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Your AI-generated code
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Most AI-generated code ships without a single security control built in. Code:Sniper scans your source in minutes using AI agents backed by over a decade of penetration testing work. You upload, we scan, you get a report you can actually act on.

security-report.md

CRITICAL: Hardcoded AWS secret key

→ src/config.js:14 · AWS_SECRET_KEY = "AKIA…redacted"

CRITICAL: Second-order SQL injection

→ src/admin/reports.py:88 · stored user.bio reflected into admin report query

HIGH: Insecure deserialization (pickle)

→ src/middleware/session.py:31 · pickle.loads() on signed session cookie payload

HIGH: Session pollution, cross-tenant key collision

→ src/auth/session_store.py:57 · unscoped Redis key auth:{user_id}

HIGH: Server-side prototype pollution

→ src/utils/deepMerge.ts:22 · __proto__ reachable via request body

MEDIUM: JWT HS256 with default fallback secret

→ src/auth/jwt.py:14 · os.getenv("JWT_SECRET", "dev-secret")

MEDIUM: Outdated dependency with known CVE

→ lodash@4.17.20 → CVE-2021-23337

Report generated. 2 critical, 6 high, 9 medium findings.

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Why not just use a model and a prompt?

A model answers a prompt. Code:Sniper runs a complete security engagement around the model - here is what that actually means.

Code:Sniper
Full security engagement
A single prompt
One model, your own instructions
A frontier model alone
The latest single model, on its own
A general AI assistant
Chat / coding copilot
Runs 20+ deterministic security tools (SAST, secret & dependency scanners)
35+ specialized analysis modules, each with its own threat model
Prompts & audit rules hand-written by certified pentesters
Guaranteed whole-repository coverage, independent of the context window
Findings grounded in verified tool evidence, not guesswork
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Gets stronger as the underlying models improve (model-agnostic)
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Frequently asked questions

The honest, technical answers to what teams ask us most.

Because a prompt gives you a single, unverified opinion - Code:Sniper runs a full security process around the model. Four things a raw prompt cannot do:

  • Coverage. A prompt is bounded by the context window. A real codebase does not fit, so the model silently skips files. Code:Sniper greps every relevant sink across the entire tree and forces a verdict on each one - coverage does not depend on what fits in a prompt.
  • Grounding. A bare model guesses. Code:Sniper first runs 20+ deterministic tools and feeds the verified evidence to its specialists, so findings are anchored in real tool output, not vibes.
  • Specialization. One prompt is one generalist pass. Code:Sniper runs 35+ specialized modules in parallel - OWASP, cryptography, business logic, secrets, per-language specialists - each with its own threat model.
  • Validation. The model that finds an issue is also the one that "confirms" it - there is no independent check. Code:Sniper adds a cross-agent validator and a fact-checker that flips false positives and de-duplicates before anything reaches your report.

On top of that you get a reproducible, structured report: the same code yields the same result every run, instead of different free-form prose each time.

The opposite - a better model makes Code:Sniper better, not redundant. Code:Sniper is an orchestration layer, not a model.

We already run multiple models under the hood with automatic fallback and a deep-reasoning mode for hard cross-file analysis. When a stronger model ships, we plug it in and every customer benefits the same day - without losing the parts a raw model will never give you on its own:

  • the 20+ deterministic tools that ground every finding,
  • the pentester-authored prompts and curated audit rules,
  • the independent cross-agent validation and false-positive filtering,
  • the guaranteed whole-repository coverage,
  • and the reproducible, structured report plus AI-ready remediation file.

A model answers a prompt. Code:Sniper runs a complete security engagement around that model - and rides the same improvement curve while keeping everything else.

No. The LLM is one component inside a pipeline. Before any model is invoked, your code is validated, safely extracted and scanned by 20+ deterministic security tools. Those verified results are routed to specialist agents driven by prompts and curated Semgrep rules we wrote ourselves.

After the agents run, a cross-agent validator reconciles conflicts, a fact-checker removes false positives, duplicates are merged deterministically, and the final report is rendered directly from structured data - not re-generated by a model. Take the LLM out and you still have a working scanner; take the orchestration out and a model alone cannot reproduce any of it.

A coding assistant reasons over the few files in its context and optimizes for writing code, not for adversarial review. It has no deterministic scanners, no guaranteed coverage of your whole repository, no independent validation, and no reproducible output.

Code:Sniper is built by offensive-security specialists to think like an attacker: it sweeps every sink in the codebase, grounds findings in tool evidence, runs domain specialists in parallel and hands you an actionable, structured report - plus an optional review by a certified human pentester.

That is exactly why we never rely on the model alone. Real bugs are caught deterministically: every specialist greps its language-specific sinks across the full tree and must return a verdict on each match, so coverage is not left to the model's discretion.

Invented bugs are filtered out: a dedicated fact-checking stage cross-references each agent finding against the actual source and tool output, flips false positives, and de-duplicates before the report is written. Curated audit rules encode known issues permanently, with zero inference involved.

Code:Sniper includes those tools and goes further. Classic SAST is great at pattern matches but drowns you in noise and cannot reason about business logic, multi-step exploit chains, or context-dependent flaws.

Code:Sniper runs the scanners for you, then layers specialist agents on top to interpret the results, find logic and cross-file issues that pattern matching misses, strip false positives, and deliver one prioritized report with concrete remediation - instead of several raw tool outputs you have to triage by hand.