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
6.6K
+47 today
Forks
399
Watchers
17
Open issues
18
Open PRs
33
Contributors
~4
Commits
84
Branches
56

TypeScriptApache-2.0Created Apr 30, 2026Last push 1d ago+107 stars this week+107 this month

Star history

since May 3, 2026
02K4K6KMay 2026Jun 2026Jul 2026Aug 2026
6.6K stars as of Aug 6, 2026, tracked back to May 3, 2026. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

Contribution activity

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83 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Breakout launch

    6,576 stars in 99 days

  • Actively maintained

    Pushed within 48 hours

  • Well documented

    High community health score

  • Permissive license

    Apache-2.0

What deepsec does

Deepsec is a security harness that leverages advanced coding agents to identify hard-to-find vulnerabilities that traditional static analysis might miss. It is optimized to run within a user's own infrastructure, analyzing entire existing repositories. By configuring state-of-the-art models to run at maximum 'thinking levels', it performs deep, contextual reviews to uncover complex security flaws that have lurked in the code for extended periods.

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 docs/models.md), 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.

Get started

Navigate to the root of the repository that you want to scan, then:

npx deepsec init       # creates .deepsec/ with this repo as the first project
cd .deepsec
pnpm install           # installs deepsec from npm

# Proceed as instructed by `init` output

Now have your coding agent bootstrap your installation. Open the agent of choice and prompt:

Read .deepsec/node_modules/deepsec/SKILL.md to understand the tool. Then read .deepsec/data/<id>/SETUP.md and follow it: skim this repo's README, any AGENTS.md/CLAUDE.md, and a handful of representative code files, then replace each section of .deepsec/data/<id>/INFO.md.

Keep it SHORT — target 50–100 lines total. Pick 3–5 examples per section, not exhaustive enumeration. Name primitives (auth helpers, middleware) but no line numbers. Skip generic CWE categories — built-in matchers cover those. Cover only what's project-specific. INFO.md is injected into every scan batch; verbose context dilutes signal.

Then scan from inside .deepsec/:

pnpm deepsec scan
pnpm deepsec process    
pnpm deepsec revalidate # optional, cuts FP rate
pnpm deepsec export --format md-dir --out ./findings

If you feel like the deepsec should look at more parts of the code, give it the writing matchers doc to find more valuable starting points in your code base.

Docs

AI provider

When running locally, deepsec falls back to your existing claude / codex subscription if you've logged in on this machine. Subscriptions (Claude Pro/Max, ChatGPT Plus) are useful for evaluating deepsec but generally don't have enough headroom for full repo scans.

For real scans, use Vercel AI Gateway. One key covers both Claude and Codex, and the gateway's default quotas are sized for highly concurrent research.

AI_GATEWAY_API_KEY=vck_...

See docs/vercel-setup.md for getting a key and for the Vercel Sandbox setup. To bypass the gateway, set ANTHROPIC_AUTH_TOKEN + ANTHROPIC_BASE_URL (or the OpenAI pair) explicitly. Explicit values always win over the AI_GATEWAY_API_KEY expansion.

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

Needs a Vercel account. The local working tree is tarballed and uploaded; .git is excluded. Both OIDC tokens (local) and access tokens (CI) are supported — see docs/vercel-setup.md.

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.

View on GitHub

Recent activity

commits and pull requests

Code frequency

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83 commits in the last 52 weeks.

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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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