Reviewed frameworks ranked by presence across every answer in the complete category prompt-and-engine cohort.
RANK.AI DATA / LATEST PUBLICATION
AI Agent framework rank
16 companies ranked by recommendation prompt presence.
LangGraph / Deep Agents is out in front at 37.5%.
16 companieschecked Aug 6, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
LangGraph / Deep Agents
37.5%recommendation prompt presence
- Ahead of second place
- 8.3%
- Held by the top three
- 46%
- Middle of the board
- 12.5%
- Below half the leader
- 13 of 16
Highest 37.5%Middle 12.5%
WHY THIS RANK / VERIFIED SNAPSHOT
LlamaIndex
Ranks a reviewed Agent Frameworks brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
availablePermalink to this snapshot ↗
- Published rank
- #4
- Score
- 16.667 percent
- Sample size
- 24
100% confidence · 100% component coverage · as of Aug 6, 2026, 12:00 AM UTC
SCORE CONSTRUCTION
14/14 evidencedComponent ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt anthropic brand citation share | 100 | 0% | — |
| public prompt anthropic brand mention coverage | 8.333333 | 0% | — |
| public prompt anthropic brand recommendation presence | 12.5 | 0% | — |
| public prompt brand citation share | 5.555556 | 0% | — |
| public prompt brand engine breadth | 3 | 0% | — |
| public prompt brand mention coverage | 11.111111 | 0% | — |
| public prompt brand mention share | 8 | 0% | — |
| public prompt brand recommendation presence | 16.666667 | 100% | 16.667 |
| public prompt gemini brand citation share | 0 | 0% | — |
| public prompt gemini brand mention coverage | 16.666667 | 0% | — |
| public prompt gemini brand recommendation presence | 25 | 0% | — |
| public prompt openai brand citation share | 0 | 0% | — |
| public prompt openai brand mention coverage | 8.333333 | 0% | — |
| public prompt openai brand recommendation presence | 12.5 | 0% | — |
WHY IT MOVED
0 ranksflat since prior snapshot
No component moved since the prior snapshot.
PRIMARY EVIDENCE
14 public recordsSource trail
Anthropic citation sharepublic prompt anthropic brand citation share · observed Aug 6, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC8.333 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC12.5 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Citation sharepublic prompt brand citation share · observed Aug 6, 2026, 12:00 AM UTC5.556 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthpublic prompt brand engine breadth · observed Aug 6, 2026, 12:00 AM UTC3 engines100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mention coveragepublic prompt brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC11.111 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 6, 2026, 12:00 AM UTC8 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Recommendation-prompt presencepublic prompt brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC16.667 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini citation sharepublic prompt gemini brand citation share · observed Aug 6, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini mention coveragepublic prompt gemini brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC16.667 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC25 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI citation sharepublic prompt openai brand citation share · observed Aug 6, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI mention coveragepublic prompt openai brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC8.333 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC12.5 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
More in AI agent frameworks
Open-source and vendor-backed agent frameworks ranked across a fixed engineering buying corpus—with brand, prompt, engine, and citation-source views.
Reviewed frameworks ranked by distinct answer-level citations to their canonical domains.
Reviewed frameworks ranked by the number of configured model APIs on which they appear.