Skip to content

Project

TruffleHog

Open-source secret-scanning tool that detects exposed API keys, credentials, and tokens across code repositories, git history, and other text sources.

Known aliases

  • Trufflehog
  • TruffleHog AWS Analyze
  • TruffleHog Enterprise

Current stories

securityConfirmed4 publishers

Leaked AWS keys keep working: 526 root, 242 admin, and a rotation rate of 13.7 percent

Truffle Security retested 10,616 publicly leaked AWS credentials and 88 percent still authenticated. The median key was about five years old and had no successor.

Publishers:bleepingcomputer.com infosecurity-magazine.com scworld.com trufflesecurity.com

Perspective Coverage

4 publishers
Builder
Builder 38%
Operator
Operator 52%
Investor
Investor 10%

Reality

Evidence62
Adoption
Not scored
Hype gap+12
Incentives65
Confidence60
securityConfirmed6 publishers

A ShinyHunters credential pipeline scanned 1.8 million Android APKs on ten rented EC2 workers

Anthropic says an alleged ShinyHunters member decompiled apps pulled from multiple stores and routed verified TruffleHog hits into a Telegram channel sorted by service, and those credentials opened most of his confirmed breaches.

Perspective Coverage

6 publishers
Builder
Builder 21%
Operator
Operator 57%
Investor
Investor 22%

Reality

Evidence55
Adoption
Not scored
Hype gap+20
Incentives55
Confidence60
buildOne report1 publisher

In one worked example, a coding agent waits 93 percent of its cycle on CI

A dev.to design essay argues CI was sized for human review speed and proposes tiering checks by cost and failure probability. Its figures are examples, so the case rests on the failure modes it names.

Publishers:dev.to

Reality

Evidence22
Adoption
Not scored
Hype gap+30
Incentives25
Confidence45
buildOne report1 publisher

Strix's agent read Baseten's image config and found a live GitHub admin token from March 2023

The credential was in history[].created_by, expanded there by a RUN command that took a build argument, inside a Harbor project anyone could pull anonymously. Baseten rotated it about 17 hours after the disclosure email.

Publishers:dev.to

Reality

Evidence62
Adoption35
Hype gap+22
Incentives60
Confidence55
securityOne report1 publisher

Stealer logs now carry AI session tokens that replay straight past MFA

Okta's read of one Telegram stealer dump shows commodity malware now hoovering up AI session tokens and API keys, and a replayed token walks past MFA because the second factor was spent when the token was minted.

Reality

Evidence61
Adoption56
Hype gap+16
Incentives71
Confidence57
buildOne report1 publisher

Automated /.env scanning collected 1,033 live Stripe keys from 669 unrelated stacks

The keys work because they are keys. A standard sk_live carries refunds and sometimes payouts. The fix that matters today is rotation. The fix that lasts is a document root that refuses to serve dotfiles.

Publishers:dev.to

Reality

Evidence54
Adoption31
Hype gap+9
Incentives44
Confidence52
buildOne report1 publisher

The runner holds your deploy keys, and nobody put it in the scanning program

Codecov in 2021 and tj-actions/changed-files in March 2025 failed the same way: trusted third-party code running with pipeline privileges on a push nobody on your team made.

Publishers:dev.to

Reality

Evidence52
Adoption24
Hype gap+18
Incentives34
Confidence55