> ## Documentation Index > Fetch the complete documentation index at: https://docs.bensevern.dev/docs/llms.txt > Use this file to discover all available pages before exploring further. # Suite surface matrix > Cross-package view of the Golden Suite: capability counts, the Rust -core compute substrate, Python/TypeScript parity, and auto-detected gaps — generated and gated in CI. The per-package [config matrices](/docs/goldenmatch/config-matrix) each describe one package. This is the **cross-package** view. The anchor is the **Rust / Arrow-native / fused `-core` kernel**: it is the reference implementation, and the Python and TypeScript surfaces are ports that either dispatch to it (the fast path) or run a byte-identical pure-language fallback. So the sections below read against that reference — how the packages line up, which scorers a kernel actually backs vs which are fallback-only, where the two language ports diverge, and what's missing where. Everything below the line is generated from the parity manifests + AST (`scripts/gen_suite_matrix.py`) and verified in CI, so it can't drift. ## Per-package surface Live counts (introspected from each package) side by side. `MCP` / `Exports` / `A2A` are the same numbers the llms.txt/README gate locks; `CLI` is the Python command count from the parity manifest. | Package | MCP tools | Exports | A2A skills | CLI commands | Recipes | TS port | | ---------------- | --------- | ------- | ---------- | ------------ | ------- | ------- | | `goldenmatch` | 97 | 202 | 51 | 43 | Yes | Yes | | `goldencheck` | 19 | 43 | 9 | 22 | Yes | Yes | | `goldenflow` | 10 | 36 | 6 | 16 | Yes | Yes | | `goldenpipe` | 4 | 20 | 4 | 8 | Yes | Yes | | `goldenanalysis` | 4 | 8 | — | 4 | Yes | Yes | | `infermap` | 5 | 20 | — | 6 | Yes | Yes | | **suite** | **139** | | | | | | ## Compute substrate — the Rust `-core` kernel is the reference The Rust / Arrow-native / fused `-core` kernels are the source of truth for scoring; each language surface either dispatches to the kernel (the fast path) or runs a byte-identical pure-language **fallback**. This tracks which scorers a kernel actually backs vs which are fallback-only. Sources: Python `_NATIVE_SCORER_IDS` (arrow bucket kernel) and TS `WASM_COVERED_SCORERS` (`-core` WASM), gated as the `scorer_kernels` api\_parity surface. **22 of 24 scorers are kernel-backed** (the reference fast path); the other 2 are pure-language fallbacks with no `-core` kernel. | Substrate | Scorers | | -------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Rust `-core` kernel — Python + TS | `alias_match`, `array_intersect`, `audio_fp`, `cosine`, `date`, `date_diff`, `dice`, `ensemble`, `exact`, `geo_haversine`, `given_name_aliased_jw`, `initialism_match`, `jaccard`, `jaro_winkler`, `levenshtein`, `name_freq_weighted_jw`, `numeric_diff`, `phash`, `qgram`, `radial`, `soundex_match`, `token_sort` | | Rust `-core` kernel — Python arrow-native only (TS falls back) | — | | WASM `-core` kernel — TS only (Python falls back) | — | | Language fallback — no `-core` kernel | `embedding`, `record_embedding` | ## Cross-language parity (Python ↔ TypeScript) Per surface: values shared by both languages vs each language's exclusives. A non-zero **Python-only** or **TS-only** is a *declared* cross-language gap (`parity/.yaml`), not drift — but it is where the two ports diverge. | Package | Surface | Shared | Python-only | TS-only | | ---------------- | ------------- | ------ | ----------- | ------- | | `goldenmatch` | mcp\_tools | 87 | 10 | 0 | | `goldenmatch` | cli\_commands | 33 | 10 | 0 | | `goldenmatch` | a2a\_skills | 36 | 15 | 13 | | `goldenmatch` | scorers | 24 | 0 | 0 | | `goldenmatch` | transforms | 13 | 0 | 0 | | `goldencheck` | mcp\_tools | 18 | 1 | 0 | | `goldencheck` | cli\_commands | 17 | 5 | 0 | | `goldencheck` | a2a\_skills | 9 | 0 | 0 | | `goldenflow` | mcp\_tools | 10 | 0 | 0 | | `goldenflow` | cli\_commands | 12 | 4 | 0 | | `goldenflow` | a2a\_skills | 6 | 0 | 0 | | `goldenflow` | transforms | 113 | 0 | 1 | | `goldenpipe` | mcp\_tools | 4 | 0 | 0 | | `goldenpipe` | cli\_commands | 7 | 1 | 0 | | `goldenpipe` | a2a\_skills | 4 | 0 | 0 | | `goldenanalysis` | mcp\_tools | 4 | 0 | 0 | | `goldenanalysis` | cli\_commands | 4 | 0 | 0 | | `goldenanalysis` | analyzers | 5 | 0 | 0 | | `infermap` | mcp\_tools | 5 | 0 | 0 | | `infermap` | cli\_commands | 6 | 0 | 0 | | `infermap` | scorers | 7 | 0 | 0 | ## Gaps & asymmetries (auto-detected) * **No A2A skills surface:** `goldenanalysis`, `infermap`. * `goldenmatch` **mcp\_tools** — Python-only: `discover_semantic_model`, `documents_ingest`, `documents_suggest_schema`, `explain_routing`, `lint_routing`, `list_plugins`, `ontology_certify`, `ontology_discover`, `plan_routing`, `pprl_auto_config`. * `goldenmatch` **cli\_commands** — Python-only: `discover-model`, `import-dbt`, `ingest-docs`, `llm`, `migrate-splink`, `ontology`, `serve-ui`, `setup`, `sync`, `watch`. * `goldenmatch` **a2a\_skills** — Python-only: `analyze_blocking`, `certify_semantic_model`, `compare_clusters`, `configure`, `documents_ingest`, `documents_suggest_schema`, `incremental`, `list_runs`, `pprl`, `quality`, `retrieve_similar`, `review`, `rollback`, `schema_match`, `sensitivity`. * `goldenmatch` **a2a\_skills** — TS-only: `agent_approve_reject`, `agent_deduplicate`, `agent_explain_cluster`, `agent_explain_pair`, `agent_match_sources`, `agent_review_queue`, `certify_serving_joins`, `customer_360`, `emit_semantic_model_from_store`, `fix_quality`, `memory_import`, `scan_quality`, `score`. * `goldencheck` **mcp\_tools** — Python-only: `install_domain`. * `goldencheck` **cli\_commands** — Python-only: `init`, `review`, `scan-db`, `schedule`, `serve`. * `goldenflow` **cli\_commands** — Python-only: `init`, `interactive`, `schedule`, `watch`. * `goldenflow` **transforms** — TS-only: `category_llm_correct`. * `goldenpipe` **cli\_commands** — Python-only: `interactive`.