16 companieschecked Aug 6, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

As of

In front today

LangGraph / Deep Agents

50.0%gemini recommendation prompt presence

Ahead of second place: 0%
Held by the top three: 43%
Middle of the board: 12.5%
Below half the leader: 9 of 16

Highest 50.0%Middle 12.5%

Rank 1one bar per published rowRank 16

cited as source: 0 on 8 of 16 rows · chatgpt recommends: 0 on 7 of 16 rows · 8 checks behind each row.

Agent Frameworks brands in Gemini model API answers current rankings
Rank	Name	Gemini recommendation prompt presence	Mention coverage	Share of names	Engines	Change	Why
01	LangGraph / Deep Agents	50.0%	33.33% · 12 / 36	24% · 12 / 50	3		This rank My rank
02	Microsoft Agent Framework	50.0%	13.89% · 5 / 36	10% · 5 / 50	2		This rank My rank
03	CrewAI	25.0%	22.22% · 8 / 36	16% · 8 / 50	3		This rank My rank
04	LlamaIndex	25.0%	11.11% · 4 / 36	8% · 4 / 50	3		This rank My rank
05	Haystack	25.0%	11.11% · 4 / 36	8% · 4 / 50	3	3	This rank My rank
06	OpenAI Agents SDK	25.0%	11.11% · 4 / 36	8% · 4 / 50	2	1	This rank My rank
07	Google Agent Development Kit	25.0%	5.56% · 2 / 36	4% · 2 / 50	1	3	Showing My rank
08	Vercel AI SDK	12.5%	8.33% · 3 / 36	6% · 3 / 50	3	1	This rank My rank
09	Mastra	12.5%	8.33% · 3 / 36	6% · 3 / 50	3		This rank My rank
10	Pydantic AI	12.5%	8.33% · 3 / 36	6% · 3 / 50	3	4	This rank My rank
11	Hugging Face smolagents	12.5%	2.78% · 1 / 36	2% · 1 / 50	1	5	This rank My rank
12	DSPy	12.5%	2.78% · 1 / 36	2% · 1 / 50	1	3	This rank My rank
13	Agno	0.0%	0% · 0 / 36	0% · 0 / 50	0		This rank My rank
14	BeeAI Framework	0.0%	0% · 0 / 36	0% · 0 / 50	0		This rank My rank
15	Claude Agent SDK	0.0%	0% · 0 / 36	0% · 0 / 50	0	4	This rank My rank
16	Strands Agents	0.0%	0% · 0 / 36	0% · 0 / 50	0	4	This rank My rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence33.3%12/36 filtered answers mention or cite LangGraph / Deep Agents

Selected-set share60.0%Share of answer-presences among the compared brands, not market share

Owned citation answers78 answer-level URL signals on reviewed owned domains

Engine breadth3/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
LangGraph / Deep Agentslangchain.com	33.3%12/36	BASE	60.0%	15	7	8	3/3
LlamaIndexllamaindex.ai	11.1%4/36	-22.2 pp	20.0%	15	1	1	3/3
OpenAI Agents SDKopenai.com	11.1%4/36	-22.2 pp	20.0%	4	1	1	2/3
Claude Agent SDKanthropic.com	0.0%0/36	-33.3 pp	0.0%	0	0	0	0/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 What are the best open-source frameworks for building reliable AI agents in a production application?recommendation	OpenAI Agents SDK 7 source URLs`fb881c4b`	No selected brand 0 source URLs`15d35094`	LangGraph / Deep Agents · C1LlamaIndexOpenAI Agents SDK 7 source URLs`00d6e450`
02 Recommend a Python-first agent framework with typed dependencies, structured outputs, tool validation, and testability.recommendation	No selected brand 6 source URLs`fbbee59f`	No selected brand 0 source URLs`7639cc71`	No selected brand 8 source URLs`7a691552`
03 Which TypeScript toolkit is best for streaming agent interfaces, tool calling, structured data, and multiple model providers?recommendation	LangGraph / Deep Agents · C1OpenAI Agents SDK 6 source URLs`bce6d15b`	No selected brand 0 source URLs`6ddd078f`	LangGraph / Deep Agents · C1OpenAI Agents SDK · C1 7 source URLs`968163ad`
04 Recommend a framework for role-based multi-agent teams, explicit handoffs, delegation, and human approval steps.recommendation	No selected brand 5 source URLs`586e7ea3`	No selected brand 0 source URLs`9db0454a`	No selected brand 6 source URLs`f0d210ec`
05 What is the best framework for durable stateful agent graphs with checkpointing, retries, memory, and human-in-the-loop control?recommendation	LangGraph / Deep Agents · C2 7 source URLs`63515c22`	LangGraph / Deep Agents 0 source URLs`fc8dc9c6`	LangGraph / Deep Agents 9 source URLs`d7fbfdc5`
06 Which enterprise agent framework is strongest for .NET or Java teams that need plugins, governance, telemetry, and orchestration?recommendation	No selected brand 5 source URLs`630c51ba`	No selected brand 0 source URLs`11f2d943`	No selected brand 8 source URLs`8aa3e928`
07 Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility.recommendation	No selected brand 5 source URLs`531da4a9`	LangGraph / Deep Agents 0 source URLs`0389df36`	No selected brand 9 source URLs`e2dcebd4`
08 Which agent framework is best for retrieval-heavy applications that use documents, data connectors, indexes, and citations?recommendation	LlamaIndex 5 source URLs`dedda6f2`	LangGraph / Deep AgentsLlamaIndex · C1 5 source URLs`38dd6872`	LangGraph / Deep AgentsLlamaIndex 7 source URLs`f07ea565`
09 How should a team compare AI agent frameworks for abstraction overhead, model portability, lock-in, and debugging complexity?commercial	LangGraph / Deep Agents · C1 6 source URLs`4879a5d3`	No selected brand 0 source URLs`3363e42a`	No selected brand 5 source URLs`1691b2f5`
10 Which reliability criteria matter when choosing an agent framework, including state, retries, tracing, and deterministic tests?commercial	No selected brand 6 source URLs`3c0c2f47`	No selected brand 0 source URLs`ef4cc8a7`	No selected brand 8 source URLs`743412f3`
11 When should an engineering team adopt an agent framework instead of building a tool-calling loop directly on a model API?commercial	LangGraph / Deep Agents · C1 7 source URLs`93655c16`	No selected brand 0 source URLs`cec78834`	LangGraph / Deep Agents · C1 6 source URLs`8c560eb7`
12 How should a company evaluate maintainer commitment, licensing, release stability, and migration risk in an agent framework?commercial	No selected brand 5 source URLs`b582f03a`	No selected brand 0 source URLs`e9a839c2`	No selected brand 1 source URLs`40080212`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position
reddit.com ↗	10	10	2	#1
github.com ↗	9	8	3	#3
medium.com ↗	7	7	2	#2
langchain.com ↗	7	3	2	#1
youtube.com ↗	6	6	3	#1
ibm.com ↗	6	3	3	#1
linkedin.com ↗	5	6	2	#3
ayautomate.com ↗	5	3	2	#1
arxiv.org ↗	4	3	2	#1
learn.microsoft.com ↗	4	3	2	#1
rank.ai ↗	3	3	1	#1
pub.towardsai.net ↗	3	3	2	#3
machinelearningmastery.com ↗	3	2	2	#3
zylos.ai ↗	3	2	2	#3
galileo.ai ↗	2	2	2	#3
instaclustr.com ↗	2	2	2	#3
arize.com ↗	2	2	2	#4
ankursnewsletter.com ↗	2	1	2	#2
cekuma.com ↗	2	1	2	#2
databricks.com ↗	2	1	2	#6

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

ai-agent-frameworks-2026-07-27 / 4-ai-agent-frameworks-2026-07-27-models-64232fd32583

Published rank: #7
Score: 25 percent
Sample size: 8

100% confidence · 100% component coverage · as of Aug 6, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

14/14 evidenced

All components available · 1 evidence record each

Components contributing to Google Agent Development Kit's rank
Component	Value	Weight	Contribution
public prompt anthropic brand citation share	0	0%	—
public prompt anthropic brand mention coverage	0	0%	—
public prompt anthropic brand recommendation presence	0	0%	—
public prompt brand citation share	5.555556	0%	—
public prompt brand engine breadth	1	0%	—
public prompt brand mention coverage	5.555556	0%	—
public prompt brand mention share	4	0%	—
public prompt brand recommendation presence	8.333333	0%	—
public prompt gemini brand citation share	9.090909	0%	—
public prompt gemini brand mention coverage	16.666667	0%	—
public prompt gemini brand recommendation presence	25	100%	25
public prompt openai brand citation share	0	0%	—
public prompt openai brand mention coverage	0	0%	—
public prompt openai brand recommendation presence	0	0%	—

WHY IT MOVED

up since prior snapshot

+3 ranks

public prompt gemini brand recommendation presence12.5 → 25
+12.5
public prompt gemini brand mention coverage8.333 → 16.667
+8.333
public prompt brand recommendation presence4.167 → 8.333
+4.167
public prompt brand mention coverage2.778 → 5.556
+2.778
public prompt brand citation share2.941 → 5.556
+2.614
public prompt brand mention share1.429 → 4
+2.571
public prompt anthropic brand citation share0 → 0
0
public prompt anthropic brand mention coverage0 → 0
0
public prompt anthropic brand recommendation presence0 → 0
0
public prompt brand engine breadth1 → 1
0
public prompt gemini brand citation share9.091 → 9.091
0
public prompt openai brand citation share0 → 0
0
public prompt openai brand mention coverage0 → 0
0
public prompt openai brand recommendation presence0 → 0
0

PRIMARY EVIDENCE

Source trail

14 public records

Anthropic citation sharepublic prompt anthropic 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"}
Open primary evidence ↗
Anthropic mention coveragepublic prompt anthropic 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"}
Open primary evidence ↗
Anthropic recommendation-prompt presencepublic prompt anthropic 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"}
Open primary evidence ↗
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"}
Open primary evidence ↗
Engine breadthpublic prompt brand engine breadth · observed Aug 6, 2026, 12:00 AM UTC1 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"}
Open primary evidence ↗
Mention coveragepublic prompt brand mention coverage · 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"}
Open primary evidence ↗
Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 6, 2026, 12:00 AM UTC4 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"}
Open primary evidence ↗
Recommendation-prompt presencepublic prompt brand recommendation presence · 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"}
Open primary evidence ↗
Gemini citation sharepublic prompt gemini 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"}
Open primary evidence ↗
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"}
Open primary evidence ↗
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"}
Open primary evidence ↗
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
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Open primary evidence ↗
OpenAI mention coveragepublic prompt openai 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
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Open primary evidence ↗
OpenAI recommendation-prompt presencepublic prompt openai 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
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Open primary evidence ↗

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Plain textAgent Frameworks Brands in Gemini Model API Answers. Rank.ai, data as of August 6, 2026. https://www.rank.ai/rankings/agent-frameworks/ai-agent-frameworks-brand-gemini-visibility
HTML<a href="https://www.rank.ai/rankings/agent-frameworks/ai-agent-frameworks-brand-gemini-visibility">Agent Frameworks Brands in Gemini Model API Answers</a> — Rank.ai, data as of August 6, 2026
Markdown[Agent Frameworks Brands in Gemini Model API Answers](https://www.rank.ai/rankings/agent-frameworks/ai-agent-frameworks-brand-gemini-visibility) — Rank.ai, data as of August 6, 2026
APARank.ai. (2026). Agent Frameworks Brands in Gemini Model API Answers. Retrieved September 10, 2026, from https://www.rank.ai/rankings/agent-frameworks/ai-agent-frameworks-brand-gemini-visibility

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<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/agent-frameworks/ai-agent-frameworks-brand-gemini-visibility">Agent Frameworks Brands in Gemini Model API Answers</a> by Rank.ai</p>

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