[phantomstars] Fake engagement detected on this repository

Fake Engagement Alert for x1xhlol/system-prompts-and-models-of-ai-tools

phantomstars has detected a likely fake star/fork campaign targeting this repository.

Scan date: 2026-06-11

Summary

Metric	Value
Engagers scanned (24 h window)	292
Likely fake	7 (2.4%)
Suspicious	40
Previously seen likely fake	1 (0.3%)
Repeat offenders	0
Allowlisted accounts excluded	0
Campaigns detected	1
Analysis mode	recent
Discovery sources	github_trending
Event coverage	complete
Repo classification	clean

Campaigns

Campaign ID	Members
c-89cbca28	47

Suspect accounts

Account	Created	Score	Classification	Campaign
Nikko615	2026-06-10	0.845	likely_fake	c-89cbca28
erwinsmithsurvey-collab	2026-06-09	0.820	likely_fake	c-89cbca28
8p4zvgdz75-design	2026-06-11	0.815	likely_fake	c-89cbca28
2587971528-svg	2026-06-05	0.810	likely_fake	c-89cbca28
aiprodedgy	2026-05-27	0.768	likely_fake	c-89cbca28
flo25-xi	2026-05-28	0.768	likely_fake	c-89cbca28
nabso45	2026-06-10	0.755	likely_fake	c-89cbca28
wealthgameplan	2026-05-20	0.713	suspicious	c-89cbca28
wanggq110	2026-06-02	0.688	suspicious	c-89cbca28
g7738858	2026-04-06	0.675	suspicious	c-89cbca28
mortazazamani	2026-06-01	0.663	suspicious	c-89cbca28
hui1998-code	2026-05-03	0.645	suspicious	c-89cbca28
dolphin-droid	2026-04-02	0.645	suspicious	c-89cbca28
neiltwilliams369-code	2026-05-08	0.645	suspicious	c-89cbca28
martincrock130409-debug	2026-06-10	0.620	suspicious	c-89cbca28
pupadhyay1995	2023-06-07	0.605	suspicious	c-89cbca28
Alihoseini9378	2024-11-24	0.605	suspicious	c-89cbca28
Spartacus2502	2023-04-29	0.605	suspicious	c-89cbca28
John2000-bin	2026-04-26	0.600	suspicious	c-89cbca28
tiscott-bai	2026-03-27	0.595	suspicious	c-89cbca28
dmndbrp-oss	2026-03-18	0.590	suspicious	c-89cbca28
kcyh12138	2021-04-24	0.585	suspicious	c-89cbca28
dclarkewfg-design	2025-11-14	0.575	suspicious	c-89cbca28
yasirsahin1	2026-01-03	0.575	suspicious	c-89cbca28
caitlynpeck	2025-10-03	0.575	suspicious	c-89cbca28
kienxuandaoit89	2020-07-01	0.575	suspicious	c-89cbca28
PROM3TH3UZX	2025-06-04	0.575	suspicious	c-89cbca28
Kyngfxrgo	2025-07-15	0.575	suspicious	c-89cbca28
WaterBe7	2026-01-14	0.575	suspicious	c-89cbca28
mmaaoo2025	2025-06-05	0.550	suspicious	c-89cbca28

Showing top 30 of 47 suspects by composite score.

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All findings are probabilistic indicators, not accusations. False positives exist. Individual accounts should be treated as suspicious signals, not confirmed fake actors. Repo-level counts in this report exclude accounts present on the current false-positive allowlist.

Automated scan by phantomstars. View full dataset Report a false positive