Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Sources

Themes

Every theme 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 5.1 months (2026-04-24 → 2026-09-27), compared with the prior 5.1 months.

Momentum vs. crowding

Each dot is one theme. 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 theme has had recently (bigger = more already in that space). Color is the same stage as the breakdown below. Hover a dot for the theme'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 themes 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.

Ranking weights — drag to change what "Opportunity" prioritizes

Each slider controls how much that ingredient counts toward the Opportunity score below. All four start equal (1), so no single ingredient dominates. Drag one up to make the ranking care more about it; drag it down to 0 to ignore it entirely.
Example: want to see purely who's growing fastest, regardless of how crowded it is? Drag Momentum up and the other three down to 0 — the table re-sorts live as you drag.

# Stage Theme Recent Total Momentum Attention Crowding Concentration Opportunity ▼
1 heating AI API proxies and developer tools 12 14 +300.0 0.85 0.00 0.87 0.74
2 heating image generation API gateways and proxies 16 16 +300.0 0.83 0.00 0.86 0.74
3 heating Grok APIs and developer tooling 30 34 +300.0 0.84 0.04 0.84 0.74
4 heating unified AI model API gateways 18 19 +300.0 0.85 0.01 0.90 0.73
5 heating generative AI model API gateways 41 49 +300.0 0.84 0.12 0.84 0.72
6 heating generative video and image API gateways 33 35 +300.0 0.83 0.06 0.89 0.72
7 heating intentional professional networking platforms 34 41 +300.0 0.74 0.07 0.83 0.71
8 heating OpenAI-compatible AI API gateways 49 53 +300.0 0.84 0.17 0.85 0.71
9 heating self-hosted investment portfolio trackers 33 39 +300.0 0.71 0.06 0.87 0.69
10 heating social media violation reporting automation 42 55 +300.0 0.72 0.13 0.82 0.69
11 heating open-source personal wealth trackers 42 47 +300.0 0.71 0.13 0.85 0.68
12 heating game recompilations, ports, and player utilities 36 48 +300.0 0.60 0.09 0.83 0.67
13 heating teleprompters and voice recording tools 29 35 +300.0 0.52 0.03 0.83 0.66
14 heating AI video generation and ComfyUI tools 41 50 +300.0 0.59 0.12 0.84 0.66
15 heating Roblox scripting and modding utilities 52 66 +300.0 0.66 0.19 0.84 0.66
16 heating video game utilities and trainers 44 50 +300.0 0.55 0.15 0.78 0.66
17 heating creative multimedia and design software 32 34 +300.0 0.49 0.05 0.82 0.66
18 heating OpenAI-compatible reverse API proxies 38 43 +300.0 0.54 0.10 0.84 0.65
19 heating macOS notch and desktop utilities 56 78 +300.0 0.64 0.21 0.82 0.65
20 heating censorship circumvention and network utilities 28 36 +300.0 0.48 0.03 0.87 0.64
21 heating coding agents and developer utilities 37 48 +300.0 0.49 0.09 0.82 0.64
22 heating unified AI model API gateways 72 82 +300.0 0.78 0.36 0.85 0.64
23 heating ai image prompts and developer tools 34 40 +300.0 0.48 0.07 0.84 0.64
24 heating forex trading indicators and strategies 34 38 +300.0 0.43 0.07 0.83 0.63
25 heating video game overlays and companion tools 69 76 +300.0 0.67 0.33 0.83 0.63
26 heating ai voice dictation and transcription tools 78 112 +300.0 0.74 0.39 0.84 0.63
27 heating desktop utilities and file converters 20 26 +300.0 0.31 0.02 0.80 0.62
28 heating foldable and dual-screen UI utilities 63 70 +300.0 0.57 0.27 0.82 0.62
29 heating DeepSeek model deployment and inference 63 78 +300.0 0.57 0.27 0.82 0.62
30 heating game utilities and decision randomizers 37 40 +300.0 0.37 0.09 0.81 0.62
31 heating consumer rewards and savings platforms 31 35 +300.0 0.31 0.05 0.80 0.62
32 heating local AI inference and ComfyUI tools 58 71 +300.0 0.52 0.24 0.82 0.61
33 heating indie mini-games and interactive toys 64 76 +300.0 0.54 0.30 0.79 0.61
34 heating video editing and creation tools 52 65 +300.0 0.50 0.19 0.85 0.61
35 heating consumer mobile utilities and tools 20 28 +300.0 0.31 0.02 0.83 0.61
36 heating desktop and messaging chat assistants 56 69 +300.0 0.49 0.21 0.82 0.61
37 heating typing games and skill trainers 30 40 +300.0 0.31 0.04 0.82 0.61
38 heating gift card platforms and rewards 19 24 +300.0 0.31 0.01 0.85 0.61
39 heating Codex monitoring and optimization tools 49 59 +300.0 0.43 0.17 0.82 0.61
40 heating custom keyboards and input controllers 53 74 +300.0 0.44 0.20 0.81 0.61
41 heating giveaway, raffle, and rewards platforms 32 43 +300.0 0.31 0.05 0.83 0.61
42 heating fruit fly connectome applications 69 80 +300.0 0.59 0.33 0.82 0.61
43 heating consumer gift cards and rewards 35 44 +300.0 0.31 0.08 0.81 0.60
44 heating cryptocurrency utilities and wallet tools 71 79 +300.0 0.60 0.35 0.84 0.60
45 heating network bypass and Discord utilities 61 74 +300.0 0.51 0.26 0.83 0.60
46 heating desktop themes and workspace utilities 58 69 +300.0 0.46 0.24 0.81 0.60
47 heating open-source hardware and embedded electronics 51 72 +300.0 0.41 0.19 0.81 0.60
48 heating gaming companion apps and utilities 39 52 +300.0 0.34 0.10 0.84 0.60
49 heating iOS and iPhone utility apps 94 124 +300.0 0.65 0.47 0.80 0.59
50 heating DeepSeek harness plugins and tooling 69 84 +300.0 0.54 0.33 0.84 0.59
51 heating specialized visual art and design tools 42 52 +300.0 0.31 0.13 0.81 0.59
52 heating focus timers and task planners 89 111 +300.0 0.63 0.45 0.82 0.59
53 heating email design, templates, and productivity 46 64 +300.0 0.33 0.16 0.81 0.59
54 forming macOS utilities and system tools 103 135 +300.0 0.72 0.54 0.81 0.59
55 heating restaurant management and digital menus 42 60 +300.0 0.31 0.13 0.82 0.59
56 heating Instagram and short-form video utilities 41 56 +300.0 0.31 0.12 0.84 0.59
57 heating niche data tools and novelty websites 49 65 +300.0 0.31 0.17 0.78 0.59
58 heating gaming cheats, trainers, and companion tools 39 39 +300.0 0.28 0.10 0.83 0.59
59 heating plant care and agriculture tools 48 62 +300.0 0.31 0.17 0.79 0.59
60 heating digital accessibility and compliance tools 47 60 +300.0 0.31 0.16 0.81 0.58
61 heating dental care and clinic platforms 57 65 +300.0 0.31 0.22 0.76 0.58
62 heating curated developer directories and resources 63 75 +300.0 0.39 0.27 0.81 0.58
63 heating graphics rendering and visual tools 69 83 +300.0 0.46 0.33 0.83 0.57
64 heating browser utilities and bookmark managers 75 88 +300.0 0.49 0.37 0.82 0.57
65 heating personal and family tracking tools 53 66 +300.0 0.31 0.20 0.81 0.57
66 heating cross-device control and OS utilities 83 108 +300.0 0.49 0.41 0.80 0.57
67 heating gaming performance and optimization utilities 71 92 +300.0 0.43 0.35 0.80 0.57
68 heating scientific computing and research algorithms 49 68 +300.0 0.28 0.17 0.84 0.57
69 heating 3D graphics and physics simulation tools 57 81 +300.0 0.31 0.22 0.82 0.57
70 forming meeting scheduling and notetaking tools 117 158 +300.0 0.68 0.61 0.81 0.57
71 heating faith-based productivity and devotional tools 59 75 +300.0 0.31 0.25 0.80 0.57
72 heating beauty, skincare, and wellness technology 63 75 +300.0 0.31 0.27 0.78 0.57
73 heating social media automation and engagement tools 57 70 +300.0 0.31 0.22 0.83 0.56
74 heating game trainers, mods, and utilities 75 89 +300.0 0.43 0.37 0.80 0.56
75 heating audio and video developer utilities 61 83 +300.0 0.31 0.26 0.81 0.56
76 heating event photo sharing and memory tools 73 98 +300.0 0.41 0.37 0.80 0.56
77 forming code-driven AI video and animation 121 161 +300.0 0.72 0.65 0.82 0.56
78 heating hobby collectibles and gaming tools 63 80 +300.0 0.31 0.27 0.80 0.56
79 forming AI video creation and editing tools 98 126 +300.0 0.58 0.51 0.83 0.56
80 heating technical learning and training platforms 64 80 +300.0 0.31 0.30 0.78 0.56
81 heating custom packaging, printing, and gifting 64 83 +300.0 0.31 0.30 0.78 0.56
82 heating social media scraping and analytics 63 91 +300.0 0.31 0.27 0.81 0.56
83 heating music creation and learning tools 62 80 +300.0 0.31 0.26 0.82 0.56
84 heating travel planning and itinerary tools 64 79 +300.0 0.31 0.30 0.80 0.55
85 heating computational biology and personalized therapeutics 68 74 +300.0 0.31 0.32 0.78 0.55
86 heating audio utilities and sound management 65 77 +300.0 0.31 0.32 0.80 0.55
87 crowded billing, invoicing, and revenue recovery 137 171 +300.0 0.74 0.74 0.81 0.55
88 heating astrology, spirituality, and lifestyle tools 68 85 +300.0 0.31 0.32 0.81 0.54
89 heating audio and signal processing tools 42 49 +300.0 0.15 0.13 0.84 0.54
90 heating desktop and macOS productivity utilities 96 120 +300.0 0.49 0.49 0.82 0.54
91 heating email infrastructure and inbox utilities 84 128 +300.0 0.40 0.42 0.81 0.54
92 forming interactive maps and geospatial visualizations 119 157 +300.0 0.58 0.63 0.78 0.54
93 heating e-learning and skill development platforms 72 80 +300.0 0.31 0.36 0.78 0.54
94 heating multimodal AI models and agents 40 58 +166.7 0.45 0.11 0.83 0.54
95 heating 3d modeling and graphics engines 45 66 +300.0 0.15 0.16 0.85 0.53
96 heating job search and recruitment tools 67 82 +300.0 0.31 0.32 0.85 0.53
97 heating personal health and wellness trackers 86 106 +300.0 0.36 0.43 0.80 0.53
98 heating sports tech and casual gaming 75 91 +300.0 0.31 0.37 0.80 0.53
99 forming AI email agents and deliverability 108 134 +300.0 0.49 0.56 0.82 0.53
100 heating spreadsheet and tabular data tools 79 116 +300.0 0.31 0.39 0.81 0.53
101 heating educational games and interactive learning apps 84 100 +300.0 0.31 0.42 0.80 0.52
102 crowded AI voice recorders and meeting notetakers 169 210 +300.0 0.74 0.84 0.82 0.52
103 heating outdoor safety and environmental tech 93 118 +300.0 0.31 0.47 0.76 0.52
104 heating multimodal generative ai and developer tools 80 99 +300.0 0.31 0.40 0.83 0.52
105 heating niche reference databases and directories 94 113 +300.0 0.31 0.47 0.76 0.52
106 heating space and geospatial visualization tools 60 95 +140.0 0.52 0.25 0.80 0.52
107 forming developer utilities and open-source tools 110 132 +300.0 0.43 0.58 0.77 0.52
108 heating health tracking and medical tools 88 108 +300.0 0.31 0.44 0.80 0.52
109 forming autonomous robotics, drones, and sensor hardware 117 153 +300.0 0.48 0.61 0.81 0.52
110 heating sports and gaming companion tools 88 98 +300.0 0.31 0.44 0.81 0.52
111 heating voice dictation and control tools 84 117 +300.0 0.31 0.42 0.83 0.51
112 heating virtual try-on and ai fashion styling 87 113 +300.0 0.31 0.43 0.82 0.51
113 heating property maintenance and home services 95 121 +300.0 0.31 0.48 0.77 0.51
114 heating developer tools and software utilities 97 109 +300.0 0.34 0.50 0.79 0.51
115 heating gifting, wishlists, and greeting cards 87 106 +300.0 0.31 0.43 0.82 0.51
116 heating specialized calculators and estimation tools 91 123 +300.0 0.31 0.46 0.80 0.51
117 heating habit and daily routine trackers 89 120 +300.0 0.31 0.45 0.82 0.51
118 heating revenue optimization and billing analytics 89 125 +300.0 0.31 0.45 0.83 0.51
119 forming developer utilities and gaming mods 119 154 +300.0 0.45 0.63 0.80 0.51
120 heating ai music and audio creation 94 121 +300.0 0.31 0.47 0.82 0.50
121 forming system maintenance and file utilities 98 122 +300.0 0.31 0.51 0.80 0.50
122 forming real estate and local intelligence platforms 107 126 +300.0 0.31 0.55 0.76 0.50
123 cooling searchable public records and archives 19 44 -13.6 0.59 0.01 0.81 0.50
124 forming hardware hacking and maker projects 108 132 +300.0 0.31 0.56 0.76 0.50
125 crowded native desktop apps and utilities 125 166 +300.0 0.50 0.68 0.84 0.50
126 forming travel and transit tracking tools 109 137 +300.0 0.31 0.57 0.76 0.50
127 forming AI avatar and portrait tools 98 121 +300.0 0.31 0.51 0.82 0.50
128 forming pet tech and virtual companions 99 114 +300.0 0.31 0.53 0.80 0.49
129 heating QR code generation and utilities 97 118 +300.0 0.31 0.50 0.84 0.49
130 forming AI text humanizers and detectors 98 130 +300.0 0.31 0.51 0.83 0.49
131 forming audio and music production tools 100 143 +270.4 0.40 0.54 0.82 0.49
132 forming niche creative and graphics software 118 160 +280.6 0.47 0.62 0.83 0.49
133 forming automated legal and compliance tools 105 128 +300.0 0.31 0.55 0.80 0.49
134 crowded fitness tracking and training apps 122 158 +300.0 0.44 0.66 0.82 0.49
135 crowded music creation and audio software 133 170 +300.0 0.50 0.72 0.82 0.49
136 forming meal planning and food discovery 115 141 +300.0 0.36 0.60 0.81 0.49
137 crowded ai video generation and editing tools 122 169 +281.3 0.49 0.66 0.83 0.49
138 heating scientific computing and deep tech tools 57 99 +128.0 0.42 0.22 0.82 0.49
139 forming voice AI agents and infrastructure 120 168 +263.6 0.53 0.65 0.84 0.49
140 crowded gpu compute and acceleration tools 152 208 +300.0 0.57 0.80 0.83 0.49
141 forming indie puzzle and logic games 109 150 +300.0 0.31 0.57 0.80 0.49
142 crowded markdown editors and writing tools 180 250 +300.0 0.62 0.87 0.82 0.48
143 forming proxy, dns, and networking tools 98 147 +216.1 0.46 0.51 0.81 0.48
144 crowded sleep, wake, and clock utilities 125 160 +300.0 0.40 0.68 0.79 0.48
145 forming mobile app design and launch tools 114 144 +300.0 0.31 0.59 0.81 0.48
146 crowded ai coding agents and tooling 129 184 +279.4 0.49 0.70 0.84 0.47
147 forming image editing and background removal tools 114 145 +300.0 0.31 0.59 0.82 0.47
148 forming social video scrapers and downloaders 111 135 +300.0 0.31 0.58 0.83 0.47
149 crowded local AI inference and runtimes 212 232 +300.0 0.63 0.92 0.82 0.47
150 heating specialized AI models and agent reasoning tools 82 117 +300.0 0.15 0.41 0.85 0.47
151 heating indie puzzle games and learning toys 97 141 +169.4 0.53 0.50 0.82 0.47
152 forming video transcription and extraction tools 115 148 +300.0 0.31 0.60 0.82 0.47
153 forming hardware hacking and device utilities 119 162 +300.0 0.31 0.63 0.79 0.47
154 forming leaderboard, ranking, and benchmarking tools 118 145 +300.0 0.31 0.62 0.80 0.47
155 crowded ai cybersecurity and penetration testing 147 184 +300.0 0.47 0.77 0.83 0.47
156 crowded decision model runtimes and tools 230 258 +300.0 0.67 0.94 0.86 0.47
157 forming healthcare operations and clinical workflows 117 169 +290.0 0.31 0.61 0.81 0.47
158 forming ai nutrition and meal tracking 119 137 +300.0 0.31 0.63 0.82 0.47
159 forming enterprise workflow and developer tools 121 158 +300.0 0.31 0.65 0.79 0.46
160 heating alternative social platforms and feed readers 96 142 +182.4 0.47 0.49 0.82 0.46
161 crowded coding agent interfaces and environments 147 191 +300.0 0.49 0.77 0.86 0.46
162 crowded financial and labor market data tools 122 149 +300.0 0.31 0.66 0.80 0.46
163 crowded algorithmic trading bots and platforms 139 195 +286.1 0.47 0.75 0.84 0.46
164 crowded ai storytelling and children's education 124 156 +300.0 0.31 0.68 0.80 0.46
165 crowded developer infrastructure and monitoring utilities 130 188 +300.0 0.33 0.71 0.80 0.46
166 crowded macOS and desktop customization tools 175 222 +300.0 0.49 0.85 0.82 0.45
167 crowded specialized developer tools and niche utilities 126 147 +300.0 0.31 0.69 0.80 0.45
168 crowded learning and exam preparation tools 130 162 +300.0 0.31 0.71 0.79 0.45
169 crowded typography and unicode text tools 127 201 +300.0 0.31 0.70 0.80 0.45
170 crowded embodied AI and robotics platforms 179 270 +300.0 0.49 0.86 0.83 0.45
171 crowded security exploits and system hacking tools 182 243 +300.0 0.46 0.87 0.80 0.45
172 crowded AI agent games and chess tools 132 173 +300.0 0.31 0.71 0.81 0.45
173 crowded digital minimalism and focus tools 133 160 +300.0 0.31 0.72 0.81 0.45
174 crowded media discovery and streaming tools 136 171 +300.0 0.31 0.74 0.79 0.45
175 heating ai developer tools and coding assistants 63 116 +61.5 0.48 0.27 0.83 0.44
176 crowded developer tools for AI agents 456 624 +300.0 0.60 0.99 0.83 0.44
177 crowded workforce operations and career platforms 134 163 +300.0 0.31 0.73 0.81 0.44
178 crowded interactive quiz and trivia games 137 180 +300.0 0.31 0.74 0.79 0.44
179 heating document processing and generation tools 75 122 +108.3 0.43 0.37 0.82 0.44
180 forming low-level systems and developer tools 107 172 +269.0 0.22 0.55 0.84 0.44
181 crowded file transfer and sharing tools 139 184 +300.0 0.31 0.75 0.80 0.44
182 crowded screen recording and demo creation tools 158 198 +300.0 0.38 0.81 0.82 0.44
183 crowded startup launch and fundraising tools 185 233 +300.0 0.41 0.88 0.81 0.43
184 crowded payments, billing, and wallet infrastructure 149 207 +300.0 0.31 0.78 0.81 0.43
185 crowded creative coding and visual experiments 280 361 +300.0 0.52 0.97 0.83 0.43
186 crowded ai translation and localization tools 150 192 +300.0 0.31 0.79 0.81 0.43
187 crowded graphic design assets and utilities 153 201 +300.0 0.31 0.80 0.80 0.43
188 crowded personal and family life organizers 166 199 +300.0 0.31 0.82 0.79 0.42
189 crowded e-commerce operations and data utilities 164 204 +300.0 0.31 0.82 0.81 0.42
190 crowded invoicing and bill generation tools 158 188 +300.0 0.31 0.81 0.82 0.42
191 crowded calculators and financial estimation tools 158 200 +300.0 0.31 0.81 0.83 0.42
192 crowded 3D modeling and visual design tools 178 225 +300.0 0.34 0.86 0.81 0.42
193 crowded developer tools and programming utilities 174 252 +216.4 0.54 0.84 0.83 0.41
194 crowded AI visibility and marketing tools 240 315 +300.0 0.44 0.95 0.84 0.41
195 crowded workplace productivity and workflow automation 177 212 +300.0 0.31 0.85 0.81 0.41
196 crowded niche developer utilities and guides 277 314 +300.0 0.43 0.97 0.82 0.41
197 crowded ai agents for calls and meetings 223 286 +300.0 0.39 0.94 0.82 0.41
198 crowded Model Context Protocol developer tools 144 210 +188.0 0.49 0.77 0.82 0.41
199 forming modular ai agent skills and toolkits 109 138 +300.0 0.06 0.57 0.87 0.41
200 crowded digital ads and search marketing 191 235 +300.0 0.31 0.90 0.78 0.41
201 crowded ai crm and sales automation 299 378 +300.0 0.41 0.98 0.81 0.40
202 crowded AI trading bots and financial intelligence 182 240 +300.0 0.31 0.87 0.82 0.40
203 heating Hacker News clients, datasets, and tools 81 150 +35.0 0.49 0.40 0.82 0.40
204 crowded ML inference and model optimization 151 223 +208.2 0.46 0.79 0.84 0.40
205 crowded niche developer utilities and toolchains 167 248 +271.1 0.31 0.83 0.82 0.40
206 crowded developer tools and specialized utilities 212 250 +300.0 0.31 0.92 0.80 0.40
207 crowded financial intelligence and trading tools 188 240 +300.0 0.31 0.90 0.82 0.40
208 crowded systems tools and desktop utilities 470 642 +258.8 0.52 1.00 0.83 0.40
209 crowded niche social and community platforms 211 301 +300.0 0.31 0.91 0.81 0.40
210 crowded developer tools for ai agents 168 231 +236.0 0.43 0.83 0.85 0.40
211 crowded autonomous ai agents for business 198 261 +300.0 0.31 0.90 0.82 0.40
212 crowded ai video creation and repurposing 198 247 +300.0 0.31 0.90 0.83 0.39
213 crowded AI developer tools and resources 218 265 +300.0 0.31 0.93 0.82 0.39
214 crowded ai-powered learning and skills training 267 344 +300.0 0.31 0.97 0.81 0.38
215 crowded personal finance and expense trackers 263 328 +300.0 0.31 0.96 0.82 0.38
216 crowded task-specific ai agents and assistants 253 328 +300.0 0.31 0.96 0.83 0.38
217 crowded autonomous agent research and evaluation 146 188 +300.0 0.15 0.77 0.85 0.38
218 crowded web development and browser utilities 221 302 +245.3 0.41 0.93 0.83 0.38
219 crowded AI coding agents and developer tools 173 249 +198.3 0.46 0.84 0.86 0.38
220 crowded AI agents for business operations 231 340 +216.4 0.48 0.95 0.83 0.37
221 crowded document and PDF utility tools 485 631 +300.0 0.31 1.00 0.83 0.37
222 crowded utilities for Claude and Claude Code 126 215 +80.0 0.52 0.69 0.83 0.36
223 crowded git and repository workflow tools 186 286 +173.5 0.46 0.89 0.82 0.36
224 crowded interactive simulations and creative experiments 143 250 +52.1 0.62 0.76 0.81 0.36
225 cooling browser automation and scraping for AI 119 262 -1.7 0.58 0.63 0.84 0.34
226 crowded ai agent infrastructure and tooling 330 476 +208.4 0.42 0.98 0.86 0.34
227 crowded indie hacker passion projects 133 251 +34.3 0.52 0.72 0.82 0.33
228 crowded self-hosted infrastructure and security tools 187 291 +163.4 0.35 0.89 0.81 0.33
229 crowded lightweight and on-device AI runtimes 134 264 +22.9 0.54 0.73 0.83 0.32
230 crowded database infrastructure and developer tools 182 319 +61.1 0.50 0.87 0.82 0.30
231 crowded Claude integrations and coding agents 226 413 +58.0 0.53 0.94 0.84 0.29
232 crowded AI agent frameworks and developer tools 340 609 +40.5 0.54 0.99 0.84 0.26