Cybersecurity toolkits · Rank #58

F

viper

Grade F: derived only from the two verdicts below. How grades work

🛡️ VIPER: Stay ahead of threats with AI-driven vulnerability intelligence. Prioritize CVEs effectively using NVD, EPSS, CISA KEV, and Google Gemini insights, all on an interactive dashboard

Dormant2+ majors behindFree

Why this verdict

How we check →
  • No commits in 90 days; last commit 432 days ago. receipt ↗
  • OpenAI SDK 1 declared; latest is 3 (2 majors behind). receipt ↗
  • NumPy 1 declared; latest is 2 (1 major behind). receipt ↗
  • pandas 2 declared; latest is 3 (1 major behind). receipt ↗
  • On current major: SQLAlchemy, Streamlit. receipt ↗

Snapshot: commit bcad943 on main, checked 2026-10-19 07:38 UTC. Receipts link to files at this exact commit.

Check before you commit
  • Two or more breaking releases behind on a core dependency.

Dependency freshness

PackageDeclaredLatestStatus
OpenAI SDK openai1.40.03.35.12 majors behind
NumPy numpy1.24.02.5.41 major behind
pandas pandas2.0.03.0.61 major behind
SQLAlchemy sqlalchemy2.0.02.1.5Current
Streamlit streamlit1.30.01.66.0Current

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

Framework
Streamlit
Database / ORM
SQLAlchemy

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

  • AI
    Gemini AI analysisleverages Google Gemini AI for deep contextual analysis and vulnerability prioritization
  • AI
    Local LLM with Ollamalocal LLM support through Ollama for enhanced privacy and offline capabilities
  • AI
    OpenAI GPT providerUse OpenAI GPT models as the provider for AI analysis
  • Analytics
    Risk scoringWeighted multi-factor scoring
  • Analytics
    EPSS exploitation probabilityget_epss_data_for_cve - Exploitation probability
  • Analytics
    CISA KEV status checkcheck_cve_in_cisa_kev - CISA KEV status
  • API
    Claude Desktop MCP serverModel Context Protocol (MCP) server that integrates seamlessly with Claude Desktop
  • API
    Live CVE lookupReal-time CVE analysis
  • API
    NVD data retrievalget_nvd_cve_details - NVD data
  • API
    Public exploit searchsearch_public_exploits_for_cve - GitHub/Exploit-DB search
  • Data
    Database storagesave_cve_data_to_viperdb - Database storage
  • Deploy
    Docker deploymentDocker - Container deployment
  • UI
    Streamlit dashboardan interactive Streamlit dashboard

Extracted from the kit's README by a local AI model (deepseek-flash) on Sep 29, 2026. Every item is checked against an exact README quote; 1 unverifiable item was discarded. A README claim is the maker's description, not something we tested.

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History

Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.

Show as a table
DateMaintenanceDependenciesCommits (90d)
Oct 19, 2026Dormant2+ majors behind0
Oct 12, 2026Dormant2+ majors behind0
Sep 29, 2026Dormant2+ majors behind0

Sources

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