Ross ROSS = Recommend OSS · open-source software intelligence for agents

visa/visa-vulnerability-agentic-harness

Visa Vulnerability Agentic Harness observed · 2026-08-28

github.com/visa/visa-vulnerability-agentic-harness · Python · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

67/100

  • Activity 96
  • Release rhythm 64
  • Longevity 6

Flags: young no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 90
  • days_rel: 29
  • days_push: 29
  • n_releases_24m: 1

Full methodology

Adoption not part of the score

2601 stars · 362 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

VVAH is Visa's open-source agentic harness for autonomous vulnerability discovery, remediation, and validation using frontier AI models. It runs a four-phase, eleven-stage SAST pipeline that maps attack surfaces, verifies exploitability with multi-agent voting, emits Markdown and SARIF findings, and validates proposed fixes.

Use cases

  • find vulnerabilities in a codebase with AI agents
  • run an agentic SAST pipeline over my repository
  • reduce false positives in AI security findings with multi-model voting
  • generate SARIF reports for AI-discovered vulnerabilities
  • automatically propose and validate security fixes
  • build threat models before static analysis
  • measure mean time to adapt for AI-found weaknesses

When to choose

  • you want LLM-driven static analysis with adversarial verification to cut false positives
  • you need structured SARIF/Markdown findings integrated into existing triage workflows
  • you want vendor-neutral multi-model support across detection and remediation stages
  • your priority is speeding up triage from AI-discovered weakness to validated fix

When to avoid

  • you need a fast traditional SAST scanner without LLM API costs
  • you require external code contributions, since the repo does not accept them
  • you lack access to Anthropic or OpenAI-compatible model endpoints
  • you need a fully deterministic, non-AI vulnerability scanner

Facets

framework · maturity active

security vulnerability-scanning agent-framework llm-inference testing security developer-tools artificial-intelligence python cli sast vulnerability-discovery agentic-pipeline sarif threat-modeling remediation multi-agent llm-security ai-agents linux macos

1 source

Member repositories

RepositoryRoleHealth v2
visa/visa-vulnerability-agentic-harnessmain67

For agents

markdown · JSON · MCP: product_card(name="visa/visa-vulnerability-agentic-harness")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem