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Path	Synopsis
audit_1to1 docvalidate.go implements the -validate-docs mode: it cross-checks the `doc/api/<area>.md` citations that justify the 1:1 adjudication tables against the live GitLab API reference docs (via internal/apidocs).	docvalidate.go implements the -validate-docs mode: it cross-checks the `doc/api/<area>.md` citations that justify the 1:1 adjudication tables against the live GitLab API reference docs (via internal/apidocs).
internal/actions Package actions reports client-go SDK endpoints that no MCP action invokes (R-ACTION).	Package actions reports client-go SDK endpoints that no MCP action invokes (R-ACTION).
internal/merge Package merge combines the three 1:1-audit gap reports — struct completeness (R-INPUT/R-OUTPUT), action coverage (R-ACTION), and metadata completeness (R-META) — into a single per-package backlog.	Package merge combines the three 1:1-audit gap reports — struct completeness (R-INPUT/R-OUTPUT), action coverage (R-ACTION), and metadata completeness (R-META) — into a single per-package backlog.
internal/metadata Package metadata reports discovery-metadata gaps (R-META) across the canonical ActionSpec catalog.	Package metadata reports discovery-metadata gaps (R-META) across the canonical ActionSpec catalog.
internal/shared Package shared holds constants and helpers used across multiple audit_1to1 sub-packages so they cannot drift.	Package shared holds constants and helpers used across multiple audit_1to1 sub-packages so they cannot drift.
internal/structs Package structs verifies the 1:1 field mapping between the MCP tool input/output structs and the client-go SDK Options/result structs they wrap.	Package structs verifies the 1:1 field mapping between the MCP tool input/output structs and the client-go SDK Options/result structs they wrap.
audit_catalog_first Command audit_catalog_first generates a source-discovered inventory of internal/tools domain coverage for the ActionSpec migration.	Command audit_catalog_first generates a source-discovered inventory of internal/tools domain coverage for the ActionSpec migration.
audit_discovery_completeness Command audit_discovery_completeness reports discovery-metadata gaps that affect how well models can find and choose the right action.	Command audit_discovery_completeness reports discovery-metadata gaps that affect how well models can find and choose the right action.
audit_doc_coverage Package main: catalog walker.	Package main: catalog walker.
audit_dynamic_aliases Command audit_dynamic_aliases checks the dynamic toolset compatibility alias catalog for governance issues.	Command audit_dynamic_aliases checks the dynamic toolset compatibility alias catalog for governance issues.
audit_e2e_gaps Command audit_e2e_gaps reports which canonical catalog actions are not exercised by the e2e suite under test/e2e/suite.	Command audit_e2e_gaps reports which canonical catalog actions are not exercised by the e2e suite under test/e2e/suite.
audit_edition_tier Command audit_edition_tier reports the doc-grounded licensing tier of every canonical MCP action and compares it to the action's current gating.	Command audit_edition_tier reports the doc-grounded licensing tier of every canonical MCP action and compares it to the action's current gating.
audit_metrics Command audit_metrics generates a comprehensive metrics summary for the gitlab-mcp-server MCP server.	Command audit_metrics generates a comprehensive metrics summary for the gitlab-mcp-server MCP server.
audit_string_dupes Command audit_string_dupes scans Go source files for duplicated string literals that appear three or more times and are not already declared as constants.	Command audit_string_dupes scans Go source files for duplicated string literals that appear three or more times and are not already declared as constants.
audit_surface_quality Command audit_surface_quality is the consolidated MCP tool surface quality audit.	Command audit_surface_quality is the consolidated MCP tool surface quality audit.
audit_test_goroutines Command audit_test_goroutines detects testing.T abort calls made from goroutines other than the one running the test.	Command audit_test_goroutines detects testing.T abort calls made from goroutines other than the one running the test.
audit_test_names Command audit_test_names scans all Go test files and classifies test function names by their naming pattern.	Command audit_test_names scans all Go test files and classifies test function names by their naming pattern.
audit_tokens Command audit_tokens measures the LLM context window overhead of all registered MCP tool definitions.	Command audit_tokens measures the LLM context window overhead of all registered MCP tool definitions.
eval_mcp_surfaces Command eval_mcp_surfaces evaluates model behavior across MCP tool surfaces.	Command eval_mcp_surfaces evaluates model behavior across MCP tool surfaces.
internal/evalrun Package evalrun provides small helpers shared by the live evaluation command: deterministic unique suffixes for ephemeral GitLab resources and environment-driven run configuration used across e2e fixtures.	Package evalrun provides small helpers shared by the live evaluation command: deterministic unique suffixes for ephemeral GitLab resources and environment-driven run configuration used across e2e fixtures.
internal/evaluator Package evaluator runs model evaluations against GitLab MCP tool surfaces.	Package evaluator runs model evaluations against GitLab MCP tool surfaces.
internal/evaluator/cases Package cases contains the typed model-evaluation case catalog.	Package cases contains the typed model-evaluation case catalog.
internal/termio Package termio centralizes terminal and log-file output helpers used by the eval_mcp_surfaces CLI so commands can write progress to a tee'd destination (stdout plus an optional log file) with a consistent format.	Package termio centralizes terminal and log-file output helpers used by the eval_mcp_surfaces CLI so commands can write progress to a tee'd destination (stdout plus an optional log file) with a consistent format.
format_md_tables Command format_md_tables normalizes Markdown pipe tables in README.md, docs/ and the Astro documentation site under site/src/content/docs/.	Command format_md_tables normalizes Markdown pipe tables in README.md, docs/ and the Astro documentation site under site/src/content/docs/.
gen_action_catalog_manifest Command gen_action_catalog_manifest generates the ActionSpec group builder manifest used by the catalog-first runtime.	Command gen_action_catalog_manifest generates the ActionSpec group builder manifest used by the catalog-first runtime.
gen_brand Command gen_brand emits every vector brand asset from one parametric geometry, so the mark cannot drift between its surfaces.	Command gen_brand emits every vector brand asset from one parametric geometry, so the mark cannot drift between its surfaces.
gen_docker_tools Command gen_docker_tools generates a tools.json file in the format expected by the Docker MCP Registry (https://github.com/docker/mcp-registry).	Command gen_docker_tools generates a tools.json file in the format expected by the Docker MCP Registry (https://github.com/docker/mcp-registry).
gen_icon_webp Command gen_icon_webp rasterizes the SVG icon constants declared in internal/toolutil/icons.go into lossless WebP fallbacks for MCP clients that reject image/svg+xml (VS Code Copilot's mcpIcons.ts MIME allowlist, for example, admits image/webp but not SVG).	Command gen_icon_webp rasterizes the SVG icon constants declared in internal/toolutil/icons.go into lossless WebP fallbacks for MCP clients that reject image/svg+xml (VS Code Copilot's mcpIcons.ts MIME allowlist, for example, admits image/webp but not SVG).
gen_lhm_manifest Command gen_lhm_manifest regenerates the tools, prompts, and resources arrays in lhm.plugin.json, the manifest published to the LobeHub Marketplace.	Command gen_lhm_manifest regenerates the tools, prompts, and resources arrays in lhm.plugin.json, the manifest published to the LobeHub Marketplace.
gen_llms Command gen_llms generates llms.txt and llms-full.txt files.	Command gen_llms generates llms.txt and llms-full.txt files.
gen_stats Command gen_stats auto-generates the repository statistics section in README.md.	Command gen_stats auto-generates the repository statistics section in README.md.
gen_testing_docs Command gen_testing_docs regenerates the managed test metrics section in docs/development/testing/testing.md.	Command gen_testing_docs regenerates the managed test metrics section in docs/development/testing/testing.md.
godoc_tool Command godoc_tool is the consolidated Go documentation auditor and fixer.	Command godoc_tool is the consolidated Go documentation auditor and fixer.
internal
apidocs Package apidocs is a shared fetcher for the GitLab API reference docs (the doc/api/<area>.md files in the gitlab-org/gitlab monorepo) used as a source of truth alongside the client-go SDK by the audit utilities.	Package apidocs is a shared fetcher for the GitLab API reference docs (the doc/api/<area>.md files in the gitlab-org/gitlab monorepo) used as a source of truth alongside the client-go SDK by the audit utilities.
auditshared Package auditshared holds analysis helpers shared by the discovery-metadata auditors (cmd/audit_1to1 R-META and cmd/audit_discovery_completeness): the projected-description probe, owner-package resolution, and the shared usage/description quality checks.	Package auditshared holds analysis helpers shared by the discovery-metadata auditors (cmd/audit_1to1 R-META and cmd/audit_discovery_completeness): the projected-description probe, owner-package resolution, and the shared usage/description quality checks.
docgen Package docgen contains helpers for generated project documentation.	Package docgen contains helpers for generated project documentation.
mcpsurface Package mcpsurface introspects the registered MCP surface for the generator commands.	Package mcpsurface introspects the registered MCP surface for the generator commands.
server bearerguard.go authenticates OAuth-mode requests before the SDK's bearer middleware runs.	bearerguard.go authenticates OAuth-mode requests before the SDK's bearer middleware runs.