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Most-cited domains in Agent Frameworks answers

Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.

Coverage: 120 entities
Confidence: 100%
Freshness: current
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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cited-answer coverage

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120of 120 rows

Most-cited domains in Agent Frameworks answers current rankings
Rank	Entity	Cited-answer coverage	Public Prompt Source Best Position	Public Prompt Source Cited Answer Count	Public Prompt Source Distinct Url Count	Public Prompt Source Engine Breadth	Public Prompt Source Mean Position	Public Prompt Source Median Position	Confidence	N	Change	Trend	Explain
01	youtube.comsource	30.6%	1	11	10	3	3.3	3	100%	36	—	—	Why this rank
02	reddit.comsource	27.8%	1	10	12	3	4.3	4.5	100%	36	—	—	Why this rank
03	learn.microsoft.comsource	22.2%	1	8	6	3	2.7	3	100%	36	—	—	Why this rank
04	langchain.comsource	22.2%	1	8	5	3	3.3	3	100%	36	—	—	Why this rank
05	medium.comsource	19.4%	2	7	7	3	4.4	4	100%	36	—	—	Why this rank
06	github.comsource	19.4%	4	7	6	3	5.1	5	100%	36	—	—	Why this rank
07	cloudsecurityalliance.orgsource	8.3%	4	3	1	3	4.7	5	100%	36	—	—	Why this rank
08	linkedin.comsource	8.3%	4	3	3	3	5.3	6	100%	36	—	—	Why this rank
09	arxiv.orgsource	8.3%	2	3	3	2	2.3	2	100%	36	—	—	Why this rank
10	pydantic.devsource	8.3%	1	3	6	2	3	2	100%	36	—	—	Why this rank
11	langfuse.comsource	8.3%	3	3	1	2	3	3	100%	36	—	—	Why this rank
12	braintrust.devsource	8.3%	3	3	2	2	5.3	6	100%	36	—	—	Why this rank
13	machinelearningmastery.comsource	5.6%	1	2	2	2	1.5	1.5	100%	36	—	—	Why this rank
14	ayautomate.comsource	5.6%	2	2	1	2	2	2	100%	36	—	—	Why this rank
15	aembit.iosource	5.6%	1	2	1	2	3	3	100%	36	—	—	Why this rank
16	arize.comsource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
17	firecrawl.devsource	5.6%	1	2	1	2	3	3	100%	36	—	—	Why this rank
18	rasa.comsource	5.6%	1	2	2	2	3	3	100%	36	—	—	Why this rank
19	zenml.iosource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
20	developersdigest.techsource	5.6%	3	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
21	armosec.iosource	5.6%	2	2	1	2	4.5	4.5	100%	36	—	—	Why this rank
22	augmentcode.comsource	5.6%	3	2	1	2	4.5	4.5	100%	36	—	—	Why this rank
23	developers.openai.comsource	5.6%	1	2	2	2	4.5	4.5	100%	36	—	—	Why this rank
24	galileo.aisource	5.6%	1	2	2	1	2	2	100%	36	—	—	Why this rank
25	ai-sdk.devsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
26	catalystandcode.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
27	cloudconsultingfirms.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
28	confident-ai.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
29	datagrid.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
30	docs.cloud.google.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
31	graphlit.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
32	myengineeringpath.devsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
33	onlc.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
34	prefactor.techsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
35	redis.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
36	sciencedirect.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
37	snowflake.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
38	zylos.aisource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
39	bravent.netsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
40	datacamp.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
41	developers.googleblog.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
42	diagrid.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
43	engineering.freeagent.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
44	icertglobal.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
45	kilo.aisource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
46	monday.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
47	okta.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
48	onlinelibrary.wiley.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
49	pecollective.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
50	restate.devsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
51	sph.shsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
52	techtarget.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
53	veritrust.vcsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
54	cohere.comsource	2.8%	1	1	4	1	2.5	2.5	100%	36	—	—	Why this rank
55	alphacorp.aisource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
56	betsol.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
57	cncf.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
58	facebook.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
59	hackernoon.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
60	lakefs.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
61	next.redhat.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
62	olostep.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
63	openai.github.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
64	openid.netsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
65	preciofishbone.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
66	pub.towardsai.netsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
67	semver.orgsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
68	stackoverflow.comsource	2.8%	2	1	2	1	3	3	100%	36	—	—	Why this rank
69	szeyusim.medium.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
70	tigera.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
71	upstash.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
72	xpay.shsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
73	10pearls.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
74	azumo.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
75	azureguru.netsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
76	blog.promptlayer.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
77	botpress.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
78	daily.devsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
79	instaclustr.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
80	mdpi.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
81	mehmetozkaya.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
82	mlflow.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
83	moxo.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
84	securew2.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
85	tech.appunite.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
86	towardsdatascience.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
87	trackmind.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
88	blogs.oracle.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
89	buildmvpfast.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
90	cordum.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
91	dev.tosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
92	digitalocean.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
93	docs.aws.amazon.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
94	jamesqquick.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
95	jetlink.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
96	kogifi.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
97	news.ycombinator.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
98	openlayer.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
99	pondhouse-data.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
100	workos.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
101	comet.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
102	community.cisco.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
103	docs.langchain.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
104	gumloop.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
105	inference-docs.cerebras.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
106	jamiemaguire.netsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
107	linx.securitysource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
108	natesnewsletter.substack.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
109	odsc.medium.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
110	scalekit.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
111	techwithibrahim.medium.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
112	vdf.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
113	blog.devgenius.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
114	boomi.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
115	i-programmer.infosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
116	mabl.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
117	blog.ayqy.netsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
118	microsoft.comsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
119	nhimg.orgsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
120	mem0.aisource	2.8%	9	1	1	1	9	9	100%	36	—	—	Why this rank

Most-cited domains in Agent Frameworks answers current rankings
Rank	Entity	Cited-answer coverage	Public Prompt Source Best Position	Public Prompt Source Cited Answer Count	Public Prompt Source Distinct Url Count	Public Prompt Source Engine Breadth	Public Prompt Source Mean Position	Public Prompt Source Median Position	Confidence	N	Change	Trend	Explain
01	youtube.comsource	30.6%	1	11	10	3	3.3	3	100%	36	—	—	Why this rank
02	reddit.comsource	27.8%	1	10	12	3	4.3	4.5	100%	36	—	—	Why this rank
03	learn.microsoft.comsource	22.2%	1	8	6	3	2.7	3	100%	36	—	—	Why this rank
04	langchain.comsource	22.2%	1	8	5	3	3.3	3	100%	36	—	—	Why this rank
05	medium.comsource	19.4%	2	7	7	3	4.4	4	100%	36	—	—	Why this rank
06	github.comsource	19.4%	4	7	6	3	5.1	5	100%	36	—	—	Why this rank
07	cloudsecurityalliance.orgsource	8.3%	4	3	1	3	4.7	5	100%	36	—	—	Why this rank
08	linkedin.comsource	8.3%	4	3	3	3	5.3	6	100%	36	—	—	Why this rank
09	arxiv.orgsource	8.3%	2	3	3	2	2.3	2	100%	36	—	—	Why this rank
10	pydantic.devsource	8.3%	1	3	6	2	3	2	100%	36	—	—	Why this rank
11	langfuse.comsource	8.3%	3	3	1	2	3	3	100%	36	—	—	Why this rank
12	braintrust.devsource	8.3%	3	3	2	2	5.3	6	100%	36	—	—	Why this rank
13	machinelearningmastery.comsource	5.6%	1	2	2	2	1.5	1.5	100%	36	—	—	Why this rank
14	ayautomate.comsource	5.6%	2	2	1	2	2	2	100%	36	—	—	Why this rank
15	aembit.iosource	5.6%	1	2	1	2	3	3	100%	36	—	—	Why this rank
16	arize.comsource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
17	firecrawl.devsource	5.6%	1	2	1	2	3	3	100%	36	—	—	Why this rank
18	rasa.comsource	5.6%	1	2	2	2	3	3	100%	36	—	—	Why this rank
19	zenml.iosource	5.6%	2	2	2	2	3	3	100%	36	—	—	Why this rank
20	developersdigest.techsource	5.6%	3	2	2	2	3.5	3.5	100%	36	—	—	Why this rank
21	armosec.iosource	5.6%	2	2	1	2	4.5	4.5	100%	36	—	—	Why this rank
22	augmentcode.comsource	5.6%	3	2	1	2	4.5	4.5	100%	36	—	—	Why this rank
23	developers.openai.comsource	5.6%	1	2	2	2	4.5	4.5	100%	36	—	—	Why this rank
24	galileo.aisource	5.6%	1	2	2	1	2	2	100%	36	—	—	Why this rank
25	ai-sdk.devsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
26	catalystandcode.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
27	cloudconsultingfirms.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
28	confident-ai.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
29	datagrid.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
30	docs.cloud.google.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
31	graphlit.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
32	myengineeringpath.devsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
33	onlc.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
34	prefactor.techsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
35	redis.iosource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
36	sciencedirect.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
37	snowflake.comsource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
38	zylos.aisource	2.8%	1	1	1	1	1	1	100%	36	—	—	Why this rank
39	bravent.netsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
40	datacamp.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
41	developers.googleblog.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
42	diagrid.iosource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
43	engineering.freeagent.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
44	icertglobal.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
45	kilo.aisource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
46	monday.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
47	okta.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
48	onlinelibrary.wiley.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
49	pecollective.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
50	restate.devsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
51	sph.shsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
52	techtarget.comsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
53	veritrust.vcsource	2.8%	2	1	1	1	2	2	100%	36	—	—	Why this rank
54	cohere.comsource	2.8%	1	1	4	1	2.5	2.5	100%	36	—	—	Why this rank
55	alphacorp.aisource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
56	betsol.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
57	cncf.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
58	facebook.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
59	hackernoon.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
60	lakefs.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
61	next.redhat.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
62	olostep.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
63	openai.github.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
64	openid.netsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
65	preciofishbone.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
66	pub.towardsai.netsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
67	semver.orgsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
68	stackoverflow.comsource	2.8%	2	1	2	1	3	3	100%	36	—	—	Why this rank
69	szeyusim.medium.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
70	tigera.iosource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
71	upstash.comsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
72	xpay.shsource	2.8%	3	1	1	1	3	3	100%	36	—	—	Why this rank
73	10pearls.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
74	azumo.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
75	azureguru.netsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
76	blog.promptlayer.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
77	botpress.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
78	daily.devsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
79	instaclustr.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
80	mdpi.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
81	mehmetozkaya.medium.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
82	mlflow.orgsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
83	moxo.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
84	securew2.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
85	tech.appunite.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
86	towardsdatascience.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
87	trackmind.comsource	2.8%	4	1	1	1	4	4	100%	36	—	—	Why this rank
88	blogs.oracle.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
89	buildmvpfast.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
90	cordum.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
91	dev.tosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
92	digitalocean.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
93	docs.aws.amazon.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
94	jamesqquick.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
95	jetlink.iosource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
96	kogifi.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
97	news.ycombinator.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
98	openlayer.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
99	pondhouse-data.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
100	workos.comsource	2.8%	5	1	1	1	5	5	100%	36	—	—	Why this rank
101	comet.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
102	community.cisco.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
103	docs.langchain.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
104	gumloop.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
105	inference-docs.cerebras.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
106	jamiemaguire.netsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
107	linx.securitysource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
108	natesnewsletter.substack.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
109	odsc.medium.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
110	scalekit.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
111	techwithibrahim.medium.comsource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
112	vdf.aisource	2.8%	6	1	1	1	6	6	100%	36	—	—	Why this rank
113	blog.devgenius.iosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
114	boomi.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
115	i-programmer.infosource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
116	mabl.comsource	2.8%	7	1	1	1	7	7	100%	36	—	—	Why this rank
117	blog.ayqy.netsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
118	microsoft.comsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
119	nhimg.orgsource	2.8%	8	1	1	1	8	8	100%	36	—	—	Why this rank
120	mem0.aisource	2.8%	9	1	1	1	9	9	100%	36	—	—	Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence47.2%17/36 filtered answers mention or cite LangGraph / Deep Agents

Selected-set share53.1%Share of answer-presences among the compared brands, not market share

Owned citation answers99 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	47.2%17/36	BASE	53.1%	36	9	9	3/3
OpenAI Agents SDKopenai.com	19.4%7/36	-27.8 pp	21.9%	7	2	3	3/3
LlamaIndexllamaindex.ai	19.4%7/36	-27.8 pp	21.9%	24	0	0	3/3
Claude Agent SDKanthropic.com	2.8%1/36	-44.4 pp	3.1%	1	0	0	1/3

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	LangGraph / Deep AgentsLlamaIndexOpenAI Agents SDK 6 source URLs`41971e85`	LangGraph / Deep AgentsLlamaIndexOpenAI Agents SDK 5 source URLs`718379e1`	LangGraph / Deep Agents · C1OpenAI Agents SDK 6 source URLs`56cc6b52`
02 Recommend a Python-first agent framework with typed dependencies, structured outputs, tool validation, and testability.recommendation	No selected brand 5 source URLs`e47f4bfd`	LangGraph / Deep AgentsLlamaIndexClaude Agent SDK 6 source URLs`42537bd5`	No selected brand 7 source URLs`e32ac3c3`
03 Which TypeScript toolkit is best for streaming agent interfaces, tool calling, structured data, and multiple model providers?recommendation	OpenAI Agents SDK · C2 4 source URLs`ace86461`	LangGraph / Deep Agents · C1LlamaIndex 6 source URLs`88463431`	LangGraph / Deep Agents · C1LlamaIndex 6 source URLs`49bfb393`
04 Recommend a framework for role-based multi-agent teams, explicit handoffs, delegation, and human approval steps.recommendation	No selected brand 6 source URLs`6770ec4f`	LangGraph / Deep Agents 8 source URLs`05ae184b`	No selected brand 8 source URLs`f247d333`
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 5 source URLs`44f53c83`	LangGraph / Deep Agents 7 source URLs`97b82c05`	LangGraph / Deep AgentsOpenAI Agents SDK 7 source URLs`ce14c8ab`
06 Which enterprise agent framework is strongest for .NET or Java teams that need plugins, governance, telemetry, and orchestration?recommendation	No selected brand 3 source URLs`3b9c0292`	No selected brand 7 source URLs`7b94c93b`	No selected brand 7 source URLs`567e3926`
07 Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility.recommendation	No selected brand 6 source URLs`2696686b`	No selected brand 5 source URLs`9575b6aa`	No selected brand 8 source URLs`bbda1af4`
08 Which agent framework is best for retrieval-heavy applications that use documents, data connectors, indexes, and citations?recommendation	No selected brand 4 source URLs`b69e6e1f`	LangGraph / Deep Agents · C1LlamaIndex 5 source URLs`f146a2c7`	LangGraph / Deep AgentsLlamaIndex 4 source URLs`774a05c8`
09 How should a team compare AI agent frameworks for abstraction overhead, model portability, lock-in, and debugging complexity?commercial	No selected brand 7 source URLs`44032dc1`	LangGraph / Deep Agents · C1OpenAI Agents SDK 6 source URLs`29dfbcd0`	LangGraph / Deep Agents · C1 6 source URLs`ed9340c2`
10 Which reliability criteria matter when choosing an agent framework, including state, retries, tracing, and deterministic tests?commercial	No selected brand 8 source URLs`b55addca`	OpenAI Agents SDK · C1 9 source URLs`fc970dce`	No selected brand 0 source URLs`ec1a0512`
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 8 source URLs`de64cdd1`	LangGraph / Deep Agents · C1 4 source URLs`40a4a51e`	LangGraph / Deep Agents · C1 4 source URLs`d2ae1873`
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`a0f5d33d`	No selected brand 4 source URLs`4c53cdf6`	No selected brand 0 source URLs`efabfbc9`

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	Evidence
youtube.com	11	10	3	#1	Open source ↗
reddit.com	10	12	3	#1	Open source ↗
learn.microsoft.com	8	6	3	#1	Open source ↗
langchain.com	8	5	3	#1	Open source ↗
medium.com	7	7	3	#2	Open source ↗
github.com	7	6	3	#4	Open source ↗
pydantic.dev	3	6	2	#1	Open source ↗
arxiv.org	3	3	2	#2	Open source ↗
linkedin.com	3	3	3	#4	Open source ↗
braintrust.dev	3	2	2	#3	Open source ↗
langfuse.com	3	1	2	#3	Open source ↗
cloudsecurityalliance.org	3	1	3	#4	Open source ↗
developers.openai.com	2	2	2	#1	Open source ↗
galileo.ai	2	2	1	#1	Open source ↗
machinelearningmastery.com	2	2	2	#1	Open source ↗
rasa.com	2	2	2	#1	Open source ↗
arize.com	2	2	2	#2	Open source ↗
zenml.io	2	2	2	#2	Open source ↗
developersdigest.tech	2	2	2	#3	Open source ↗
aembit.io	2	1	2	#1	Open source ↗

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

Most-cited domains in Agent Frameworks answers

Current rankings

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view