Cybersecurity toolkits · Rank #58
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
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.
- Two or more breaking releases behind on a core dependency.
Dependency freshness
| Package | Declared | Latest | Status |
|---|---|---|---|
| OpenAI SDK openai | 1.40.0 | 3.35.1 | 2 majors behind |
| NumPy numpy | 1.24.0 | 2.5.4 | 1 major behind |
| pandas pandas | 2.0.0 | 3.0.6 | 1 major behind |
| SQLAlchemy sqlalchemy | 2.0.0 | 2.1.5 | Current |
| Streamlit streamlit | 1.30.0 | 1.66.0 | Current |
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
- AIGemini AI analysis
leverages Google Gemini AI for deep contextual analysis and vulnerability prioritization
- AILocal LLM with Ollama
local LLM support through Ollama for enhanced privacy and offline capabilities
- AIOpenAI GPT provider
Use OpenAI GPT models as the provider for AI analysis
- AnalyticsRisk scoring
Weighted multi-factor scoring
- AnalyticsEPSS exploitation probability
get_epss_data_for_cve - Exploitation probability
- AnalyticsCISA KEV status check
check_cve_in_cisa_kev - CISA KEV status
- APIClaude Desktop MCP server
Model Context Protocol (MCP) server that integrates seamlessly with Claude Desktop
- APILive CVE lookup
Real-time CVE analysis
- APINVD data retrieval
get_nvd_cve_details - NVD data
- APIPublic exploit search
search_public_exploits_for_cve - GitHub/Exploit-DB search
- DataDatabase storage
save_cve_data_to_viperdb - Database storage
- DeployDocker deployment
Docker - Container deployment
- UIStreamlit dashboard
an 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.
Watch viper
Get told if it goes dormant, gets archived, falls further behind on a core dependency, or changes its license or price.
History
Sep 29, 2026 → Oct 19, 2026. One square per check, colored by maintenance status. Hover for details.
Show as a table
| Date | Maintenance | Dependencies | Commits (90d) |
|---|---|---|---|
| Oct 19, 2026 | Dormant | 2+ majors behind | 0 |
| Oct 12, 2026 | Dormant | 2+ majors behind | 0 |
| Sep 29, 2026 | Dormant | 2+ majors behind | 0 |
Sources
Every claim on this page comes from these public records, checked . Open them to verify.
- Commit history ↗ default branch (main) at the checked commit: pulse, contributors, last commit
- Releases ↗ latest release
- pyproject.toml ↗ declared dependency versions and stack (at commit bcad943)
- requirements.txt ↗ declared dependency versions and stack (at commit bcad943)
- README ↗ quoted features at the checked commit
- PyPI ↗ latest versions of Python packages (each linked in the table above)