Nicheloom

The opportunity tracker for new startups.

Sources

ai detection and code review tools

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

horizontal · 59 members · Data as of 2026-10-09

These products evaluate text, media, and source code to identify low-quality AI-generated outputs, bugs, and security risks. They are primarily used by software developers, engineering leads, and content moderators seeking to maintain quality control. This cluster is distinguished by its focus on auditing, vetting pull requests, and detecting AI-generated slop across workflows.

Metrics

Stage
heating
Recent count
38
Prior count
18
Total count
59
Momentum
111.11
Attention
0.39
Crowding
0.09
Concentration
0.83
Opportunity
0.50

Opportunity components

Attention
0.39
Low crowding
0.91
Momentum (normalized)
0.53
Low concentration
0.17

Source split

github
4 (0.11)
hn
16 (0.42)
ph
18 (0.47)
yc
0 (0.00)

Dominant source: ph · Divergence: 0.47

Similar niches

Monthly trajectory

Members

Name Source Upvotes ▼ Launched
Chronicle 2.0 PH 747 2026-03-10
geo-sleuth GITHUB 270 2026-09-18
Linear Diffs PH 178 2026-05-29
slop-grader PH 84 2026-09-21
AISlop, a CLI for catching AI generated code smells HN 73 2026-05-29
Training a model to identify AI web content from structure alone HN 73 2026-09-22
Polishory PH 69 2026-09-18
anti-ai-slop GITHUB 68 2026-09-14
GitHub statistics · Velocity Radar PH 58 2026-09-25
Osint tool that finds exposed files on domains HN 58 2026-07-05
Haystack HN 45 2026-05-18
A local-first, reversible PII scrubber for AI workflows HN 38 2025-12-24
Morph HN 35 2026-02-04
I made a tool that prevents websites from tracking you HN 31 2026-07-03
Slop News HN 27 2026-02-07
HushThreads GITHUB 27 2026-09-29
Git Push No-Mistakes HN 19 2026-04-20
Slop or not HN 19 2026-03-12
HoundDog.ai HN 16 2026-02-02
higgsfield-affiliate-program.github.io GITHUB 16 2026-09-21
How to Kill the Dead Internet HN 10 2026-05-18
git-lrc HN 9 2026-06-16
Tools for Humans HN 7 2026-01-01
FeedSense HN 7 2026-04-10
Alchemize HN 7 2026-08-11
MAGA or Not? Political alignment scores for people and companies HN 7 2026-03-22
I submitted 316 AI-generated PRs to open source HN 6 2026-05-12
Flag AI Slop in PRs HN 6 2026-01-16
Molt Research HN 6 2026-01-31
Slop Meter for GitHub HN 6 2026-03-02
Inference API that adapts to your SLA and quality constraints HN 6 2026-01-02
Scan any website for AI design patterns HN 5 2026-07-07
SlopIt HN 5 2026-04-28
Ship or slop HN 5 2026-03-18
The Journal of AI Slop HN 5 2025-12-03
Contribute to GitHub Anonymously HN 5 2026-01-16
SlopScore HN 5 2026-01-13
Isitslop.xyz, a free AI-writing detector built on latest research HN 5 2026-06-15
My independent search engine focused on user control HN 5 2026-05-21
DataParade HN 5 2026-07-22
Diffusion PDF HN 5 2026-08-13
Slop University HN 5 2026-09-02
Slop Mop PH 3 2026-09-25
SlopSignal PH 3 2026-10-07
Slop Awwwards PH 2 2026-09-18
Data Sanitizer PH 2 2026-09-17
AI Slop Detector PH 2 2026-09-30
DigitalWorker Reviewer PH 2 2026-10-05
Elisa PH 1 2026-10-01
Plug and Play Reviewer PH 1 2026-09-14