<!-- mcp-name: io.github.Skyrxin/sast-mcp-server -->
SAST MCP Server
     
Static Application Security Testing (SAST) for AI agents. A production-ready MCP server that gives any AI agent the ability to scan code for security vulnerabilities.
Supports 11 industry-standard scanners:
| Scanner | Languages / Scope | Type | |---------|-------------------|------| | Bandit | Python | Security linter | | njsscan | JavaScript, Node.js | Static analysis | | Bearer | Python, JS, Ruby, Java, Go, PHP | Data-flow SAST | | Semgrep | 30+ languages | Rule-based SAST | | Trivy | All (CVEs, Secrets, IaC, images) | Multi-scanner | | CodeQL | Python, JS, Java, Go, C/C++, C#, Ruby, Swift | Semantic SAST | | Checkov | Terraform, K8s, Docker, CloudFormation | IaC policy scanner | | Gitleaks | All (.git history) | Deep secret scanning | | OSV-Scanner| Multiple (lockfiles, sboms) | SCA | | Grype | Containers, OS packages, lockfiles, SBOMs | SCA / image scanning | | OWASP ZAP | RUNTIME | Dynamic (DAST) via Docker |
Works with any MCP-compatible agent: Gemini CLI, Claude Desktop, OpenAI Agents, Cursor, Windsurf, and more.
---
Features
- π 11 SAST/SCA/DAST scanners with a unified output format
- π³ AST-aware context β shows the full enclosing function, not just a line number
- π Severity & confidence filtering β focus on what matters
- π Git diff mode β scan only modified files for incremental reviews
- π Ignore management β suppress false positives with audit trail
- π Pagination β handle large codebases without overwhelming the agent
- π Dual transport β stdio (local) or Streamable HTTP (remote deployments)
- π JWT & API key authentication β secure remote deployments
- π¦ One command install β
pip install sast-mcp-server - π Multi-scanner mode β run all installed scanners in parallel with deduplication
- π SARIF export β CI/CD integration with GitHub, GitLab, Azure DevOps
- ποΈ IaC scanning β Terraform, Kubernetes, Docker security policies
- π Secret detection β find hardcoded API keys, tokens, and passwords in code and git history
- π¦ SCA / dependency CVEs β scan lock files for known vulnerabilities against the OSV database
- π·οΈ DAST β dynamic baseline scans of running apps via OWASP ZAP + Docker
- π Baselines & trend tracking β cache scans and diff against a saved baseline
- π€ MCP Prompts & Resources β pre-built security workflows and live dashboards for agents
- π€ Dashboard integrations β push SARIF results to DefectDojo or GitHub Code Scanning
- π©Ή AI-assisted remediation β generate fix prompts and apply agent-written patches via
git apply
---
Quick Start
The server is only as useful as the scanners installed alongside it. Pick the install path that matches how much of the toolset you want out of the box.
Option 1 β Full container (recommended: 9 scanners, zero setup)
docker pull ghcr.io/skyrxin/sast-mcp-server:full
Bundles bandit, njsscan, bearer, semgrep, trivy, checkov, gitleaks, osv-scanner, and grype so scan_all works immediately. Or bring up an HTTP server with one command:
docker compose up # serves http://localhost:8080/mcp + /health /ready /metrics
Option 2 β pip extra (4 pip-installable scanners)
pip install "sast-mcp-server[scanners]" # adds bandit, njsscan, semgrep, checkov
Option 3 β minimal / custom
pip install sast-mcp-server # server only β bring your own scanners
uvx sast-mcp-server # run without installing
Then install whichever scanners you need (binary scanners aren't pip packages):
pip install bandit njsscan semgrep checkov # pip-installable
# trivy: https://aquasecurity.github.io/trivy/latest/getting-started/installation/
# grype: https://github.com/anchore/grype#installation
# gitleaks: https://github.com/gitleaks/gitleaks#installing
# osv-scanner: https://google.github.io/osv-scanner/installation/
# bearer: https://docs.bearer.com/installation/
# codeql: https://github.com/github/codeql-cli-binaries/releases
What ships where
| Scanner | :full image | [scanners] extra | Notes | |---------|:---:|:---:|-------| | Bandit | β
| β
| pip | | njsscan | β
| β
| pip | | Semgrep | β
| β
| pip | | Checkov | β
| β
| pip | | Bearer | β
| β | install script | | Trivy | β
| β | binary | | Gitleaks | β
| β | binary | | OSV-Scanner | β
| β | binary | | Grype | β
| β | binary | | CodeQL | β | β | multi-GB bundle β mount at runtime | | OWASP ZAP | β | β | runs via Docker on the host (run_active_scan) |
At startup the server logs how many scanners it can actually see (e.g.
Scanners available: 9/11 (...)), and thelist_scannerstool //readyendpoint report the same β so it's always obvious what you have.

---
Usage with AI Agents
Gemini CLI
Install as an extension: ``bash gemini extensions install https://github.com/Skyrxin/sast-mcp-server ``
Or add to your ~/.gemini/settings.json: ``json { "mcpServers": { "sast": { "command": "uvx", "args": ["sast-mcp-server"] } } } ``
Claude Desktop
Add to your claude_desktop_config.json: ``json { "mcpServers": { "sast": { "command": "uvx", "args": ["sast-mcp-server"] } } } ``
See full Claude Desktop guide.
Cursor IDE
Add to Cursor Settings β MCP Servers: ``json { "mcpServers": { "sast": { "command": "uvx", "args": ["sast-mcp-server"] } } } ``
See full Cursor guide.
OpenAI Agents SDK
from agents.mcp import MCPServerStdio
sast_server = MCPServerStdio(command="uvx", args=["sast-mcp-server"])
See full OpenAI guide.
---
Available MCP Tools
scan_vulnerabilities
Scan a directory for security vulnerabilities using a specific scanner.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | scanner_name | string | "bearer" | Scanner: bandit, njsscan, bearer, semgrep, trivy, codeql, checkov | | min_severity | string | "LOW" | Minimum severity: LOW, MEDIUM, HIGH, CRITICAL | | min_confidence | string | "LOW" | Minimum confidence: LOW, MEDIUM, HIGH | | git_diff_only | bool | false | Only scan git-modified files | | limit | int | 50 | Max findings to return | | offset | int | 0 | Pagination offset |
scan_all
Run ALL installed scanners in parallel with automatic deduplication. Recommended for comprehensive security scanning.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | min_severity | string | "MEDIUM" | Minimum severity (higher default to reduce noise) | | min_confidence | string | "LOW" | Minimum confidence | | git_diff_only | bool | false | Only scan git-modified files | | limit | int | 50 | Max findings to return | | offset | int | 0 | Pagination offset |
scan_git_history
Scan the entire .git history for leaked secrets and credentials using Gitleaks.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | "." | Path to the repository root (must contain .git) | | min_severity | string | "LOW" | Minimum severity to report |
run_active_scan
Run a dynamic (DAST) baseline scan with OWASP ZAP by orchestrating a Docker Compose stack.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Directory containing the docker-compose file | | docker_compose_file | string | required | Name of the docker-compose file (e.g. docker-compose.yml) | | target_url | string | required | URL of the running app once it's up (e.g. http://localhost:8080) |
export_sarif
Export scan results in SARIF 2.1.0 format for CI/CD integration.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | scanner_name | string | "bearer" | Scanner to use | | min_severity | string | "LOW" | Minimum severity | | min_confidence | string | "LOW" | Minimum confidence | | output_path | string | "" | File path to write SARIF (empty = return as string) |
list_scanners
List available scanners, their installation status, and supported languages.
ignore_vulnerability
Suppress a finding from future scans (with audit trail).
unignore_vulnerability
Re-enable a previously suppressed finding.
list_ignored_vulnerabilities
Show all currently suppressed findings for a project.
save_baseline
Run a scan and cache the results as a named baseline for future trend comparison.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | tag | string | "latest" | Name for this baseline (e.g. main, pre-release) | | scanner_name | string | "bearer" | Scanner to use | | min_severity | string | "LOW" | Minimum severity to include | | min_confidence | string | "LOW" | Minimum confidence to include |
compare_baseline
Compare a fresh scan against a saved baseline to highlight new and fixed findings.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | tag | string | "latest" | Baseline tag to compare against | | scanner_name | string | "bearer" | Scanner to use | | min_severity | string | "LOW" | Minimum severity to include | | min_confidence | string | "LOW" | Minimum confidence to include |
upload_to_defectdojo
Import a SARIF export into a DefectDojo engagement. Requires DEFECTDOJO_URL and DEFECTDOJO_API_KEY environment variables.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | sarif_path | string | required | Path to a SARIF file from export_sarif | | engagement_id | int | required | Target DefectDojo engagement ID | | active | bool | true | Mark imported findings active | | verified | bool | false | Mark imported findings verified |
upload_to_github
Upload a SARIF report to GitHub Code Scanning. Requires a GITHUB_TOKEN with security_events: write scope.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | sarif_path | string | required | Path to a SARIF file from export_sarif | | repo | string | required | Repository in owner/name form | | commit_sha | string | required | Full commit SHA the results apply to | | ref | string | required | Fully qualified ref, e.g. refs/heads/main |
generate_fix_prompt
Package a cached finding's vulnerable code and context into an LLM-ready prompt that asks for a strict unified diff fix.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Scanned project root (with .sast-mcp-cache) | | finding_hash | string | required | Hash of the finding to fix (from scan output) | | context_window | int | 15 | Source lines to include before/after the finding |
apply_patch
Apply an agent-generated unified diff to disk via git apply (paths that escape the target directory are rejected).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Directory the patch paths are relative to | | patch | string | required | The unified diff text to apply | | check_only | bool | false | Validate without modifying files |
evaluate_policy
Run all scanners and return an explicit PASS/FAIL verdict for CI gating.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | max_critical | int | 0 | Max allowed CRITICAL (β1 = unlimited) | | max_high | int | -1 | Max allowed HIGH (β1 = unlimited) | | max_medium | int | -1 | Max allowed MEDIUM (β1 = unlimited) | | fail_on_new | bool | false | Fail if findings are new vs. a scan_all baseline | | baseline_tag | string | "latest" | Baseline tag used when fail_on_new | | output_format | string | "markdown" | markdown or json |
export_sbom
Run all scanners and export an SBOM / vulnerability report. In CycloneDX mode, if Syft is installed the component inventory is the full dependency list (not just vulnerable packages).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | output_path | string | "" | File to write (empty = return inline) | | min_severity | string | "LOW" | Minimum severity to include | | sca_only | bool | true | Only dependency (SCA) findings; false = all | | format | string | "cyclonedx" | cyclonedx or spdx (SPDX 2.3) |
generate_report
Run all scanners and render an executive security report.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | output_path | string | "" | File to write (empty = return inline HTML; required for PDF) | | min_severity | string | "LOW" | Minimum severity to include | | format | string | "html" | html or pdf (needs the [pdf] extra) |
compliance_report
Map findings to a compliance framework and report the posture.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Path to scan | | framework | string | "owasp" | owasp, sans, pci, or cis | | output_path | string | "" | Optional file to write the markdown report | | min_severity | string | "LOW" | Minimum severity to include |
scan_image
Scan a container image reference for vulnerabilities and secrets (Trivy or Grype).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | image_ref | string | required | Image reference, e.g. nginx:1.25 | | scanner_name | string | "trivy" | trivy or grype | | min_severity | string | "MEDIUM" | Minimum severity to report | | output_format | string | "markdown" | markdown or json |
remediate_and_verify
Closed-loop remediation: dry-run a patch, apply it, re-scan, and confirm the finding is gone (rolling the patch back on failure).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Project root (with a .sast-mcp-cache) | | finding_hash | string | required | Hash of the finding to fix | | patch | string | required | Unified diff to apply | | scanner_name | string | "" | Re-scan scanner (default: the finding's scanner) | | auto_rollback | bool | true | Revert the patch if verification fails |
import_sarif
Ingest an external SARIF file (Snyk, Veracode, CI jobs, β¦) into the normalized finding pipeline so it joins dedup / baselines / dashboards.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Project root the results belong to | | sarif_path | string | required | Path to a SARIF 2.1.0 file | | scanner_name | string | "external" | Source scanner name to record | | save | bool | true | Cache the imported findings |
triage_finding
Get an exploitability/false-positive assessment prompt, or record a CycloneDX VEX decision (suppressing dispositions also add the finding to the ignore-list).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | target_path | string | required | Project root (with a .sast-mcp-cache) | | finding_hash | string | required | Hash of the finding to triage | | disposition | string | "" | exploitable, not_affected, false_positive, resolved, in_triage (empty = return a prompt) | | justification | string | "" | Rationale / CycloneDX justification keyword |
comment_on_pr
Post a security summary on a GitHub PR or GitLab merge request. Requires GITHUB_TOKEN or GITLAB_TOKEN (+ optional GITLAB_URL).
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | provider | string | required | github or gitlab | | repo | string | required | owner/name (GitHub) or project ID/path (GitLab) | | pr_number | int | required | PR number / MR IID | | body | string | required | Markdown comment body |
notify_slack / notify_teams
Send a notification to a Slack or Microsoft Teams incoming webhook (SLACK_WEBHOOK_URL / TEAMS_WEBHOOK_URL).
create_jira_issue
Open a Jira issue for a finding. Requires JIRA_URL, JIRA_EMAIL, JIRA_API_TOKEN.
| Parameter | Type | Default | Description | |-----------|------|---------|-------------| | project_key | string | required | Jira project key (e.g. SEC) | | summary | string | required | Issue title | | description | string | required | Issue description | | issue_type | string | "Bug" | Jira issue type |
Tip:
scan_vulnerabilities,scan_all, andscan_git_historyacceptoutput_format="json"for machine-readable results in CI/agent pipelines.
Auth: On HTTP transports every tool is scope-gated β
scan:read(scans, reports, exports),scan:write(baselines, patches, uploads, notifications),config:write(ignore list). SetSAST_MCP_JWT_SECRETand issue scoped JWTs.
---
SARIF / CI/CD Integration
Export scan results in SARIF 2.1.0 format for integration with CI/CD platforms:
# In your CI pipeline, use the MCP tool:
# export_sarif(target_path=".", scanner_name="semgrep", output_path="results.sarif")
# Then upload to GitHub Code Scanning:
# gh api /repos/{owner}/{repo}/code-scanning/sarifs -f sarif=@results.sarif
Compatible with: GitHub Code Scanning, GitLab SAST, Azure DevOps, VS Code SARIF Viewer.
---
Remote Deployment (Streamable HTTP)
For remote or cloud-hosted deployments, the 2026 MCP standard uses Streamable HTTP.
You can secure the server with JWT Bearer Authentication by setting a secret. Alternatively, for backward compatibility, you can use a static API key.
# Set JWT secret for secure authentication
export SAST_MCP_JWT_SECRET="your_hmac_sha256_secret"
# Or use the legacy API key method
export SAST_MCP_API_KEY="your_secure_api_key_here"
# Start the server with streamable-http transport
uv run sast-mcp-server --transport streamable-http --port 8080 --host 0.0.0.0
Note: The old
ssetransport is deprecated. Please migrate tostreamable-http.
Core Workflows
1. Unified Vulnerability Scanning
Run any of the installed scanners individually (scan_vulnerabilities(scanner_name="bandit")) or run all of them at once using scan_all.
2. Deep Secret & Dynamic Scanning
Use scan_git_history to find API keys leaked years ago, or run_active_scan to spin up your application with Docker Compose and test it dynamically with OWASP ZAP.
3. Baseline & Trend Tracking
Save a scan as a named baseline and compare future scans against it to track new vulnerabilities, fixed issues, and severity trends over time.
save_baseline(target_path=".", tag="main")compare_baseline(target_path=".", tag="main")
4. CI/CD Integration
Export scan results to SARIF format (export_sarif) to integrate with GitHub Code Scanning, GitLab SAST, or any other SARIF-compatible platform.
5. MCP Prompts (Security Workflows)
Pre-built security workflows that guide AI agents:
security_review: Full codebase assessmentfix_vulnerability: Focused remediation advisorpr_security_check: Scan only git diffs and enforce a severity gatecompliance_report: Generate an OWASP Top 10 or PCI-DSS report
6. MCP Resources (Security Dashboards)
Read-only contextual data for AI agents without running a full scan:
sast://dashboard/{path}: Security posture dashboardsast://config: Server configuration and statussast://scanners: Available scanners and languagessast://cache/{path}/latest: Latest scan results metadata
7. Dashboard Upload & AI-Assisted Remediation
Push SARIF results to external platforms and remediate findings with agent-written patches:
upload_to_defectdojo/upload_to_github: Push a SARIF export to a dashboardgenerate_fix_prompt: Build an LLM-ready prompt for a specific findingapply_patch: Apply the resulting unified diff viagit apply
Docker
Pre-built images are published to GHCR on every release:
docker pull ghcr.io/skyrxin/sast-mcp-server:full # 9 scanners (recommended)
docker pull ghcr.io/skyrxin/sast-mcp-server:minimal # bandit, njsscan, bearer
# Run as an HTTP server
docker run -p 8080:8080 -e SAST_MCP_JWT_SECRET=your-secret \
ghcr.io/skyrxin/sast-mcp-server:full --transport streamable-http
# β¦or use the bundled compose file (exposes /health /ready /metrics too)
docker compose up
Prefer to build locally?
docker build -t sast-mcp-server . # minimal
docker build -f Dockerfile.full -t sast-mcp-server:full . # full
CodeQL and OWASP ZAP are not bundled in the image β CodeQL ships a multi-GB bundle (mount at runtime) and ZAP's
run_active_scanorchestrates Docker on the host.
---
Reliability
"Production-ready" isn't a slogan here β it's measured in CI on every push:
- 226 tests, 74% line coverage (Codecov), green across Python 3.10β3.13, with mypy type-checking enforced.
- Self-scan, every build. The server runs its own scanners against its own code in CI; the SARIF + summary are published as the
self-scan-reportartifact. A snapshot lives inexamples/self-scan/. - Load-tested HTTP transport.
scripts/loadtest.pyruns in CI against the Streamable HTTP server: a local run sustains ~210 req/s at p95 β 290 ms with zero failures across/health,/ready,/metricsunder 30 concurrent workers. - Ops endpoints β
/health(liveness),/ready(cached scanner inventory, 503 when none installed),/metrics(Prometheus text). - Bounded under load β a configurable concurrency cap (
SAST_MCP_MAX_CONCURRENT_SCANS) around subprocess scanners, per-client token-bucket rate limiting (SAST_MCP_RATE_LIMIT_PER_MIN) for HTTP transports, per-scanner timeouts, and an optional incremental-scan cache.
Run the load test yourself:
python scripts/loadtest.py --requests 2000 --concurrency 50
---
Configuration
Environment Variables
| Variable | Default | Description | |----------|---------|-------------| | SAST_MCP_TIMEOUT | 300 | Scan timeout in seconds | | SAST_MCP_LOG_LEVEL | INFO | Log level: DEBUG, INFO, WARNING, ERROR | | SAST_MCP_CACHE_TTL | 86400 | Cache time-to-live in seconds (non-tagged scans) | | SAST_MCP_CACHE_MAX_SCANS | 200 | Max non-tagged cached scans to retain (0 = unlimited) | | SAST_MCP_HTTP_RETRIES | 3 | Retry attempts for integration HTTP calls | | SAST_MCP_HTTP_TIMEOUT | 60 | Per-request timeout (s) for integration HTTP calls | | SAST_MCP_MAX_CONCURRENT_SCANS | 8 | Max subprocess scanners running at once (0 = unlimited) | | SAST_MCP_RATE_LIMIT_PER_MIN | 0 | Per-client request budget for HTTP transports (0 = disabled) | | SAST_MCP_SCANNER_TIMEOUTS | (none) | JSON map of per-scanner timeout overrides, e.g. {"trivy":600} | | SAST_MCP_API_KEY | (none) | API key for remote (HTTP) authentication | | SAST_MCP_JWT_SECRET | (none) | HMAC-SHA256 secret for JWT bearer auth (scopes enforced per tool) | | DEFECTDOJO_URL | (none) | Base URL of a DefectDojo instance (for upload_to_defectdojo) | | DEFECTDOJO_API_KEY | (none) | DefectDojo API v2 token | | GITHUB_TOKEN | (none) | Token with security_events: write (SARIF upload + PR comments) | | GITLAB_TOKEN | (none) | GitLab token with api scope (for comment_on_pr) | | GITLAB_URL | https://gitlab.com | GitLab base URL (self-managed override) | | SLACK_WEBHOOK_URL | (none) | Slack incoming webhook (for notify_slack) | | TEAMS_WEBHOOK_URL | (none) | Microsoft Teams incoming webhook (for notify_teams) | | JIRA_URL / JIRA_EMAIL / JIRA_API_TOKEN | (none) | Jira Cloud credentials (for create_jira_issue) |
Operational endpoints (HTTP transports)
When running with --transport streamable-http, the server exposes:
| Endpoint | Purpose | |----------|---------| | GET /health | Liveness probe β 200 with version while the process is up | | GET /ready | Readiness probe β lists installed scanners (503 if none) | | GET /metrics | Prometheus text exposition (tool calls, scan durations, findings) |
Incremental scans
scan_vulnerabilities and scan_all accept use_cache=true: the server fingerprints the target's files and reuses the previous scan when nothing has changed, so repeated scans in a session are fast.
---
Development
# Clone and install with dev dependencies
git clone https://github.com/Skyrxin/sast-mcp-server.git
cd sast-mcp-server
pip install -e ".[dev]"
# Run tests
pytest tests/ -v
# Lint
ruff check sast_mcp_server/
# Run locally
python -m sast_mcp_server
---
Project Structure
sast_mcp_server/
βββ __init__.py # Package version
βββ __main__.py # python -m entry point
βββ server.py # FastMCP server with all tools + /health /ready /metrics
βββ models.py # Typed data models (Finding, Severity, etc.)
βββ config.py # Central validated settings (env-driven)
βββ sarif.py # SARIF 2.1.0 export and parsing
βββ aggregator.py # Multi-scanner parallel execution + deduplication
βββ cache.py # Scan caching, baselines, comparison, fingerprints
βββ auth.py # JWT / API key authentication for remote transports
βββ metrics.py # In-process Prometheus metrics
βββ ratelimit.py # Per-client token-bucket rate limiting
βββ prompts.py # MCP prompt templates (security workflows)
βββ resources.py # MCP resources (sast:// dashboards and metadata)
βββ scanners/
β βββ base.py # Abstract scanner base class
β βββ factory.py # Scanner registry and factory
β βββ bandit.py # Bandit (Python)
β βββ njsscan.py # njsscan (JavaScript)
β βββ bearer.py # Bearer (multi-language)
β βββ semgrep.py # Semgrep (30+ languages)
β βββ trivy.py # Trivy (CVEs, secrets, IaC)
β βββ codeql.py # CodeQL (deep semantic SAST)
β βββ checkov.py # Checkov (IaC policies)
β βββ gitleaks.py # Gitleaks (git history secret scanning)
β βββ osv_scanner.py # OSV-Scanner (SCA / dependency CVEs)
β βββ grype.py # Grype (SCA + container image scanning)
β βββ zap.py # OWASP ZAP (DAST via Docker)
βββ enrichment/
β βββ ast_context.py # AST-aware code context extraction
β βββ git_diff.py # Git diff for incremental scanning
β βββ ignore_manager.py # Finding ignore list management
β βββ patch_prompt.py # Builds LLM prompts to fix a cached finding
β βββ patch_apply.py # Applies/reverts agent-generated diffs via `git apply`
βββ reporting/
β βββ sbom.py # CycloneDX SBOM/VDR (+ optional Syft inventory)
β βββ spdx.py # SPDX 2.3 SBOM
β βββ vex.py # CycloneDX VEX statements (triage decisions)
β βββ html.py # Standalone HTML executive report
β βββ pdf.py # PDF report (optional [pdf] extra)
β βββ compliance.py # OWASP / SANS / PCI / CIS mapping
βββ integrations/
βββ defectdojo.py # Upload SARIF to DefectDojo
βββ github.py # GitHub Code Scanning + PR comments
βββ gitlab.py # GitLab MR comments
βββ slack.py / teams.py # Webhook notifications
βββ jira.py # Create Jira issues
---






