semble
★ 4.5k
vs
mcp-stata
★ 65
semble vs mcp-stata
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.; mcp-stata: This MCP server enables LLMs to execute Stata code, inspect data, export graphics, and verify results. It uses the proprietary pystata module included with Stata 17+ and requires Python 3.11+. The server supports various IDEs like Claude Desktop, Cursor, and VS Code via stdio transport.
01
TL;DR
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
Choose mcp-stata if…Run Stata commands for statistical analysis
02
Side-by-Side Comparison
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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
mcp-stata01Execute Stata code
02Inspect data (dataset summaries and codebooks)
03Export graphics (histograms, scatterplots)
04Streaming graph caching
05Verify results (check stored r() and e() values)
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
mcp-stata↳Run Stata commands for statistical analysis
↳Explore and summarize datasets
↳Create and export statistical graphs
05
Best For
sembleCode AssistantRAG / Knowledge Base
mcp-stataTrendingWorkflow AutomationObservability
FAQ
FAQ
What is the difference between semble and mcp-stata?
Both semble and mcp-stata are in the RAG / Knowledge Base category. semble has 4.5k stars, while mcp-stata has 65 stars.
Which is better, semble or mcp-stata?
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 mcp-stata if Run Stata commands for statistical analysis.
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
Is mcp-stata free or open source?
Yes, mcp-stata is open source on GitHub (AGPL-3.0).
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