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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public recommendation prompt in the Rank.ai Agent Frameworks benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 0 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 100 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 53.33 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 26.67 index_pointsderived |
Every currently published position, as of Aug 6, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Agent Frameworks Prompt Brand Leaders | 100 | 2 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Brand Leaders rank → |
| #10 | Agent Frameworks Engine Disagreement by Prompt | 0 | 3 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Engine Disagreement by Prompt rank → |
| #1 | Agent Frameworks Prompt Citation Opportunities | 100 | 5 ranks gained |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 6, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 3 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
23 published observations for Recommend a Python-first agent framework with typed dependencies, structured outputs, tool validation, and testability., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 6, 2026 | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 6, 2026 | View source
|
| v2-parent-b391f18dce56ed52 |
| Explain Agent Frameworks Prompt Citation Opportunities rank → |
| #10 | Agent Frameworks Prompt Volatility | 26.67 | — | v1-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 0 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 100 | 0% | — |
|---|
{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"typed-python-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","74dd2a6f-d524-408b-8b9d-97e208b29da8"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 26.6667index_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 6, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 53.3333percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 6, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 53.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 7presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 53.3333percent | derived | Jul 27, 2026 | View source
|
|---|