mcp-zap-server
★ 55
vs
semble
★ 4.5k
mcp-zap-server vs semble
mcp-zap-server: A Spring Boot application that exposes OWASP ZAP as a Model Context Protocol (MCP) server, allowing MCP-compatible AI agents to orchestrate ZAP actions such as spider scanning, active scanning, and report generation. It offers guided and expert tool surfaces, a scan queue with high-availability support, and various security features.; semble: Semble is a high-performance code search library designed for AI agents, providing instant access to precise code snippets. It offers significantly faster indexing and querying compared to transformer models, achieving 99% of their retrieval quality while running entirely on CPU without external dependencies.
01
TL;DR
Choose mcp-zap-server if…Automated security scanning orchestrated by AI agents
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
02
Side-by-Side Comparison
03
Features
mcp-zap-server01MCP ZAP server: Exposes ZAP actions as MCP tools
02Guided and expert tool surfaces
03OpenAPI integration for importing API specs and scanning
04Findings and report workflows with diff support
05Scan queue v1 with job lifecycle, retries, and dead-letter handling
semble01Fast performance on CPU (indexes in ~250ms, queries in ~1.5ms)
02High accuracy (NDCG@10 of 0.854), comparable to transformer models
03Supports indexing local paths and remote Git repositories
04Functions as an MCP server for various AI agents
05Zero setup, no API keys, GPU, or external services required
04
Use Cases
mcp-zap-server↳Automated security scanning orchestrated by AI agents
↳Continuous integration security testing with CI/CD pipelines
↳Automated vulnerability assessment for web applications and APIs
semble↳Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
↳Searching local or remote codebases for specific code snippets based on natural language or code queries
↳Finding semantically similar code sections related to a given file path and line number
05
Best For
mcp-zap-serverTrendingWorkflow AutomationAPI Integration
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between mcp-zap-server and semble?
Both mcp-zap-server and semble are in the Workflow Automation category. mcp-zap-server has 55 stars, while semble has 4.5k stars.
Which is better, mcp-zap-server or semble?
The best choice depends on your use case. Choose mcp-zap-server if Automated security scanning orchestrated by AI agents, and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is mcp-zap-server free or open source?
Yes, mcp-zap-server is open source on GitHub (MIT).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
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