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| <h1 id="machine-api">Machine API</h1> |
| <p>DeTime exposes a local-first machine-facing surface for agents, scripts, and |
| workflow tooling that need something more structured than the human-facing |
| README.</p> |
| <h2 id="contract-scope">Contract scope</h2> |
| <p>The current machine contract series is <code>0.1</code>. Within this series, the package |
| aims to keep the following stable:</p> |
| <ul> |
| <li>schema names: <code>config</code>, <code>result</code>, <code>meta</code>, <code>method-registry</code></li> |
| <li>MCP tool names</li> |
| <li>the core method-catalog field set</li> |
| <li>the <code>full</code> / <code>summary</code> / <code>meta</code> serialization modes</li> |
| </ul> |
| <p>Breaking machine-facing changes should land with a package minor bump rather |
| than as a silent patch-level surprise.</p> |
| <h2 id="schema-assets">Schema assets</h2> |
| <p>Packaged JSON schemas live under <code>src/detime/schema_assets/</code> and are also |
| available through:</p> |
| <ul> |
| <li><code>detime schema --name config</code></li> |
| <li><code>detime schema --name result</code></li> |
| <li><code>detime schema --name meta</code></li> |
| <li><code>detime schema --name method-registry</code></li> |
| </ul> |
| <p>These schemas are intended for validation, tool wiring, and regression checks, |
| not just for documentation.</p> |
| <p>The <code>method-registry</code> payload now exposes stable root metadata fields:</p> |
| <ul> |
| <li><code>package</code></li> |
| <li><code>version</code></li> |
| <li><code>contract_version</code></li> |
| <li><code>methods</code></li> |
| </ul> |
| <p>Consumers should key compatibility checks off <code>contract_version</code> and treat |
| <code>version</code> as the package release identifier for the generated catalog bundle.</p> |
| <h2 id="stable-catalog-fields">Stable catalog fields</h2> |
| <p><code>MethodRegistry.list_catalog()</code> is the machine-readable source of truth for the |
| public method catalog. Every entry is expected to expose at least:</p> |
| <ul> |
| <li><code>family</code></li> |
| <li><code>maturity</code></li> |
| <li><code>implementation</code></li> |
| <li><code>dependency_tier</code></li> |
| <li><code>multivariate_support</code></li> |
| <li><code>native_backed</code></li> |
| <li><code>min_length</code></li> |
| <li><code>summary</code></li> |
| <li><code>recommended_for</code></li> |
| <li><code>typical_failure_modes</code></li> |
| </ul> |
| <p>The current catalog also carries assumptions, not-recommended cases, and |
| optional-dependency hints so the generated method cards and MCP responses stay |
| aligned. It now also carries structured <code>references</code> and <code>package_links</code> |
| arrays so machine consumers can trace each retained method back to its |
| literature and official upstream project pages.</p> |
| <h2 id="recommendation-interface">Recommendation interface</h2> |
| <p><code>detime recommend</code> and the MCP <code>recommend_method</code> tool provide the same routing |
| surface:</p> |
| <ul> |
| <li>input length</li> |
| <li>channel count</li> |
| <li>speed / balanced / accuracy preference</li> |
| <li>whether optional backends are allowed</li> |
| <li>whether native-backed methods are required</li> |
| </ul> |
| <p>This lets an agent shortlist methods before touching any full decomposition |
| payloads.</p> |
| <h2 id="serialization-modes">Serialization modes</h2> |
| <p>DeTime intentionally separates artifact size from decomposition execution. |
| Machine consumers can request:</p> |
| <ul> |
| <li><code>full</code></li> |
| <li>complete serialized arrays</li> |
| <li><code>summary</code></li> |
| <li>array shapes plus summary statistics and diagnostics</li> |
| <li><code>meta</code></li> |
| <li>metadata and diagnostics only</li> |
| </ul> |
| <p>The recommended progressive-disclosure path is:</p> |
| <ol> |
| <li>ask for <code>meta</code> or <code>summary</code></li> |
| <li>inspect diagnostics and backend metadata</li> |
| <li>request <code>full</code> only if downstream logic truly needs raw arrays</li> |
| </ol> |
| <p>Token-budget evidence for these modes is summarized in |
| <a href="../token-benchmarks/">Token Benchmarks</a>. That page is kept as a reference |
| appendix rather than a primary navigation item.</p> |
| <h2 id="mcp-surface">MCP surface</h2> |
| <p>The MCP server is available at:</p> |
| <pre><code class="language-bash">python -m detime.mcp.server |
| </code></pre> |
| <p>Current status:</p> |
| <ul> |
| <li>local-first</li> |
| <li>stdio transport</li> |
| <li>no hosted remote endpoint claimed</li> |
| <li>intended for deterministic tool access rather than free-form prompting</li> |
| </ul> |
| <p>Stable tools in the current surface:</p> |
| <ul> |
| <li><code>list_methods</code></li> |
| <li><code>get_schema</code></li> |
| <li><code>recommend_method</code></li> |
| <li><code>run_decomposition</code></li> |
| <li><code>summarize_result</code></li> |
| </ul> |
| <p>Recommended tool subsets:</p> |
| <ul> |
| <li>routing only: <code>list_methods</code>, <code>recommend_method</code>, <code>get_schema</code></li> |
| <li>bounded-context execution: add <code>run_decomposition</code> in <code>summary</code> or <code>meta</code> |
| mode</li> |
| <li>post-hoc condensation: add <code>summarize_result</code></li> |
| </ul> |
| <h2 id="artifact-contract">Artifact contract</h2> |
| <p>Programmatic calls return one <code>DecompResult</code>. CLI calls persist one of the |
| following artifact patterns:</p> |
| <ul> |
| <li><code>*_components.csv</code></li> |
| <li><code>*_meta.json</code></li> |
| <li>optional <code>*_components_3d.npz</code></li> |
| <li><code>*_summary.json</code></li> |
| <li><code>*_full.json</code></li> |
| </ul> |
| <p>Agents should prefer <code>meta.result_layout</code>, <code>meta.n_channels</code>, and |
| <code>meta.channel_names</code> over filename inference.</p></div> |
| </div> |
| </div> |
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