Vishap
🔬 6-stage LLM pipeline for analyzing engineering materials (code, spec, logs).
Vishap takes a file as input → returns a structured Markdown report with risks, STRIDE threat model, refactoring options and audit trail with PII detection and compliance flags.
🌐 Links
- Documentation: https://dvddv9.github.io/vishap/
- Landing Page: https://dvddv9.github.io/vishap/landing/
- GitHub App: Auto-analyze PR diffs and comment on findings.
🚀 What's new in v6.1.0 (SaaS Release)
We have transformed Vishap from a local tool into a full-fledged SaaS platform:
- Queue (Celery + Redis): Production-ready async processing (
/analyze/async). - GitHub App: Webhooks + PR auto-analyze with inline comments.
- Auth (Clerk): Multi-tenant JWT authentication (
/analyze/secure). - Billing (Stripe): Subscriptions + usage-based billing (Checkout API).
- Docs (Docusaurus): Full documentation site on GitHub Pages.
- Landing (HTML/Tailwind): Static marketing page.
- Observability (OTel): Distributed tracing (Tempo) + metrics (Prometheus) + Grafana dashboards.
- PostgreSQL: JobStore abstraction for persistent job tracking.
🛠 Features
- 6-stage pipeline: Ingestion → Taint Analysis → Dataflow → Risk Assessment → Verdict → Report.
- Multi-language: Python, Java, C (AST + taint patterns).
- Async API: FastAPI with Celery workers.
- Security: Fernet encryption for secrets, HMAC for webhooks.
- Observability: Structlog (JSON), Prometheus
/metrics, OpenTelemetry traces. - CI/CD: GitHub Actions (tests, lint, docs deploy, dogfood).
📦 Quick Start
Docker (recommended)
git clone https://github.com/dvddv9/vishap.git cd vishap cp .env.example .env docker compose up -d
- UI:
http://localhost:8501 - API:
http://localhost:5001/docs - Grafana:
http://localhost:3001
🧪 Testing
python -m pytest tests/ --ignore=tests/test_e2e.py -q
553 passed
📄 License
MIT License. See LICENSE for details.
Metadata
Release files for vishap-analyzer 6.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| vishap_analyzer-6.3.0.tar.gz | 159.9 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| vishap_analyzer-6.3.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 306.9 kB
Release files / vishap_analyzer-6.3.0.tar.gz
| Download URL | vishap_analyzer-6.3.0.tar.gz |
|---|---|
| Size | 159.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
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Signed by GitHub Actions, verified by PyPI on Oct 17, 2026.
Transparency logRelease files / vishap_analyzer-6.3.0-py3-none-any.whl
| Download URL | vishap_analyzer-6.3.0-py3-none-any.whl |
|---|---|
| Size | 147.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
BLAKE2b-256 checksum How to use checksums |
bac7df9c541f4fa37de6dd0a56c29b0afd8fdff233d203a1857cb68de90935b3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 17, 2026.
Transparency log