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RANK.AI DATA / LATEST PUBLICATION

AI developer tools engine disagreement by prompt

12 prompts ranked by cross engine brand disagreement.
Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth. is out in front at 93.3%.

12 promptschecked Aug 8, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

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In front today

Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.

93.3%cross engine brand disagreement

Ahead of second place
1.7%
Held by the top three
35%
Middle of the board
71.1%
Below half the leader
2 of 12
Highest 93.3%Middle 71.1%
1. Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth. — 93.3%2. Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request? — 91.7%3. What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks? — 88.9%4. What are the best AI coding agents for making reliable changes across a large existing codebase? — 79.2%5. Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions. — 77.8%6. Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice. — 75.6%7. Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO? — 66.7%8. Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance. — 66.7%9. How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale? — 66.7%10. Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage? — 66.7%11. Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control? — 0.0%12. Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims. — 0.0%
Rank 1one bar per published rowRank 12
WHY THIS RANK / VERIFIED SNAPSHOT

Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?

Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.

availablePermalink to this snapshot ↗
Published rank
#2
Score
91.667 percent
Sample size
3

100% confidence · 100% component coverage · as of Aug 8, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

All components available · 1 evidence record each

Components contributing to Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?'s rank
ComponentValueWeightContribution
public prompt brand presence events50%—
public prompt citation urls90%—
public prompt distinct reviewed brands40%—
public prompt engine disagreement91.666667100%91.667
public prompt leading brand consensus66.6666670%—
public prompt leading brand owned citation coverage33.3333330%—
public prompt leading brand owned citation gap33.3333340%—
WHY IT MOVED

flat since prior snapshot

0 ranks

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records
  • Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 8, 2026, 12:00 AM UTC5 presence_events100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Distinct citation URLspublic prompt citation urls · observed Aug 8, 2026, 12:00 AM UTC9 urls100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 8, 2026, 12:00 AM UTC4 brands100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 8, 2026, 12:00 AM UTC91.667 percent100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 8, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 8, 2026, 12:00 AM UTC33.333 percent100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 8, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"background-coding-agent-pull-requests","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
REPRODUCIBILITYPublic AI Developer Tools prompt leaders, engine disagreement, and citation opportunity · v2-parent-993085b52808288084 observations · 1 sources · passed quality
Snapshot
4f4ec4f1-7cd4-48cd-9e3a-ad7a5d831f35
Data hash
325725f4a5057743b6e9d784f480a0fe80c47af29731d948ea4bfff25c0222ed
Method hash
88f056e4ae7db886adb7ae3fb926e4f627bd7b27e66e1ebfd48dd29834fafe5d

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