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  • Log in to the platform 
  • Home
  • Quick start
    • FAQ
      • Billing
      • Integrations
      • Platform
      • Scanner
      • Ask our pentesters to explain a vulnerability
      • Fix code with gen AI from the IDE
      • See safe dependency versions
      • Import repositories to test
      • Invite team members to sign up
      • Billing for the Advanced plan
      • Continuous Hacking free trial, plans and pricing
      • Continuous Hacking methodology
      • Continuous Hacking PoV
      • CVSSF metric
      • Glossary
      • Main website
      • Platform demo
      • Tutorial videos
      • What is DAST?
      • What is SAST?
      • What is SCA?
      • Assign vulnerability remediation to a team member
      • See details of the reported security vulnerabilities
    • Sign up to Fluid Attacks
      • Break the build
      • Install CI Gate to break the build
      • Verify whether a fix was successful
  • Find and fix
    • Use the platform
        • Sign-up and login
        • Interface and sections
        • Create and delete groups
        • Create another organization
        • Know your Groups section
        • Manage a group's configuration
        • Register payment information
        • See the target of evaluation's status and SBOM
        • Sort groups into portfolios
        • Invite contributing developers
        • Manage members
        • Manage your organization's authors
        • Understand roles
        • Import repositories fast and safely with OAuth
        • Manage environments
        • Manage repositories
        • Manage your credentials
        • Resolve events impeding tests
        • See retrieved repositories not yet added to any group
        • Analyze your supply chain security
        • Assign treatments
        • Correlate your threat model to vulnerabilities
        • CVSS score adjustment
        • Examine the evidence of exploitability
        • Find reachable dependency vulnerabilities
        • Request a vulnerability be dismissed as Zero Risk
        • See vulnerabilities assigned to you
        • See where vulnerabilities are and more details
        • Verify fixes with reattacks
        • Vulnerability signature update
        • Ask the AI Agent
        • Ask via chat
        • Post comments
        • Send Fluid Attacks an email
        • Talk to a Pentester
        • Watch certifiable tutorial videos or get a demo
        • Vulnerability reporting
        • Standard compliance
        • ZTNA logs
        • Recent downloads
        • Common analytics
        • Organization analytics
        • Group analytics
        • Portfolio analytics
        • Charts options
        • CI Gate configuration
        • CI Gate executions
        • Security gates
        • Vulnerability acceptance
        • Prioritization attributes
        • Explore the user menu
        • Enable and disable notifications
        • Subscribe to News
        • Leave a group
      • Manage repositories
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        • Understanding outputs
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      • Use a configuration file
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      • Languages
      • Languages for fixes
      • Package managers
      • Remediation
      • SCM systems
      • Secrets
      • Standards
      • Ticketing systems
      • Documentation sections
  • Integrations
      • Local tools
      • Access Talk to a Pentester and help from Jira issues
      • Automate Jira issue creation
      • Create Jira issues for vulnerabilities
      • Go to vulnerability evidence and more from Jira issues
      • Install the Fluid Attacks app for Jira Cloud
      • Link vulnerabilities to Jira issues or unlink them
      • Request reattacks from Jira issues
      • Set up the Jira integration
      • Set up the Azure DevOps integration
      • Set up the GitLab integration
      • Install the VS Code extension
      • View vulnerable lines, use fix options and more
      • VS Code extension error and solution catalog
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      • Install the Cursor extension
      • AWS Marketplace integration
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  • Stack
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      • Hypercorn
      • Kubernetes
      • Labels
      • Mypy
      • Nix Flakes
      • Platform audit logs
      • Platform authentication
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      • Pydantic AI
      • React
      • Ruff
      • Sops
      • Starlette
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      • Batch
      • Bedrock
      • BigCodeBench
      • BugSnag
      • Checkly
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      • Cloudflare
      • CloudWatch
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      • dbt
      • DynamoDB
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      • ELB
      • Engineering metrics
      • ePayco
      • EventBridge
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      • Google Workspace
      • IAM
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      • LogRocket
      • Okta
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      • Organizations
      • QuickSight
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      • SageMaker
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      • Statuspage
      • Step Functions
      • Stripe
      • Treli
      • Ubiquiti
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      • Voyage AI
      • VPC
      • VPN
      • Zoho One
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    • Pentesting tools
  • Compliance
    • Authentication
      • Clients
      • Password policies
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    • Authorization
      • Access revocation
      • Clients
      • Employee termination
      • Endpoints
      • Secret rotation
      • Sessions
      • Staff
    • Availability
      • Distributed apps
      • Distributed firewall
      • Everything backed up
      • Multiple zones
      • Recovery objective
    • Confidentiality
      • Device (re)enrolling
      • Direct hiring
      • Encryption at rest
      • Encryption in transit
      • No personal gain
      • Personnel NDA
      • Secure deletion
    • Integrity
      • Applicant evaluation
      • Awareness
      • Certification Hub
      • Certified cloud provider
      • Certified security analysts
      • Comprehensive reporting
      • Developing for integrity
      • Monitoring
      • Production data isolation
      • Secure emails
      • SLSA compliance
      • Standard timezone
      • Static website
      • Training plan
    • Non-repudiation
      • Everything as code
      • Extensive logs
    • Privacy
      • Data privacy policy
      • Data retention policy
      • Data use policy
      • Email obfuscation
      • Time tracking
      • Manual for the NDR
      • OTR messaging
      • Polygraph tests
      • Project pseudonymization
      • Data transmission
      • Unsubscribe email
      • Use of cookies
    • Resilience
      • Continuity and recovery
      • Equipment and telecommuting
      • Everything is decentralized
      • Redundant roles
    • Transparency
      • Complaint management
      • Data leakage policy
      • Ethics hotline
      • Help channel
      • Incident management
      • Information security responsibility
      • Open source
      • Quality policy
      • Status page
      • Testing our technology
      • Vulnerability releasing
  • Compare
    • 42Crunch
    • 7 Way Security
    • Aikido
    • Anvil Secure
    • Apiiro
    • AppCheck
    • Appdome
    • Appknox
    • Aqua
    • ArmorCode
    • Arnica
    • Astra
    • Backslash
    • Base4
    • Bishop Fox
    • Black Duck
    • Black Hills
    • Breachlock
    • Bright Security
    • Burp Suite
    • Checkmarx
    • CloudGuard
    • Cobalt
    • Codacy
    • Conviso
    • Cure53
    • Cycode
    • Cyver
    • Data Theorem
    • DataDog
    • DeepSource
    • DefectDojo
    • Detectify
    • Devel
    • Dynatrace
    • Edgescan
    • Endor Labs
    • Escape
    • Evolve Security
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    • Invicti
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    • Kiuwan
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    • Mend
    • Mindgard
    • Moderne
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    • NowSecure
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    • Oligo Security
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    • Oversecured
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    • Probely
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    • Securitum
    • Seemplicity
    • Semgrep
    • Snyk
    • Socket
    • SonarQube
    • Sonatype Lifecycle
    • SOOS
    • StackHawk
    • Strike
    • Synacktiv
    • Tenable Nessus
    • ThreatModeler
    • Veracode
    • White Jaguars
    • Wiz
    • Xygeni
    • ZAP
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  • Log in to the platform 

On This Page

  • What is MCP?
  • What is the Fluid Attacks MCP server?
  • Key terms
  • Core architecture
  • MCP Server (mcp/)
  • FastAPI application (app/)
  • AI Agent system (agent/)
  • Key features
  • Key capabilities of our MCP
  • More usage examples
  • Technology stack
  • Further reading
IntegrationsMCP server

MCP server

What is MCP?

MCP (Model Context Protocol ) is a communication standard that allows AI assistants (e.g., Claude, ChatGPT, Gemini) to connect with external tools and services.

What is the Fluid Attacks MCP server?

Fluid Attacks’ MCP implementation is a software component that allows AI systems to connect and work with the Fluid Attacks platform over the Internet. Thanks to this integration, you can query the platform using natural language without leaving your preferred AI tool. Examples of what you can do with it:

  • Monitor your security posture: Get real-time information about vulnerabilities in your applications
  • Run security scans: Execute automated security tests on your code
  • Investigate vulnerabilities: Dive deep into security issues and understand them better
  • Get remediation guidance: Receive step-by-step instructions to fix security problems
  • Access knowledge base: Search through Fluid Attacks’ security documentation
  • Manage your projects: View and organize your security testing projects

Key terms

  • Group: A security testing project (e.g., “MobileApp” or “WebPortal”)
  • Weakness: A type of vulnerability (e.g., SQL Injection)
  • Vulnerability: A specific instance of a security issue in your code
  • Root: What you’re testing (code repo, website, IP address)
  • SAST: Scanning source code for security issues
  • SCA: Checking dependencies for known vulnerabilities
  • Forces: Automated security checks in your CI/CD pipeline
  • Treatment: How you’re handling a vulnerability (fixing, accepting, etc.)

Core architecture

MCP Server (mcp/)

Exposes the Fluid Attacks platform capabilities as MCP tools:

  • Vulnerability management (query, filter, analyze)
    • fetch_group_weaknesses
    • fetch_weakness_vulnerabilities
    • get_vulnerability_details
    • get_group_weaknesses_report
  • Analytics and reporting (risk metrics, trends)
    • get_organization_analytics
    • get_group_analytics
  • Asset discovery (Git roots, IP roots, URL roots)
    • get_group_git_roots
    • get_group_ip_roots
    • get_group_url_roots
    • fetch_group_root_vulnerabilities
  • DevSecOps integration (Forces agent, CI/CD)
    • get_devsecops_agent_executions
    • get_unsolved_events
  • Organization and group management
    • get_organization_groups
    • get_organization_groups_information
    • get_group_information
    • get_group_remediation_information
    • get_group_weaknesses_overview
  • Knowledge base search (Kendra integration)
    • search_related_articles
    • get_articles
  • Prompts for common workflows (scanners, reports, GitHub CI)
    • run_sca_scanner
    • run_sast_scanner
    • run_sca_and_sast_scanners
  • GraphQL queries to the Fluid Attacks API
    • query
    • describe_graphql_type

FastAPI application (app/)

REST API endpoints:

  • /streaming - Streaming conversation endpoint
  • /conversation_context_request - Retrieve conversation history
  • /reset_conversation_context - Clear conversation history
  • /_used_tools - Get tools used in conversations (Used for evaluation)
  • /health - Health check

MCP server mounted at /mcp

AI Agent system (agent/)

  • Streaming conversation handling
  • Memory management with chat caching (Valkey/Glide)
  • Conversation resumption
  • Guardrails for safe interactions
  • Multi-model support (Claude Sonnet 4.5, Sonnet 4, Haiku)

Key features

  • Read-only access: queries platform data; no modifications
  • Multi-language support: responds in the user’s language
  • Conversation memory: maintains context across interactions
  • Streaming responses: real-time streaming
  • Observability: Logfire tracing and Bugsnag error tracking
  • Security: token-based authentication with user validation

Key capabilities of our MCP

  • Analytics: See security trends and metrics
    • Usage example: “Show risk over time for the organization ORGANIZATION_NAME.”
  • Vulnerabilities: Find and track security issues
    • Usage example: “List all XSS-related vulnerabilities in the group GROUP_NAME.”
  • Projects: Manage security testing projects
    • Usage example: “What is the configuration of each group in the organization ORGANIZATION_NAME?”
  • Assets: View tested applications and code
    • Usage example: “List Git repositories of the group GROUP_NAME that are being scanned for security issues.”
  • Scanning: Run automated security tests
    • Usage example: “Scan my dependencies.”
  • DevSecOps: Monitor pipeline security checks
    • Usage example: “Show the latest scan results for the group GROUP_NAME.”
  • Knowledge: Search security documentation
    • Usage example: “How to fix SQLi reported in the group GROUP_NAME?”

More usage examples

You can ask our AI Agent  or configure our MCP server  to perform the following actions (we list the objective along with which prompt to use):

  • Check daily status: “Show me today’s security summary for the organization ORGANIZATION_NAME.”
  • Before deploying: “Run a complete security scan.”
  • Assign work to team: “List all untreated vulnerabilities by priority for the group GROUP_NAME.”
  • Learn about an issue: “Explain [vulnerability type] reported in the group GROUP_NAME.”
  • Track progress: “Show remediation metrics for this sprint for the group GROUP_NAME.”
  • Compliance reporting: “Generate a vulnerability report by severity for the group GROUP_NAME.”
  • Verify automation: “Show latest CI/CD security scan results in the group GROUP_NAME.”
  • Understand a finding: “Get details for vulnerability VULNERABILITY_UUID/NAME in the group GROUP_NAME.”
  • Check dependencies: “Scan my packages for vulnerabilities.”
  • Review a project: “Show me all information for the group GROUP_NAME.”

Technology stack

  • FastAPI for the web framework
  • http-mcp for the MCP server implementation
  • Pydantic AI with Bedrock for LLM integration
  • Rath for GraphQL client operations
  • Valkey/Glide for conversation caching
  • LangSmith for tracing and monitoring

Further reading

  • How to install the MCP  and how to integrate our scanners into your SDLC using AI 
  • MCP capabilities and how to use them 
  • How to install Docker  (prerequisite to run the scanners)

For best results, be specific by mentioning project names, vulnerability types, or time periods.

Last updated on February 24, 2026
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Fluid Attacks 2026. All rights reserved.