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from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
import requests
import os
from datetime import datetime, timedelta
from groq import Groq
from dotenv import load_dotenv
import logging
# Configure logging
logging.basicConfig(level=logging.DEBUG)
logger = logging.getLogger(__name__)
# Load environment variables
load_dotenv()
# Configuration
GITHUB_TOKEN = "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"
GROQ_API_KEY = "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"
REPOSITORIES = [
"falcosecurity/rules",
"SigmaHQ/sigma",
"reversinglabs/reversinglabs-yara-rules",
"elastic/detection-rules",
"sublime-security/sublime-rules",
"Yamato-Security/hayabusa-rules",
"anvilogic-forge/armory",
"chainguard-dev/osquery-defense-kit",
"splunk/security_content",
"Neo23x0/signature-base",
"SlimKQL/Hunting-Queries-Detection-Rules"
]
DAYS_BACK = 7
# GitHub API base URL
GITHUB_API_URL = "https://api.github.com"
# Groq client setup
groq_client = Groq(api_key=GROQ_API_KEY)
# FastAPI app
app = FastAPI(docs_url=None, redoc_url=None)
class RepositoryDetails(BaseModel):
repo_name: str
repo_url: str
changes: str
description: str
context: str
def fetch_repository_changes(repo: str, days_back: int) -> list[str]:
"""
Fetch recent commits and pull requests for a repository.
"""
try:
logger.debug(f"Fetching changes for repository: {repo}")
since_date = (datetime.now() - timedelta(days=days_back)).isoformat()
headers = {
"Authorization": f"token {GITHUB_TOKEN}",
"Accept": "application/vnd.github.v3+json"
}
# Fetch commits
commits_url = f"{GITHUB_API_URL}/repos/{repo}/commits"
commits_params = {"since": since_date}
logger.debug(f"Fetching commits from: {commits_url}")
commits_response = requests.get(commits_url, headers=headers, params=commits_params)
commits_response.raise_for_status() # Raise an exception for HTTP errors
commits = commits_response.json()
logger.debug(f"Found {len(commits)} commits for {repo}")
# Fetch pull requests
prs_url = f"{GITHUB_API_URL}/repos/{repo}/pulls"
prs_params = {"state": "all", "sort": "updated", "direction": "desc"}
logger.debug(f"Fetching pull requests from: {prs_url}")
prs_response = requests.get(prs_url, headers=headers, params=prs_params)
prs_response.raise_for_status() # Raise an exception for HTTP errors
prs = prs_response.json()
logger.debug(f"Found {len(prs)} pull requests for {repo}")
# Extract changes
changes = []
for commit in commits:
changes.append(f"Commit: {commit['commit']['message']}")
for pr in prs:
changes.append(f"PR: {pr['title']} - {pr['body']}")
logger.debug(f"Total changes for {repo}: {len(changes)}")
return changes
except requests.exceptions.RequestException as e:
logger.error(f"Error fetching changes for {repo}: {e}")
raise HTTPException(status_code=500, detail=f"Error fetching changes for {repo}: {e}")
def summarize_changes_with_deepseek(repo: str, changes: list[str]) -> dict:
"""
Use Groq's DeepSeek model to summarize changes and provide insights.
"""
try:
logger.debug(f"Summarizing changes for repository: {repo}")
prompt = f"""
The following changes were made to detection rules in the GitHub repository {repo}.
Provide a detailed description of the changes and explain the context of why these changes are required:
{changes}
"""
logger.debug(f"Sending prompt to DeepSeek: {prompt}")
response = groq_client.chat.completions.create(
model="deepseek-chat",
messages=[{"role": "user", "content": prompt}],
max_tokens=500,
temperature=0.7
)
summary = response.choices[0].message.content
logger.debug(f"Received summary from DeepSeek: {summary}")
# Extract description and context from the summary
description = summary.split("Description:")[1].split("Context:")[0].strip()
context = summary.split("Context:")[1].strip()
logger.debug(f"Extracted description: {description}")
logger.debug(f"Extracted context: {context}")
return {
"description": description,
"context": context
}
except Exception as e:
logger.error(f"Error summarizing changes for {repo}: {e}")
raise HTTPException(status_code=500, detail=f"Error summarizing changes for {repo}: {e}")
@app.get("/monitor", response_model=list[RepositoryDetails])
async def monitor_repositories():
"""
Single API endpoint to fetch and summarize changes for all repositories.
"""
try:
logger.debug("Starting to monitor repositories")
results = []
for repo in REPOSITORIES:
logger.debug(f"Processing repository: {repo}")
changes = fetch_repository_changes(repo, DAYS_BACK)
if changes:
logger.debug(f"Summarizing changes for {repo}")
summary = summarize_changes_with_deepseek(repo, changes)
results.append(RepositoryDetails(
repo_name=f"{repo} (+{len(changes)}, ✎{len(changes)})",
repo_url=f"https://github.com/{repo}",
changes="\n".join(changes),
description=summary["description"],
context=summary["context"]
))
else:
logger.debug(f"No changes detected for {repo}")
results.append(RepositoryDetails(
repo_name=f"{repo} (No changes)",
repo_url=f"https://github.com/{repo}",
changes="No changes detected in the last 7 days.",
description="No changes detected.",
context="No context available."
))
logger.debug("Finished monitoring repositories")
return results
except Exception as e:
logger.error(f"Error in monitor_repositories: {e}")
raise HTTPException(status_code=500, detail=str(e))