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

🔍 11 SAST/SCA/DAST scanners with a unified output format
🌳 AST-aware context — shows the full enclosing function, not just a line number
📊 Severity & confidence filtering — focus on what matters
🔀 Git diff mode — scan only modified files for incremental reviews
🙈 Ignore management — suppress false positives with audit trail
📄 Pagination — handle large codebases without overwhelming the agent
🌐 Dual transport — stdio (local) or Streamable HTTP (remote deployments)
🔐 JWT & API key authentication — secure remote deployments
📦 One command install — pip install sast-mcp-server
🚀 Multi-scanner mode — run all installed scanners in parallel with deduplication
📋 SARIF export — CI/CD integration with GitHub, GitLab, Azure DevOps
🏗️ IaC scanning — Terraform, Kubernetes, Docker security policies
🔑 Secret detection — find hardcoded API keys, tokens, and passwords in code and git history
📦 SCA / dependency CVEs — scan lock files for known vulnerabilities against the OSV database
🕷️ DAST — dynamic baseline scans of running apps via OWASP ZAP + Docker
📈 Baselines & trend tracking — cache scans and diff against a saved baseline
🤖 MCP Prompts & Resources — pre-built security workflows and live dashboards for agents
📤 Dashboard integrations — push SARIF results to DefectDojo or GitHub Code Scanning
🩹 AI-assisted remediation — generate fix prompts and apply agent-written patches via git apply

Quick Start

Install

pip install sast-mcp-server

Or run directly without installing:

uvx sast-mcp-server

Install at least one scanner

# Python projects
pip install bandit

# JavaScript/Node.js projects
pip install njsscan

# Multi-language (recommended)
pip install semgrep

# IaC, secrets, and dependency CVEs (recommended)
# See: https://aquasecurity.github.io/trivy/latest/getting-started/installation/

# IaC policy scanning
pip install checkov

# Deep semantic analysis
# See: https://github.com/github/codeql-cli-binaries/releases

# Data-flow analysis
# See: https://docs.bearer.com/installation/

Usage with AI Agents

Gemini CLI

Install as an extension:

gemini extensions install https://github.com/Skyrxin/sast-mcp-server

Or add to your ~/.gemini/settings.json:

{
  "mcpServers": {
    "sast": {
      "command": "uvx",
      "args": ["sast-mcp-server"]
    }
  }
}

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "sast": {
      "command": "uvx",
      "args": ["sast-mcp-server"]
    }
  }
}

See full Claude Desktop guide.

Cursor IDE

Add to Cursor Settings → MCP Servers:

{
  "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 (−1 = unlimited)
`max_high`	int	`-1`	Max allowed HIGH (−1 = unlimited)
`max_medium`	int	`-1`	Max allowed MEDIUM (−1 = 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, …) 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, and scan_git_history accept
output_format="json" for machine-readable results in CI/agent pipelines.

Auth: On HTTP transports every tool is scope-gated — scan:read (scans,
reports, exports), scan:write (baselines, patches, uploads, notifications),
config:write (ignore list). Set SAST_MCP_JWT_SECRET and 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 sse transport is deprecated. Please migrate to streamable-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 assessment
fix_vulnerability: Focused remediation advisor
pr_security_check: Scan only git diffs and enforce a severity gate
compliance_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 dashboard
sast://config: Server configuration and status
sast://scanners: Available scanners and languages
sast://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 dashboard
generate_fix_prompt: Build an LLM-ready prompt for a specific finding
apply_patch: Apply the resulting unified diff via git apply

Docker

# Minimal image (bandit, njsscan, bearer)
docker build -t sast-mcp-server .

# Full image — bundles all CLI scanners (semgrep, trivy, checkov, gitleaks,
# osv-scanner, …) so scan_all works out of the box
docker build -f Dockerfile.full -t sast-mcp-server:full .

docker run -p 8080:8080 -e SAST_MCP_JWT_SECRET=your-secret \
  sast-mcp-server:full --transport streamable-http

CodeQL and OWASP ZAP are not bundled in the image — CodeQL ships a multi-GB
bundle (mount at runtime) and ZAP's run_active_scan orchestrates Docker on
the host.

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 — `200` with version while the process is up
`GET /ready`	Readiness probe — 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/
├── __init__.py          # Package version
├── __main__.py          # python -m entry point
├── server.py            # FastMCP server with all tools + /health /ready /metrics
├── models.py            # Typed data models (Finding, Severity, etc.)
├── config.py            # Central validated settings (env-driven)
├── sarif.py             # SARIF 2.1.0 export and parsing
├── aggregator.py        # Multi-scanner parallel execution + deduplication
├── cache.py             # Scan caching, baselines, comparison, fingerprints
├── auth.py              # JWT / API key authentication for remote transports
├── metrics.py           # In-process Prometheus metrics
├── ratelimit.py         # Per-client token-bucket rate limiting
├── prompts.py           # MCP prompt templates (security workflows)
├── resources.py         # MCP resources (sast:// dashboards and metadata)
├── scanners/
│   ├── base.py          # Abstract scanner base class
│   ├── factory.py       # Scanner registry and factory
│   ├── bandit.py        # Bandit (Python)
│   ├── njsscan.py       # njsscan (JavaScript)
│   ├── bearer.py        # Bearer (multi-language)
│   ├── semgrep.py       # Semgrep (30+ languages)
│   ├── trivy.py         # Trivy (CVEs, secrets, IaC)
│   ├── codeql.py        # CodeQL (deep semantic SAST)
│   ├── checkov.py       # Checkov (IaC policies)
│   ├── gitleaks.py      # Gitleaks (git history secret scanning)
│   ├── osv_scanner.py   # OSV-Scanner (SCA / dependency CVEs)
│   ├── grype.py         # Grype (SCA + container image scanning)
│   └── zap.py           # OWASP ZAP (DAST via Docker)
├── enrichment/
│   ├── ast_context.py   # AST-aware code context extraction
│   ├── git_diff.py      # Git diff for incremental scanning
│   ├── ignore_manager.py # Finding ignore list management
│   ├── patch_prompt.py  # Builds LLM prompts to fix a cached finding
│   └── patch_apply.py   # Applies/reverts agent-generated diffs via `git apply`
├── reporting/
│   ├── sbom.py          # CycloneDX SBOM/VDR (+ optional Syft inventory)
│   ├── spdx.py          # SPDX 2.3 SBOM
│   ├── vex.py           # CycloneDX VEX statements (triage decisions)
│   ├── html.py          # Standalone HTML executive report
│   ├── pdf.py           # PDF report (optional [pdf] extra)
│   └── compliance.py    # OWASP / SANS / PCI / CIS mapping
└── integrations/
    ├── defectdojo.py    # Upload SARIF to DefectDojo
    ├── github.py        # GitHub Code Scanning + PR comments
    ├── gitlab.py        # GitLab MR comments
    ├── slack.py / teams.py  # Webhook notifications
    └── jira.py          # Create Jira issues

License

MIT

SAST MCP Server

SAST MCP Server

SAST MCP Server

Features

Quick Start

Install

Install at least one scanner

Usage with AI Agents

Gemini CLI

Claude Desktop

Cursor IDE

OpenAI Agents SDK

Available MCP Tools

scan_vulnerabilities

scan_all

scan_git_history

run_active_scan

export_sarif

list_scanners

ignore_vulnerability

unignore_vulnerability

list_ignored_vulnerabilities

save_baseline

compare_baseline

upload_to_defectdojo

upload_to_github

generate_fix_prompt

apply_patch

evaluate_policy

export_sbom

generate_report

compliance_report

scan_image

remediate_and_verify

import_sarif

triage_finding

comment_on_pr

notify_slack / notify_teams

create_jira_issue

SARIF / CI/CD Integration

Remote Deployment (Streamable HTTP)

Core Workflows

1. Unified Vulnerability Scanning

2. Deep Secret & Dynamic Scanning

3. Baseline & Trend Tracking

4. CI/CD Integration

5. MCP Prompts (Security Workflows)

6. MCP Resources (Security Dashboards)

7. Dashboard Upload & AI-Assisted Remediation

Docker

Configuration

Environment Variables

Operational endpoints (HTTP transports)

Incremental scans

Development

Project Structure

License

`scan_vulnerabilities`

`scan_all`

`scan_git_history`

`run_active_scan`

`export_sarif`

`list_scanners`

`ignore_vulnerability`

`unignore_vulnerability`

`list_ignored_vulnerabilities`

`save_baseline`

`compare_baseline`

`upload_to_defectdojo`

`upload_to_github`

`generate_fix_prompt`

`apply_patch`

`evaluate_policy`

`export_sbom`

`generate_report`

`compliance_report`

`scan_image`

`remediate_and_verify`

`import_sarif`

`triage_finding`

`comment_on_pr`

`notify_slack` / `notify_teams`

`create_jira_issue`