Reviewed frameworks ranked by the share of all the category's answers that name or cite them.
AI agent frameworks
AI Agent framework rank
16 companies ranked by how often answers to recommendation questions name or cite them.
37.5%
LangGraph / Deep Agents ranks first
Recommendation prompt presence
16
Companies ranked
Aug 6
Snapshot recorded
2026 · Rotating schedule
24
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 companies by recommendation prompt presence
LangGraph / Deep Agents leads at 37.5%; the middle of the board sits at 12.5%.
- 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
Rank, name and recommendation prompt presenceMiddle 12.5%
- 1LangGraph / Deep Agents37.5%
- 2CrewAI29.2%
- 3Microsoft Agent Framework20.8%
- 4LlamaIndex16.7%
- 5Haystack16.7%
- 6OpenAI Agents SDK16.7%
- 7Vercel AI SDK12.5%
- 8Mastra12.5%
- 9Pydantic AI12.5%
- 10Google Agent Development Kit8.3%
- 11Hugging Face smolagents4.2%
- 12DSPy4.2%
- 13Agno0.0%
- 14BeeAI Framework0.0%
- 15Claude Agent SDK0.0%
- 16Strands Agents0.0%
cited as source: 0 on 8 of 16 rows · chatgpt recommends: 0 on 7 of 16 rows · 24 checks behind each row.
| Rank | Name | Recommendation prompt presence | Mention coverage | Share of names | Engines | Change | Why |
|---|---|---|---|---|---|---|---|
| 01 | LangGraph / Deep Agents | 37.5% | 33.33% · 12 / 36 | 24% · 12 / 50 | 3 | This rankMy rank | |
| 02 | CrewAI | 29.2% | 22.22% · 8 / 36 | 16% · 8 / 50 | 3 | 1 | This rankMy rank |
| 03 | Microsoft Agent Framework | 20.8% | 13.89% · 5 / 36 | 10% · 5 / 50 | 2 | 1 | This rankMy rank |
| 04 | LlamaIndex | 16.7% | 11.11% · 4 / 36 | 8% · 4 / 50 | 3 | This rankMy rank | |
| 05 | Haystack | 16.7% | 11.11% · 4 / 36 | 8% · 4 / 50 | 3 | 3 | This rankMy rank |
| 06 | OpenAI Agents SDK | 16.7% | 11.11% · 4 / 36 | 8% · 4 / 50 | 2 | 1 | ShowingMy rank |
| 07 | Vercel AI SDK | 12.5% | 8.33% · 3 / 36 | 6% · 3 / 50 | 3 | This rankMy rank | |
| 08 | Mastra | 12.5% | 8.33% · 3 / 36 | 6% · 3 / 50 | 3 | 1 | This rankMy rank |
| 09 | Pydantic AI | 12.5% | 8.33% · 3 / 36 | 6% · 3 / 50 | 3 | 3 | This rankMy rank |
| 10 | Google Agent Development Kit | 8.3% | 5.56% · 2 / 36 | 4% · 2 / 50 | 1 | This rankMy rank | |
| 11 | Hugging Face smolagents | 4.2% | 2.78% · 1 / 36 | 2% · 1 / 50 | 1 | 5 | This rankMy rank |
| 12 | DSPy | 4.2% | 2.78% · 1 / 36 | 2% · 1 / 50 | 1 | 3 | This rankMy rank |
| 13 | Agno | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0 | This rankMy rank | |
| 14 | BeeAI Framework | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0 | This rankMy rank | |
| 15 | Claude Agent SDK | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0 | 4 | This rankMy rank |
| 16 | Strands Agents | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0 | 4 | This rankMy rank |
Why this rank
OpenAI Agents SDK on AI Agent Framework Rank
Snapshot of Aug 6, 2026, 12:00 AM UTC · Link to this snapshot
Ranks a reviewed Agent Frameworks brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
6
Rank on this board
16.667 percent
Score
24
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Recommendation presence | 16.666667 | 16.667 |
Moved down since the previous snapshot
-1 places- Anthropic brand mention coverage25 to 0-25
- OpenAI brand citation share16.667 to 0-16.667
- Anthropic brand recommendation presence12.5 to 0-12.5
- Anthropic brand citation share9.091 to 0-9.091
- Gemini brand citation share0 to 9.091+9.091
- Mention coverage19.444 to 11.111-8.333
- Recommendation presence20.833 to 16.667-4.167
- Citation share8.824 to 5.556-3.268
- Mention share10 to 8-2
- Engine breadth3 to 2-1
- Gemini brand mention coverage16.667 to 16.6670
- Gemini brand recommendation presence25 to 250
- OpenAI brand mention coverage16.667 to 16.6670
- OpenAI brand recommendation presence25 to 250
Where each number comes from
14 public recordsAnthropic citation shareAnthropic 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"}
Anthropic mention coverageAnthropic brand mention coverage · 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"}
Anthropic recommendation-prompt presenceAnthropic brand recommendation presence · 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"}
Citation shareCitation 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 breadthEngine breadth · observed Aug 6, 2026, 12:00 AM UTC2 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 coverageMention 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 shareMention 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 presenceRecommendation 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 shareGemini brand citation share · observed Aug 6, 2026, 12:00 AM UTC9.091 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 coverageGemini 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 presenceGemini 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 shareOpenAI 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 coverageOpenAI 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"}
OpenAI recommendation-prompt presenceOpenAI 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
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