TR
MULTI-AGENT QA & SECURITY SCANNING

Point it at a URL, let the agent team test it

Point Probelith at a web app and it runs an automated QA and security pass with domain-specialist AI agents and rule-based engines. From backend to security, database to UI, each agent produces findings in its own field. Its defining strength is a static-validation funnel that eliminates false positives stage by stage.

Çok AjanlıQAGüvenlikFastAPI
// VALIDATION FUNNEL
01Regex candidates
02AST analysis
03Taint analysis
04Validator
CONFIRMEDPLAUSIBLEREJECTED
5
Specialist domains
2
Engine modes (LLM ±)
3
Verdict levels
TR/EN
Bilingual panel
// CAPABILITIES

Real findings, minimal noise

Agent team

AI agents and rule engines specialized in backend, database, security, validation and UI work side by side.

Dual-engine architecture

With-LLM and LLM-free modes; the default flow stays rule-based so it runs even on GPU-less servers.

False-positive filter

Regex candidates are refined by AST and taint analysis; survivors pass a validator — noise drops stage by stage.

Verdict system

Every finding gets a CONFIRMED, PLAUSIBLE or REJECTED verdict, so teams focus only on the real ones.

Bilingual verification panel

Verification steps are produced in both Turkish and English and shown per the platform language.

Auth-aware scanning

Authentication via config lets it reach and scan the protected pages behind a login.

// VALIDATION FUNNEL

A four-stage false-positive filter

Candidates gathered by a broad pattern sweep are narrowed at each stage of the funnel — only verifiable findings survive to the end.

  1. 01

    Regex candidates

    A broad pattern sweep collects the first candidate findings.

  2. 02

    AST analysis

    Context is checked on the syntax tree, filtering out noise.

  3. 03

    Taint analysis

    Tainted data flow is traced to confirm real reachability.

  4. 04

    Validator

    Survivors receive a CONFIRMED / PLAUSIBLE / REJECTED verdict.

// ARCHITECTURE & DEPLOY

The “Phosphor Ops” command center

Backend

Python/FastAPI: test engines, session orchestration, finding enrichment and reporting.

Frontend

A React/TypeScript “Phosphor Ops” design: dark terminal look, phosphor green, agent console.

Browser extension

A Chrome side-panel extension for in-browser session management.

Docker deployment

A database layer with Alembic migrations; an image-baked build served through nginx.

// TECHNOLOGY
PythonFastAPIReactTypeScriptDockerAlembic

See Probelith up close

Talk to our team about a detailed demo, integration or partnership — we’ll get back to you shortly.