semble
★ 4.5k
vs
zscaler-mcp-server
★ 37
semble vs zscaler-mcp-server
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.; zscaler-mcp-server: The Zscaler MCP Server provides over 300 tools for managing Zscaler services (ZIA, ZPA, ZDX, etc.) via the Model Context Protocol. It features a security-first design with read-only mode by default and mandatory allowlist for write operations, supporting multiple transports and authentication methods.
01
TL;DR
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
Choose zscaler-mcp-server if…Listing ZPA application segments
02
Side-by-Side Comparison
03
Features
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
zscaler-mcp-server01Read-only mode by default for security
02300+ tools for ZIA, ZPA, ZDX, ZMS, ZTW, Z-Insights, ZIdentity, EASM, ZCC services
03Support for OneAPI and Legacy authentication
04HTTPS/TLS and source IP access control
05Mandatory allowlist for write operations
04
Use Cases
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
zscaler-mcp-server↳Listing ZPA application segments
↳Listing ZIA rule labels
↳Managing ZPA application segments (with write mode enabled)
05
Best For
sembleCode AssistantRAG / Knowledge Base
zscaler-mcp-serverTrendingVision / MultimodalAPI Integration
FAQ
FAQ
What is the difference between semble and zscaler-mcp-server?
Both semble and zscaler-mcp-server are in the RAG / Knowledge Base category. semble has 4.5k stars, while zscaler-mcp-server has 37 stars.
Which is better, semble or zscaler-mcp-server?
The best choice depends on your use case. Choose semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities, and zscaler-mcp-server if Listing ZPA application segments.
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
Is zscaler-mcp-server free or open source?
Yes, zscaler-mcp-server is open source on GitHub (MIT).
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