6xargs6xargs AI
Operational Memory Platform for Offensive Security Firms

Fastest Pentest Triages Ever, Zero Overhead

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From Finding to Fix in Seconds
6xargs surfaces exact, production-ready remediations for the most complex vulnerability patterns that take hours to re-derive—from JWT bypasses and SSRF chains in Web2 stacks to reentrancy and oracle manipulation in smart contracts.
Web2 / API
SQLi in authentication layerAuth
SSRF via metadata endpointCloud
Broken Object Level AuthAPI
JWT signature bypassToken
RCE via deserializationRCE
6xargs AI
Web3 / Solidity
Reentrancy attack vectorContract
Integer overflow in tokenLogic
Price oracle manipulationDeFi
Unchecked external callsCall
Flash loan vulnerabilityDeFi
Production-Ready Remediations
Not just root cause—exact fix
Learns Your Firm's Patterns
Gets sharper every engagement
Deep Vuln Context
200+ engagements, instant recall
Calibrated Per Firm
Isolated index, zero cross-tenant
How It Works
Three steps from raw historical engagements to real-time institutional memory.
Step 01
Ingest Historical Engagements
Upload PDFs, JSON reports, and findings. The pipeline extracts stack, vuln class, severity, resolution — then vectorizes per firm. Nothing sensitive is persisted after indexing.
Step 02
Semantic Index Builds
PGVector indexes every finding by similarity. Isolated per firm — zero cross-tenant. Every new engagement compounds the index. The more you ingest, the sharper the recall.
Step 03
Query During Active Engagements
A junior queries in natural language mid-engagement. The LangGraph agent returns structured context — attack patterns, remediations, CVSS scores — from 200+ past cases. Instantly.
38ms
Avg query latency
200+
Engagements indexed
0
Cross-tenant reads
40%
Billable hours saved
Fix Knowledge Loss Before the Senior Leaves
+ all other formats
The hardest knowledge loss spans every format your team produces — PDFs, JSON exports, CSV data, Arrow datasets, markdown notes. As engagements scale, institutional knowledge silently degrades while junior consultants re-derive what senior experts already knew. 6xargs ingests every format, redacts PII, and semantically indexes per-firm before that knowledge walks out the door.
Proven in Production
Trusted by security firms to surface past knowledge and eliminate billable time wasted re-deriving context that already existed internally
247+
Engagements Indexed
Per active firm on average
40%
Reduction in Re-Derivation
Fewer billable hours wasted
94%
Semantic Match Accuracy
Cross-validated on real queries
Operational Memory Architecture
Firm-Isolated Knowledge Graph
Every firm operates on a fully isolated PGVector namespace. Zero cross-tenant data — architecturally impossible, not just a policy.
→
Per-Firm Namespace Isolation
Dedicated PGVector schema + RLS per tenant. Query layer enforces firm_id at the architecture level.
→
Knowledge Compounds Over Time
Every new ingestion updates the semantic index. Pattern recognition improves with every engagement.
→
Zero Knowledge Lost on Turnover
When a senior consultant exits, their accumulated knowledge stays — permanently indexed and queryable.
live
firm-corpusns: pentesting23 engagementsns: web3-audits18 engagements6xargsPGVector enginequery resultstop-3 · 38msaudit trailtamper-proof
Continuous Indexing
~2–8s/doc
PDFs, reports, and findings ingested, PII-redacted, and semantically indexed per firm
pdfplumber · unstructured · MiniLM-L6-v2
Semantic Retrieval
~12–45ms
PGVector cosine similarity search. Reranker narrows to top-3 chunks. Hard cap 1,500 tokens.
Instant Context
~800–1500ms
LangGraph assembles retrieved chunks into structured contextual guidance with source references.
0
cross-tenant
3
max chunks
1,500t
context cap
0.6
min confidence
Self-Healing Knowledge Pipeline
Agentic Engagement Pipeline
Spend less time searching through old reports and re-deriving context. 6xargs continuously indexes your engagement corpus and makes every past finding instantly queryable during active engagements.
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Always-On Indexing
Continuously ingests new engagement documents into the semantic index in real time
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Root Pattern Analysis
Identifies recurring vulnerability patterns across the full indexed corpus automatically
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Ready-to-Use Context
Instant structured guidance from past engagements — stack match, CVSS, resolution — in under 50ms
Conversational Engagement Intelligence
AI Query Copilot
Ask any security question in plain English and surface instant structured context from 200+ indexed engagements. Resolve re-derivation 10x faster and eliminate hours of manual report digging.
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No Query Syntax
Skip the report archives and keyword searches — just ask in natural language
→
Instant Answers
Surface past findings, stack matches, CVSS scores, and resolutions in under 50ms
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Resolve in Seconds
Root cause and surface remediation patterns for any active engagement query instantly
6xargs query
You
JWT bypass patterns in Node.js fintech stacks
AI
Found 8 matches in your corpus
...
View Details
pattern scan · 247 engagements
live
JWT alg:none Bypass
14 engagements · CVSS 9.1
Critical
SSRF via AWS Metadata
11 engagements · CVSS 8.6
High
SQL Injection Union
22 engagements · CVSS 8.1
High
Reentrancy Attack
9 engagements · CVSS 7.8
High
Misconfigured S3 ACL
31 engagements · CVSS 5.3
Medium
updated on every ingestion · sorted by frequency × CVSS
AI Security Scans on Autopilot
Autonomous Pattern Detection
The agent continuously scans your indexed corpus and surfaces recurring vulnerability patterns — ranked by CVSS, frequency, and stack overlap across all your past engagements.
Cross-engagement pattern detection
CVSS-weighted prioritization
Real-time index updates
Zero manual configuration
Engagement Knowledge Acceleration
Knowledge-Driven Engagement Acceleration
When a consultant queries during an active engagement, they surface the accumulated context of every past engagement instantly. No re-derivation. No knowledge gaps.
Critical
85h
Medium
200h
Low
160h
Critical
High
Medium
Low
Findings Export & Integration
Review & Export Findings
Every AI-generated contextual finding comes with a comprehensive review interface. Approve results with confidence and export directly to your reporting workflow, GitOps pipeline, or downstream platform.
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Interactive Finding Review
View structured context, source references, confidence scores, and engagement links
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One-Click Export
Export approved findings as PDF reports, markdown, or structured JSON instantly
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GitOps Integration
Push findings directly to your Git repositories with validated, structured content
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Webhook Delivery
Async POST to your platform on query completion — no polling required
finding-report.md
PDF Report
Full structured pentest report
Markdown
Raw .md for GitOps pipelines
API Push
POST to your platform endpoint
Webhook
Async delivery on completion
ingestion-pipeline · live
live
Works With Your Existing Security Stack
Integrates With Your Stack
6xargs connects to your offensive security tools and reporting platforms — then surfaces past engagement knowledge through your existing workflow via SDK, CLI, webhooks, or REST API.
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Offensive Tool Output
Ingest Burp Suite exports, Nuclei results, Nmap scans, Metasploit reports directly into the index
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Automated Ingestion
CLI and SDK support for auto-ingesting outputs as part of your engagement pipeline
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End-to-End Workflow
From ingestion to query to export — fully integrated with your existing reporting stack
Production Ready. Security First.
Enterprise-Grade Security
Built for firms that handle sensitive client engagement data. Per-firm isolation is the architecture — not a configuration option. Your engagements are inaccessible to every other tenant at the infrastructure level.
Per-Firm Schema Isolation
Dedicated PostgreSQL schema + RLS per tenant. Query layer enforces firm_id — architecturally impossible to cross tenants.
PII Stripped Pre-LLM
Redaction layer strips PII, secrets, and tokens before any LLM call. Nothing sensitive ever reaches the model.
Read-Only Agent by Default
The LangGraph agent operates read-only. No write access to production systems or command execution outside sandboxed containers.
Irreversible Vector Embeddings
Vector embeddings are mathematically irreversible to source documents. Original reports are discarded post-indexing.
AES-256 At-Rest Encryption
All embeddings and metadata encrypted at rest in Cloudflare R2 and PostgreSQL. Keys managed per tenant.
Immutable Audit Trail
Every query logged: source references, retrieval scores, model version, latency. Tamper-proof per firm.
Internet/ ClientPrivate VPCExpress APIFastAPIPostgreSQLPGVectorIsolatedLLM (local)Bedrock / localR2-compat
Deploy in Your Environment
Deploy On-Prem or Self-Hosted
Deploy 6xargs in your own environment for complete control and data sovereignty. Choose cloud-hosted with Railway, self-hosted with Docker Compose, or isolated using VPC endpoints — your engagement data never leaves your infrastructure.
Railway / Self-Hosted
Deploy on Railway or your own infra
Docker Compose Deploy
Single compose file, all services
Any LLM Provider
Anthropic, Bedrock, Azure OpenAI
VPC Endpoint Support
No public internet required
Get Started in Seconds
Init, ingest, query. Three commands from zero to operational memory.
<5min
Setup Time
API-First
Integration Style
0 Config
Manual Steps
Instant Visibility
Complete visibility across your firm's indexed corpus with natural language queries in seconds.
Real-Time Engagement Support
Continuously surfaces past findings during active engagements — stack-matched, CVSS-ranked, instantly.
Compounds Over Time
Every new engagement indexed compounds the knowledge base. Pattern recognition improves with every ingestion.
terminal
View on GitHubDocumentation
Simple, Predictable Pricing
Per-firm billing. Switching cost grows with every engagement indexed — the index compounds with you.
Starter
5–15 consultants
$300/mo
For growing offensive security teams.
  • Up to 15 consultants
  • PDF + JSON ingestion pipeline
  • PGVector semantic index
  • Natural language query endpoint
  • Per-firm knowledge isolation
  • Webhook on ingestion complete
  • Email support
Start Free Trial
Most Popular
Growth
15–50 consultants
Custom
For established pentesting firms.
  • Everything in Starter
  • Up to 50 consultants
  • Advanced query filters
  • Web3 / Solidity pipeline
  • Custom tool integrations
  • Advanced metrics & reports
  • Priority support
Contact Sales
Enterprise
50+ consultants · MSSP
Custom
For large firms and managed security providers.
  • Everything in Growth
  • Unlimited consultants
  • Dedicated infrastructure
  • SLA guarantees (99.9%)
  • SOC 2 data handling
  • Dedicated onboarding
  • 24/7 support
Talk to Us
All plans include onboarding. No lock-in contracts.
Common Questions
Everything you need to know about getting started with 6xargs.
Ready to Scale Your Security Knowledge?
Stop re-deriving context your team already solved 6 months ago. Every engagement you index compounds your firm's edge.
Start Free Trial →Schedule Demo
No credit card required · Deploy in minutes
contact@6xargs.com