Niches

Every niche below is a group of similar recent launches. The Opportunity column ranks which ones look most worth a closer look — growing, not crowded yet, and not already saturated with copies of the same idea. Drag a slider to change what "worth a look" means to you.

Recent window: last 5.3 months (2026-04-28 → 2026-10-06), compared with the prior 5.3 months.

Momentum vs. crowding

Each dot is one niche. Left-to-right is momentum — further right means growing faster than the prior period, left of center means shrinking. Top-to-bottom is crowding, inverted — higher means fewer competing launches right now, so the spot worth a closer look is the top-right corner: growing fast and not crowded yet. Bubble size is how many launches the niche has had recently (bigger = more already in that space). Color is the same stage as the breakdown below. Hover a dot for the niche's name and exact numbers, or click a dot to jump to it in the list below and open its details.

Stage breakdown

The same niches above, split by stage — colors match the dots above. Heating: growing, room left before it's crowded. Forming: too early to call either way. Crowded: high recent volume and launches that look alike. Cooling: shrinking.

#	Stage	Niche	Recent	Total	Momentum	Attention	Crowding	Concentration	Opportunity ▼
1	heating	API gateways and developer infrastructure	11	14	+300.0	0.85	0.00	0.87	0.74
2	heating	ai image generation api gateways	17	18	+300.0	0.83	0.01	0.86	0.74
3	heating	Grok API gateways and tools	31	32	+300.0	0.84	0.06	0.85	0.73
4	heating	unified AI model API gateways	18	19	+300.0	0.85	0.01	0.90	0.73
5	heating	generative video and image API gateways	35	37	+300.0	0.83	0.07	0.88	0.72
6	heating	generative AI model API gateways	41	49	+300.0	0.82	0.12	0.84	0.71
7	heating	teleprompter and video recording tools	36	47	+300.0	0.74	0.08	0.83	0.71
8	heating	intentional professional networking platforms	38	39	+300.0	0.74	0.09	0.84	0.70
9	heating	AI model API gateways and relays	52	53	+300.0	0.84	0.18	0.85	0.70
10	heating	self-hosted investment portfolio trackers	34	42	+300.0	0.70	0.07	0.86	0.69
11	heating	ai video api integration tools	30	38	+300.0	0.65	0.05	0.84	0.69
12	heating	desktop multimedia and video tools	26	31	+300.0	0.55	0.03	0.82	0.67
13	heating	professional networking and matchmaking tools	53	64	+300.0	0.67	0.19	0.81	0.67
14	heating	gaming utility tools and mods	35	38	+300.0	0.57	0.07	0.85	0.66
15	heating	wedding and event planning tools	70	80	+300.0	0.74	0.29	0.80	0.66
16	heating	social media reporting and automation bots	57	64	+300.0	0.68	0.22	0.82	0.66
17	heating	custom carplay and infotainment mods	47	47	+300.0	0.56	0.15	0.80	0.65
18	heating	censorship bypass and network utilities	41	46	+300.0	0.58	0.12	0.86	0.65
19	heating	AI image APIs and creation tools	24	29	+300.0	0.48	0.02	0.86	0.65
20	heating	unified AI API gateways and relays	70	76	+300.0	0.74	0.29	0.86	0.65
21	heating	Roblox script executors and utilities	52	61	+300.0	0.61	0.18	0.84	0.65
22	heating	crypto transaction and payment tools	25	32	+300.0	0.44	0.03	0.83	0.65
23	heating	professional desktop software and utilities	97	101	+300.0	0.86	0.46	0.81	0.65
24	heating	AI model API proxies and gateways	41	42	+300.0	0.54	0.12	0.85	0.64
25	heating	ComfyUI custom nodes and extensions	40	45	+300.0	0.50	0.10	0.85	0.64
26	heating	hardware-reactive animations and UI experiments	66	72	+300.0	0.62	0.26	0.82	0.64
27	heating	open-source personal wealth trackers	46	50	+300.0	0.53	0.14	0.85	0.64
28	heating	GPU upscaling and frame generation tools	46	56	+300.0	0.50	0.14	0.82	0.63
29	heating	developer utilities for coding agents	33	37	+300.0	0.42	0.06	0.83	0.63
30	heating	open-source AI music generation tools	27	28	+300.0	0.38	0.03	0.82	0.63
31	heating	coding agents and developer CLI tools	49	59	+300.0	0.50	0.16	0.82	0.63
32	heating	API wrappers for AI subscriptions	51	55	+300.0	0.51	0.17	0.84	0.63
33	heating	MetaTrader indicators and trading strategies	40	46	+300.0	0.42	0.10	0.82	0.62
34	heating	desktop chat copilots and utilities	55	59	+300.0	0.51	0.20	0.82	0.62
35	heating	MiniMax and generative video tooling	37	40	+300.0	0.42	0.08	0.84	0.62
36	heating	consumer rewards and gift card guides	21	55	+300.0	0.32	0.02	0.82	0.62
37	heating	gift card and payment platforms	17	32	+300.0	0.32	0.01	0.84	0.62
38	heating	metabolic health and GLP-1 tracking	27	32	+300.0	0.32	0.03	0.82	0.62
39	heating	Claude video prompts and showcases	66	71	+300.0	0.56	0.26	0.83	0.62
40	heating	consumer rewards and incentive platforms	28	30	+300.0	0.31	0.04	0.80	0.62
41	heating	ai hairstyle and grooming tools	28	35	+300.0	0.32	0.04	0.82	0.61
42	heating	scientific research and laboratory tools	29	37	+300.0	0.32	0.05	0.82	0.61
43	heating	crypto wallet automation and scripts	45	53	+300.0	0.42	0.13	0.84	0.61
44	heating	AI video editing and automation tools	75	86	+300.0	0.61	0.32	0.85	0.61
45	heating	software directories and resource portals	30	65	+300.0	0.31	0.05	0.82	0.61
46	heating	Android utilities and novelty tools	24	25	+300.0	0.31	0.02	0.85	0.61
47	heating	travel eSIMs and virtual numbers	37	47	+300.0	0.32	0.08	0.81	0.61
48	heating	macOS notch and desktop utilities	100	121	+300.0	0.74	0.48	0.83	0.61
49	heating	gift card and reward platforms	22	24	+300.0	0.31	0.02	0.86	0.61
50	heating	crypto wallet utilities and developer tools	73	99	+300.0	0.56	0.31	0.83	0.61
51	heating	email template and signature builders	40	51	+300.0	0.33	0.10	0.81	0.61
52	heating	fruit fly connectome AI tools	78	87	+300.0	0.59	0.34	0.82	0.61
53	heating	psychedelic and psychoactive substance tools	42	52	+300.0	0.32	0.13	0.77	0.61
54	heating	skill training and course platforms	39	47	+300.0	0.32	0.09	0.81	0.61
55	heating	focus timers and mindful productivity apps	85	97	+300.0	0.62	0.38	0.82	0.61
56	heating	voice interfaces and audio utilities	55	72	+300.0	0.46	0.20	0.84	0.60
57	heating	photo-to-craft and pattern generators	39	49	+300.0	0.32	0.09	0.81	0.60
58	heating	gaming overlays, mods, and cheats	94	101	+300.0	0.67	0.44	0.82	0.60
59	heating	ai photo-to-video generators	35	45	+300.0	0.32	0.07	0.85	0.60
60	heating	video game mods and utilities	40	44	+300.0	0.31	0.10	0.80	0.60
61	heating	computer science and AI research implementations	64	81	+300.0	0.49	0.25	0.83	0.60
62	heating	digital divination and spiritual apps	40	44	+300.0	0.31	0.10	0.81	0.60
63	heating	on-demand delivery and dispatch platforms	42	49	+300.0	0.32	0.13	0.80	0.60
64	heating	video editing and visual effects software	74	82	+300.0	0.51	0.31	0.81	0.60
65	forming	iOS photo and utility apps	107	134	+300.0	0.74	0.54	0.81	0.60
66	heating	bookmarking and personal reading tools	59	66	+300.0	0.45	0.23	0.83	0.60
67	heating	casual games and developer toys	76	88	+300.0	0.51	0.33	0.80	0.60
68	heating	digital agency and freelance consulting services	48	54	+300.0	0.32	0.15	0.79	0.60
69	heating	novelty web tools and curiosities	49	64	+300.0	0.32	0.16	0.78	0.60
70	heating	iOS system utilities and modding tools	48	52	+300.0	0.31	0.15	0.78	0.59
71	heating	local inference and ComfyUI tools	63	71	+300.0	0.45	0.25	0.83	0.59
72	heating	on-device AI runtimes and inference	75	99	+294.7	0.54	0.32	0.84	0.59
73	heating	screen diagnostics and inspection tools	49	54	+300.0	0.32	0.16	0.80	0.59
74	heating	online casino and gambling platforms	48	56	+300.0	0.31	0.15	0.80	0.59
75	heating	consumer gift cards and digital gifting	46	46	+300.0	0.31	0.14	0.81	0.59
76	heating	spreadsheet enhancement and automation tools	72	90	+300.0	0.48	0.30	0.82	0.59
77	heating	digital accessibility and compliance tools	49	54	+300.0	0.32	0.16	0.81	0.59
78	heating	video game mods and cheats	77	81	+300.0	0.49	0.33	0.81	0.59
79	heating	keyboards and input peripheral tools	65	86	+300.0	0.40	0.26	0.81	0.58
80	heating	chess analysis and AI tools	49	61	+300.0	0.32	0.16	0.83	0.58
81	forming	ai meeting notetakers and transcription	115	142	+300.0	0.74	0.57	0.84	0.58
82	heating	visual art and surface design tools	51	56	+300.0	0.31	0.17	0.81	0.58
83	heating	software license guides and utilities	27	29	+300.0	0.18	0.03	0.82	0.58
84	heating	identity verification and immigration tools	53	63	+300.0	0.31	0.19	0.80	0.58
85	heating	sports tracking and tournament management	58	63	+300.0	0.32	0.22	0.81	0.57
86	heating	niche apparel and fashion brands	62	66	+300.0	0.31	0.24	0.77	0.57
87	heating	rss readers and personal feed tools	68	89	+300.0	0.38	0.28	0.82	0.57
88	heating	decision spinners and casual game utilities	60	67	+300.0	0.32	0.23	0.80	0.57
89	heating	consumer deals and reward platforms	54	56	+300.0	0.32	0.20	0.83	0.57
90	heating	app testing and launch validation tools	63	72	+300.0	0.34	0.25	0.81	0.57
91	heating	typing practice and keyboard tools	56	71	+300.0	0.31	0.21	0.82	0.57
92	heating	desktop customization and system utilities	81	87	+300.0	0.45	0.36	0.82	0.57
93	heating	robotics simulation and embodied AI	85	97	+300.0	0.49	0.38	0.83	0.57
94	heating	ai prompts, templates, and guides	55	65	+300.0	0.31	0.20	0.83	0.57
95	heating	novelty apps and casual web experiments	61	69	+300.0	0.31	0.24	0.80	0.57
96	heating	experimental AI and verification tools	56	69	+300.0	0.31	0.21	0.83	0.57
97	heating	packaging, labeling, and gifting tools	66	75	+300.0	0.31	0.26	0.78	0.57
98	heating	parenting and family tracking apps	64	73	+300.0	0.32	0.25	0.81	0.56
99	heating	Discord automation and customization tools	89	102	+300.0	0.49	0.40	0.83	0.56
100	heating	social engagement and dm automation	60	72	+300.0	0.32	0.23	0.83	0.56
101	heating	AI search and crawler management tools	96	116	+300.0	0.54	0.45	0.83	0.56
102	heating	unified AI model API gateways	76	86	+300.0	0.47	0.33	0.89	0.56
103	heating	gaming companion and modding tools	56	61	+300.0	0.31	0.21	0.84	0.56
104	heating	adversarial security and jailbreak tools	58	69	+300.0	0.31	0.22	0.83	0.56
105	crowded	macOS voice dictation and typing tools	132	165	+300.0	0.74	0.66	0.83	0.56
106	heating	quirky interactive tools and visualizations	92	115	+300.0	0.45	0.42	0.79	0.56
107	heating	neural rendering and graphics tools	95	109	+300.0	0.51	0.44	0.83	0.56
108	crowded	macOS and desktop system utilities	134	166	+300.0	0.73	0.67	0.82	0.56
109	heating	academic resources and learning platforms	71	85	+300.0	0.31	0.30	0.77	0.56
110	heating	media conversion and processing utilities	68	82	+300.0	0.32	0.28	0.81	0.56
111	heating	digital sketching and drawing tools	71	86	+300.0	0.32	0.30	0.80	0.56
112	heating	developer dashboards and control panels	97	104	+300.0	0.47	0.46	0.78	0.56
113	heating	social gifting, wishlists, and greeting cards	68	81	+300.0	0.31	0.28	0.81	0.55
114	heating	game modding tools and Minecraft clients	86	104	+300.0	0.42	0.38	0.82	0.55
115	heating	computational biology and personalized therapeutics	74	81	+300.0	0.31	0.31	0.78	0.55
116	heating	gift cards and giveaway platforms	64	75	+300.0	0.31	0.25	0.84	0.55
117	heating	desktop document and markdown editors	92	123	+300.0	0.47	0.42	0.84	0.55
118	forming	audio editing and music production software	106	131	+300.0	0.56	0.54	0.82	0.55
119	heating	event photo sharing and invitations	75	87	+300.0	0.32	0.32	0.82	0.55
120	heating	event management and ticketing platforms	77	88	+300.0	0.32	0.33	0.80	0.55
121	heating	computational geometry and spatial algorithms	40	44	+300.0	0.14	0.10	0.86	0.55
122	heating	developer utilities and desktop clients	83	111	+295.2	0.40	0.37	0.83	0.55
123	heating	niche hardware and novelty inventions	81	92	+300.0	0.31	0.36	0.77	0.55
124	heating	multimodal and frontier foundation models	52	75	+160.0	0.54	0.18	0.83	0.54
125	forming	ai email assistants and inboxes	112	145	+300.0	0.57	0.56	0.83	0.54
126	heating	restaurant management and digital menus	78	87	+300.0	0.32	0.34	0.81	0.54
127	heating	geospatial and space tracking dashboards	88	120	+300.0	0.36	0.40	0.80	0.54
128	heating	Instagram utilities and creator tools	74	88	+300.0	0.31	0.31	0.83	0.54
129	heating	Pokémon and trading card tools	81	96	+300.0	0.32	0.36	0.81	0.54
130	heating	memory systems for ai agents	93	126	+272.0	0.51	0.43	0.86	0.54
131	heating	device sleep and keep-awake utilities	83	100	+300.0	0.32	0.37	0.81	0.54
132	heating	AI avatar and portrait tools	82	94	+300.0	0.32	0.36	0.82	0.54
133	heating	coaching, career, and skill development	90	102	+300.0	0.32	0.40	0.78	0.53
134	heating	computational algorithms and developer utilities	51	60	+300.0	0.14	0.17	0.84	0.53
135	forming	creative design and media editing software	119	147	+300.0	0.55	0.59	0.83	0.53
136	heating	image processing and conversion utilities	82	88	+300.0	0.32	0.36	0.83	0.53
137	heating	link-in-bio and microsite builders	87	103	+300.0	0.32	0.39	0.81	0.53
138	heating	game modding tools and trainers	94	102	+300.0	0.36	0.44	0.80	0.53
139	heating	engineering software and technical training	93	107	+300.0	0.32	0.43	0.78	0.53
140	heating	desktop utilities, launchers, and terminals	90	114	+300.0	0.32	0.40	0.80	0.53
141	heating	physical simulation and graphics tools	80	87	+300.0	0.27	0.35	0.81	0.53
142	heating	faith-based and scripture lifestyle apps	91	108	+300.0	0.32	0.41	0.80	0.53
143	heating	personal finance and property calculators	90	107	+300.0	0.32	0.40	0.81	0.53
144	cooling	searchable public records and archives	16	35	-11.1	0.69	0.00	0.80	0.53
145	heating	color tools and design resources	91	108	+300.0	0.32	0.41	0.81	0.52
146	crowded	ai agent tooling and decision engines	150	158	+300.0	0.67	0.73	0.85	0.52
147	forming	reverse engineering and decompilation tools	104	118	+300.0	0.40	0.52	0.79	0.52
148	forming	prompt engineering and developer tools	120	148	+300.0	0.53	0.60	0.84	0.52
149	crowded	leaderboards and competitive ranking tools	163	182	+300.0	0.68	0.79	0.81	0.52
150	forming	autonomous robotics and physical systems	112	144	+300.0	0.47	0.56	0.82	0.52
151	crowded	fitness and workout tracking apps	173	206	+300.0	0.71	0.82	0.82	0.52
152	crowded	cross-device control and desktop utilities	138	163	+300.0	0.56	0.69	0.80	0.52
153	heating	specialized marketplaces and discovery platforms	98	111	+300.0	0.31	0.47	0.77	0.52
154	heating	alternative social and reading platforms	70	102	+180.0	0.49	0.29	0.83	0.52
155	heating	specialized healthcare and dental services	100	111	+300.0	0.31	0.48	0.76	0.52
156	heating	screenshot and visual capture tools	95	114	+300.0	0.32	0.44	0.82	0.52
157	forming	open-weight models and inference tooling	131	156	+300.0	0.54	0.66	0.82	0.52
158	heating	local speech-to-text and dictation	93	125	+300.0	0.32	0.43	0.83	0.52
159	heating	clipboard managers and desktop utilities	101	120	+300.0	0.39	0.50	0.83	0.52
160	forming	ChatGPT ecosystem tools and clients	115	147	+300.0	0.46	0.57	0.83	0.51
161	heating	astrology, horoscopes, and celestial tools	97	110	+300.0	0.32	0.46	0.81	0.51
162	heating	digital wallet pass creators	96	107	+300.0	0.32	0.45	0.81	0.51
163	heating	property maintenance and repair services	100	113	+300.0	0.31	0.48	0.77	0.51
164	heating	developer tools and interfaces for Claude	86	123	+196.6	0.52	0.38	0.83	0.51
165	heating	specialized developer tools and gadgets	101	114	+300.0	0.31	0.50	0.76	0.51
166	heating	generative AI models and media tools	95	110	+300.0	0.32	0.44	0.83	0.51
167	heating	fonts, typography, and unicode tools	99	125	+300.0	0.32	0.47	0.81	0.51
168	heating	gaming companions and modding utilities	89	91	+300.0	0.29	0.40	0.85	0.51
169	crowded	calendar, meeting, and focus tools	158	186	+300.0	0.61	0.77	0.81	0.51
170	heating	scientific computing and algorithmic libraries	67	96	+191.3	0.40	0.27	0.82	0.51
171	heating	financial and tabular data tools	100	128	+300.0	0.32	0.48	0.81	0.51
172	heating	specialized calculators and estimation tools	100	115	+300.0	0.31	0.48	0.79	0.51
173	forming	developer tooling for coding agents	107	142	+256.7	0.53	0.54	0.85	0.51
174	heating	WhatsApp and messaging utilities	99	113	+300.0	0.32	0.47	0.82	0.51
175	forming	sleep, mindfulness, and ambient audio tools	102	116	+300.0	0.32	0.51	0.79	0.51
176	heating	AI text humanizers and language models	99	119	+300.0	0.32	0.47	0.83	0.51
177	crowded	gaming utilities, ports, and emulation	138	152	+300.0	0.54	0.69	0.83	0.50
178	forming	music production and audio tools	128	161	+300.0	0.49	0.64	0.83	0.50
179	forming	safety, hazard, and risk monitoring	105	116	+300.0	0.31	0.53	0.77	0.50
180	heating	ai detection and code review tools	38	59	+111.1	0.39	0.09	0.83	0.50
181	forming	personal knowledge and study tools	103	122	+300.0	0.32	0.51	0.81	0.50
182	heating	virtual try-on and fashion styling	101	122	+300.0	0.32	0.50	0.83	0.50
183	forming	open-source embedded hardware and firmware	115	140	+300.0	0.38	0.57	0.81	0.50
184	heating	technical diagramming and visualization tools	80	130	+90.5	0.69	0.35	0.82	0.50
185	forming	ad creation and conversion tools	105	123	+300.0	0.32	0.53	0.81	0.50
186	forming	niche software utilities and tools	110	116	+300.0	0.33	0.56	0.79	0.50
187	forming	music production and audio tools	103	144	+296.2	0.32	0.51	0.81	0.50
188	crowded	ai security and penetration testing agents	134	170	+300.0	0.49	0.67	0.83	0.50
189	crowded	ai agent infrastructure and routing	132	175	+300.0	0.47	0.66	0.83	0.50
190	forming	Windows system and gaming performance tools	126	137	+300.0	0.42	0.63	0.81	0.50
191	forming	personalized children's storytelling and learning	107	118	+300.0	0.32	0.54	0.81	0.49
192	crowded	GPU engineering and compute tooling	158	200	+300.0	0.57	0.77	0.83	0.49
193	crowded	local AI inference and runtimes	175	180	+300.0	0.61	0.82	0.82	0.49
194	forming	music creation and learning tools	107	134	+300.0	0.32	0.54	0.82	0.49
195	crowded	3D design and spatial visualization tools	154	192	+300.0	0.53	0.74	0.83	0.49
196	forming	resume builders and cv optimizers	102	115	+300.0	0.32	0.51	0.85	0.49
197	forming	business analytics and revenue optimization	103	130	+300.0	0.31	0.51	0.83	0.49
198	forming	e-commerce operations and audit tools	109	132	+300.0	0.32	0.55	0.81	0.49
199	forming	personal health and wellness tracking	114	126	+300.0	0.32	0.57	0.80	0.49
200	crowded	niche developer tools and open-source libraries	132	137	+300.0	0.38	0.66	0.77	0.49
201	forming	automotive software and vehicle tools	117	138	+300.0	0.32	0.59	0.79	0.49
202	crowded	agent skills for video and motion	183	215	+300.0	0.61	0.84	0.83	0.49
203	forming	ai nutrition and meal tracking	108	127	+300.0	0.32	0.55	0.83	0.49
204	forming	expiration, validity, and deadline trackers	116	133	+300.0	0.32	0.58	0.80	0.49
205	forming	healthcare and life sciences workflow software	111	155	+296.4	0.32	0.56	0.82	0.48
206	forming	transit and travel tracking utilities	121	140	+300.0	0.31	0.61	0.77	0.48
207	forming	file management and system utilities	119	139	+300.0	0.32	0.59	0.80	0.48
208	forming	resume builders and job application agents	118	139	+300.0	0.35	0.59	0.84	0.48
209	crowded	decentralized and self-hosted networking tools	155	198	+300.0	0.49	0.74	0.82	0.48
210	crowded	voice AI and speech infrastructure	150	195	+300.0	0.49	0.73	0.84	0.48
211	crowded	ai video creation and editing tools	148	181	+300.0	0.46	0.72	0.83	0.48
212	heating	logic puzzles and educational games	78	118	+122.9	0.51	0.34	0.82	0.48
213	forming	niche writing and publishing tools	121	142	+300.0	0.32	0.61	0.81	0.48
214	forming	hardware engineering and maker tools	127	148	+300.0	0.31	0.64	0.77	0.48
215	forming	social listening and ad intelligence	122	151	+300.0	0.32	0.61	0.81	0.47
216	crowded	system and uptime monitoring tools	181	226	+300.0	0.54	0.83	0.81	0.47
217	forming	recipe discovery and meal planning	123	137	+300.0	0.32	0.62	0.81	0.47
218	forming	industry-specific AI and automation tools	122	164	+300.0	0.32	0.61	0.82	0.47
219	crowded	video games and game development tools	137	179	+280.6	0.45	0.69	0.83	0.47
220	crowded	Jev and typed decision engines	222	234	+300.0	0.66	0.91	0.86	0.47
221	forming	pet care and virtual companions	129	153	+300.0	0.32	0.64	0.80	0.47
222	crowded	developer tooling for coding agents	154	187	+300.0	0.48	0.74	0.87	0.47
223	forming	investing and fundraising platforms	129	157	+300.0	0.32	0.64	0.80	0.47
224	forming	clinical AI and healthcare data platforms	126	155	+300.0	0.31	0.63	0.80	0.47
225	forming	ai photo and video editing tools	123	138	+300.0	0.32	0.62	0.83	0.47
226	crowded	embodied AI and robotics platforms	162	214	+300.0	0.49	0.78	0.84	0.47
227	crowded	book discovery and reading tools	140	187	+300.0	0.36	0.69	0.80	0.47
228	crowded	AI gateways and API infrastructure	171	203	+300.0	0.49	0.81	0.82	0.46
229	crowded	developer tools and language utilities	191	248	+300.0	0.54	0.85	0.83	0.46
230	forming	QR code generation and utilities	127	146	+300.0	0.32	0.64	0.84	0.46
231	forming	media cleanup and removal tools	130	152	+300.0	0.32	0.65	0.83	0.46
232	crowded	meeting scheduling and calendar automation	133	158	+300.0	0.32	0.67	0.81	0.46
233	forming	ai social media automation tools	130	153	+300.0	0.32	0.65	0.83	0.46
234	crowded	markdown editors and documentation tools	206	266	+300.0	0.55	0.89	0.82	0.46
235	crowded	ai characters, npcs, and personas	134	159	+300.0	0.32	0.67	0.82	0.46
236	crowded	media streaming and entertainment tools	144	179	+300.0	0.32	0.70	0.79	0.46
237	crowded	file sharing and instant hosting tools	140	174	+300.0	0.32	0.69	0.80	0.46
238	crowded	local search, mapping, and discovery	147	184	+300.0	0.32	0.71	0.81	0.45
239	crowded	local security and secrets management	146	182	+300.0	0.32	0.71	0.81	0.45
240	crowded	AI coding agents and developer tools	227	284	+300.0	0.56	0.92	0.84	0.45
241	crowded	developer infrastructure for AI agents	152	201	+270.7	0.46	0.74	0.85	0.45
242	crowded	AI travel planning and navigation tools	147	167	+300.0	0.32	0.71	0.82	0.45
243	crowded	business operations and client management	144	162	+300.0	0.31	0.70	0.81	0.45
244	crowded	media compression and processing utilities	135	160	+300.0	0.31	0.68	0.84	0.45
245	crowded	pricing intelligence and revenue analytics	149	180	+300.0	0.32	0.72	0.82	0.45
246	crowded	developer frameworks and app builders	224	276	+300.0	0.50	0.92	0.81	0.45
247	forming	search, reranking, and retrieval infrastructure	119	160	+250.0	0.33	0.59	0.83	0.44
248	crowded	AI audio and music creation	149	189	+300.0	0.32	0.72	0.82	0.44
249	crowded	niche digital tools and resources	194	208	+300.0	0.45	0.87	0.82	0.44
250	forming	specialized models and agent algorithms	104	111	+300.0	0.14	0.52	0.85	0.44
251	crowded	vulnerability exploits and PoC tools	227	257	+300.0	0.49	0.92	0.80	0.44
252	crowded	custom media streaming and playback tools	157	177	+300.0	0.31	0.76	0.79	0.44
253	crowded	ai translation and dubbing tools	156	196	+300.0	0.32	0.75	0.82	0.44
254	crowded	creative coding and visual design tools	240	315	+300.0	0.51	0.94	0.83	0.44
255	crowded	trading tools and market intelligence	157	187	+300.0	0.32	0.76	0.82	0.44
256	crowded	personal habit and goal trackers	158	191	+300.0	0.32	0.77	0.82	0.43
257	crowded	specialized utilities and niche developer tools	164	175	+300.0	0.32	0.79	0.80	0.43
258	crowded	sports and gaming companion tools	165	191	+300.0	0.32	0.79	0.81	0.43
259	crowded	AI agent developer infrastructure and tools	198	259	+300.0	0.45	0.88	0.85	0.43
260	crowded	learning and exam preparation tools	167	194	+300.0	0.32	0.80	0.80	0.43
261	crowded	personal AI memory and knowledge tools	165	191	+300.0	0.32	0.79	0.82	0.43
262	crowded	crypto and prediction market trading bots	158	180	+300.0	0.31	0.77	0.83	0.43
263	crowded	crypto trading and analytics tools	165	191	+300.0	0.32	0.79	0.82	0.43
264	crowded	job search and talent intelligence	171	203	+300.0	0.32	0.81	0.81	0.43
265	crowded	macOS desktop and window utilities	236	288	+300.0	0.46	0.93	0.82	0.43
266	crowded	system utilities and virtualization tools	429	561	+297.2	0.54	0.99	0.83	0.43
267	crowded	payment processing and billing infrastructure	172	219	+300.0	0.32	0.81	0.81	0.43
268	crowded	community game ports and decompilations	335	391	+300.0	0.49	0.98	0.81	0.42
269	crowded	operational SaaS and workflow platforms	177	205	+300.0	0.31	0.83	0.80	0.42
270	crowded	geospatial data and property intelligence	192	225	+300.0	0.31	0.86	0.76	0.42
271	crowded	e-commerce automation and merchant tools	180	204	+300.0	0.32	0.83	0.81	0.42
272	crowded	ai design and 3d modeling tools	180	204	+300.0	0.32	0.83	0.81	0.42
273	crowded	social media downloaders and scrapers	174	201	+300.0	0.32	0.82	0.83	0.42
274	crowded	MCP tools and agent infrastructure	158	226	+209.8	0.49	0.77	0.82	0.42
275	crowded	digital wellbeing and distraction blockers	187	226	+300.0	0.32	0.85	0.80	0.42
276	crowded	visual asset and interactive design tools	183	216	+300.0	0.33	0.84	0.82	0.42
277	crowded	browser utilities and web platform tools	211	276	+290.7	0.42	0.90	0.83	0.42
278	crowded	llm inference and model optimization	155	209	+229.8	0.42	0.74	0.84	0.42
279	heating	Hacker News tools and analytics	86	148	+53.6	0.48	0.38	0.82	0.42
280	crowded	invoicing and receipt management tools	181	206	+300.0	0.32	0.83	0.83	0.41
281	crowded	ai recruiting and interview preparation tools	185	231	+300.0	0.32	0.85	0.82	0.41
282	crowded	casual and browser-based indie games	196	227	+300.0	0.32	0.88	0.80	0.41
283	crowded	billing, invoicing, and revenue tools	194	230	+300.0	0.32	0.87	0.81	0.41
284	crowded	low-level systems and networking tools	212	259	+300.0	0.38	0.90	0.84	0.41
285	crowded	AI finance and trading tools	278	386	+275.7	0.50	0.97	0.84	0.41
286	crowded	niche developer utilities and scripts	277	296	+300.0	0.42	0.96	0.82	0.41
287	crowded	ai video creation and editing tools	193	231	+300.0	0.32	0.86	0.83	0.41
288	crowded	website auditing and SEO diagnostics	197	225	+300.0	0.32	0.88	0.82	0.41
289	crowded	email infrastructure and inbox utilities	206	264	+300.0	0.32	0.89	0.81	0.41
290	crowded	ai agents and autonomous workflows	543	665	+300.0	0.44	1.00	0.83	0.40
291	crowded	ai virtual assistants and task agents	243	302	+300.0	0.38	0.95	0.82	0.40
292	crowded	ai video creation and editing tools	197	236	+300.0	0.32	0.88	0.84	0.40
293	crowded	digital advertising and marketing automation	223	244	+300.0	0.31	0.91	0.79	0.40
294	crowded	developer utilities and programming libraries	216	289	+300.0	0.32	0.91	0.82	0.40
295	crowded	Git and GitHub developer tools	214	289	+262.7	0.42	0.90	0.82	0.40
296	crowded	developer tools for AI coding agents	166	232	+213.2	0.48	0.80	0.86	0.40
297	crowded	screen recording and demo video tools	225	258	+300.0	0.33	0.92	0.82	0.40
298	crowded	Claude developer tools and utilities	156	230	+147.6	0.55	0.75	0.83	0.40
299	crowded	family and household management tools	257	292	+300.0	0.32	0.95	0.79	0.39
300	crowded	private and decentralized communication tools	263	322	+300.0	0.32	0.96	0.80	0.39
301	crowded	interactive maps and navigation tools	307	344	+300.0	0.32	0.97	0.79	0.39
302	crowded	developer networking and privacy tools	195	270	+230.5	0.42	0.87	0.81	0.39
303	forming	ai agent skills and toolkits	125	132	+300.0	0.06	0.63	0.87	0.39
304	crowded	multi-model ai assistants and interfaces	232	288	+300.0	0.32	0.93	0.84	0.39
305	crowded	AI tutoring and personalized learning	245	277	+300.0	0.32	0.95	0.81	0.39
306	crowded	messaging-based conversational ai agents	242	294	+300.0	0.32	0.94	0.83	0.39
307	crowded	ai sales and crm automation	270	320	+300.0	0.32	0.96	0.81	0.39
308	crowded	AI search optimization and brand tracking	234	288	+300.0	0.32	0.93	0.85	0.39
309	crowded	AI enablement and developer tools	237	272	+300.0	0.31	0.94	0.83	0.39
310	crowded	casual puzzle and word games	342	421	+300.0	0.32	0.98	0.80	0.38
311	crowded	agent research and evaluation frameworks	157	166	+300.0	0.14	0.76	0.86	0.38
312	forming	persistent memory for AI agents	120	199	+71.4	0.54	0.60	0.84	0.38
313	crowded	personal and business financial trackers	366	425	+300.0	0.32	0.99	0.82	0.38
314	crowded	specialized calculators and math tools	279	315	+300.0	0.31	0.97	0.82	0.38
315	heating	indie web and developer side projects	95	198	+11.8	0.49	0.44	0.82	0.38
316	crowded	developer tooling and infrastructure for ai agents	318	435	+253.3	0.45	0.98	0.86	0.38
317	crowded	document and PDF utility tools	501	586	+300.0	0.31	1.00	0.84	0.37
318	crowded	developer tools for coding agents	349	507	+179.2	0.54	0.98	0.84	0.35
319	crowded	interactive simulations and hobbyist projects	191	325	+63.2	0.62	0.85	0.81	0.34
320	crowded	ai browser automation and web scraping	140	273	+17.6	0.60	0.69	0.83	0.34
321	crowded	database and backend developer tooling	210	352	+85.8	0.53	0.89	0.82	0.32
322	crowded	AI agent orchestration and management	410	710	+51.3	0.55	0.99	0.84	0.27