ggmcp
★ 34
vs
semble
★ 4.5k
ggmcp vs semble
ggmcp: The GitGuardian MCP server enables AI agents to scan for leaked secrets, manage security incidents, and create honeytokens using the GitGuardian API. It supports OAuth and PAT authentication, and integrates with various IDEs like Cursor, Claude Desktop, Windsurf, and Zed.; 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 ggmcp if…Scan codebase for leaked secrets or credentials
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
ggmcp01Secret Scanning
02Incident Management
03Honeytokens
04Authentication Management
05Token Management
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
ggmcp↳Scan codebase for leaked secrets or credentials
↳Remediate all incidents related to a project
↳Help understand a security incident and provide remediation steps
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
ggmcpTrendingSecurity & SafetyAPI Integration
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between ggmcp and semble?
Both ggmcp and semble are in the Security & Safety category. ggmcp has 34 stars, while semble has 4.5k stars.
Which is better, ggmcp or semble?
The best choice depends on your use case. Choose ggmcp if Scan codebase for leaked secrets or credentials, and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is ggmcp free or open source?
Yes, ggmcp is open source on GitHub (MIT).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
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