prisma-cloud-docs-mcp-server

Instructions

Implementation Reference

• server.py:191-195 (handler)

  The handler function for the 'search_prisma_docs' tool, registered with @mcp.tool(). It searches Prisma Cloud documentation using the DocumentationIndexer and returns JSON-formatted results.
  @mcp.tool() async def search_prisma_docs(query: str) -> str: """Search Prisma Cloud documentation""" results = await indexer.search_docs(query, site='prisma_cloud') return json.dumps(results, indent=2)
• src/main.py:195-199 (handler)

  Duplicate handler function for the 'search_prisma_docs' tool in the HTTP server variant, identical implementation.
  @mcp.tool() async def search_prisma_docs(query: str) -> str: """Search Prisma Cloud documentation""" results = await indexer.search_docs(query, site='prisma_cloud') return json.dumps(results, indent=2)
• server.py:104-156 (helper)

  Core helper method in DocumentationIndexer that performs the actual search: computes relevance scores for cached pages based on title and content matches, generates snippets, sorts by score, and limits to top 10 results.
  async def search_docs(self, query: str, site: str = None) -> List[Dict]: """Search indexed documentation""" if not self.cached_pages: return [] query_lower = query.lower() results = [] for url, page in self.cached_pages.items(): # Filter by site if specified if site and page.site != site: continue # Calculate relevance score score = 0 title_lower = page.title.lower() content_lower = page.content.lower() # Higher score for title matches if query_lower in title_lower: score += 10 # Even higher for exact title matches if query_lower == title_lower: score += 20 # Score for content matches content_matches = content_lower.count(query_lower) score += content_matches * 2 # Score for partial word matches in title query_words = query_lower.split() for word in query_words: if word in title_lower: score += 5 if word in content_lower: score += 1 if score > 0: # Extract snippet around first match snippet = self._extract_snippet(page.content, query, max_length=200) results.append({ 'title': page.title, 'url': page.url, 'site': page.site, 'snippet': snippet, 'score': score }) # Sort by relevance score (highest first) and limit results results.sort(key=lambda x: x['score'], reverse=True) return results[:10]
• server.py:13-24 (helper)

  Dataclass used to cache indexed documentation pages with expiration logic, used by the indexer for search.
  @dataclass class CachedPage: title: str content: str url: str site: str timestamp: float ttl: float = 3600 # 1 hour default TTL @property def is_expired(self) -> bool: return time.time() > self.timestamp + self.ttl
• server.py:191-195 (registration)

  Registration of the tool via @mcp.tool() decorator in FastMCP framework.
  @mcp.tool() async def search_prisma_docs(query: str) -> str: """Search Prisma Cloud documentation""" results = await indexer.search_docs(query, site='prisma_cloud') return json.dumps(results, indent=2)