SaaS Metrics
vercel-labs/deepsec
Deepsec is a security harness for finding vulnerabilities in your codebase powered by coding agents
View Origin LinkProduct Positioning & Context
AI Executive Synthesis
Deepsec integrates with various coding agents (e.g., Codex). Its positioning requires seamless and secure credential management to ensure users consume their intended quotas.
This issue reveals a critical credential management flaw in Deepsec's integration with AI agents. Deepsec's default behavior of prioritizing an `OPENAI_API_KEY` environment variable over a specified `--agent codex` flag leads to unintended quota consumption and billing issues for users. This undermines trust in Deepsec's cost management and agent selection capabilities. Users expect explicit agent selection to dictate credential usage. The current implicit fallback creates confusion and financial penalties. For a tool leveraging multiple AI services, robust and explicit credential prioritization is essential for user confidence and predictable operational costs. This requires a clear hierarchy for credential resolution.
Deepsec is a security harness for finding vulnerabilities in your codebase powered by coding agents
Related Ecosystem & Alternatives
Discover adjacent products, open-source repositories, and developer tools sharing similar technical architecture.
Deep-Dive FAQs
What is vercel-labs/deepsec?
vercel-labs/deepsec is analyzed by our AI as: Deepsec integrates with various coding agents (e.g., Codex). Its positioning requires seamless and secure credential management to ensure users consume their intended quotas.. It focuses on This issue reveals a critical credential management flaw in Deepsec's integration with AI agents. Deepsec's default behavior of prioritizing an `OP...
Where did vercel-labs/deepsec originate?
Data for vercel-labs/deepsec was aggregated directly from the GitHub Open Source community ecosystem, representing raw developer and early-adopter sentiment.
When was vercel-labs/deepsec publicly launched?
The initial public indexing or launch date for vercel-labs/deepsec within our tracked developer communities was recorded on April 30, 2026.
How popular is vercel-labs/deepsec?
vercel-labs/deepsec has achieved measurable traction, logging over 2,458 traction score and facilitating 158 recorded discussions or engagements.
Are there active development issues for vercel-labs/deepsec?
Yes, we are currently tracking open architectural debates and bug reports for this project on GitHub. There are currently 3 active high-priority issues logged recently.
How does the creator describe vercel-labs/deepsec?
The original author or development team describes the product as follows: "Deepsec is a security harness for finding vulnerabilities in your codebase powered by coding agents"
Active Developer Issues (GitHub)
Logged: May 5, 2026
Logged: May 5, 2026
Logged: May 5, 2026
Community Voice & Feedback
I had an `OPENAI_API_KEY` set on ENV which `deepsec` used. After removing it, it worked just fine using my Codex subscription.
Codex CLI or app never use `OPENAI_API_KEY` so IMO this is a bug.
Codex CLI or app never use `OPENAI_API_KEY` so IMO this is a bug.
@aaronvanston confirmed. The requests went through my API_KEY somehow, and burned everything I had .-.
`codex` CLI is signed in. I use it all day everyday.
`codex` CLI is signed in. I use it all day everyday.
@igor9silva I believe the codex error is directly from the codex CLI not deepsec. The screenshot you shared from the codex app might not have the exact same auth profile.
Jump into a `codex` CLI session and run `/status` to see the quota of the codex instance deepsec is running on.
Additionally you can re auth running `codex login` and re-attempt to see if that correctly syncs the auth profiles.
Jump into a `codex` CLI session and run `/status` to see the quota of the codex instance deepsec is running on.
Additionally you can re auth running `codex login` and re-attempt to see if that correctly syncs the auth profiles.
The result for `igor@Aldebaran-IV .deepsec % pnpm deepsec report --project-id meseeks`:
```
Vulnerability scan report — meseeks
Generated 2026-05-05
Files analyzed: 273
Findings: 0
CRITICAL 0
HIGH 0
MEDIUM 0
HIGH_BUG 0
BUG 0
Reports written:
data/meseeks/reports/report.json
data/meseeks/reports/report.md
```
```
Vulnerability scan report — meseeks
Generated 2026-05-05
Files analyzed: 273
Findings: 0
CRITICAL 0
HIGH 0
MEDIUM 0
HIGH_BUG 0
BUG 0
Reports written:
data/meseeks/reports/report.json
data/meseeks/reports/report.md
```
Discovery Source
GitHub Open Source Aggregated via automated community intelligence tracking.
Tech Stack Dependencies
No direct open-source NPM package mentions detected in the product documentation.
Media Tractions & Mentions
No mainstream media stories specifically mentioning this product name have been intercepted yet.
Deep Research & Science
No direct peer-reviewed scientific literature matched with this product's architecture.