Semcheck Semcheck is a tool that uses large language models to verify that your implementation matches your specification. Define semantic rules to describe how your code should align with your specification, then let Semcheck handle the comparison. Use it as a final check before committing or merging code. Features Non-intrusive: no changes required to existing code or specification files Bring Your Own Model: supports OpenAI, Anthropic, Gemini, Cerebras and Ollama (local) Supports remote specification files (e.g., https://www.rfc-editor.org/rfc/rfc7946.txt ) ) Easy setup with semcheck -init Example Output Installation Prerequisites Go 1.24 or newer golangci-lint: (optional, for development) Just (optional, for development) Install go install github.com/rejot-dev/semcheck@latest Configuration Semcheck requires a configuration file. Generate one interactively using the -init flag: semcheck -init This command creates a semcheck.yaml file. Edit this file to suit your project. Example configuration: version : " 1.0 " provider : openai # Options: openai, anthropic, gemini, ollama, cerebras model : gpt-4.1 api_key : ${OPENAI_API_KEY} timeout : 30 fail_on_issues : true rules : - name : function-spec-compliance description : Check if functions match their specifications enabled : true files : include : - " **/*.go " exclude : - " *_test.go " specs : - path : " docs/api.md " # Remote specs are supported - path : " https://example.com/spec.md " fail_on : " error " Usage Basic Usage # Create a config file semcheck -init # Check all spec/implementation rules semcheck # Pass specific files that need checking, # semcheck uses the rules to determine which comparisons need to be made semcheck spec.md # Both implementation and specification files can be passed semcheck impl.go # Run on staged files (pre-commit) semcheck -pre-commit # Use a custom config file semcheck -config my-config.yaml file1.go # You can also use double dash syntax for flags semcheck --config my-config.yaml # Show help semcheck -help Defining Rules Define rules that link specification files to implementation files. Semcheck runs the LLM once per rule, and in pre-commit mode, only for rules with modified files. For best results, try to keep the number of files per rule small, LLMs perform best with focused context. Example rules: rules : - name : " config-spec " enabled : true files : include : - " ./internal/config/*.go " exclude : - " *_test.go " specs : - path : " config-spec.md " - name : " geojson " description : " Ensure GeoJSON implementation matches RFC 7946 " enabled : true files : include : - " packages/geojson/src/*.ts " exclude : - " *.test.ts " specs : - path : " https://www.rfc-editor.org/rfc/rfc7946.txt " prompt : | Our GeoJSON implementation is incomplete; only check implemented features. Development A Justfile is included for common development tasks. # List available commands just Running Tests just test just test-coverage Checking Semcheck with Semcheck Semcheck uses itself to check that it has correctly implemented it's own specification. Run Semcheck without arguments to check that is has been correctly implemented. semcheck Ideal Outcome GitHub Actions Semcheck can be used in a GitHub Actions workflow to check for semantic issues in your code. Available configuration options: config-file : Path to the semcheck configuration file : Path to the semcheck configuration file fail-on-issues : Whether to fail the action if issues are found : Whether to fail the action if issues are found semcheck-version : Version of Semcheck to use : Version of Semcheck to use go-version : Version of Go to use