semtools
This skill provides semantic search capabilities using embedding-based similarity matching for code and text. Enables meaning-based search beyond keyword matching, with optional document parsing (PDF, DOCX, PPTX) support.
Security Assessment
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About semtools
The 'semtools' skill provides an advanced semantic search solution that goes beyond traditional keyword or pattern matching. It leverages embedding-based similarity matching to enable users to search code and text based on the meaning or concept they represent, rather than relying on exact string matches. This makes it particularly useful in cases where the exact terminology, function names, or syntax patterns are unknown. By using embeddings, 'semtools' understands the semantic context of the content, providing a more intelligent and flexible search experience.
FAQ
What types of documents can semtools parse?
Semtools can parse PDF, DOCX, and PPTX documents, converting them to searchable text. However, document parsing requires the LLAMA_CLOUD_API_KEY environment variable to be set.
How do I perform a semantic search with semtools?
You can perform a semantic search by using the 'search' command. For example, you can search for code related to 'authentication logic' by running `search 'authentication logic' src/`. You can customize the search with additional parameters like `--n-lines` for context and `--top-k` for the number of results.
What are the system requirements for using semtools?
Semtools requires the LLAMA_CLOUD_API_KEY for document parsing. Other than that, it is a Rust-based CLI tool that works out-of-the-box in most execution environments.
When should I choose semtools over file-search tools like ripgrep?
You should choose semtools when you need meaning-based search, such as finding code that implements a specific concept without knowing the exact keywords. Semtools is ideal when searching across languages or mixed content, and when exact string matching misses relevant results.
What kind of results can I expect from a semantic search?
Semantic search results are based on similarity in meaning, not exact matches. For example, searching for 'authentication logic' might return results related to authentication mechanisms, error handling, or login processes, even if those terms don't appear exactly in the code.
Install semtools
Quick Setup:
- Copy the skill folder to
.claude/skills/ - Claude will automatically detect and use the skill
Repository
massgen/MassGen