vercel-labs/deepsecPublic

Deepsec is a security harness for finding vulnerabilities in your codebase powered by coding agents

AI summary: An agent-powered vulnerability scanner designed for deep, on-demand review of large-scale codebases.

Stars
8.1K
+24 today
Forks
489
Watchers
23
Open issues
22
Open PRs
46
Contributors
~10
Commits
104
Branches
76

TypeScriptApache-2.0Created Apr 30, 2026Last push 5d ago+57 stars this week+183 this month

Quick answers

What is deepsec?
An agent-powered vulnerability scanner designed for deep, on-demand review of large-scale codebases.
What does deepsec do?
Deepsec is an AI-powered static analysis tool designed to identify complex, contextual vulnerabilities in codebases. Instead of relying purely on pattern matching like traditional SAST tools, it employs sophisticated LLMs to understand code context and logic. It performs deep, exhaustive reviews of repositories on demand, making it ideal for auditing legacy code or running before major releases. It operates securely within the user's own infrastructure, ensuring that sensitive source code never leaves the company network. It integrates directly with GitHub Actions to block pull requests containing severe architectural flaws.
Who is deepsec for?
Security engineers, DevSecOps teams, and technical leads responsible for the security of large codebases. Requires infrastructure setup and API access to advanced LLMs.
How do I get started with deepsec?
npm install -g deepsec && deepsec scan .
How popular is deepsec on GitHub?
vercel-labs/deepsec has 8,085 stars and 489 forks on GitHub, and gained 57 stars in the last 7 days.
What license does deepsec use?
vercel-labs/deepsec is released under the Apache-2.0 license.

Star history

since Jul 29, 2026
02.5K5K7.5KJul 2026Aug 2026Sep 2026Oct 2026
8.1K stars as of Oct 3, 2026. Measured daily since Jul 29, 2026; GitHub no longer exposes earlier star timestamps.

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103 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Well documented

    High community health score

  • Permissive license

    Apache-2.0

What deepsec does

Deepsec is an AI-powered static analysis tool designed to identify complex, contextual vulnerabilities in codebases. Instead of relying purely on pattern matching like traditional SAST tools, it employs sophisticated LLMs to understand code context and logic. It performs deep, exhaustive reviews of repositories on demand, making it ideal for auditing legacy code or running before major releases. It operates securely within the user's own infrastructure, ensuring that sensitive source code never leaves the company network. It integrates directly with GitHub Actions to block pull requests containing severe architectural flaws.

Security engineers, DevSecOps teams, and technical leads responsible for the security of large codebases. Requires infrastructure setup and API access to advanced LLMs.

  • Agent-driven analysis: Uses AI models to understand context and identify complex logic flaws, not just simple pattern matching.
  • On-demand deep review: Designed for exhaustive scanning of large, existing repositories rather than just quick CI checks.
  • Self-hosted infrastructure: Runs within the user's own environment to ensure sensitive code never leaves the company network.
  • Tunable thinking levels: Allows users to configure the depth of analysis via a '--thinking-level' flag to balance cost and thoroughness.
  • Contextual vulnerability detection: Surfaces issues that require understanding the broader architecture, which standard scanners miss.

Where teams use it

Comprehensive security audits

Used by security teams to perform deep reviews of legacy codebases or before major releases.

Discovering logic flaws

Ideal for finding complex vulnerabilities, such as race conditions or improper access controls, that span multiple files.

Supplementing static analysis

Acts as an advanced, AI-powered layer on top of traditional SAST tools to catch more nuanced issues.

Continuous security review

Can be run periodically to ensure new architectural changes haven't introduced subtle vulnerabilities.

Getting started: npm install -g deepsec && deepsec scan .

README

main branch

deepsec

deepsec is an agent-powered vulnerability scanner that you can run in your own infrastructure, optimized to perform on-demand review of all code in existing large-scale repos.

deepsec is designed to surface hard-to-find issues that have been lurking in applications for a long time. It is configured to use the best models at maximum thinking levels (tunable via --thinking-level, see models), meaning scans can cost thousands or even tens-of-thousands of dollars for large codebases. Our customers have found the cost worth it for how quickly they were able to patch vulnerabilities that would have otherwise gone unfixed.

For large codebases, work fans out across worker machines in parallel. If a run is interrupted or errors out partway through, just re-run the same command — deepsec picks up where it left off, skipping files it already analyzed and only investigating the rest.

Vercel Labs Product npm version: deepsec License: Apache-2.0 npm downloads per month: deepsec

Get started

From the root of the repository you want to scan:

npx deepsec init

The command guides you through everything. It asks you to pick an AI model (with benchmark scores and prices to compare) and how to pay for model usage — your own OpenAI/Anthropic API key, or Vercel AI Gateway — and then works unattended: it studies your codebase, scans it, and runs the AI review. The only thing it adds to your repository is a .deepsec/ folder where all of its state and findings live.

If the run is interrupted for any reason — Ctrl-C, lost connection, a spending limit — run npx deepsec init again and it continues where it left off. To cap what a run may spend or how long it may take:

npx deepsec init --max-cost-usd 100 --max-duration 2h

When the scan finishes, get a readable report:

cd .deepsec
pnpm deepsec export --format md-dir --out ./findings

For later scans, work from inside .deepsec/:

pnpm deepsec scan        # fast pattern scan, free
pnpm deepsec process     # AI review of new candidates
pnpm deepsec revalidate  # optional, cuts false-positive rate
pnpm deepsec export --format md-dir --out ./findings

The getting started guide covers all of this in more detail, including using your own OpenAI or Anthropic API key and running from CI or a coding agent.

Docs

After initialization, agents can read the exact documentation matching the installed CLI at .deepsec/node_modules/deepsec/SKILL.md and .deepsec/node_modules/deepsec/dist/docs/. Setup errors expose these as absolute machine-readable paths.

AI provider

By default, deepsec routes model calls through Vercel AI Gateway, which gives access to every major model without provider-specific keys. You can instead bring your own key — OpenAI, Anthropic, or a custom HTTPS provider — by passing --model-auth direct with --ai-provider and --ai-api-key-env to init; no Vercel account is needed in that mode. Deepsec only ever stores the name of the environment variable holding your key, never the key itself. See project link and credentials for the full reference.

If a process or revalidate run halts because the upstream credential ran out of quota or credits, deepsec stops gracefully and tells you where to top up. Re-run the same command afterward and it picks up where it left off.

Distributed execution (optional)

Large monorepos can fan work across Vercel Sandbox microVMs:

pnpm deepsec sandbox process --project-id my-app --sandboxes 10 --concurrency 4

Setup already verified the Vercel connection, so this needs no extra onboarding. The local working tree is tarballed and uploaded; .git is excluded. Model credentials remain host-side and are injected only at the selected egress host.

Security model of deepsec itself

Treat deepsec like a coding agent with full shell access on the enviroment that it is running on. It is designed to run on trusted inputs (your source code) but you may still be concerned about prompt injection due to external dependencies or vendored code.

Running on a sandbox (see above) does limit the potential exposure substantially:

  • The API keys for the coding agents are injected outside of the sandbox and hence cannot be exfiltrated
  • For the worker sandboxes, network egress from the sandbox is limited to coding agent hosts (Egress is allowed during the bootstrap process, but this does not run the coding agent)

Workflow reference

Command What it does
scan Find candidate sites with regex matchers (fast, no AI)
process AI investigation; emits findings + recommendation
process --diff PR-mode: scan + investigate only files changed in a diff
triage Lightweight P0/P1/P2 classification (cheaper model)
revalidate Re-check existing findings; checks git history for fixes
enrich Add git committer info + (with a plugin) ownership data
report Markdown + JSON summary for one project
export Per-finding JSON or directory of markdown files
metrics Cross-project counts: severities, vulns by type, TPs
status Snapshot of the project mirror
sandbox <cmd> Run any of the above on Vercel Sandbox microVMs

License

Apache 2.0. See LICENSE and NOTICE.

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Recent activity

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Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Jun 28, 2026daily#25+21
May 5, 2026daily#15+67
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