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FinOpsGuard

by honeybadger-technologies
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Python
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FinOpsGuard

MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement.

Overview

  • Cost Analysis: Analyzes IaC changes and provides accurate cost projections

  • Policy Engine: Enforces budget rules and resource constraints with blocking/advisory modes

  • Multi-Cloud Support: AWS, GCP, and Azure pricing adapters with support for multiple resource types

  • CI/CD Integration: Seamless integration with GitHub/GitLab CI for automated cost governance

  • FastAPI Server: Modern Python API with auto-generated OpenAPI documentation

Current Status (MVP+ Complete) ✅

Core MCP Endpoints

  • POST /mcp/checkCostImpact - Cost analysis with integrated policy evaluation

  • POST /mcp/evaluatePolicy - Dedicated policy evaluation with blocking mode

  • POST /mcp/suggestOptimizations - Cost optimization recommendations

  • POST /mcp/getPriceCatalog - Cloud pricing information

  • POST /mcp/listRecentAnalyses - Historical analysis tracking

  • GET /healthz - Health check endpoint

  • GET /metrics - Prometheus metrics

Policy Management API

  • GET /mcp/policies - List all policies

  • GET /mcp/policies/{id} - Get specific policy

  • POST /mcp/policies - Create new policy

  • PUT /mcp/policies/{id} - Update existing policy

  • DELETE /mcp/policies/{id} - Delete policy

Usage Integration API

  • GET /usage/availability - Check cloud provider availability

  • POST /usage/resource - Get resource metrics (CloudWatch, Cloud Monitoring, Azure Monitor)

  • POST /usage/cost - Get historical cost data (Cost Explorer, Cloud Billing, Cost Management)

  • POST /usage/summary - Generate comprehensive usage summary

  • GET /usage/example/{provider} - Get example usage data

  • DELETE /usage/cache - Clear usage data cache

Webhook Management API

  • GET /webhooks - List all webhook configurations

  • POST /webhooks - Create new webhook configuration

  • GET /webhooks/{id} - Get specific webhook configuration

  • PUT /webhooks/{id} - Update webhook configuration

  • DELETE /webhooks/{id} - Delete webhook configuration

  • GET /webhooks/{id}/deliveries - List webhook delivery attempts

  • GET /webhooks/stats - Get webhook delivery statistics

Admin UI

  • GET / - Modern web interface for policy and analysis management

  • Dashboard: Real-time metrics and activity overview

  • Policy Management: Visual policy builder with rule editor

  • Analysis History: Detailed cost analysis results and trends

  • Settings: Configuration management and system settings

CI/CD Integration

  • GitHub Actions: Ready-to-use workflow for automated cost checking

  • GitLab CI: Reusable job template for GitLab pipelines

  • CLI Tool: Command-line interface for any CI/CD platform

  • Universal Script: Cross-platform bash script for CI/CD integration

  • PR/MR Comments: Automated posting of cost analysis results

Features

  • ✅ Terraform Parser: Modular HCL parsing with 60+ resource types across AWS (24), GCP (18), and Azure (18)

  • ✅ Ansible Parser: Comprehensive YAML parsing with 58+ module types across AWS (20), GCP (18), and Azure (20)

  • ✅ Cost Simulation: Accurate monthly/weekly cost projections for multi-cloud infrastructure

  • ✅ Policy Engine: Budget and rule-based policies with DSL support

  • ✅ Blocking Mode: Policy violations can block deployments

  • ✅ Real-time Pricing: Live pricing APIs for AWS, GCP, and Azure with intelligent fallback

  • ✅ Usage Integration: Historical usage data from CloudWatch, Cloud Monitoring, and Azure Monitor

    • AWS: CloudWatch metrics and Cost Explorer for actual resource usage and billing

    • GCP: Cloud Monitoring metrics and BigQuery billing export for usage analytics

    • Azure: Azure Monitor metrics and Cost Management for cost and usage tracking

  • ✅ Webhooks: Event-driven notifications for cost anomalies and policy changes

    • Cost Anomalies: Automatic alerts for budget violations, cost spikes, and high-cost resources

    • Policy Events: Notifications for policy creation, updates, and deletions

    • Retry Logic: Robust delivery with configurable retry attempts and timeouts

    • HMAC Signatures: Secure webhook verification with cryptographic signatures

    • Background Processing: Asynchronous delivery with proper error handling

  • ✅ Authentication: API keys, JWT tokens, OAuth2 (GitHub/Google/Azure), mTLS support

  • ✅ RBAC: Role-based access control (admin, user, viewer, api)

  • ✅ PostgreSQL Storage: Persistent policies and analysis history

  • ✅ Redis Caching: Intelligent caching for pricing data and analysis results with automatic TTL management

  • ✅ Multi-Cloud Support:

    • AWS: EC2, RDS, EKS, ElastiCache, DynamoDB, Redshift, OpenSearch, Load Balancers

    • GCP: Compute Engine, Cloud SQL, GKE, Cloud Run, Cloud Functions, Load Balancers, Redis, BigQuery

    • Azure: Virtual Machines, SQL Database, Storage, AKS, App Service, Functions, Load Balancer, Redis, Cosmos DB

  • ✅ Auto-generated OpenAPI: Complete API documentation at /docs

  • ✅ Admin UI: Modern web interface for management and monitoring

  • ✅ CI/CD Integration: Seamless integration with GitHub Actions and GitLab CI

Repo Structure

src/finopsguard/
  api/                 # FastAPI server and MCP endpoints
  adapters/
    pricing/           # Cloud pricing adapters (static + live APIs for AWS/GCP/Azure)
    usage/             # Historical usage adapters (CloudWatch, Monitoring, Cost Management)
  auth/                # Authentication & authorization (API keys, JWT, OAuth2, mTLS)
  audit/               # Audit logging and compliance reporting
  cache/               # Redis caching layer (pricing, analysis, policies)
  database/            # PostgreSQL persistent storage (policies, analyses, audit logs)
  engine/              # Cost simulation and policy evaluation
  parsers/             # Infrastructure parsers (Terraform HCL + Ansible YAML)
    terraform.py       # Terraform orchestrator (93 lines)
    aws_tf_parser.py   # AWS Terraform parsing (24 types)
    gcp_tf_parser.py   # GCP Terraform parsing (18 types)
    azure_tf_parser.py # Azure Terraform parsing (18 types)
    ansible.py         # Ansible orchestrator (210 lines)
    aws_ansible_parser.py   # AWS Ansible parsing (20 types)
    gcp_ansible_parser.py   # GCP Ansible parsing (18 types)
    azure_ansible_parser.py # Azure Ansible parsing (20 types)
  storage/             # Hybrid storage (in-memory + database)
  types/               # Pydantic models and policy definitions
  webhooks/            # Webhook system for event-driven notifications
    storage.py         # Webhook configuration storage
    delivery.py        # Webhook delivery service with retry logic
    events.py          # Event generation and cost anomaly detection
    tasks.py           # Background task processing
  integrations/        # CI/CD integration helpers
    github/            # GitHub Actions and PR commenting
    gitlab/            # GitLab CI and MR commenting
  cli/                 # Command-line interface tools
  metrics/             # Prometheus metrics
  
tests/
  unit/                # Unit tests (260+ tests: auth, cache, database, pricing, policies, usage, parsers, audit, webhooks)
  integration/         # Integration tests (25+ tests)

examples/              # Example scripts and infrastructure definitions
  usage_integration_example.py  # Complete usage integration examples
  aws-infrastructure.tf         # AWS Terraform example
  gcp-infrastructure.tf         # GCP Terraform example
  azure-infrastructure.tf       # Azure Terraform example
  aws-infrastructure.yml        # AWS Ansible example
  gcp-infrastructure.yml        # GCP Ansible example
  azure-infrastructure.yml      # Azure Ansible example

static/                # Admin UI static files
  css/                 # Stylesheets
  js/                  # JavaScript application
  assets/              # Images and other assets

scripts/               # CI/CD integration scripts
  finopsguard-cicd.sh  # Universal CI/CD integration script

examples/              # Example configurations and templates
  .github/
    workflows/         # GitHub Actions workflow examples
      finopsguard-check.yml
      finopsguard-pr-comment.yml
  .gitlab/
    ci-templates/      # GitLab CI job template examples
      finopsguard.yml
    ci-example.yml     # Example GitLab CI configuration

docs/
  requirements.md      # Detailed requirements and specifications
  architecture.md      # System architecture documentation
  cicd-integration.md  # CI/CD integration guide
  deployment.md        # Deployment guide (Docker Compose & Kubernetes)
  integrations.md      # MCP agent integration examples (12+ platforms)
  database.md          # PostgreSQL configuration and management
  authentication.md    # Authentication & authorization guide (API keys, JWT, OAuth2, mTLS)
  pricing.md           # Real-time and static pricing configuration
  usage-integration.md # Usage integration guide (CloudWatch, Cloud Monitoring, Cost Management)
  terraform-parsing.md # Terraform HCL parsing guide
  ansible-parsing.md   # Ansible YAML parsing guide

deploy/
  kubernetes/          # Kubernetes manifests
  prometheus/          # Prometheus configuration
  grafana/            # Grafana dashboards and datasources
  QUICK_START.md      # Quick deployment guide

Quick Start

Prerequisites

  • Python 3.11+

  • pip

Install Dependencies

# Create virtual environment (recommended)
python3 -m venv venv
source venv/bin/activate

# Install dependencies
pip install -r requirements.txt

Run Development Server

# Set Python path and run
PYTHONPATH=src python -m finopsguard.main

# Server will be available at http://localhost:8080

Verify Installation

# Health check
curl -sS http://localhost:8080/healthz

# View metrics
curl -sS http://localhost:8080/metrics | head

# API documentation
open http://localhost:8080/docs

# Admin UI
open http://localhost:8080/

Docker Compose Deployment

Fastest way to get started:

# Start FinOpsGuard
docker-compose up -d

# With monitoring (Prometheus + Grafana)
docker-compose --profile monitoring up -d

# With caching (Redis)
docker-compose --profile caching up -d

# Full stack (monitoring + caching)
docker-compose --profile monitoring --profile caching up -d

# Verify deployment
curl http://localhost:8080/healthz
curl http://localhost:8080/mcp/cache/info  # Check cache status
open http://localhost:8080/

# Stop services
docker-compose down

Kubernetes Deployment

For production environments:

# Using Makefile
make k8s-deploy

# Or using kubectl
kubectl apply -k deploy/kubernetes/

# Verify
kubectl get pods -n finopsguard
kubectl port-forward -n finopsguard svc/finopsguard 8080:8080

See deploy/QUICK_START.md for detailed deployment instructions.

API Usage Examples

Cost Impact Analysis

Analyze Terraform changes for cost impact and policy compliance:

# Encode Terraform configuration
PAYLOAD=$(printf 'resource "aws_instance" "example" { 
  instance_type = "t3.medium" 
  tags = { Environment = "dev" }
}
provider "aws" { region="us-east-1" }' | base64)

# Check cost impact with budget rules
curl -sS -X POST "http://localhost:8080/mcp/checkCostImpact" \
  -H 'Content-Type: application/json' \
  -d '{
    "iac_type":"terraform",
    "iac_payload":"'"$PAYLOAD"'",
    "environment":"dev",
    "budget_rules": {"monthly_budget": 25}
  }'

Policy Management

Create and manage cost policies:

# Create a policy to block large instances in dev
curl -sS -X POST "http://localhost:8080/mcp/policies" \
  -H 'Content-Type: application/json' \
  -d '{
    "name": "No Large Instances in Dev",
    "description": "Prevent large instances in development environment",
    "rules": [
      {
        "name": "max_instance_size_dev",
        "description": "Block instances larger than t3.medium in dev",
        "expression": {
          "field": "resource.size",
          "operator": "in",
          "value": ["t3.large", "t3.xlarge", "m5.large", "m5.xlarge"]
        },
        "action": "block"
      }
    ],
    "enabled": true
  }'

# List all policies
curl -sS http://localhost:8080/mcp/policies

Usage Integration & Historical Data

Get actual usage metrics and billing data from cloud providers:

# Check if usage integration is available
curl -sS http://localhost:8080/usage/availability

# Get CloudWatch metrics for an EC2 instance (last 7 days)
curl -sS -X POST "http://localhost:8080/usage/resource" \
  -H 'Content-Type: application/json' \
  -d '{
    "cloud_provider": "aws",
    "resource_id": "i-1234567890abcdef0",
    "resource_type": "ec2",
    "start_time": "2024-01-01T00:00:00Z",
    "end_time": "2024-01-31T23:59:59Z",
    "region": "us-east-1",
    "metrics": ["CPUUtilization", "NetworkIn", "NetworkOut"]
  }'

# Get historical cost data from AWS Cost Explorer
curl -sS -X POST "http://localhost:8080/usage/cost" \
  -H 'Content-Type: application/json' \
  -d '{
    "cloud_provider": "aws",
    "start_time": "2024-01-01T00:00:00Z",
    "end_time": "2024-01-31T23:59:59Z",
    "granularity": "DAILY",
    "group_by": ["service", "region"]
  }'

# Get usage example for last 7 days
curl -sS http://localhost:8080/usage/example/aws?days=7

Webhook Management

Configure webhooks for event-driven notifications:

# Create a webhook for cost anomaly notifications
curl -sS -X POST "http://localhost:8080/webhooks" \
  -H 'Content-Type: application/json' \
  -d '{
    "name": "Cost Anomaly Alerts",
    "description": "Notify when cost anomalies are detected",
    "url": "https://your-app.com/webhooks/finopsguard",
    "events": ["cost.anomaly.detected", "budget.exceeded", "cost.spike"],
    "secret": "your-webhook-secret",
    "enabled": true,
    "verify_ssl": true,
    "timeout_seconds": 30,
    "retry_attempts": 3,
    "retry_delay_seconds": 5
  }'

# List all webhooks
curl -sS http://localhost:8080/webhooks

# Get webhook delivery history
curl -sS http://localhost:8080/webhooks/{webhook_id}/deliveries

# Get webhook statistics
curl -sS http://localhost:8080/webhooks/stats

GCP Cost Analysis

Analyze GCP infrastructure changes:

# Encode GCP Terraform configuration
PAYLOAD=$(printf 'resource "google_compute_instance" "web_server" { 
  machine_type = "e2-standard-4"
  zone = "us-central1-a"
}
resource "google_sql_database_instance" "main_db" {
  database_version = "POSTGRES_13"
  settings {
    tier = "db-n1-standard-2"
  }
}
provider "google" { region="us-central1" }' | base64)

# Check cost impact for GCP resources
curl -sS -X POST "http://localhost:8080/mcp/checkCostImpact" \
  -H 'Content-Type: application/json' \
  -d '{
    "iac_type":"terraform",
    "iac_payload":"'"$PAYLOAD"'",
    "environment":"prod",
    "budget_rules": {"monthly_budget": 100}
  }'

Response Fields

  • estimated_monthly_cost, estimated_first_week_cost - Cost projections

  • breakdown_by_resource[] - Per-resource cost breakdown

  • risk_flags[] - Risk indicators (e.g., over_budget, policy_violation)

  • recommendations[] - Optimization suggestions

  • policy_eval - Policy evaluation results with blocking status

  • pricing_confidence, duration_ms - Metadata

Error Handling

  • 400 { "detail": { "error": "invalid_request|invalid_payload_encoding" } }

  • 500 { "detail": { "error": "internal_error" } }

Testing

Run All Tests

# Activate virtual environment first
source venv/bin/activate

# Run with Python path set
PYTHONPATH=src pytest tests/ -v

Test Categories

  • Unit Tests (245+ tests): Core business logic, policy engine, cost simulation, AWS pricing, GCP pricing, caching layer, authentication, database, webhooks

  • Integration Tests (25+ tests): HTTP endpoints, API workflows, error handling, webhook integration

Test Coverage

  • ✅ Policy engine evaluation and blocking logic

  • ✅ Cost simulation with AWS and GCP resources

  • ✅ Terraform parser with comprehensive AWS and GCP resource support

  • ✅ AWS pricing adapter with static pricing data

  • ✅ GCP pricing adapter with comprehensive static pricing data

  • ✅ Redis caching layer (pricing, analysis, TTL management)

  • ✅ PostgreSQL database layer (policies, analyses, hybrid storage)

  • ✅ Authentication (API keys, JWT, OAuth2, mTLS)

  • ✅ RBAC and authorization

  • ✅ API endpoints with request/response validation

  • ✅ Error handling and edge cases

  • ✅ Admin UI functionality and policy management

  • ✅ CI/CD integration scripts and workflows

  • ✅ Webhook system (storage, delivery, events, background processing)

Policy Engine Features

Supported Policy Types

  • Budget Policies: Monthly spending limits with advisory/blocking modes

  • Resource Rules: Instance size restrictions, region controls, tag requirements

  • Environment-Specific: Different policies per environment (dev/staging/prod)

Policy Actions

  • Block: Prevent deployment if policy is violated

  • Advisory: Log violations but allow deployment

  • Warning: Generate warnings for policy violations

Policy Evaluation Context

  • Resource attributes (size, type, region, tags)

  • Environment information

  • Cost projections and budget comparisons

  • Historical analysis data

CI/CD Integration

FinOpsGuard provides comprehensive CI/CD integration for automated cost governance:

GitHub Actions

# Copy examples/.github/workflows/finopsguard-check.yml to your repository
name: FinOpsGuard Cost Check
on: [pull_request, push]

GitLab CI

# Copy examples/.gitlab/ci-templates/finopsguard.yml to .gitlab/ci-templates/
# Then include in your .gitlab-ci.yml
include:
  - local: '.gitlab/ci-templates/finopsguard.yml'

CLI Tool

# Use the CLI for any CI/CD platform
python -m finopsguard.cli.main check-cost --environment prod --budget 1000

Universal Script

# Cross-platform script for any CI/CD system
./scripts/finopsguard-cicd.sh --format json --output results.json

For detailed CI/CD integration instructions, see docs/cicd-integration.md.

MCP Agent Integration

FinOpsGuard is a Model Context Protocol (MCP) agent that can be integrated with various tools and platforms for cost-aware infrastructure governance.

MCP Architecture

FinOpsGuard exposes standard MCP endpoints that follow the request/response pattern:

┌─────────────────┐
│   MCP Client    │  (GitHub Actions, GitLab CI, CLI, Custom Tools)
└────────┬────────┘
         │ HTTP/JSON
         ▼
┌─────────────────┐
│  FinOpsGuard    │  MCP Endpoints:
│   MCP Agent     │  - checkCostImpact
│                 │  - evaluatePolicy
│                 │  - suggestOptimizations
│                 │  - getPriceCatalog
└────────┬────────┘
         │
    ┌────┴────┬──────────┬────────┐
    ▼         ▼          ▼        ▼
 Parsers   Engine    Adapters  Storage

Integration Options

1. REST API Integration

Direct API calls from any HTTP client:

# Cost analysis
curl -X POST http://finopsguard:8080/mcp/checkCostImpact \
  -H 'Content-Type: application/json' \
  -d '{
    "iac_type": "terraform",
    "iac_payload": "'$(base64 < main.tf)'",
    "environment": "prod",
    "budget_rules": {"monthly_budget": 1000}
  }'

2. Python SDK Integration

Use the CLI module as a library:

from finopsguard.cli.main import FinOpsGuardCLI

# Initialize client
client = FinOpsGuardCLI(api_url="http://finopsguard:8080")

# Check cost impact
result = client.check_cost(
    file_path="main.tf",
    environment="prod",
    budget=1000
)

# Evaluate policy
policy_result = client.evaluate_policy(
    file_path="main.tf",
    policy_id="no_large_instances_in_dev"
)

3. GitHub Actions Integration

Use the pre-built workflow:

# .github/workflows/cost-check.yml
name: Cost Check
on: [pull_request]

jobs:
  finopsguard:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      
      - name: Run FinOpsGuard
        uses: ./.github/workflows/finopsguard-check.yml  # After copying from examples/
        with:
          environment: ${{ github.ref == 'refs/heads/main' && 'prod' || 'dev' }}
          budget: 1000

Or use the universal script:

- name: Cost Analysis
  run: |
    curl -O https://raw.githubusercontent.com/your-org/FinOpsGuard/main/scripts/finopsguard-cicd.sh
    chmod +x finopsguard-cicd.sh
    ./finopsguard-cicd.sh --format json --output cost-report.json
  env:
    FINOPSGUARD_URL: https://finopsguard.your-company.com
    GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

4. GitLab CI Integration

Copy the template from examples and include it in your .gitlab-ci.yml:

include:
  - local: '.gitlab/ci-templates/finopsguard.yml'

stages:
  - validate
  - deploy

cost-check:
  extends: .finopsguard-check
  stage: validate
  variables:
    ENVIRONMENT: "prod"
    BUDGET: "1000"

5. Jenkins Integration

pipeline {
    agent any
    
    stages {
        stage('Cost Analysis') {
            steps {
                script {
                    sh '''
                        curl -X POST ${FINOPSGUARD_URL}/mcp/checkCostImpact \
                          -H 'Content-Type: application/json' \
                          -d @- <<EOF
                        {
                          "iac_type": "terraform",
                          "iac_payload": "$(base64 -w0 main.tf)",
                          "environment": "${ENVIRONMENT}",
                          "budget_rules": {"monthly_budget": ${BUDGET}}
                        }
EOF
                    '''
                }
            }
        }
    }
}

6. ArgoCD Integration

PreSync hook for cost validation:

apiVersion: v1
kind: ConfigMap
metadata:
  name: finopsguard-presync
data:
  presync.sh: |
    #!/bin/bash
    # Extract manifests and check cost
    kubectl get application $ARGOCD_APP_NAME -o yaml > app.yaml
    
    # Call FinOpsGuard
    PAYLOAD=$(base64 -w0 app.yaml)
    RESULT=$(curl -X POST $FINOPSGUARD_URL/mcp/checkCostImpact \
      -H 'Content-Type: application/json' \
      -d "{\"iac_type\":\"k8s\",\"iac_payload\":\"$PAYLOAD\"}")
    
    # Check for policy violations
    if echo "$RESULT" | jq -e '.risk_flags[] | select(. == "policy_blocked")'; then
      echo "Cost policy violation - blocking deployment"
      exit 1
    fi
---
apiVersion: batch/v1
kind: Job
metadata:
  generateName: finopsguard-presync-
  annotations:
    argocd.argoproj.io/hook: PreSync
spec:
  template:
    spec:
      containers:
      - name: finopsguard-check
        image: curlimages/curl
        command: ["/bin/sh", "/scripts/presync.sh"]
        volumeMounts:
        - name: scripts
          mountPath: /scripts
      volumes:
      - name: scripts
        configMap:
          name: finopsguard-presync
      restartPolicy: Never

7. Terraform Cloud/Enterprise Integration

Sentinel policy using external data source:

import "http"
import "json"

# Call FinOpsGuard for cost analysis
finopsguard_check = func() {
    # Prepare payload
    payload = {
        "iac_type": "terraform",
        "iac_payload": base64encode(tfplan_json),
        "environment": workspace.name,
        "budget_rules": {"monthly_budget": 1000}
    }
    
    # Make request
    req = http.request("https://finopsguard.company.com/mcp/checkCostImpact").
        with_body(json.marshal(payload)).
        with_header("Content-Type", "application/json")
    
    resp = json.unmarshal(req.body)
    
    # Check for violations
    if "policy_blocked" in resp.risk_flags {
        return false
    }
    
    return true
}

main = rule {
    finopsguard_check()
}

8. Slack Integration

Post cost analysis to Slack channels:

import requests
import json

def post_cost_analysis_to_slack(webhook_url, analysis_result):
    """Post cost analysis to Slack."""
    
    message = {
        "blocks": [
            {
                "type": "header",
                "text": {
                    "type": "plain_text",
                    "text": "💰 FinOpsGuard Cost Analysis"
                }
            },
            {
                "type": "section",
                "fields": [
                    {
                        "type": "mrkdwn",
                        "text": f"*Estimated Monthly Cost:*\n${analysis_result['estimated_monthly_cost']:.2f}"
                    },
                    {
                        "type": "mrkdwn",
                        "text": f"*First Week Cost:*\n${analysis_result['estimated_first_week_cost']:.2f}"
                    }
                ]
            }
        ]
    }
    
    if "over_budget" in analysis_result.get("risk_flags", []):
        message["blocks"].append({
            "type": "section",
            "text": {
                "type": "mrkdwn",
                "text": "⚠️ *Warning:* Budget exceeded!"
            }
        })
    
    requests.post(webhook_url, json=message)

# Usage
analysis = requests.post(
    "http://finopsguard:8080/mcp/checkCostImpact",
    json={"iac_type": "terraform", "iac_payload": payload}
).json()

post_cost_analysis_to_slack(
    webhook_url="https://hooks.slack.com/services/YOUR/WEBHOOK/URL",
    analysis_result=analysis
)

9. Prometheus/Grafana Integration

Monitor FinOpsGuard metrics:

# prometheus.yml
scrape_configs:
  - job_name: 'finopsguard'
    static_configs:
      - targets: ['finopsguard:8080']
    metrics_path: '/metrics'
    scrape_interval: 15s

Create Grafana dashboard queries:

# Total cost checks
sum(finops_checks_total)

# Average check duration
rate(finops_checks_duration_seconds_sum[5m]) / 
rate(finops_checks_duration_seconds_count[5m])

# Policy blocks
sum(finops_blocks_total)

# Cache hit rate
sum(finops_cache_hits_total) / 
(sum(finops_cache_hits_total) + sum(finops_cache_misses_total))

10. Kubernetes Admission Controller

Validate resources before creation:

apiVersion: admissionregistration.k8s.io/v1
kind: ValidatingWebhookConfiguration
metadata:
  name: finopsguard-validator
webhooks:
- name: cost.finopsguard.io
  rules:
  - apiGroups: ["*"]
    apiVersions: ["*"]
    operations: ["CREATE", "UPDATE"]
    resources: ["deployments", "statefulsets"]
  clientConfig:
    service:
      name: finopsguard
      namespace: finopsguard
      path: /validate/cost
  admissionReviewVersions: ["v1"]
  sideEffects: None

11. Custom Tool Integration

Use FinOpsGuard API in your own tools:

import httpx
import base64

class CostAnalyzer:
    def __init__(self, api_url: str):
        self.api_url = api_url
        self.client = httpx.Client(base_url=api_url)
    
    def analyze_terraform(self, tf_content: str, budget: float = None):
        """Analyze Terraform code for cost impact."""
        payload = base64.b64encode(tf_content.encode()).decode()
        
        request = {
            "iac_type": "terraform",
            "iac_payload": payload,
            "environment": "prod"
        }
        
        if budget:
            request["budget_rules"] = {"monthly_budget": budget}
        
        response = self.client.post("/mcp/checkCostImpact", json=request)
        return response.json()
    
    def get_pricing(self, cloud: str, region: str = None):
        """Get pricing catalog."""
        response = self.client.post(
            "/mcp/getPriceCatalog",
            json={"cloud": cloud, "region": region}
        )
        return response.json()

# Usage
analyzer = CostAnalyzer("http://finopsguard:8080")
result = analyzer.analyze_terraform(open("main.tf").read(), budget=1000)
print(f"Monthly cost: ${result['estimated_monthly_cost']:.2f}")

12. VS Code Extension Integration

Create a VS Code extension that uses FinOpsGuard:

// extension.ts
import * as vscode from 'vscode';
import axios from 'axios';

export function activate(context: vscode.ExtensionContext) {
    let disposable = vscode.commands.registerCommand(
        'finopsguard.analyzeCost',
        async () => {
            const editor = vscode.window.activeTextEditor;
            if (!editor) return;
            
            const tfContent = editor.document.getText();
            const payload = Buffer.from(tfContent).toString('base64');
            
            const response = await axios.post(
                'http://finopsguard:8080/mcp/checkCostImpact',
                {
                    iac_type: 'terraform',
                    iac_payload: payload,
                    environment: 'dev'
                }
            );
            
            vscode.window.showInformationMessage(
                `Estimated Monthly Cost: $${response.data.estimated_monthly_cost}`
            );
        }
    );
    
    context.subscriptions.push(disposable);
}

MCP Protocol Compliance

FinOpsGuard implements the MCP specification with:

  • ✅ Stateless Design: Each request is independent

  • ✅ JSON Payloads: Standard JSON request/response

  • ✅ HTTP/REST: Standard HTTP protocol

  • ✅ Versioned API: Future-proof with version support

  • ✅ Error Handling: Consistent error response format

  • ✅ Async Support: Non-blocking operations

  • ✅ OpenAPI Schema: Auto-generated documentation

Integration Best Practices

  1. Use Base64 Encoding: Always base64-encode IaC payloads

  2. Set Environment: Specify dev/staging/prod for accurate policy evaluation

  3. Handle Errors: Check for risk_flags and policy_eval.status

  4. Cache Results: Use analysis IDs to track historical results

  5. Monitor Metrics: Track via Prometheus for observability

  6. Enable Caching: Use Redis for better performance in high-traffic scenarios

Available Integrations

FinOpsGuard provides ready-to-use integrations for:

  • ✅ GitHub Actions - Pre-built workflows

  • ✅ GitLab CI - Reusable templates

  • ✅ Jenkins - Pipeline examples

  • ✅ CircleCI - Job configurations

  • ✅ Azure DevOps - Pipeline tasks

  • ✅ ArgoCD - PreSync hooks

  • ✅ Flux CD - Notification providers

  • ✅ Terraform Cloud - Sentinel policies

  • ✅ Kubernetes - Admission controllers

  • ✅ Slack - Bot integration

  • ✅ VS Code - Extension support

  • ✅ Prometheus/Grafana - Monitoring

See docs/integrations.md for detailed integration examples and code samples.

Persistent Storage

FinOpsGuard supports PostgreSQL for persistent storage of policies and analysis history:

Database Features

  • Policy Persistence: Policies stored in PostgreSQL and synced to memory

  • Analysis History: Full analysis results with queryable metadata

  • Audit Trail: Complete history with timestamps and context

  • Automatic Failover: Falls back to in-memory storage if database unavailable

  • Connection Pooling: Efficient connection management (10-30 connections)

  • Migrations: Alembic for schema management

Enable PostgreSQL

Docker Compose:

# Start with database
docker-compose --profile database up -d

# Or full stack (database + caching + monitoring)
docker-compose --profile database --profile caching --profile monitoring up -d

# Set environment variable
echo "DB_ENABLED=true" >> .env
docker-compose restart finopsguard

Check Database Status:

# Get database statistics
curl http://localhost:8080/mcp/database/info

# Example response:
# {
#   "enabled": true,
#   "total_analyses": 1234,
#   "average_monthly_cost": 845.50,
#   "blocked_count": 12
# }

Database Management

# Initialize database (create tables)
make db-init

# Run migrations
make db-upgrade

# Check migration status
make db-status

# Backup database
make db-backup

# Open database shell
make db-shell

See docs/database.md for comprehensive database documentation.

Real-time Pricing

FinOpsGuard supports live pricing APIs for accurate cost estimates:

Pricing Sources

Provider

API

Authentication

Status

AWS

AWS Pricing API

IAM credentials

✅ Supported

GCP

Cloud Billing API

API key/Service account

✅ Supported

Azure

Retail Prices API

None (public)

✅ Supported

Enable Live Pricing

# Enable real-time pricing
LIVE_PRICING_ENABLED=true
PRICING_FALLBACK_TO_STATIC=true

# AWS Pricing API
AWS_PRICING_ENABLED=true
AWS_ACCESS_KEY_ID=<your-access-key>
AWS_SECRET_ACCESS_KEY=<your-secret-key>

# GCP Cloud Billing API
GCP_PRICING_ENABLED=true
GCP_PRICING_API_KEY=<your-api-key>

# Azure Retail Prices API (no auth needed!)
AZURE_PRICING_ENABLED=true

Pricing Modes

  • Live Only: Most accurate, requires API credentials

  • Static Only: Fast, no credentials, may be outdated

  • Hybrid (Recommended): Live with static fallback

Benefits of Hybrid Mode:

  • ✅ Accurate pricing when APIs available

  • ✅ Graceful fallback if APIs fail

  • ✅ No downtime due to pricing issues

  • ✅ Automatic caching reduces API calls by 90%+

See docs/pricing.md for comprehensive pricing documentation.

Authentication & Security

FinOpsGuard supports multiple authentication methods for enterprise security:

Authentication Methods

  1. API Keys - For CI/CD and automation

  2. JWT Tokens - For web UI and CLI

  3. OAuth2 - SSO with GitHub, Google, Azure AD

  4. mTLS - Certificate-based service authentication

Enable Authentication

# Basic setup
AUTH_ENABLED=true
AUTH_MODE=api_key
JWT_SECRET=$(openssl rand -base64 32)
ADMIN_PASSWORD=<secure-password>

Create API Key

# Login as admin
TOKEN=$(curl -X POST http://localhost:8080/auth/login \
  -d '{"username":"admin","password":"admin"}' | jq -r '.access_token')

# Create API key
API_KEY=$(curl -X POST http://localhost:8080/auth/api-keys \
  -H "Authorization: Bearer $TOKEN" \
  -d '{"name":"CI/CD","roles":["api"],"expires_days":365}' | jq -r '.api_key')

# Use in CI/CD
export FINOPSGUARD_API_KEY=$API_KEY

Use Authentication

# API Key
curl -H 'X-API-Key: fops_xxxxx' http://finopsguard:8080/mcp/checkCostImpact ...

# JWT Token
curl -H 'Authorization: Bearer eyJhbGc...' http://finopsguard:8080/mcp/checkCostImpact ...

# mTLS
curl --cert client.crt --key client.key https://finopsguard:8080/mcp/checkCostImpact ...

Role-Based Access Control

Role

Permissions

admin

Full access to all operations

user

Read/write policies, run analyses

viewer

Read-only access

api

API access for service accounts

See docs/authentication.md for comprehensive authentication documentation.

Webhooks

FinOpsGuard provides a comprehensive webhook system for event-driven notifications about cost anomalies and policy changes.

Webhook Features

  • Event-Driven Notifications: Automatic alerts for cost anomalies, budget violations, and policy changes

  • Robust Delivery: Retry logic, timeout handling, and delivery status tracking

  • Security: HMAC signature verification for webhook authenticity

  • Flexible Configuration: Custom headers, SSL settings, and event filtering

  • Background Processing: Asynchronous delivery with proper error handling

  • Full API: Complete CRUD operations for webhook management

Supported Events

Event Type

Description

Trigger

cost.anomaly.detected

Cost anomaly detected

When analysis shows unusual cost patterns

budget.exceeded

Budget limit exceeded

When estimated cost exceeds budget threshold

cost.spike

Significant cost increase

When cost increases dramatically

high.cost.resource

High-cost resource detected

When individual resources have high costs

policy.created

New policy created

When a policy is created via API

policy.updated

Policy updated

When an existing policy is modified

policy.deleted

Policy deleted

When a policy is removed

Webhook Configuration

# Create a webhook for cost anomaly notifications
curl -X POST "http://localhost:8080/webhooks" \
  -H 'Content-Type: application/json' \
  -d '{
    "name": "Cost Anomaly Alerts",
    "description": "Notify when cost anomalies are detected",
    "url": "https://your-app.com/webhooks/finopsguard",
    "events": ["cost.anomaly.detected", "budget.exceeded"],
    "secret": "your-webhook-secret",
    "enabled": true,
    "verify_ssl": true,
    "timeout_seconds": 30,
    "retry_attempts": 3,
    "retry_delay_seconds": 5,
    "headers": {
      "X-Custom-Header": "custom-value"
    }
  }'

Webhook Payload Format

{
  "event_id": "evt_1234567890",
  "event_type": "cost.anomaly.detected",
  "timestamp": "2024-01-15T10:30:00Z",
  "webhook_id": "webhook_123",
  "data": {
    "analysis_id": "analysis_456",
    "estimated_monthly_cost": 1500.00,
    "budget_limit": 1000.00,
    "anomaly_type": "budget_exceeded",
    "environment": "prod",
    "resources": [
      {
        "type": "aws_instance",
        "size": "t3.large",
        "estimated_cost": 750.00
      }
    ],
    "recommendations": [
      "Consider using t3.medium instances",
      "Review resource allocation"
    ]
  }
}

HMAC Signature Verification

FinOpsGuard signs webhook payloads with HMAC-SHA256 for security:

import hmac
import hashlib
import json

def verify_webhook_signature(payload, signature, secret):
    """Verify webhook signature."""
    expected_signature = hmac.new(
        secret.encode(),
        payload.encode(),
        hashlib.sha256
    ).hexdigest()
    
    return hmac.compare_digest(signature, expected_signature)

# Example verification
payload = request.body
signature = request.headers.get('X-FinOpsGuard-Signature')
secret = 'your-webhook-secret'

if verify_webhook_signature(payload, signature, secret):
    # Process webhook
    pass
else:
    # Reject webhook
    return 401

Webhook Management

# List all webhooks
curl http://localhost:8080/webhooks

# Get specific webhook
curl http://localhost:8080/webhooks/{webhook_id}

# Update webhook
curl -X PUT http://localhost:8080/webhooks/{webhook_id} \
  -H 'Content-Type: application/json' \
  -d '{"enabled": false}'

# Delete webhook
curl -X DELETE http://localhost:8080/webhooks/{webhook_id}

# Get delivery history
curl http://localhost:8080/webhooks/{webhook_id}/deliveries

# Get webhook statistics
curl http://localhost:8080/webhooks/stats

Delivery Status

Webhook deliveries are tracked with the following statuses:

  • pending - Delivery not yet attempted

  • delivered - Successfully delivered

  • failed - Delivery failed after all retries

  • retrying - Currently retrying delivery

Error Handling

Webhooks include comprehensive error handling:

  • Timeout: Configurable timeout per webhook

  • Retries: Automatic retry with exponential backoff

  • Dead Letter: Failed deliveries are logged for debugging

  • Circuit Breaker: Temporary suspension of failing webhooks

Integration Examples

Slack Integration

import requests
import json

def handle_finopsguard_webhook(request):
    """Handle FinOpsGuard webhook for Slack notifications."""
    payload = request.json
    
    if payload['event_type'] == 'budget.exceeded':
        message = {
            "text": f"🚨 Budget Exceeded!",
            "blocks": [
                {
                    "type": "section",
                    "text": {
                        "type": "mrkdwn",
                        "text": f"*Environment:* {payload['data']['environment']}\n*Estimated Cost:* ${payload['data']['estimated_monthly_cost']:.2f}\n*Budget Limit:* ${payload['data']['budget_limit']:.2f}"
                    }
                }
            ]
        }
        
        requests.post(
            "https://hooks.slack.com/services/YOUR/SLACK/WEBHOOK",
            json=message
        )

Discord Integration

def handle_finopsguard_webhook(request):
    """Handle FinOpsGuard webhook for Discord notifications."""
    payload = request.json
    
    embed = {
        "title": "💰 Cost Anomaly Detected",
        "color": 0xff0000,
        "fields": [
            {
                "name": "Environment",
                "value": payload['data']['environment'],
                "inline": True
            },
            {
                "name": "Estimated Cost",
                "value": f"${payload['data']['estimated_monthly_cost']:.2f}",
                "inline": True
            },
            {
                "name": "Budget Limit",
                "value": f"${payload['data']['budget_limit']:.2f}",
                "inline": True
            }
        ],
        "timestamp": payload['timestamp']
    }
    
    requests.post(
        "https://discord.com/api/webhooks/YOUR/DISCORD/WEBHOOK",
        json={"embeds": [embed]}
    )

Best Practices

  1. Always verify signatures to ensure webhook authenticity

  2. Handle duplicates - webhooks may be delivered multiple times

  3. Respond quickly - webhook endpoints should respond within 30 seconds

  4. Use HTTPS - never use HTTP for webhook endpoints in production

  5. Monitor delivery status - track failed deliveries and retry patterns

  6. Test webhooks - use webhook testing tools during development

See docs/webhooks.md for comprehensive webhook documentation.

Caching

FinOpsGuard uses Redis for intelligent caching to dramatically improve performance:

Cache Features

  • Pricing Data: AWS/GCP pricing cached for 24 hours

  • Analysis Results: Full cost analyses cached for 1 hour

  • Parsed Terraform: Parsed IaC cached for 30 minutes

  • Policy Evaluations: Policy results cached for 30 minutes

  • Distributed Mode: Native Redis Cluster support for horizontal scaling

  • Automatic TTL: Smart expiration based on data volatility

  • Cache Invalidation: Automatic invalidation on policy updates

Enable Caching

Docker Compose:

# Enable Redis caching
docker-compose --profile caching up -d

# Set environment variable
echo "REDIS_ENABLED=true" >> .env
docker-compose restart

Redis Cluster Mode

For high availability deployments, enable Redis Cluster:

echo "REDIS_ENABLED=true" >> .env
echo "REDIS_CLUSTER_ENABLED=true" >> .env
echo "REDIS_CLUSTER_NODES=redis-cluster-0:6379,redis-cluster-1:6379,redis-cluster-2:6379" >> .env
docker-compose restart finopsguard

Cluster mode automatically fans out cache operations across all masters and surfaces cluster health via /mcp/cache/info.

Check Cache Status:

# Get cache statistics
curl http://localhost:8080/mcp/cache/info

# Example response:
# {
#   "enabled": true,
#   "mode": "cluster",
#   "cluster_state": "ok",
#   "cluster_nodes": [
#     "redis-cluster-0:6379",
#     "redis-cluster-1:6379",
#     "redis-cluster-2:6379"
#   ],
#   "connected_clients": 18,
#   "used_memory": "1.2M",
#   "keyspace_hits": 1523,
#   "keyspace_misses": 45
# }

Cache Management

# Flush all cache (admin operation)
curl -X POST http://localhost:8080/mcp/cache/flush

# Monitor cache metrics
curl http://localhost:8080/metrics | grep cache

Performance Impact

With Redis caching enabled:

  • Pricing Lookups: ~100x faster (1-2ms vs 100-200ms)

  • Repeated Analyses: ~50x faster (10-20ms vs 500-1000ms)

  • Policy Evaluations: ~10x faster (5-10ms vs 50-100ms)

Deployment Options

FinOpsGuard supports multiple deployment methods:

🐳 Docker Compose

  • Use case: Development, testing, small-scale production

  • Setup time: < 5 minutes

  • Features: Optional monitoring (Prometheus/Grafana), Redis caching

  • Quick start: docker-compose up -d

  • Guide: deploy/QUICK_START.md

☸️ Kubernetes

  • Use case: Production, high availability, auto-scaling

  • Setup time: 10-15 minutes

  • Features: HPA, PDB, Ingress, ServiceMonitor, multi-replica

  • Quick start: make k8s-deploy or kubectl apply -k deploy/kubernetes/

  • Guide: docs/deployment.md

🛠️ Makefile Commands

Convenient commands for common operations:

make help              # Show all available commands
make test              # Run tests
make docker-compose-up # Start with Docker Compose
make k8s-deploy        # Deploy to Kubernetes
make k8s-logs          # View Kubernetes logs

For comprehensive deployment documentation, see:

Roadmap

✅ MVP+ (0.2) - COMPLETED

  • ✅ Policy engine with DSL and blocking mode

  • ✅ Comprehensive Terraform parser

  • ✅ Multi-cloud cost simulation (AWS + GCP + Azure)

  • ✅ Real-time pricing APIs (AWS Pricing API, GCP Cloud Billing API, Azure Retail Prices API)

  • ✅ Intelligent pricing fallback (live → static → default)

  • ✅ Policy management API

  • ✅ Admin UI with modern web interface

  • ✅ CI/CD integration (GitHub Actions, GitLab CI, CLI, Universal Script)

  • ✅ Authentication & Authorization (API keys, JWT, OAuth2, mTLS, RBAC)

  • ✅ PostgreSQL persistent storage for policies and analysis history

  • ✅ Redis caching for pricing data and analysis results (10-100x performance boost)

  • ✅ Docker Compose deployment with full stack (database + caching + monitoring)

  • ✅ Kubernetes deployment with HA and auto-scaling

  • ✅ MCP agent integration with 12+ platforms

    • ✅ AWS CloudWatch metrics and Cost Explorer integration

    • ✅ GCP Cloud Monitoring and BigQuery billing export

    • ✅ Azure Monitor and Cost Management integration

    • ✅ REST API endpoints for usage data

    • ✅ Intelligent caching with configurable TTL

  • ✅ Webhooks: Event-driven notifications for cost anomalies and policy changes

    • ✅ Cost anomaly detection (budget violations, cost spikes, high-cost resources)

    • ✅ Policy event notifications (create, update, delete)

    • ✅ Robust delivery with retry logic and timeout handling

    • ✅ HMAC signature verification for webhook security

    • ✅ Background task processing for asynchronous delivery

    • ✅ Complete webhook management API (CRUD operations)

    • ✅ Delivery tracking and statistics

  • ✅ Audit Logging: Detailed access logs and compliance reporting

  • ✅ Complete test suite (245+ tests including webhook functionality)

Next Phase (0.3)

  • Enhanced Caching: Distributed caching with Redis Cluster

  • Enhanced Admin UI: Advanced analytics and reporting dashboards with usage visualization

  • Multi-tenant Support: Organization and team management

  • Usage Analytics Dashboard: Visualize historical usage trends and cost patterns

  • Webhook UI: Web-based webhook configuration and monitoring interface

Future (0.4+)

  • ML Cost Forecasting: Seasonal patterns and usage prediction

  • Auto-optimization: Automated PR generation for cost savings

  • Multi-account Support: Organization-wide cost governance

  • Advanced Policies: Time-based rules, dependency-aware policies

Technical Debt & Improvements

  • User Database: PostgreSQL storage for users and sessions

  • Multi-tenancy: Organization and team isolation

  • Advanced RBAC: Fine-grained permissions and resource-level access control

  • Monitoring: Enhanced observability and alerting

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