maintainer toward rubber-stamping. Keep the direction question separate from code-quality signals.

If a maintainer confirms the direction, code review and testing run afterward. If the human needs more context up front, the place to add it is the escalation brief (prior art, citations, the open question) — not by running the downstream stages.

中文说明

把「escalate = 终止流水线」显式钉死,见 1f77c57

直接回答那个很自然的问题:是的——Stage 2 一旦 escalate 到 status/ready-for-human,PR 流程就停不再进代码审查(Stage 3)、测试(Stage 4)、approve(Stage 5)。方向闸重写时这条只写成了隐含的「只有 aligned 才继续」;既然这是控制流决策,现在明写出来,不留给模型去猜。

为什么是「停」而不是先多跑点:

  • 闸门经济学——方向是便宜的闸,审查/测试是贵的;分阶段就是为了别把贵阶段浪费在过不了便宜闸的 PR 上。
  • 安全——Stage 4 会执行 PR 的代码。一个连方向都没定的 PR(尤其来自 fork)绝不能自动跑。
  • 决策卫生——过早给一份「代码挺干净」会把维护者锚定成直接盖章;把方向问题和代码质量信号分开。

维护者确认方向后,代码审查和测试再跑。若想让人接手时上下文更厚,该加厚的是 escalate 的那份 brief(prior art、引用、待决问题),而不是去跑下游阶段。

yiliang114
yiliang114 previously approved these changes Jun 1, 2026
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Made Claude Code parity the primary direction signal in 83f7cdf.

The hardest part of triage is product direction, because it normally lives in maintainers' heads — not something the model can read. Claude Code's CHANGELOG fixes that: it's an external, verifiable, citable source of what a CLI coding agent is "supposed" to have. So Stage 2 now leads with a parity check instead of the internal roadmap.

How it works:

  • Check first: does Claude Code already ship this capability? curl the changelog and search it.
  • Present → aligned / admit — cite the changelog version + line, proceed to Stage 3.
  • Absent → NOT a rejection. This is deliberately one-directional: Qwen Code has its own scope (e.g. Qwen-specific auth and integrations). A feature Claude Code lacks falls through to the normal guardrails (cite-or-question, stress-test, escalate-by-default), never an auto-reject.

This replaces the docs/developers/roadmap.md citation source. It also tends to reduce escalations: many features resolve cleanly against the changelog without needing a human, while the ones it can't settle still escalate.

中文说明

把「Claude Code 是否具备该能力」设为方向判断的首要信号,见 83f7cdf

triage 最难的就是产品方向——它通常活在维护者脑子里,模型读不到。Claude Code 的 CHANGELOG 正好补这个洞:它是外部、可验证、可引用的,代表「一个 CLI coding agent 应该具备什么」。所以 Stage 2 现在以 parity 检查打头,替掉内部 roadmap。

怎么运作:

  • 先查:Claude Code 是否已具备该能力?curl 拉 changelog 搜关键词。
  • 有 → aligned / 准入:引用 changelog 的版本+行,进 Stage 3。
  • 没有 → 不等于拒绝。这是刻意做成单向的:qwen-code 有自己的范围(如 Qwen 特定的 auth / 集成)。Claude Code 没有的 feature 落到常规护栏(没引用只能提问、论证反面、默认升级),绝不自动拒

这替换了 docs/developers/roadmap.md 作为引用源。它还会减少升级:很多 feature 对着 changelog 就能干净判定、无需找人,判不了的才升级。

@pomelo-nwu

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Reworked PR Stage 4 into real-scenario tmux testing in 29ea848.

Stage 4 was leaning on "the smallest focused test" — which invites unit tests. That's not the bar here. It now:

  • Drives the real product in a tmux TUI session (via the project's tmux-real-user-testing skill), not unit tests.
  • Builds the scenario from the PR's core behavior — the actual command/flag/UI path/workflow the PR adds or fixes — and walks it end to end as a user would, snapshotting tmux capture-pane -p after each state change.
  • Posts the readable tmux log to the PR as evidence — key rendered frames inline plus the full tmux-readable-full.log artifact — so the result is verifiable, not just asserted.
  • Keeps the safety guardrail: never run untrusted fork code with write tokens.
中文说明

把 PR Stage 4 改成 tmux 真实场景测试,见 29ea848

原来的 Stage 4 写的是「跑最小的聚焦测试」——这会被理解成单元测试,不是这里要的标准。现在:

  • 在真实 tmux TUI 会话里驱动真产品(用项目的 tmux-real-user-testing skill),不是单元测试。
  • 从 PR 的核心功能构造场景——它新增/修复的真实命令、flag、UI 路径或工作流——像真实用户一样端到端走一遍,每个状态变化后 tmux capture-pane -p 截一帧。
  • 把可读的 tmux log 贴到 PR 作凭据——关键帧内联 + 完整 tmux-readable-full.log 工件——让结果可核验,而不是只口头断言。
  • 保留安全护栏:绝不用写权限 token 跑不可信 fork 代码。

@pomelo-nwu

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Fixed an over-aggressive skip in 77bdeb8 — re-running /triage by hand on an already-triaged PR was being skipped entirely.

The cause was a tension between two earlier changes: the idempotency guard (added for the "don't post duplicate comments on CI replays" review) was too coarse — it stopped any already-triaged PR. So when a maintainer re-runs /triage to apply newer workflow (e.g. the new tmux Stage 4), it short-circuited and never ran.

Fix — split the two intents:

  • Duplicate-run skip now applies only to unattended runs (CI / GITHUB_ACTIONS set). CI retries / workflow_dispatch replays still skip, so the no-duplicate-comments guarantee holds.
  • A hand-typed /triage always runs in full, even on an already-triaged target — so re-running picks up the latest workflow — and updates its prior ## Stage N comments in place instead of posting duplicates.
  • Draft-PR skip now applies in any mode.
中文说明

修了一个过度激进的跳过,见 77bdeb8——手动重跑 /triage 评估一个已 triage 过的 PR 时,整个流程被直接跳过了。

根因是我之前两处改动打架:幂等守卫(为"CI 重放别刷重复评论"那条 review 加的)做得太粗——只要 PR 被 triage 过就停。于是当维护者故意重跑 /triage(比如想应用新的 tmux Stage 4)时,被短路、根本没跑。

修法——把两种意图拆开:

  • 去重跳过只对无人值守运行生效CI / GITHUB_ACTIONS 已设置)。CI 重试 / workflow_dispatch 重放照旧跳过,"不刷重复评论"的保证仍在。
  • 人手敲的 /triage 永远完整跑,哪怕目标已 triage 过——这样重跑就能拿到最新流程——并就地更新旧的 ## Stage N 评论而不是刷重复。
  • 草稿 PR 的跳过现在任何模式都生效。

@pomelo-nwu

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Template gate now cites its source in 4152f59.

Looking at the template-gate review on #4670: it correctly told the author which headings were missing, but never linked the template — so the author has no way to know what to copy or that the requirement is real rather than the skill's opinion.

Fix (same "cite or don't claim" principle we applied to the direction gate):

  • Stage 1 now treats .github/pull_request_template.md as the source of truth.
  • The blocking review must link the template so the author can open it and copy the exact structure.
  • This makes the request verifiable and actionable, not just an assertion.

You can re-run /triage 4670 by hand to regenerate that review with the link (and thanks to the previous fix, a manual re-run no longer gets skipped).

中文说明

模板闸现在会给出处,见 4152f59

看了 #4670 上那条模板闸 review:它正确指出了缺哪些标题,但没有链接模板——作者既不知道该照着什么抄,也无法判断这要求是真的还是 skill 自己的意见。

修法(和方向闸用的「cite or don't claim」同一原则):

  • Stage 1 现在以 .github/pull_request_template.md
  • 阻断 review 必须附上模板链接,让作者能点开、照抄确切结构。
  • 这让要求可核验、可执行,而不只是一句断言。

你可以手动重跑 /triage 4670 重新生成带链接的 review(且得益于上一处修复,手动重跑不会再被 skip)。

@pomelo-nwu

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Added before/after evidence to PR Stage 4 in cec3a0f.

Stage 4 drove the real product but only captured the "after" state — which doesn't actually prove a fix. For a bug fix, the maintainer needs to see the bug reproduce and then disappear. So Stage 4 now requires a before/after comparison, same scenario, only the build differs:

  • Before — a build without this PR: the installed qwen (or main). The log shows the bug reproducing.
  • After — this PR's code via npm run dev. The log shows it fixed.

Both tmux logs are posted as the evidence. The qwen vs npm run dev split is a clean A/B: installed binary = pre-fix baseline, dev = working tree with the change. This also lines up with the template's ### Evidence (Before & After) section.

中文说明

给 PR Stage 4 补了 before/after 凭据,见 cec3a0f

Stage 4 之前虽然驱动了真产品,但只截了「after」状态——这其实证明不了「修复」。对 bug fix,维护者需要看到 bug 先复现、再消失。所以 Stage 4 现在要求 before/after 对照,同一场景,只换构建:

  • Before — 不含本 PR 的构建:已安装的 qwen(或 main)。日志显示 bug 复现。
  • After — 本 PR 的代码,npm run dev。日志显示已修复。

两份 tmux 日志一起贴作凭据。qwen vs npm run dev 是干净的 A/B:已安装的二进制=补丁前基线,dev=带改动的工作区。这也正好对上模板里的 ### Evidence (Before & After)

@pomelo-nwu

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Made tmux real-scenario testing non-skippable in f47f6d3.

Triaging #4668, the skill hit an unrelated CLI build failure (a missing channels/feishu dep), skipped tmux TUI testing, fell back to unit tests, and still reported "PASS (with tmux testing safely skipped)." That's exactly backwards — and it didn't even exhaust the options (npm run dev runs source directly and isn't blocked by a packaging failure; the installed qwen baseline needs no build at all).

Stage 4 now:

  • tmux real testing is mandatory — it cannot be skipped, and unit tests don't substitute (other CI covers units).
  • Exhaust workarounds for unrelated build breakage: prefer npm run dev over the full bundle; install/disable the unrelated module; the qwen baseline needs no build.
  • Sandbox, don't skip, untrusted fork code — run it with write tokens/secrets stripped from the env, never expose the token to the PR's code.
  • A skipped test is a blocker, never a PASS — if the scenario genuinely can't run after exhausting every means, report FAIL with what was tried and don't approve.

Stage 5 tightened to match: real-scenario testing must have passed, not skipped; only changes with no runnable behavior (docs-only) are exempt.

中文说明

把 tmux 真实场景测试设为不可跳过,见 f47f6d3

triage #4668 时,skill 撞上一个与本 PR 无关的 CLI 构建失败(channels/feishu 缺依赖),就跳过了 tmux TUI 测试、退回单测,还判了「PASS (with tmux testing safely skipped)」。这完全反了——而且它根本没用尽办法(npm run dev 跑的是源码、不被打包失败挡;已装的 qwen 做基线根本不用 build)。

Stage 4 现在:

  • tmux 真实测试强制——不可跳过,单测不能替代(单测有别的 CI 管)。
  • 用尽办法绕过无关的构建障碍:优先 npm run dev 而非完整 bundle;装上/禁用那个无关模块;qwen 基线不用 build。
  • 不可信 fork 代码:沙箱而非跳过——剥掉环境里的写 token/密钥再跑,绝不把 token 暴露给 PR 的代码。
  • 跳过 = 阻断,绝不算 PASS——若用尽一切办法仍跑不了,报 FAIL、写清试了什么,不许 approve。

Stage 5 同步收紧:真实测试必须通过、不是跳过;只有无可运行行为的改动(纯文档)才豁免。

@pomelo-nwu

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Added a concrete tmux before/after example to Stage 4 in 567b153.

The previous commits said "do real testing, exhaust all means" but didn't show the mechanics — which is partly why the agent fumbled it on #4668. Now Stage 4 spells it out, anchored on the key equivalence:

-p runs a single prompt headless, so npm run dev -- -p '…' is the dev-build equivalent of qwen -p '…' — a clean A/B where only the build differs.

S=triage-test-$(date +%H%M%S); mkdir -p "tmp/$S"
tmux new-session -d -s "$S" -x 200 -y 50 -c "$(pwd)"
tmux send-keys -t "$S" "qwen -p '<scenario>' 2>&1 | tee tmp/$S/before.log" Enter            # before: installed, no PR
tmux send-keys -t "$S" "npm run dev -- -p '<scenario>' 2>&1 | tee tmp/$S/after.log" Enter   # after: this PR
tmux capture-pane -t "$S" -p -S -5000 > "tmp/$S/session.txt"; tmux kill-session -t "$S"

For interactive TUI changes (dialogs, selectors, keyboard nav), -p isn't enough — drive the live TUI with the tmux-real-user-testing skill.

中文说明

给 Stage 4 加了一个具体的 tmux before/after 例子,见 567b153

前几个 commit 说了「做真实测试、用尽一切办法」,但没给具体怎么做——这也是 agent 在 #4668 上翻车的部分原因。现在 Stage 4 直接写清楚,锚在这个关键等价上:

-p 跑单条 prompt、无界面即退,所以 npm run dev -- -p '…' 就是带补丁版的 qwen -p '…'——同一条命令、只换构建,天然 A/B。

(命令见上。)

涉及交互式 TUI(弹窗、选择器、键盘导航)的改动,-p 不够——用 tmux-real-user-testing skill 驱动真实 TUI。

@pomelo-nwu

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Reframed the Stage 4 example around the general equivalence in e125087.

The previous wording over-indexed on -p. The real point is broader:

npm run dev -- <args> runs the working tree exactly as qwen <args> runs the installed build — same command, only the build differs.

So before/after is just one invocation run two ways — qwen … (no PR) vs npm run dev -- … (this PR). -p is only one example (a quick headless prompt); for interactive TUI changes you launch qwen and npm run dev without -p and drive both the same way.

中文说明

把 Stage 4 的例子改成围绕通用等价,见 e125087

之前措辞太聚焦 -p 了,核心其实更广:

npm run dev -- <args> 跑工作区代码,就跟 qwen <args> 跑已装构建一样——同一条命令,只换构建。

所以 before/after 不过是同一条命令跑两遍——qwen …(无 PR)vs npm run dev -- …(本 PR)。-p 只是其中一个例子(快速无界面 prompt);交互式 TUI 改动就不带 -p、启动 qwennpm run dev 用同样方式驱动两边。

@pomelo-nwu

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Added three step-back judgment questions to Stage 5 in 6454f3b.

Stages 1-4 are mechanical checks. Stage 5 now forces a holistic re-examination before approving — the AI's own judgment, not a checkbox:

  1. Is the need real? Does it solve an actual user problem, or is it change for its own sake? If you can't name who is hurting without it, it's not merge-ready.
  2. Is the code simple? No over-engineering, no speculative flexibility, no defenses for impossible cases. If a smaller version would do, it's not merge-ready.
  3. Confident to merge this yourself, or does it need a maintainer? Weigh blast radius, reversibility, certainty. Real doubt here → a maintainer decides. That's the correct call, not a failure.

These are now gating criteria for the approval.

One thing to confirm: the skill approves (gh pr review --approve — a merge-ready endorsement); it does not run gh pr merge. So question 3 currently gates the approval, not an actual auto-merge. If you want the skill to genuinely auto-merge high-confidence PRs, that's a separate, higher-stakes capability — say the word and I'll add it with explicit guards.

中文说明

给 Stage 5 加了三条退一步的判断题,见 6454f3b

Stage 1-4 是机械检查;Stage 5 现在强制在 approve 前做一次整体复审——靠 AI 自己的判断,不是打勾:

  1. 需求是否真实? 是解决真实用户问题,还是为做而做?说不出"没它谁会难受",就不算 merge-ready。
  2. 代码是否简单? 无过度设计、无臆测式灵活性、不为不可能场景兜底。更小的版本能搞定,就不算 merge-ready。
  3. 你有把握自己 merge,还是需要 maintainer? 权衡爆炸半径、可逆性、确信度。这里有真实疑虑 → 交给 maintainer 决定,这是对的,不是失败。

这三条现在是审批的硬性判据。

一处要跟你确认: skill 目前是 approvegh pr review --approve,即"可合并"背书),并执行 gh pr merge。所以问题 3 现在把关的是 审批,不是真正的自动合并。如果你想让 skill 对高置信 PR 真的自动 merge,那是另一项更高风险的能力——你说一声,我加上并配好护栏。

Comment thread .qwen/skills/triage/SKILL.md
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@wenshao

wenshao commented Jun 1, 2026

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Maintainer verification — real local build + runtime test

Verified PR head 6454f3b7 (the SKILL.md tested is byte-identical to the PR, sha256 a756e006…) on top of current main (1c48e4121), using the project's actual built artifacts and the real qwen TUI — not vitest. Since this PR adds a single skill manifest (.qwen/skills/triage/SKILL.md, +396 / 0 code), the meaningful "real test" is: does the running app discover, parse, validate, register, and surface the skill with zero errors? It does.

Verdict: ✅ PASS — loads cleanly, registers as a [Project] slash command, and appears in both user-facing surfaces. No parse errors, no regressions, fully consistent with the shipped bundled-skill convention. Remaining notes are cosmetic and non-blocking.

1. Runtime load through the real SkillManager (built dist)

Drove the exact project-skill discovery → parseSkillContentvalidateConfig path the app uses, against a temp project containing only this skill:

total_skills_listed: 7          parse_errors: []          triage_found: true
triage: {
  name: "triage",  level: "project",
  argumentHint: "'<issue|pr> <number> [--repo owner/repo]'",
  allowedTools: [run_shell_command, read_file, read_many_files, grep_search, glob, write_file, task],  // 7
  model: null, whenToUse: null, disableModelInvocation: null, paths: null, priority: null, hooks: null,
  body_len: 16378,  body starts: "# PR / Issue Gatekeeper"
}
ALL ASSERTIONS PASSED  (exit 0)

2. Live TUI — / command popup (real qwen v0.17.0, isolated QWEN_HOME)

> /triage '<issue|pr> <number> [--repo owner/repo]'
──────────────────────────────────────────────────────────────────────────────
  triage '<issue|pr> <number> [--repo owner/repo]' [Project]  Gatekeep and review GitHub issues and pull
                                                              requests for Qwen Code maintainers. Use for
                                                              GitHub Action issue triage, PR admission
                                                              checks, product-direction review, KISS-focused
                                                              PR review, and staged bilingual GitHub comments.

/triage is discovered and registered, correctly labeled [Project], with its argument hint and full description rendered.

3. Live TUI — /skills listing

Available skills:
  - batch
  - loop
  - new-app
  - qc-helper
  - review
  - stuck
  - triage      ← this PR, listed alongside the bundled skills

Observations (non-blocking, cosmetic)

  • argument-hint renders with literal single quotes ('<issue|pr> …'). This is not a defect in this PR: the custom YAML parser (yaml-parser.ts parseValue) strips only double quotes, so every single-quoted hint keeps its quotes. I confirmed at runtime that the shipped bundled skills behave identically — e.g. review'[pr-number|file-path] [--comment]', batch'<operation> <file-pattern>'. This PR follows the established bundled-skill convention exactly. (If anyone wants clean hints, that's a separate parser fix touching all skills, not this one.)
  • allowedTools names: 5 of 7 are canonical ToolNames (run_shell_command, read_file, grep_search, glob, write_file); read_many_files is a valid tool name; task is the legacy name for the subagent tool, which was renamed to agent (task still resolves as a legacy alias). allowedTools is informational-only (no gating in v1) per types.ts, so this has zero functional effect — purely a cosmetic freshness nit if you want it updated to agent.
  • The skill is correctly scoped to .qwen/skills/ (repo-local, not shipped to npm via bundled/), matching the PR's stated rationale and the SKILL_PROVIDER_CONFIG_DIRS = ['.qwen', '.agents'] mechanism.

Scope note

This verifies the skill loads and integrates correctly in the real app. It does not exercise the triage workflow itself end-to-end (staged GitHub comments, label edits, Claude-Code-parity direction checks) — that is runtime LLM behavior driven against a live GitHub Actions context, out of scope for load verification. The quality of the workflow content/policy (the staged process, the bilingual format, the untrusted-input handling, the escalate-by-default rule) is a maintainer judgment call, separate from "does it load and register."

Recommendation

Mechanically safe to merge: zero load/parse/registration errors, minimal blast radius (one repo-local skill file, no code paths touched, no published surface), behavior consistent with existing bundled skills. The two cosmetic notes above are optional follow-ups. The triage workflow's content is yours to judge.

中文说明

结论:✅ 通过(机械验证)。 在当前 main1c48e4121)上叠加 PR head 6454f3b7(所测 SKILL.md 与 PR 字节一致),用项目真实构建产物和真实 qwen TUI 验证(非 vitest)。本 PR 仅新增单个 skill 清单文件(.qwen/skills/triage/SKILL.md,+396 / 无代码),有意义的"真实测试"即:运行中的应用能否发现、解析、校验、注册并呈现该 skill 且无错误 —— 验证通过。

  • 运行时加载(真实 SkillManager + 构建 dist):triage 在 project 级被发现,0 解析错误,name/description/argument-hint/7 个 allowedTools/body 全部正确,断言全过。
  • 真实 TUI / 菜单/triage 已注册,正确标注 [Project],显示 argument-hint 与完整描述。
  • 真实 TUI /skills:triage 与 6 个 bundled skill(batch/loop/new-app/qc-helper/review/stuck)并列。

非阻塞性观察(纯 cosmetic):

  • argument-hint 显示带字面单引号 —— 非本 PR 缺陷:自定义 YAML parser 只剥双引号,全部已发布 bundled skill 行为一致(运行时实测 review/batch 同样带引号),本 PR 完全遵循既有约定。
  • allowedToolstask 是 subagent 工具的旧名(已改名 agent,旧名仍作 legacy 别名解析);该字段 v1 为 informational-only(无 gating),零功能影响
  • skill 正确归属 .qwen/skills/(repo 本地,不随 npm 发布),符合 PR 说明与 SKILL_PROVIDER_CONFIG_DIRS 机制。

范围说明: 仅验证 skill 的加载与集成正确;未端到端执行 triage 工作流本身(分阶段评论/打标签/方向判断 —— 需真实模型 + GitHub Actions 上下文,属运行时 LLM 行为)。工作流内容/策略质量由维护者判断。

建议: 从集成角度可安全合并 —— 加载/解析/注册零错误,影响面极小(单个 repo 本地文件,不触碰任何代码路径,无发布面),行为与既有 bundled skill 一致。上述两点为可选后续优化。


Verified locally by maintainer wenshao via tmux real build + runtime test. Build base main@1c48e4121, PR head 6454f3b7.

wenshao
wenshao previously requested changes Jun 1, 2026
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@pomelo-nwu

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Added a best-solution reflection to PR Stage 2 in 0b782b7.

Direction-aligned — even via Claude Code parity — only answers "should this exist?" It doesn't answer "is this the best way to build it?" So before continuing, Stage 2 now reflects deeply once more:

Even when the need is real and the feature belongs, is this PR's solution actually the best one — or would a simpler, more composable, or more native product design serve the same need better?

  • Don't wave through a workable-but-mediocre approach.
  • If you see a materially better path, surface it to the maintainer (and suggest it to the author) — a clearly better design is a maintainer discussion, never an autonomous rejection.
  • Routed so the Claude Code parity fast-path passes through this too (otherwise it would short-circuit straight to Stage 3 and skip the reflection).
中文说明

给 PR Stage 2 加了「最优解」深度反思,见 0b782b7

方向 aligned——哪怕靠 Claude Code parity——只回答了「该不该有」,没回答「这是不是实现它的最好方式」。所以继续前,Stage 2 现在再深想一次:

就算需求真实、功能该有,这个 PR 的解法真的是最优的吗——会不会有更简单、更可组合、更原生的产品方案更好地解决同一需求?

  • 不要对「能用但平庸」的方案放行。
  • 若看到明显更优的路径,把它抛给 maintainer(并建议给作者)——更好的设计是 maintainer 讨论,绝不是 AI 自行拒绝
  • 已接好路由:Claude Code parity 的快路径也会过这道反思(否则它会直接短路进 Stage 3、跳过反思)。

pomelo-nwu and others added 23 commits June 3, 2026 16:57
Triage is a QwenLM/qwen-code maintainer workflow (repo-specific labels,
bilingual comments, followup-bot coordination), so it belongs in
.qwen/skills/ alongside bugfix/feat-dev rather than bundled/, which
ships to every end user via npm.

Pure file relocation; skill content unchanged.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Address review feedback on PR #4577:
- Critical: sanitize untrusted issue text before the shell `gh ... --search`
  call (command injection via crafted issue titles in a token-bearing CI run)
- Critical: add "Skip If Already Handled" guard so CI retries/replays do not
  post duplicate comments or submit conflicting reviews
- Skip draft PRs (add isDraft to the fetch and early-exit)
- Fix phantom "Stage 4" reference in the 3-stage issue workflow
- Require the `## Reviewer Test Plan` template heading (matches the repo template)
- Add gh command examples for label-add and direction request-changes
- Document `$QWEN_MAINTAINER_HANDLE` expected format

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
…cedural

Product direction is the one call the model lacks context to make (unwritten
maintainer decisions, roadmap intent, past rejections not in this repo). Trust
the model's reasoning and hard-code only the guardrails it cannot derive — these
are orthogonal to model strength, so a stronger model needs them more, not less:

- cite or it's a question (curb confabulation)
- argue the opposite before "aligned" (curb sycophancy)
- escalate by default to status/ready-for-human; never auto-reject on direction
  (wrongly discouraging a contributor is the high-regret error; direction is a
  maintainer's call)

Supersedes the Stage 2 --request-changes added earlier for review item #193: the
agent no longer auto-rejects on direction, it escalates to a human instead.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
The direction gate rewrite left "escalate = stop" only implicit. Escalation is a
control-flow decision, so state it: when Stage 2 escalates to a human, stop —
do not run code review, testing, or approval. Those run only after a maintainer
confirms the direction (gate economics; never execute an undecided PR's code;
avoid anchoring the maintainer with a premature code-quality read).

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
The most efficient, citable direction check is whether Claude Code already ships
the capability — Qwen Code tracks it, and its CHANGELOG is an external,
verifiable source (unlike tacit maintainer knowledge). Stage 2 now leads with a
changelog parity check:

- present  -> direction aligned / admit (cite version + line)
- absent   -> NOT a rejection (Qwen Code has its own scope, e.g. Qwen OAuth);
              falls through to the existing guardrails

Replaces the docs/developers/roadmap.md citation source with the Claude Code
CHANGELOG.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Stage 4 now drives the real product in a tmux TUI session (via the
tmux-real-user-testing skill) instead of running unit / smallest-focused tests.
The scenario is built from the PR's core behavior — the user's actual path — and
the readable tmux log is posted to the PR as verifiable evidence. Keeps the
untrusted-fork safety guardrail.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
The idempotency guard was too coarse: it stopped any already-triaged PR, so a
maintainer re-running /triage by hand (e.g. to apply the new tmux Stage 4) got
skipped entirely. Scope the duplicate-run skip to unattended runs (CI /
GITHUB_ACTIONS) — which still prevents duplicate comments on CI replays per the
earlier review — while a hand-typed /triage always runs in full and updates its
prior Stage N comments in place. Draft-skip now applies in any mode.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
The template-gate review told authors which headings were missing but not where
the requirement comes from, so they did not know which template to copy. Stage 1
now treats .github/pull_request_template.md as the source of truth and requires
the blocking review to link it — making the request verifiable and actionable,
not just the skill's assertion.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
For a bug fix, real-scenario testing now captures a before/after comparison so
the maintainer can confirm the fix is real: reproduce the bug on a build without
the PR (installed `qwen` or `main`), then show it fixed on this PR's code via
`npm run dev` — same scenario, only the build differs. Both tmux logs are posted
as the evidence, matching the template's "Evidence (Before & After)" section.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Triaging #4668 the skill hit an unrelated CLI build failure (missing
channels/feishu dep), skipped tmux TUI testing, fell back to unit tests, and
still reported PASS. That is backwards: unit tests are covered by other CI; the
tmux real test is the core deliverable.

Stage 4 now:
- makes tmux testing mandatory and not substitutable by unit tests
- says to exhaust workarounds for unrelated build breakage (prefer `npm run dev`
  over the full bundle; install/disable the unrelated module; the installed
  `qwen` baseline needs no build)
- sandboxes untrusted fork code (strip secrets/tokens) instead of skipping it
- treats a skipped test as a blocker, never a PASS

Stage 5 tightened to match: real-scenario testing must have passed, not skipped;
only changes with no runnable behavior (docs-only) are exempt.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Give the agent the exact local-test mechanics it kept fumbling. `-p` runs one
prompt headless, so `npm run dev -- -p '…'` is the dev-build equivalent of
`qwen -p '…'` — a clean A/B where only the build differs. The example shows
capturing before (installed qwen) and after (dev build) logs in tmux, and notes
that interactive TUI changes still need the full tmux-real-user-testing drive.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
…ge 4

The before/after example over-indexed on `-p`. The actual point is that
`npm run dev -- <args>` runs the working tree exactly as `qwen <args>` runs the
installed build — so before/after is one invocation run two ways, and `-p` is
just one example of it (interactive TUI drops the -p and drives both the same).

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Before approving, the skill now steps back and re-examines three things beyond
the mechanical checklist:
1. Is the need real, or change for its own sake?
2. Is the code simple — no over-engineering or over-defense?
3. Is it confident to merge this itself, or does it need a maintainer?

Real doubt on #3 routes to a maintainer. The action stays `--approve` (a
merge-ready endorsement), not auto-merge.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Direction-aligned (even via Claude Code parity) is not enough on its own: before
continuing, the skill now reflects deeply on whether the PR's solution is
actually the best one, or whether a simpler / more composable / more native
product design would serve the same need better. A materially better path is
surfaced to the maintainer (and suggested to the author), never an autonomous
rejection. Routed so the parity fast-path also passes through it.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
…p judgment

The "is this the best solution?" reflection is the most important check in the
direction gate. Promoted it to a bold, weighty instruction — never skip, never
rush, weight it above the mechanical checks, this is where most value is won or
lost — while keeping the bound that only a materially better path is surfaced
(to maintainer + author), never an autonomous rejection.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Both workflows loaded for every run, bloating context. SKILL.md now keeps only
routing + shared rules (target resolution, untrusted input, skip-if-handled,
comment format, CI output) and points to:
- references/issue-workflow.md (issue Stages 1-3)
- references/pr-workflow.md (PR Stages 1-5)

The agent reads only the workflow matching the target type, so a PR run never
loads the issue workflow and vice versa. SKILL.md drops from 408 to ~125 lines.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
… for feature requests

Issue workflow: collapse three stages into two (intake + handle by type), fold
labeling into Stage 1, and replace manual product-fit/KISS checks with a
`/goal` reflection for feature requests.

PR workflow and SKILL.md: compress verbose instructions into concise directives
without losing substance.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
…rkflow phase

Issue: one comment total (Stage 1 posts, Stage 2 updates in place via PATCH).
PR: three comments (Gate → Review+Test → Final Decision), each concise key-point
format. Add "best approach" reflection to PR Stage 3 final decision.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
Replace checklist-style comments with conversational maintainer tone.
Add solution review to Stage 1 gate, narrow Stage 2 code review to
critical blockers + AGENTS.md violations, require inline tmux
screenshots as evidence, and restructure Stage 3 into a genuine
reflection step with separate approve/reject actions.
Split Stage 2a into two steps: first propose an independent solution
from the PR description alone, then read the diff and compare. This
forces the reviewer to form a baseline judgment before being anchored
by the PR's approach.

Also updated Stage 3 reflection to reference the independent proposal
as a comparison anchor.

Suggested by @yiliang114 in #4577.
All local code reads (grep, read_file, glob) now run inside an
ephemeral git worktree so the main working tree is never touched.
tmux real-scenario testing stays in the main tree since it needs
the local build environment.
- Sanitize tmux <scenario> to prevent shell injection from PR text
- Add polling wait between tmux send-keys to prevent stdin interleaving
- Fix duplicate guard to use HTML comment markers matching actual output
- Add comment ID capture mechanism (gh pr comment --json id)
- Clarify 'solution review' wording to acknowledge diff skimming
- Add --body-file exception for hardcoded gh pr review verdicts
- Add --reason "not planned" to gh issue close
- Add explicit stop rule for unclear issues
- Add CJK-empty SAFE_KEYWORDS fallback to label-based search
- Add <!-- qwen-triage stage=N --> markers to all comment templates
- Add ⛔ Mandatory Pre-flight Checks section to SKILL.md (worktree + tmux)
- Add explicit worktree creation step at start of PR Stage 1
- Reinforce Stage 2b: tmux capture-pane output MUST be inlined in comment
- Add pre-post checklist: verify comment contains actual terminal output
@pomelo-nwu pomelo-nwu force-pushed the feat/triage-skill-pomelo branch from 33d3e5b to a6d2961 Compare June 3, 2026 08:58

@tanzhenxin tanzhenxin left a comment

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LGTM!

@yiliang114 yiliang114 left a comment

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LGTM! Teacher ShanGuo!

@pomelo-nwu pomelo-nwu merged commit 4aee477 into main Jun 3, 2026
10 checks passed
yiliang114 added a commit that referenced this pull request Jun 4, 2026
…nd bot coordination

Builds on #4577's triage skill with:

- Tiered gate model (comment gate + label gate) to prevent noise on
  already-reviewed PRs and avoid duplicate labels
- PR/Issue auto-detection for numeric inputs
- Dual marker coordination with followup bot (qwen-issue-bot + qwen-maintain)
- Issue triage rules: P0-P3 priority, completeness check, version staleness,
  auto-fix/welcome-PR eligibility, related vs duplicate search strategy
- PR intake rules: author validation table by PR type, scope thresholds
  (800/1500), deep review handoff conditions, label taxonomy mapping
- Comment anti-patterns and public comment distillation
- Bot workflow skip list updated with 3 new markers
yiliang114 added a commit that referenced this pull request Jun 8, 2026
* feat(skill): supplement triage skill with gate model, intake rules, and bot coordination

Builds on #4577's triage skill with:

- Tiered gate model (comment gate + label gate) to prevent noise on
  already-reviewed PRs and avoid duplicate labels
- PR/Issue auto-detection for numeric inputs
- Dual marker coordination with followup bot (qwen-issue-bot + qwen-maintain)
- Issue triage rules: P0-P3 priority, completeness check, version staleness,
  auto-fix/welcome-PR eligibility, related vs duplicate search strategy
- PR intake rules: author validation table by PR type, scope thresholds
  (800/1500), deep review handoff conditions, label taxonomy mapping
- Comment anti-patterns and public comment distillation
- Bot workflow skip list updated with 3 new markers

* feat(ci): add @qwen /triage workflow for automated issue and PR triage

Triggers:
- Issue opened → auto triage
- PR opened → auto triage
- Comment `@qwen /triage` → re-triage (maintainers only)
- Manual workflow_dispatch

Uses qwen-code-action to invoke the triage skill, following the same
pattern as qwen-code-pr-review.yml.

* ci(triage): separate issue follow-up ownership

* ci(triage): tighten pr triage safeguards

* docs(triage): simplify skill references

* ci(triage): restore opened issue triage

* fix(ci): stabilize qwen triage runs

* fix(ci): coordinate qwen review triggers

* docs(ci): clarify triage concurrency guard

* docs(ci): clarify triage cancellation guard intent

* fix(ci): tighten qwen cancellation guards

* revert(ci): restore qwen-code-pr-review.yml to main

The review workflow changes (removing auto-trigger, conditional
cancel-in-progress) conflict with PR #4843 which redesigns the
review flow with a delay mechanism. Revert this file so the two
PRs don't conflict — review workflow improvements belong in #4843.
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4 participants