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1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>GitHub Copilot</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Write better code with AI</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/ai/github-app" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Direct agents from issue to merge</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy 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0 0 0-2.94 2.08 2.08 0 0 0-2.94 0l-4.799 4.8A.75.75 0 0 1 .72 5.92Z"></path><path d="M7.52 3.12a.749.749 0 1 1 1.06 1.06L5.731 7.03A2.079 2.079 0 0 0 8.67 9.97l2.85-2.85a.749.749 0 1 1 1.06 1.06l-2.849 2.85A3.578 3.578 0 0 1 4.67 5.97Z"></path></svg>MCP Registry</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Integrate external tools</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9knd_">DEVELOPER WORKFLOWS</span><ul 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Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codespaces NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg>Codespaces</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Instant dev environments</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/issues" 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NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg>Code Review</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Manage code changes</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-quality" data-analytics-event="{&quot;action&quot;:&quot;code_quality&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_quality_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codescan-checkmark NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.28 6.28a.75.75 0 1 0-1.06-1.06L6.25 8.19l-.97-.97a.75.75 0 0 0-1.06 1.06l1.5 1.5a.75.75 0 0 0 1.06 0l3.5-3.5Z"></path><path d="M7.5 15a7.5 7.5 0 1 1 5.807-2.754l2.473 2.474a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2.474-2.473A7.472 7.472 0 0 1 7.5 15Zm0-13.5a6 6 0 1 0 4.094 10.386.748.748 0 0 1 .293-.292 6.002 6.002 0 0 0 1.117-6.486A6.002 6.002 0 0 0 7.5 1.5Z"></path></svg>Code Quality</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enforce quality at merge</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dknd_">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dknd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS 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Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Secure your code as you build</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-lock NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M4 4a4 4 0 0 1 8 0v2h.25c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 12.25 15h-8.5A1.75 1.75 0 0 1 2 13.25v-5.5C2 6.784 2.784 6 3.75 6H4Zm8.25 3.5h-8.5a.25.25 0 0 0-.25.25v5.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25ZM10.5 6V4a2.5 2.5 0 1 0-5 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NavGroup-module__title__Wzxz2" id="_R_5l7d_">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Enterprises</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Small and medium teams</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Startups</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9l7d_">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">App Modernization</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevSecOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">CI/CD</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all use cases</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dl7d_">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dl7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Healthcare</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Financial services</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Manufacturing</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Government</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all industries</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all solutions</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_1nd_">Resources<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_1nd_" class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5lnd_">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5lnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">AI</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Software Development</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Security</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_2nd_">Enterprise<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_2nd_" 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1.75 0 0 1-1.756 0L2.119 5.456a1.251 1.251 0 0 1 0-2.162ZM8.125 1.69a.248.248 0 0 0-.25 0l-4.63 2.685 4.63 2.685a.248.248 0 0 0 .25 0l4.63-2.685ZM1.601 7.789a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0L1.874 8.814A.75.75 0 0 1 1.6 7.789Zm0 3.5a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0l-5.248-3.044a.75.75 0 0 1-.273-1.025Z"></path></svg>Enterprise platform</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 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NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>Copilot for Business</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy 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  <script type="application/json" data-target="react-app.embeddedData">{"payload":{"codeViewBlobRoute":{"csv":null,"csvError":null,"headerInfo":{"toc":[{"level":1,"text":"Development and testing","anchor":"development-and-testing","htmlText":"Development and testing"},{"level":2,"text":"Prerequisites","anchor":"prerequisites","htmlText":"Prerequisites"},{"level":2,"text":"Development checks","anchor":"development-checks","htmlText":"Development checks"},{"level":2,"text":"Pull request readiness","anchor":"pull-request-readiness","htmlText":"Pull request readiness"},{"level":2,"text":"Release artifacts","anchor":"release-artifacts","htmlText":"Release artifacts"},{"level":2,"text":"Test responsibilities","anchor":"test-responsibilities","htmlText":"Test responsibilities"},{"level":2,"text":"Storage and retrieval changes","anchor":"storage-and-retrieval-changes","htmlText":"Storage and retrieval changes"},{"level":2,"text":"MCP schema snapshots","anchor":"mcp-schema-snapshots","htmlText":"MCP schema snapshots"},{"level":2,"text":"Public Rust API and wire boundaries","anchor":"public-rust-api-and-wire-boundaries","htmlText":"Public Rust API and wire boundaries"},{"level":2,"text":"Benchmarks","anchor":"benchmarks","htmlText":"Benchmarks"}]},"issueTemplate":null,"discussionTemplate":null,"richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDevelopment and testing\u003c/h1\u003e\u003ca id=\"user-content-development-and-testing\" class=\"anchor\" aria-label=\"Permalink: Development and testing\" href=\"#development-and-testing\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrerequisites\u003c/h2\u003e\u003ca id=\"user-content-prerequisites\" class=\"anchor\" aria-label=\"Permalink: Prerequisites\" href=\"#prerequisites\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eLeanToken requires Rust 1.95 or later and a native C/C++ toolchain for bundled\nSQLite and tree-sitter grammar crates. On macOS, install Xcode Command Line\nTools. On Windows, install Visual Studio Build Tools.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eInstall the repository's Git hooks after cloning:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python -m pip install pre-commit\npre-commit install --install-hooks\"\u003e\u003cpre\u003epython -m pip install pre-commit\npre-commit install --install-hooks\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis installs a commit hook for formatting and inexpensive file validation.\nLocal hooks deliberately do not compile the project or run tests. The full\nlint and test gates run in GitHub Actions, where they do not block commits or\nthe first push.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eInstall \u003ccode\u003ecargo-nextest\u003c/code\u003e when running the complete local product suite or the\ntest-architecture check; CI installs the repository's nextest release\nautomatically:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo install cargo-nextest --locked\"\u003e\u003cpre\u003ecargo install cargo-nextest --locked\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInstall \u003ccode\u003ecargo-insta\u003c/code\u003e before reviewing intentional snapshot updates:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo install cargo-insta --locked\"\u003e\u003cpre\u003ecargo install cargo-insta --locked\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAn older checkout may still have the retired push-hook wrapper installed. It\ncan be removed once with:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pre-commit uninstall --hook-type pre-push\"\u003e\u003cpre\u003epre-commit uninstall --hook-type pre-push\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDevelopment checks\u003c/h2\u003e\u003ca id=\"user-content-development-checks\" class=\"anchor\" aria-label=\"Permalink: Development checks\" href=\"#development-checks\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe normal edit-and-commit loop does not need to reproduce the complete CI\nsuite. The installed commit hook runs:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo fmt --all -- --check\"\u003e\u003cpre\u003ecargo fmt --all -- --check\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eRun a focused test module while developing:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test-focused product::services::\ncargo test-focused platform\"\u003e\u003cpre\u003ecargo test-focused product::services::\ncargo test-focused platform\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNamed suite domains (\u003ccode\u003eindexing_repository\u003c/code\u003e, \u003ccode\u003estorage\u003c/code\u003e, \u003ccode\u003eretrieval\u003c/code\u003e, \u003ccode\u003eprotocol\u003c/code\u003e,\n\u003ccode\u003eplatform\u003c/code\u003e, and \u003ccode\u003econtracts\u003c/code\u003e) route directly to their owning package. Other\nmodule or exact-test filters search both the product and domain-suite packages.\nPrefix a filter with \u003ccode\u003eproduct::\u003c/code\u003e or \u003ccode\u003esuite::\u003c/code\u003e to select its owner explicitly\nand avoid compiling unrelated test harnesses merely to discover their names.\nZero matches fail instead of returning false-green; a name present in both\npackages fails as ambiguous and asks for a domain-qualified selector. Use the\nownership map under \u003ca href=\"#test-responsibilities\"\u003eTest responsibilities\u003c/a\u003e, and run\neach affected filter when a change crosses boundaries.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen the exact owner is already known, use its target directly to avoid\nbuilding unrelated harnesses:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Private product invariant\ncargo test --locked --package leantoken --all-features --lib FILTER\n\n# Cross-component domain contract\ncargo test --locked --package leantoken-test-suite --all-features \\\n  --lib domains::DOMAIN::FILTER\n\n# Real executable or MCP process behavior\ncargo test --locked --package leantoken --all-features \\\n  --test integration process::FILTER -- --test-threads=2\n\n# CLI binary unit or one example harness\ncargo test --locked --package leantoken --all-features --bin leantoken FILTER\ncargo test --locked --package leantoken-benchmarks --bin NAME FILTER\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Private product invariant\u003c/span\u003e\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken --all-features --lib FILTER\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Cross-component domain contract\u003c/span\u003e\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken-test-suite --all-features \\\n  --lib domains::DOMAIN::FILTER\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Real executable or MCP process behavior\u003c/span\u003e\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken --all-features \\\n  --test integration process::FILTER -- --test-threads=2\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e CLI binary unit or one example harness\u003c/span\u003e\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken --all-features --bin leantoken FILTER\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken-benchmarks --bin NAME FILTER\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eRun the complete product-behavior suite without compiling or executing the\nbenchmark contract or examples:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test-product\"\u003e\u003cpre\u003ecargo test-product\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor the exact local scheduler command, or the command CI uses, inspect the plan:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo xtask test plan --dry-run\ncargo xtask test plan --profile ci --dry-run\ncargo xtask check-test-architecture\"\u003e\u003cpre\u003ecargo xtask \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e plan --dry-run\ncargo xtask \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e plan --profile ci --dry-run\ncargo xtask check-test-architecture\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe source tree uses ordinary Rust modules for organization. The architecture\ncheck resolves test targets through Cargo metadata, compares external modules\nthrough parsed Rust syntax, reads ignored tests from the compiled libtest\ninventory, and rejects actual \u003ccode\u003einclude!()\u003c/code\u003e syntax without matching comments or\nstrings. The raw SQLite read session is private to storage, so the compiler—not\na source-text scan—enforces the service snapshot boundary.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLocal Cargo builds default to one compiler job; direct libtest runs default\nto two test threads. Override Cargo's build bound with \u003ccode\u003e-j\u003c/code\u003e when appropriate.\nKeep compilation, full product tests, extras, and coverage serial on a shared\ndevelopment machine. Coverage uses a separate instrumented build and should\nrun only when its evidence is needed.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe product runner starts one \u003ccode\u003ecargo nextest run\u003c/code\u003e for product units, private\ndomain suites, ordinary integration, and executable/MCP process behavior. That\nsingle Cargo build graph and nextest scheduler has a two-test local bound.\nCI retains its platform bounds: four tests on Linux, three on macOS, and two\non Windows. Nested nextest groups\nreserve capacity for cold indexing/SQLite, Git fixtures, filesystem/watcher,\nreal-process/MCP, extended, and cheap tests. No second Cargo planner competes\nfor package-cache or artifact locks. Local runs select the \u003ccode\u003elocal\u003c/code\u003e profile; CI\npasses \u003ccode\u003e--profile ci\u003c/code\u003e. Both produce owner- and test-level JUnit metadata under\n\u003ccode\u003etarget/nextest/\u003c/code\u003e. Doctests stay on their explicit Cargo command.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe runner prints elapsed time and preserves the scheduler's exit code. It also\nowns the opt-in profile and stress commands. Checked-in corpora and benchmark\nreports execute through their explicit domain, contract, or example owner\nrather than a generic serialized-case phase.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe stress lane accepts 1–100 \u003ccode\u003eLEANTOKEN_STRESS_REPETITIONS\u003c/code\u003e for scheduled\nrepetition. When more than one run is requested, it preserves the bounded\nJUnit result from each run under\n\u003ccode\u003etarget/nextest/stress/repetitions/junit-NNN.xml\u003c/code\u003e. Before each repetition it\nremoves the current report, so a command that fails to publish new evidence\ncannot inherit a stale JUnit file. Every report ancestor and destination must\nremain a real, workspace-owned directory or file; symlinks and Windows reparse\npoints are rejected. Required checks never retry failures.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe weekly \u003ccode\u003ecargo xtask test profile\u003c/code\u003e lane selects the \u003ccode\u003eprofile\u003c/code\u003e policy\nexplicitly. It continues after individual failures, records JUnit timing, and\nreports slow owners. Cheap tests retain a 30-second hang bound; cold\nindexing/SQLite, Git, and filesystem owners have documented two-minute bounds;\nreal-process/MCP tests have three minutes; and the opt-in extended owner has ten\nminutes. Retries remain disabled in every profile.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eRun the token-economy contract explicitly when changing retrieval accounting or\nits fixture. CI selects this lane for its owned source, suite, fixture, and\nmanifest paths on every supported OS:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test-contract\"\u003e\u003cpre\u003ecargo test-contract\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis full local command uses the same platform-aware global scheduler bound as\nCI: three workers on macOS, four on Linux, and two on Windows. Resource groups\ncap heavy owners within that pool, so child processes and SQLite publication\ncannot expand without bound. Focused tests retain Cargo's normal host\nparallelism.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eBenchmark and example tests are a separate target group because Cargo executes\ntest binaries serially. Run them when changing \u003ccode\u003eexamples/\u003c/code\u003e, benchmark fixtures,\nor their shared behavior:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test-extras\ncargo test --locked --package leantoken --all-features --doc\"\u003e\u003cpre\u003ecargo test-extras\ncargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken --all-features --doc\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWhen changing TypeScript grammar integration, extraction on incomplete trees,\nor the manual recovery evaluator, run its focused synthetic contract:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test --locked --package leantoken-benchmarks --bin typescript_parse_diagnostic\ncargo run --locked --release --package leantoken-benchmarks --bin typescript_parse_diagnostic -- \\\n  verify-fixture\"\u003e\u003cpre\u003ecargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken-benchmarks --bin typescript_parse_diagnostic\ncargo run --locked --release --package leantoken-benchmarks --bin typescript_parse_diagnostic -- \\\n  verify-fixture\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe pinned external-corpus command, immutable output contract, and\ninterpretation limits are documented in\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md#typescript-parse-recovery-diagnostic\"\u003e\u003ccode\u003e../benchmarks/README.md\u003c/code\u003e\u003c/a\u003e.\nThe external run is evidence for parser work, not a normal local or CI gate.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen changing the Swift evaluation manifest, diagnostic, reports, or its\ndevelopment-only grammar pin, run:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"CARGO_TARGET_DIR=target cargo test --locked \\\n  --manifest-path benchmarks/swift-grammar-073/Cargo.toml \\\n  --bin swift-parse-diagnostic-073\"\u003e\u003cpre\u003eCARGO_TARGET_DIR=target cargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked \\\n  --manifest-path benchmarks/swift-grammar-073/Cargo.toml \\\n  --bin swift-parse-diagnostic-073\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe exact external-corpus command, frozen retrieval gate, and no-ship result\nare documented in\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md#swift-structural-indexing-evaluation\"\u003e\u003ccode\u003e../benchmarks/README.md\u003c/code\u003e\u003c/a\u003e.\nThe excluded manifest owns the runnable 0.7.3 diagnostic and its independent\nlockfile. Swift remains unsupported by production structural parsing; this\ntarget is an evaluation contract and must not be treated as an index-readiness\ncheck.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen changing the Kotlin evaluation manifest, diagnostic, reports, or its\nresearch-only grammar pin, run:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"CARGO_TARGET_DIR=target cargo test --locked \\\n  --manifest-path benchmarks/kotlin-grammar-040/Cargo.toml\"\u003e\u003cpre\u003eCARGO_TARGET_DIR=target cargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked \\\n  --manifest-path benchmarks/kotlin-grammar-040/Cargo.toml\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe exact external-corpus command, frozen retrieval gate, and no-ship result\nare documented in\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md#kotlin-structural-indexing-evaluation\"\u003e\u003ccode\u003e../benchmarks/README.md\u003c/code\u003e\u003c/a\u003e.\nThe excluded manifest pins the exact unreleased 0.4.0 grammar commit without\nadding it to the normal dependency graph. Its corpus diagnostic reads blobs\nfrom the requested commit rather than from the checkout, reports \u003ccode\u003e.kt\u003c/code\u003e and\n\u003ccode\u003e.kts\u003c/code\u003e extension aggregates separately, and labels grammar syntax-node counts\nseparately from production extraction. Kotlin remains unsupported by\nproduction structural parsing; this target is an evaluation contract, not an\nindex-readiness check.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen changing the Python resolved-reference oracle, its frozen labels, or its\nchecked reports, run:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test --locked --package leantoken-benchmarks \\\n  --bin resolved_reference_oracle\ncargo run --locked --release --package leantoken-benchmarks \\\n  --bin resolved_reference_oracle -- verify-fixture\"\u003e\u003cpre\u003ecargo \u003cspan class=\"pl-c1\"\u003etest\u003c/span\u003e --locked --package leantoken-benchmarks \\\n  --bin resolved_reference_oracle\ncargo run --locked --release --package leantoken-benchmarks \\\n  --bin resolved_reference_oracle -- verify-fixture\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe fixture, exact comparison, resource receipt, coverage gaps, and no-public-tool\ndecision are documented in\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md#python-resolved-reference-oracle\"\u003e\u003ccode\u003e../benchmarks/README.md\u003c/code\u003e\u003c/a\u003e.\nThis is an evaluation contract; it does not establish production binding\nsemantics or authorize a CLI or MCP surface.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThese repository-local Cargo aliases keep the fast and extended target groups\nconsistent with CI. The development profile retains line tables for useful\nbacktraces in LeanToken while omitting dependency debug information, which\nkeeps links and the local \u003ccode\u003etarget\u003c/code\u003e directory smaller. Override it temporarily\nwith \u003ccode\u003eCARGO_PROFILE_DEV_DEBUG=2\u003c/code\u003e when a debugger needs full local-variable data\nfor LeanToken code. When debugging a dependency too, pass\n\u003ccode\u003e--config 'profile.dev.package.\"*\".debug=2'\u003c/code\u003e to Cargo.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eInspect accumulated build artifacts without deleting them:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python3 scripts/report_target_footprint.py\npython3 scripts/report_target_footprint.py --json\"\u003e\u003cpre\u003epython3 scripts/report_target_footprint.py\npython3 scripts/report_target_footprint.py --json\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe report separates incremental, dependency, example, build-script, release,\nand other artifacts; it also counts incremental generations inactive beyond\nthe selected \u003ccode\u003e--stale-days\u003c/code\u003e threshold. The scan does not follow symlinks, fails\nclosed after one million entries by default, and never removes files. If a\nreviewed report justifies paying the rebuild cost, \u003ccode\u003ecargo clean --profile dev\u003c/code\u003e\nis the explicit Cargo-owned cleanup for the development profile. Hooks and CI\nmust not clean a developer's target directory automatically.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePull request readiness\u003c/h2\u003e\u003ca id=\"user-content-pull-request-readiness\" class=\"anchor\" aria-label=\"Permalink: Pull request readiness\" href=\"#pull-request-readiness\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eBefore the first push, format the tree and run the smallest relevant check or\nbehavioral test that proves the change. Open the pull request once that focused\nproof passes so the broad checks can run in parallel with review.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eGitHub Actions is the merge gate for:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo fmt --all -- --check\ncargo clippy --locked --workspace --all-targets --all-features -- -D warnings\ncargo test-product\ncargo test-contract\"\u003e\u003cpre\u003ecargo fmt --all -- --check\ncargo clippy --locked --workspace --all-targets --all-features -- -D warnings\ncargo test-product\ncargo test-contract\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe CI planner selects product, token-economy contract, benchmark/example, and\ncoverage lanes independently from their owned paths and explicit event\neligibility. Pull requests run Linux product evidence for product or\nprocess-test changes; macOS, Windows, token-economy, example, and coverage\nowners remain mandatory on the merge, main, scheduled, or manual events named\nin \u003ccode\u003eci/test-topology.json\u003c/code\u003e. The planner emits the exact runner and command for\nevery selected matrix entry, and GitHub Actions consumes that JSON directly.\nThe product job uses one scheduler with four global workers on Linux, three on\nmacOS, and two on Windows; checked resource groups further bound process,\nfilesystem, Git, and SQLite work. The scheduled instrumented coverage\ngate retains its 50% line floor; the opt-in \u003ccode\u003econcurrency_profile\u003c/code\u003e harness and\nsubprocess-only CLI entrypoints are excluded. The stable Required checks job\nvalidates one source- and topology-bound receipt per planned job, so failures,\ncancellation, timeouts, missing work, or stale matrix identities fail closed\nwhile intentionally unselected lanes remain conditional.\nA pull request is not ready to merge until its required CI checks pass.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eRepository rules for \u003ccode\u003emain\u003c/code\u003e should require the CI workflow's \u003ccode\u003eRequired checks\u003c/code\u003e\njob. That stable aggregate verifies the checked plan and its complete receipt\nset while allowing intentionally unselected lanes to remain conditional.\nRequiring the aggregate avoids coupling branch rules to dynamic matrix names.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eRun a complete gate locally when reproducing a CI failure, working without CI,\nor changing the gate itself. Otherwise, do not routinely duplicate the full CI\nsuite before and after the first push. Run rustdoc locally when changing public\nAPIs or documentation:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"RUSTDOCFLAGS=\u0026quot;-D warnings\u0026quot; cargo doc --locked --workspace --no-deps\"\u003e\u003cpre\u003eRUSTDOCFLAGS=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e-D warnings\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e cargo doc --locked --workspace --no-deps\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eBuild and verify the distributable crate when changing packaging or features:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo build --release\ncargo package --locked --package leantoken\"\u003e\u003cpre\u003ecargo build --release\ncargo package --locked --package leantoken\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe package command targets only the public crate; the workspace's test,\nbenchmark, and orchestration packages are intentionally private. The root\nmanifest's explicit package boundary retains the source, self-contained user\nand reference documentation, licenses, and test fixtures needed by in-crate\ntests without shipping the repository's CI, npm, development, measurement,\nbenchmark-harness, or integration-test trees.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003ermcp\u003c/code\u003e is an upstream registry dependency pinned to the exact version in\n\u003ccode\u003eCargo.toml\u003c/code\u003e; \u003ccode\u003eCargo.lock\u003c/code\u003e records the resolved checksum. Update it only with the\nprotocol tests and package validation above. \u003ccode\u003ecargo package\u003c/code\u003e validates the\ndistributable crate, while publication follows \u003ca href=\"/morluto/leantoken/blob/main/docs/releases.md\"\u003eRelease process\u003c/a\u003e\nand never replaces an already-published version.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRelease artifacts\u003c/h2\u003e\u003ca id=\"user-content-release-artifacts\" class=\"anchor\" aria-label=\"Permalink: Release artifacts\" href=\"#release-artifacts\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe generated release workflow builds native archives for Linux x64/arm64,\nmacOS x64/arm64, and Windows x64. A custom packaging job converts those\narchives into one \u003ccode\u003eleantoken\u003c/code\u003e npm package containing all five native binaries.\nThe included JavaScript launcher selects the binary for the current OS and CPU;\nnpm installation does not run lifecycle scripts or download a binary from a\npostinstall hook.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003enpm/platforms.json\u003c/code\u003e is the canonical platform manifest: it owns the target\ntriple and npm launcher metadata. The \u003ccode\u003etargets\u003c/code\u003e projection in\n\u003ccode\u003edist-workspace.toml\u003c/code\u003e is checked against it by the npm packaging test, so add or\nremove a platform in the npm manifest and let that check expose any release\nconfiguration drift.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eVerify release configuration changes before pushing them:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dist generate --check\ndist plan\"\u003e\u003cpre\u003edist generate --check\ndist plan\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTest the package generator, including its complete binary layout:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"node --test npm/npm-packaging.test.mjs\"\u003e\u003cpre\u003enode --test npm/npm-packaging.test.mjs\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTest a host-native npm installation with lifecycle scripts disabled, including\nthe npm command shim, JavaScript launcher, executable selection, and argument\nforwarding:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"node --test npm/npm-install-e2e.mjs\"\u003e\u003cpre\u003enode --test npm/npm-install-e2e.mjs\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCI runs the host-native installation test on Linux, macOS, and Windows when the\nplanner selects the npm lane.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMerging an \u003ccode\u003eautorelease\u003c/code\u003e PR creates a version tag such as \u003ccode\u003ev0.1.0\u003c/code\u003e and\ndispatches \u003ccode\u003e.github/workflows/release.yml\u003c/code\u003e with that tag. Keep the Cargo package\nversion, tag, GitHub release, and npm package version identical.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003enpm publication uses npm trusted publishing from \u003ccode\u003e.github/workflows/release.yml\u003c/code\u003e.\nConfigure the \u003ccode\u003eleantoken\u003c/code\u003e package on npmjs.com with \u003ccode\u003emorluto/leantoken\u003c/code\u003e as the\nrepository and \u003ccode\u003erelease.yml\u003c/code\u003e as the workflow filename. The release workflow\nchecks the package identity and contents before publishing it with provenance.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo inspect a package manually before publication, run:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"tar -xOf leantoken-VERSION.tgz package/package.json\nnpm publish leantoken-VERSION.tgz --dry-run\"\u003e\u003cpre\u003etar -xOf leantoken-VERSION.tgz package/package.json\nnpm publish leantoken-VERSION.tgz --dry-run\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe dry-run file list must contain one binary for every target in\n\u003ccode\u003enpm/platforms.json\u003c/code\u003e, and the manifest must not define lifecycle scripts or\ndependencies. For recovery when trusted publishing is unavailable, publish\nonly after those checks pass:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"npm publish leantoken-VERSION.tgz --access public\"\u003e\u003cpre\u003enpm publish leantoken-VERSION.tgz --access public\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eConfirm the release from the registry rather than a local package or npm cache:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"npm view leantoken@VERSION version\nnpx --yes leantoken@VERSION --version\"\u003e\u003cpre\u003enpm view leantoken@VERSION version\nnpx --yes leantoken@VERSION --version\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003ePrereleases use the npm \u003ccode\u003enext\u003c/code\u003e tag; stable releases use \u003ccode\u003elatest\u003c/code\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTest responsibilities\u003c/h2\u003e\u003ca id=\"user-content-test-responsibilities\" class=\"anchor\" aria-label=\"Permalink: Test responsibilities\" href=\"#test-responsibilities\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTests are organized around observable behavior:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIntegration test files are modules of one \u003ccode\u003eintegration\u003c/code\u003e target so Cargo can\nrun them in parallel rather than starting one executable per file.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/storage.rs\u003c/code\u003e: migrations, WAL/foreign keys,\nFTS5, atomic replacement, rollback, stale-plan rejection, reopen, query-plan\nevidence, and generation behavior;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/indexing_repository.rs\u003c/code\u003e: discovery and path\nsafety, Git diffs, initial/unchanged/changed/deleted/rebuilt indexing,\nbounded chunking, targeted reconciliation, and dependency invalidation;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/retrieval.rs\u003c/code\u003e: public retrieval primitive\ncompatibility plus cross-component budget, scope, known-hash omission, and\nreceipt composition;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esrc/cache/tests/compact.rs\u003c/code\u003e and \u003ccode\u003etests/cli.rs\u003c/code\u003e: selective maintenance eligibility,\nleases, preservation, cancellation, and CLI consent/preview contracts;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/platform.rs\u003c/code\u003e: public configuration path,\ncache identity, safety, and limit boundaries plus native watcher delivery\nand shutdown;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/protocol.rs\u003c/code\u003e: SDK initialization, readiness\nstates, retryable startup errors, tool calls, cancellation, and liveness;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecrates/test-suite/src/domains/contracts.rs\u003c/code\u003e: real tool-catalog and JSON-RPC\nhandoff accounting;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etests/services.rs\u003c/code\u003e registers owner-focused modules under \u003ccode\u003etests/services/\u003c/code\u003e:\nlifecycle/repository/consistency/path safety, per-tool behavior, limits and\nresponse budgets, context planning/signals/workflows/diffs, evidence/query\nreceipts and savings, language coverage, and smoke behavior;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etests/process.rs\u003c/code\u003e: CLI JSON flow, concurrent and contended cold-cache MCP\ninitialization, runtime-failure visibility, single-leader generation\npublication, leader failover, MCP EOF shutdown, and repository-free episode\naudit behavior through the executable;\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etests/benchmark_contract.rs\u003c/code\u003e: explicit token-economy and known-hash regression executable;\n\u003ccode\u003esrc/episode.rs\u003c/code\u003e owns golden and boundary coverage for versioned analyzer adapters, published\n60-run replay, exact/proxy classification boundaries, binding/privacy failure,\nresource caps, and deterministic JSON/Markdown normalization.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003ePrioritize real-binary E2E, component integration, and real-data golden tests\nin that order. Keep colocated private checks only for consequential invariants\nthat these layers cannot reasonably exercise. See\n\u003ca href=\"/morluto/leantoken/blob/main/docs/testing.md#test-selection\"\u003etest selection\u003c/a\u003e before adding or duplicating tests.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eCI runs the complete suite on Linux, macOS, and Windows. A local Linux pass is\nnot evidence for native watcher or path behavior on the other platforms; rely\non the matrix before merging portability changes.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStorage and retrieval changes\u003c/h2\u003e\u003ca id=\"user-content-storage-and-retrieval-changes\" class=\"anchor\" aria-label=\"Permalink: Storage and retrieval changes\" href=\"#storage-and-retrieval-changes\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTreat the SQLite schema and retrieval ordering as behavioral contracts, not\nimplementation details. When changing them:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003efor schema changes, use a versioned migration and test both a new database\nand an upgraded one;\u003c/li\u003e\n\u003cli\u003ekeep multi-query responses inside one storage-owned snapshot capability;\u003c/li\u003e\n\u003cli\u003ebind public pagination cursors to the committed generation and operation\nparameters, even when the underlying query uses a simpler keyset;\u003c/li\u003e\n\u003cli\u003epreserve deterministic ranking, overlap, and token-budget behavior when\nreplacing per-item reads with batched joins;\u003c/li\u003e\n\u003cli\u003erecord every new fan-out or scan bound in \u003ccode\u003edocs/architecture.md\u003c/code\u003e; and\u003c/li\u003e\n\u003cli\u003efor performance claims, collect timing evidence with a release build on a\nrepresentative corpus.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eMatch retrieval evidence to the change. Correctness fixes need regression\ncoverage for the violated contract and affected behavior; they do not require\na paired agent evaluation or a promotion waiver. Changes to ranking or context\nallocation benefit from a frozen retrieval comparison that checks relevant\nevidence, omissions, and budgets. Use a paired agent evaluation when assessing\nend-to-end task success, provider cost, or agent tool use, rather than treating\nretrieval fixtures as proxies for those outcomes. The optional\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md#retrieval-promotion-gate\"\u003epromotion comparator\u003c/a\u003e supports\nthat research; it is not a merge or implementation gate. Report missing evidence\nas a limit on the claim it would support.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePrefer query-plan evidence (\u003ccode\u003eEXPLAIN QUERY PLAN\u003c/code\u003e) and focused integration tests\nfor storage changes. A faster microbenchmark is insufficient if it weakens\natomic publication, stale-plan rejection, bounded memory, or deterministic\nresults.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eMCP schema snapshots\u003c/h2\u003e\u003ca id=\"user-content-mcp-schema-snapshots\" class=\"anchor\" aria-label=\"Permalink: MCP schema snapshots\" href=\"#mcp-schema-snapshots\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe generated nine-tool catalog is snapshot-tested. Review snapshot changes as\nprotocol changes: tool names, descriptions, required fields, defaults, and\nschema size all consume client context or affect compatibility.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUpdate an intentional snapshot with:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo insta review\"\u003e\u003cpre\u003ecargo insta review\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eDo not accept a snapshot solely because generation changed; inspect the schema\ndiff first.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePublic Rust API and wire boundaries\u003c/h2\u003e\u003ca id=\"user-content-public-rust-api-and-wire-boundaries\" class=\"anchor\" aria-label=\"Permalink: Public Rust API and wire boundaries\" href=\"#public-rust-api-and-wire-boundaries\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe crate remains on the \u003ccode\u003e0.x\u003c/code\u003e development line. \u003ccode\u003eError\u003c/code\u003e is intentionally\nnon-exhaustive: consumers must include a fallback arm and should only branch on\nvariants they can recover from. LT-06 establishes that contract while adding\n\u003ccode\u003eRequestLimitExceeded\u003c/code\u003e, whose fields are required for adapter-safe limit\nreporting. \u003ccode\u003eResponseBudgetExceeded\u003c/code\u003e separately represents a computed,\nexactly-retryable response minimum and exposes only bounded aggregate\naccounting. These are acknowledged source-compatibility changes for consumers\nthat exhaustively matched the earlier enum. Release PRs own package version\nchanges; feature and fix PRs do not edit \u003ccode\u003eCargo.toml\u003c/code\u003e versions independently.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003eIndexResponse\u003c/code\u003e remains the stable response core. Additive preparation\naccounting is exposed through \u003ccode\u003eIndexReport\u003c/code\u003e, returned by the new\n\u003ccode\u003eIndexer::*_report\u003c/code\u003e and \u003ccode\u003eServices::*_report\u003c/code\u003e methods. The report keeps those\ncore fields flattened in JSON, so CLI consumers receive \u003ccode\u003eskip_reasons\u003c/code\u003e without\nchanging the established response shape.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003eCacheListRequest\u003c/code\u003e and \u003ccode\u003eCachePruneRequest\u003c/code\u003e are the canonical cache operation\ninputs. The cache-list response retains its \u003ccode\u003eCacheListReport\u003c/code\u003e JSON shape. New\ncursors use the shared checksummed envelope; the bounded \u003ccode\u003ecl2\u003c/code\u003e decoder remains\navailable for one rolling-upgrade boundary and validates the complete legacy\nfilter digest before resuming. The CLI and internal cache manager use the same\nrequest path for metadata and content compatibility filters.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eExplicit indexing scope adds public provenance fields to \u003ccode\u003eResponseMeta\u003c/code\u003e,\n\u003ccode\u003eStatusResponse\u003c/code\u003e, and \u003ccode\u003eCacheEntry\u003c/code\u003e, plus the \u003ccode\u003eIndexScopeMismatch\u003c/code\u003e error variant.\nThis is wire-additive and older deserialization defaults to full scope, but\ndownstream Rust consumers constructing those public response structs with\nliterals must add the new fields. \u003ccode\u003eIndexScope\u003c/code\u003e is immutable after\nnormalization; use \u003ccode\u003eConfig::discover_scoped\u003c/code\u003e instead of mutating cache\nmembership after service startup.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUse \u003ccode\u003eInvalidRequest\u003c/code\u003e only for audited caller validation. Serialization,\nresponse-accounting, cache-pruning, setup, and operation failures each have a\ndedicated typed variant and machine-readable category. Do not infer error\ncategories from rendered strings.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBenchmarks\u003c/h2\u003e\u003ca id=\"user-content-benchmarks\" class=\"anchor\" aria-label=\"Permalink: Benchmarks\" href=\"#benchmarks\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe fixture benchmark is an opt-in regression check because it performs a cold\nindex and several context requests:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo test-contract\"\u003e\u003cpre\u003ecargo test-contract\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe representative benchmark requires pinned external worktrees and \u003ccode\u003erg\u003c/code\u003e. See\n\u003ca href=\"/morluto/leantoken/blob/main/benchmarks/README.md\"\u003e\u003ccode\u003e../benchmarks/README.md\u003c/code\u003e\u003c/a\u003e for preparation, command\nline, measurements, and interpretation limits.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe frozen validation set, ablation runner, isolated model A/B adapter, and\nexact MCP wire proxy are documented in \u003ca href=\"/morluto/leantoken/blob/main/docs/measurement.md\"\u003e\u003ccode\u003emeasurement.md\u003c/code\u003e\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe same guide documents the synthetic indexing and file-read profile used to\ngate targeted reconciliation and any future hot-file cache.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor a generation-one dependency-heavy decision, build\n\u003ccode\u003eindexing_profile\u003c/code\u003e in release mode and use its \u003ccode\u003ecold-matrix\u003c/code\u003e subcommand against\nthe pinned clean TileLang checkout documented in the benchmark guide. The lane\nruns 1/2/4-worker screening samples and cancellation/restart probes in isolated\nsubprocesses. Its \u003ccode\u003e--matrix-kind two-worker-follow-up\u003c/code\u003e mode instead runs four\nsamples per arm in alternating ABBA/BAAB order and requires both p50 and p95\nimprovement. Both modes validate complete logical/retrieval parity and write\nthe raw report under \u003ccode\u003etarget/\u003c/code\u003e by default. They are manual evidence and are not\npart of \u003ccode\u003ecargo test-extras\u003c/code\u003e or normal pull-request CI; the small in-process\ncontract test remains in the benchmark package.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOn Linux, reproduce the stdio MCP ownership and resource profile after building\nthe product binary in release mode:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo build --release\ncargo run --release -p leantoken-benchmarks --bin mcp_multiprocess_profile -- \\\n  --binary target/release/leantoken \\\n  --max-index-workers 1 \\\n  --process-counts 1,4,8 \\\n  --files 200 \\\n  --functions-per-file 40 \\\n  --warm-iterations 10 \\\n  --idle-seconds 9 \\\n  --polling-directories 50001 \\\n  --polling-observation-seconds 31 \\\n  --output target/mcp-multiprocess-cpu-v4.json\"\u003e\u003cpre\u003ecargo build --release\ncargo run --release -p leantoken-benchmarks --bin mcp_multiprocess_profile -- \\\n  --binary target/release/leantoken \\\n  --max-index-workers 1 \\\n  --process-counts 1,4,8 \\\n  --files 200 \\\n  --functions-per-file 40 \\\n  --warm-iterations 10 \\\n  --idle-seconds 9 \\\n  --polling-directories 50001 \\\n  --polling-observation-seconds 31 \\\n  --output target/mcp-multiprocess-cpu-v4.json\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe example rejects more than 16 processes, 10,000 fixture files, 1,000\nfunctions per file, 1,000 warm rounds, 60 idle seconds, 60,000 polling\ndirectories, 120 polling-observation seconds, a timeout above 300 seconds, or\nan explicit worker limit outside \u003ccode\u003e1..=64\u003c/code\u003e. It requires Linux \u003ccode\u003e/proc\u003c/code\u003e; use\n\u003ccode\u003e--skip-polling-probe\u003c/code\u003e only for a mechanical smoke run. A guarded 1-vs-2\ncold-start contention comparison runs the complete profiler four times in\nexternal \u003ccode\u003e1,2,2,1\u003c/code\u003e order and retains every schema-v4 report. Historical raw\nartifacts and their interpretation are linked from the benchmark guide; write\nnew host-local evidence under \u003ccode\u003etarget/\u003c/code\u003e unless it is being reviewed as a\nversioned benchmark report.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eRun the deterministic semantic change receipt gate in release mode:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cargo run --release -p leantoken-benchmarks --bin semantic_change_receipt_benchmark -- \\\n  --iterations 21 \\\n  --output target/semantic-change-receipt-v1.json\"\u003e\u003cpre\u003ecargo run --release -p leantoken-benchmarks --bin semantic_change_receipt_benchmark -- \\\n  --iterations 21 \\\n  --output target/semantic-change-receipt-v1.json\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe gate checks an exact symbol/configuration truth set, configuration-value\nnon-disclosure, owner-test statuses, complete-response token overhead, and\nend-to-end latency. It is a protocol and classifier check, not a model task\nevaluation.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor same-host regression checks, use the opt-in paired performance runner\ndocumented in the benchmark guide. It builds clean base/head worktrees with the\npinned Rust toolchain, alternates AB/BA order, validates observable-response\nparity, and delegates statistical comparison to pinned Benchstat. Its\ncomparator contract is part of the normal example-test CI group; the expensive\ntiming workflow runs only by manual dispatch.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eKeep negative results. Do not tune prompts, labels, or budgets after seeing a\nresult without recording a new manifest version.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSelective-compaction inode-proof tests observe process-wide Unix descriptors.\nRun their module through nextest, which isolates each test process, or use\n\u003ccode\u003ecargo test-focused\u003c/code\u003e with an exact test name. A shared-process Cargo module run\ncan legitimately reject maintenance when another fixture opens an unrelated\nregular file during the proof window. Keep the production fail-closed guard and\nall maintenance assertions intact when selecting this isolation.\u003c/p\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Development and testing","fully_qualified_name":"Development and testing","kind":"section_1","ident_start":2,"ident_end":25,"extent_start":0,"extent_end":27830,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":25}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":617,"utf16_col":0}}},{"name":"Prerequisites","fully_qualified_name":"Prerequisites","kind":"section_2","ident_start":30,"ident_end":43,"extent_start":27,"extent_end":1123,"ident_utf16":{"start":{"line_number":2,"utf16_col":3},"end":{"line_number":2,"utf16_col":16}},"extent_utf16":{"start":{"line_number":2,"utf16_col":0},"end":{"line_number":41,"utf16_col":0}}},{"name":"Development 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artifacts","kind":"section_2","ident_start":14023,"ident_end":14040,"extent_start":14020,"extent_end":16558,"ident_utf16":{"start":{"line_number":324,"utf16_col":3},"end":{"line_number":324,"utf16_col":20}},"extent_utf16":{"start":{"line_number":324,"utf16_col":0},"end":{"line_number":397,"utf16_col":0}}},{"name":"Test responsibilities","fully_qualified_name":"Test responsibilities","kind":"section_2","ident_start":16561,"ident_end":16582,"extent_start":16558,"extent_end":19337,"ident_utf16":{"start":{"line_number":397,"utf16_col":3},"end":{"line_number":397,"utf16_col":24}},"extent_utf16":{"start":{"line_number":397,"utf16_col":0},"end":{"line_number":444,"utf16_col":0}}},{"name":"Storage and retrieval changes","fully_qualified_name":"Storage and retrieval changes","kind":"section_2","ident_start":19340,"ident_end":19369,"extent_start":19337,"extent_end":21079,"ident_utf16":{"start":{"line_number":444,"utf16_col":3},"end":{"line_number":444,"utf16_col":32}},"extent_utf16":{"start":{"line_number":444,"utf16_col":0},"end":{"line_number":476,"utf16_col":0}}},{"name":"MCP schema snapshots","fully_qualified_name":"MCP schema snapshots","kind":"section_2","ident_start":21082,"ident_end":21102,"extent_start":21079,"extent_end":21485,"ident_utf16":{"start":{"line_number":476,"utf16_col":3},"end":{"line_number":476,"utf16_col":23}},"extent_utf16":{"start":{"line_number":476,"utf16_col":0},"end":{"line_number":491,"utf16_col":0}}},{"name":"Public Rust API and wire boundaries","fully_qualified_name":"Public Rust API and wire 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Development and testing","","## Prerequisites","","LeanToken requires Rust 1.95 or later and a native C/C++ toolchain for bundled","SQLite and tree-sitter grammar crates. On macOS, install Xcode Command Line","Tools. On Windows, install Visual Studio Build Tools.","","Install the repository's Git hooks after cloning:","","```bash","python -m pip install pre-commit","pre-commit install --install-hooks","```","","This installs a commit hook for formatting and inexpensive file validation.","Local hooks deliberately do not compile the project or run tests. The full","lint and test gates run in GitHub Actions, where they do not block commits or","the first push.","","Install `cargo-nextest` when running the complete local product suite or the","test-architecture check; CI installs the repository's nextest release","automatically:","","```bash","cargo install cargo-nextest --locked","```","","Install `cargo-insta` before reviewing intentional snapshot updates:","","```bash","cargo install cargo-insta --locked","```","","An older checkout may still have the retired push-hook wrapper installed. It","can be removed once with:","","```bash","pre-commit uninstall --hook-type pre-push","```","","## Development checks","","The normal edit-and-commit loop does not need to reproduce the complete CI","suite. The installed commit hook runs:","","```bash","cargo fmt --all -- --check","```","","Run a focused test module while developing:","","```bash","cargo test-focused product::services::","cargo test-focused platform","```","","Named suite domains (`indexing_repository`, `storage`, `retrieval`, `protocol`,","`platform`, and `contracts`) route directly to their owning package. Other","module or exact-test filters search both the product and domain-suite packages.","Prefix a filter with `product::` or `suite::` to select its owner explicitly","and avoid compiling unrelated test harnesses merely to discover their names.","Zero matches fail instead of returning false-green; a name present in both","packages fails as ambiguous and asks for a domain-qualified selector. Use the","ownership map under [Test responsibilities](#test-responsibilities), and run","each affected filter when a change crosses boundaries.","","When the exact owner is already known, use its target directly to avoid","building unrelated harnesses:","","```bash","# Private product invariant","cargo test --locked --package leantoken --all-features --lib FILTER","","# Cross-component domain contract","cargo test --locked --package leantoken-test-suite --all-features \\","  --lib domains::DOMAIN::FILTER","","# Real executable or MCP process behavior","cargo test --locked --package leantoken --all-features \\","  --test integration process::FILTER -- --test-threads=2","","# CLI binary unit or one example harness","cargo test --locked --package leantoken --all-features --bin leantoken FILTER","cargo test --locked --package leantoken-benchmarks --bin NAME FILTER","```","","Run the complete product-behavior suite without compiling or executing the","benchmark contract or examples:","","```bash","cargo test-product","```","","For the exact local scheduler command, or the command CI uses, inspect the plan:","","```bash","cargo xtask test plan --dry-run","cargo xtask test plan --profile ci --dry-run","cargo xtask check-test-architecture","```","","The source tree uses ordinary Rust modules for organization. The architecture","check resolves test targets through Cargo metadata, compares external modules","through parsed Rust syntax, reads ignored tests from the compiled libtest","inventory, and rejects actual `include!()` syntax without matching comments or","strings. The raw SQLite read session is private to storage, so the compiler—not","a source-text scan—enforces the service snapshot boundary.","","Local Cargo builds default to one compiler job; direct libtest runs default","to two test threads. Override Cargo's build bound with `-j` when appropriate.","Keep compilation, full product tests, extras, and coverage serial on a shared","development machine. Coverage uses a separate instrumented build and should","run only when its evidence is needed.","","The product runner starts one `cargo nextest run` for product units, private","domain suites, ordinary integration, and executable/MCP process behavior. That","single Cargo build graph and nextest scheduler has a two-test local bound.","CI retains its platform bounds: four tests on Linux, three on macOS, and two","on Windows. Nested nextest groups","reserve capacity for cold indexing/SQLite, Git fixtures, filesystem/watcher,","real-process/MCP, extended, and cheap tests. No second Cargo planner competes","for package-cache or artifact locks. Local runs select the `local` profile; CI","passes `--profile ci`. Both produce owner- and test-level JUnit metadata under","`target/nextest/`. Doctests stay on their explicit Cargo command.","","The runner prints elapsed time and preserves the scheduler's exit code. It also","owns the opt-in profile and stress commands. Checked-in corpora and benchmark","reports execute through their explicit domain, contract, or example owner","rather than a generic serialized-case phase.","","The stress lane accepts 1–100 `LEANTOKEN_STRESS_REPETITIONS` for scheduled","repetition. When more than one run is requested, it preserves the bounded","JUnit result from each run under","`target/nextest/stress/repetitions/junit-NNN.xml`. Before each repetition it","removes the current report, so a command that fails to publish new evidence","cannot inherit a stale JUnit file. Every report ancestor and destination must","remain a real, workspace-owned directory or file; symlinks and Windows reparse","points are rejected. Required checks never retry failures.","","The weekly `cargo xtask test profile` lane selects the `profile` policy","explicitly. It continues after individual failures, records JUnit timing, and","reports slow owners. Cheap tests retain a 30-second hang bound; cold","indexing/SQLite, Git, and filesystem owners have documented two-minute bounds;","real-process/MCP tests have three minutes; and the opt-in extended owner has ten","minutes. Retries remain disabled in every profile.","","Run the token-economy contract explicitly when changing retrieval accounting or","its fixture. CI selects this lane for its owned source, suite, fixture, and","manifest paths on every supported OS:","","```bash","cargo test-contract","```","","This full local command uses the same platform-aware global scheduler bound as","CI: three workers on macOS, four on Linux, and two on Windows. Resource groups","cap heavy owners within that pool, so child processes and SQLite publication","cannot expand without bound. Focused tests retain Cargo's normal host","parallelism.","","Benchmark and example tests are a separate target group because Cargo executes","test binaries serially. Run them when changing `examples/`, benchmark fixtures,","or their shared behavior:","","```bash","cargo test-extras","cargo test --locked --package leantoken --all-features --doc","```","","When changing TypeScript grammar integration, extraction on incomplete trees,","or the manual recovery evaluator, run its focused synthetic contract:","","```bash","cargo test --locked --package leantoken-benchmarks --bin typescript_parse_diagnostic","cargo run --locked --release --package leantoken-benchmarks --bin typescript_parse_diagnostic -- \\","  verify-fixture","```","","The pinned external-corpus command, immutable output contract, and","interpretation limits are documented in","[`../benchmarks/README.md`](../benchmarks/README.md#typescript-parse-recovery-diagnostic).","The external run is evidence for parser work, not a normal local or CI gate.","","When changing the Swift evaluation manifest, diagnostic, reports, or its","development-only grammar pin, run:","","```bash","CARGO_TARGET_DIR=target cargo test --locked \\","  --manifest-path benchmarks/swift-grammar-073/Cargo.toml \\","  --bin swift-parse-diagnostic-073","```","","The exact external-corpus command, frozen retrieval gate, and no-ship result","are documented in","[`../benchmarks/README.md`](../benchmarks/README.md#swift-structural-indexing-evaluation).","The excluded manifest owns the runnable 0.7.3 diagnostic and its independent","lockfile. Swift remains unsupported by production structural parsing; this","target is an evaluation contract and must not be treated as an index-readiness","check.","","When changing the Kotlin evaluation manifest, diagnostic, reports, or its","research-only grammar pin, run:","","```bash","CARGO_TARGET_DIR=target cargo test --locked \\","  --manifest-path benchmarks/kotlin-grammar-040/Cargo.toml","```","","The exact external-corpus command, frozen retrieval gate, and no-ship result","are documented in","[`../benchmarks/README.md`](../benchmarks/README.md#kotlin-structural-indexing-evaluation).","The excluded manifest pins the exact unreleased 0.4.0 grammar commit without","adding it to the normal dependency graph. Its corpus diagnostic reads blobs","from the requested commit rather than from the checkout, reports `.kt` and","`.kts` extension aggregates separately, and labels grammar syntax-node counts","separately from production extraction. Kotlin remains unsupported by","production structural parsing; this target is an evaluation contract, not an","index-readiness check.","","When changing the Python resolved-reference oracle, its frozen labels, or its","checked reports, run:","","```bash","cargo test --locked --package leantoken-benchmarks \\","  --bin resolved_reference_oracle","cargo run --locked --release --package leantoken-benchmarks \\","  --bin resolved_reference_oracle -- verify-fixture","```","","The fixture, exact comparison, resource receipt, coverage gaps, and no-public-tool","decision are documented in","[`../benchmarks/README.md`](../benchmarks/README.md#python-resolved-reference-oracle).","This is an evaluation contract; it does not establish production binding","semantics or authorize a CLI or MCP surface.","","These repository-local Cargo aliases keep the fast and extended target groups","consistent with CI. The development profile retains line tables for useful","backtraces in LeanToken while omitting dependency debug information, which","keeps links and the local `target` directory smaller. Override it temporarily","with `CARGO_PROFILE_DEV_DEBUG=2` when a debugger needs full local-variable data","for LeanToken code. When debugging a dependency too, pass","`--config 'profile.dev.package.\"*\".debug=2'` to Cargo.","","Inspect accumulated build artifacts without deleting them:","","```bash","python3 scripts/report_target_footprint.py","python3 scripts/report_target_footprint.py --json","```","","The report separates incremental, dependency, example, build-script, release,","and other artifacts; it also counts incremental generations inactive beyond","the selected `--stale-days` threshold. The scan does not follow symlinks, fails","closed after one million entries by default, and never removes files. If a","reviewed report justifies paying the rebuild cost, `cargo clean --profile dev`","is the explicit Cargo-owned cleanup for the development profile. Hooks and CI","must not clean a developer's target directory automatically.","","## Pull request readiness","","Before the first push, format the tree and run the smallest relevant check or","behavioral test that proves the change. Open the pull request once that focused","proof passes so the broad checks can run in parallel with review.","","GitHub Actions is the merge gate for:","","```bash","cargo fmt --all -- --check","cargo clippy --locked --workspace --all-targets --all-features -- -D warnings","cargo test-product","cargo test-contract","```","","The CI planner selects product, token-economy contract, benchmark/example, and","coverage lanes independently from their owned paths and explicit event","eligibility. Pull requests run Linux product evidence for product or","process-test changes; macOS, Windows, token-economy, example, and coverage","owners remain mandatory on the merge, main, scheduled, or manual events named","in `ci/test-topology.json`. The planner emits the exact runner and command for","every selected matrix entry, and GitHub Actions consumes that JSON directly.","The product job uses one scheduler with four global workers on Linux, three on","macOS, and two on Windows; checked resource groups further bound process,","filesystem, Git, and SQLite work. The scheduled instrumented coverage","gate retains its 50% line floor; the opt-in `concurrency_profile` harness and","subprocess-only CLI entrypoints are excluded. The stable Required checks job","validates one source- and topology-bound receipt per planned job, so failures,","cancellation, timeouts, missing work, or stale matrix identities fail closed","while intentionally unselected lanes remain conditional.","A pull request is not ready to merge until its required CI checks pass.","","Repository rules for `main` should require the CI workflow's `Required checks`","job. That stable aggregate verifies the checked plan and its complete receipt","set while allowing intentionally unselected lanes to remain conditional.","Requiring the aggregate avoids coupling branch rules to dynamic matrix names.","","Run a complete gate locally when reproducing a CI failure, working without CI,","or changing the gate itself. Otherwise, do not routinely duplicate the full CI","suite before and after the first push. Run rustdoc locally when changing public","APIs or documentation:","```bash","RUSTDOCFLAGS=\"-D warnings\" cargo doc --locked --workspace --no-deps","```","","Build and verify the distributable crate when changing packaging or features:","","```bash","cargo build --release","cargo package --locked --package leantoken","```","","The package command targets only the public crate; the workspace's test,","benchmark, and orchestration packages are intentionally private. The root","manifest's explicit package boundary retains the source, self-contained user","and reference documentation, licenses, and test fixtures needed by in-crate","tests without shipping the repository's CI, npm, development, measurement,","benchmark-harness, or integration-test trees.","","`rmcp` is an upstream registry dependency pinned to the exact version in","`Cargo.toml`; `Cargo.lock` records the resolved checksum. Update it only with the","protocol tests and package validation above. `cargo package` validates the","distributable crate, while publication follows [Release process](releases.md)","and never replaces an already-published version.","","## Release artifacts","","The generated release workflow builds native archives for Linux x64/arm64,","macOS x64/arm64, and Windows x64. A custom packaging job converts those","archives into one `leantoken` npm package containing all five native binaries.","The included JavaScript launcher selects the binary for the current OS and CPU;","npm installation does not run lifecycle scripts or download a binary from a","postinstall hook.","","`npm/platforms.json` is the canonical platform manifest: it owns the target","triple and npm launcher metadata. The `targets` projection in","`dist-workspace.toml` is checked against it by the npm packaging test, so add or","remove a platform in the npm manifest and let that check expose any release","configuration drift.","","Verify release configuration changes before pushing them:","","```bash","dist generate --check","dist plan","```","","Test the package generator, including its complete binary layout:","","```bash","node --test npm/npm-packaging.test.mjs","```","","Test a host-native npm installation with lifecycle scripts disabled, including","the npm command shim, JavaScript launcher, executable selection, and argument","forwarding:","","```bash","node --test npm/npm-install-e2e.mjs","```","","CI runs the host-native installation test on Linux, macOS, and Windows when the","planner selects the npm lane.","","Merging an `autorelease` PR creates a version tag such as `v0.1.0` and","dispatches `.github/workflows/release.yml` with that tag. Keep the Cargo package","version, tag, GitHub release, and npm package version identical.","","npm publication uses npm trusted publishing from `.github/workflows/release.yml`.","Configure the `leantoken` package on npmjs.com with `morluto/leantoken` as the","repository and `release.yml` as the workflow filename. The release workflow","checks the package identity and contents before publishing it with provenance.","","To inspect a package manually before publication, run:","","```bash","tar -xOf leantoken-VERSION.tgz package/package.json","npm publish leantoken-VERSION.tgz --dry-run","```","","The dry-run file list must contain one binary for every target in","`npm/platforms.json`, and the manifest must not define lifecycle scripts or","dependencies. For recovery when trusted publishing is unavailable, publish","only after those checks pass:","","```bash","npm publish leantoken-VERSION.tgz --access public","```","","Confirm the release from the registry rather than a local package or npm cache:","","```bash","npm view leantoken@VERSION version","npx --yes leantoken@VERSION --version","```","","Prereleases use the npm `next` tag; stable releases use `latest`.","","## Test responsibilities","","Tests are organized around observable behavior:","","Integration test files are modules of one `integration` target so Cargo can","run them in parallel rather than starting one executable per file.","","- `crates/test-suite/src/domains/storage.rs`: migrations, WAL/foreign keys,","  FTS5, atomic replacement, rollback, stale-plan rejection, reopen, query-plan","  evidence, and generation behavior;","- `crates/test-suite/src/domains/indexing_repository.rs`: discovery and path","  safety, Git diffs, initial/unchanged/changed/deleted/rebuilt indexing,","  bounded chunking, targeted reconciliation, and dependency invalidation;","- `crates/test-suite/src/domains/retrieval.rs`: public retrieval primitive","  compatibility plus cross-component budget, scope, known-hash omission, and","  receipt composition;","- `src/cache/tests/compact.rs` and `tests/cli.rs`: selective maintenance eligibility,","  leases, preservation, cancellation, and CLI consent/preview contracts;","- `crates/test-suite/src/domains/platform.rs`: public configuration path,","  cache identity, safety, and limit boundaries plus native watcher delivery","  and shutdown;","- `crates/test-suite/src/domains/protocol.rs`: SDK initialization, readiness","  states, retryable startup errors, tool calls, cancellation, and liveness;","- `crates/test-suite/src/domains/contracts.rs`: real tool-catalog and JSON-RPC","  handoff accounting;","- `tests/services.rs` registers owner-focused modules under `tests/services/`:","  lifecycle/repository/consistency/path safety, per-tool behavior, limits and","  response budgets, context planning/signals/workflows/diffs, evidence/query","  receipts and savings, language coverage, and smoke behavior;","- `tests/process.rs`: CLI JSON flow, concurrent and contended cold-cache MCP","  initialization, runtime-failure visibility, single-leader generation","  publication, leader failover, MCP EOF shutdown, and repository-free episode","  audit behavior through the executable;","- `tests/benchmark_contract.rs`: explicit token-economy and known-hash regression executable;","`src/episode.rs` owns golden and boundary coverage for versioned analyzer adapters, published","60-run replay, exact/proxy classification boundaries, binding/privacy failure,","resource caps, and deterministic JSON/Markdown normalization.","","Prioritize real-binary E2E, component integration, and real-data golden tests","in that order. Keep colocated private checks only for consequential invariants","that these layers cannot reasonably exercise. See","[test selection](testing.md#test-selection) before adding or duplicating tests.","","CI runs the complete suite on Linux, macOS, and Windows. A local Linux pass is","not evidence for native watcher or path behavior on the other platforms; rely","on the matrix before merging portability changes.","","## Storage and retrieval changes","","Treat the SQLite schema and retrieval ordering as behavioral contracts, not","implementation details. When changing them:","","- for schema changes, use a versioned migration and test both a new database","  and an upgraded one;","- keep multi-query responses inside one storage-owned snapshot capability;","- bind public pagination cursors to the committed generation and operation","  parameters, even when the underlying query uses a simpler keyset;","- preserve deterministic ranking, overlap, and token-budget behavior when","  replacing per-item reads with batched joins;","- record every new fan-out or scan bound in `docs/architecture.md`; and","- for performance claims, collect timing evidence with a release build on a","  representative corpus.","","Match retrieval evidence to the change. Correctness fixes need regression","coverage for the violated contract and affected behavior; they do not require","a paired agent evaluation or a promotion waiver. Changes to ranking or context","allocation benefit from a frozen retrieval comparison that checks relevant","evidence, omissions, and budgets. Use a paired agent evaluation when assessing","end-to-end task success, provider cost, or agent tool use, rather than treating","retrieval fixtures as proxies for those outcomes. The optional","[promotion comparator](../benchmarks/README.md#retrieval-promotion-gate) supports","that research; it is not a merge or implementation gate. Report missing evidence","as a limit on the claim it would support.","","Prefer query-plan evidence (`EXPLAIN QUERY PLAN`) and focused integration tests","for storage changes. A faster microbenchmark is insufficient if it weakens","atomic publication, stale-plan rejection, bounded memory, or deterministic","results.","","## MCP schema snapshots","","The generated nine-tool catalog is snapshot-tested. Review snapshot changes as","protocol changes: tool names, descriptions, required fields, defaults, and","schema size all consume client context or affect compatibility.","","Update an intentional snapshot with:","","```bash","cargo insta review","```","","Do not accept a snapshot solely because generation changed; inspect the schema","diff first.","","## Public Rust API and wire boundaries","","The crate remains on the `0.x` development line. `Error` is intentionally","non-exhaustive: consumers must include a fallback arm and should only branch on","variants they can recover from. LT-06 establishes that contract while adding","`RequestLimitExceeded`, whose fields are required for adapter-safe limit","reporting. `ResponseBudgetExceeded` separately represents a computed,","exactly-retryable response minimum and exposes only bounded aggregate","accounting. These are acknowledged source-compatibility changes for consumers","that exhaustively matched the earlier enum. Release PRs own package version","changes; feature and fix PRs do not edit `Cargo.toml` versions independently.","","`IndexResponse` remains the stable response core. Additive preparation","accounting is exposed through `IndexReport`, returned by the new","`Indexer::*_report` and `Services::*_report` methods. The report keeps those","core fields flattened in JSON, so CLI consumers receive `skip_reasons` without","changing the established response shape.","","`CacheListRequest` and `CachePruneRequest` are the canonical cache operation","inputs. The cache-list response retains its `CacheListReport` JSON shape. New","cursors use the shared checksummed envelope; the bounded `cl2` decoder remains","available for one rolling-upgrade boundary and validates the complete legacy","filter digest before resuming. The CLI and internal cache manager use the same","request path for metadata and content compatibility filters.","","Explicit indexing scope adds public provenance fields to `ResponseMeta`,","`StatusResponse`, and `CacheEntry`, plus the `IndexScopeMismatch` error variant.","This is wire-additive and older deserialization defaults to full scope, but","downstream Rust consumers constructing those public response structs with","literals must add the new fields. `IndexScope` is immutable after","normalization; use `Config::discover_scoped` instead of mutating cache","membership after service startup.","","Use `InvalidRequest` only for audited caller validation. Serialization,","response-accounting, cache-pruning, setup, and operation failures each have a","dedicated typed variant and machine-readable category. Do not infer error","categories from rendered strings.","","## Benchmarks","","The fixture benchmark is an opt-in regression check because it performs a cold","index and several context requests:","","```bash","cargo test-contract","```","","The representative benchmark requires pinned external worktrees and `rg`. See","[`../benchmarks/README.md`](../benchmarks/README.md) for preparation, command","line, measurements, and interpretation limits.","","The frozen validation set, ablation runner, isolated model A/B adapter, and","exact MCP wire proxy are documented in [`measurement.md`](measurement.md).","","The same guide documents the synthetic indexing and file-read profile used to","gate targeted reconciliation and any future hot-file cache.","","For a generation-one dependency-heavy decision, build","`indexing_profile` in release mode and use its `cold-matrix` subcommand against","the pinned clean TileLang checkout documented in the benchmark guide. The lane","runs 1/2/4-worker screening samples and cancellation/restart probes in isolated","subprocesses. Its `--matrix-kind two-worker-follow-up` mode instead runs four","samples per arm in alternating ABBA/BAAB order and requires both p50 and p95","improvement. Both modes validate complete logical/retrieval parity and write","the raw report under `target/` by default. They are manual evidence and are not","part of `cargo test-extras` or normal pull-request CI; the small in-process","contract test remains in the benchmark package.","","On Linux, reproduce the stdio MCP ownership and resource profile after building","the product binary in release mode:","","```bash","cargo build --release","cargo run --release -p leantoken-benchmarks --bin mcp_multiprocess_profile -- \\","  --binary target/release/leantoken \\","  --max-index-workers 1 \\","  --process-counts 1,4,8 \\","  --files 200 \\","  --functions-per-file 40 \\","  --warm-iterations 10 \\","  --idle-seconds 9 \\","  --polling-directories 50001 \\","  --polling-observation-seconds 31 \\","  --output target/mcp-multiprocess-cpu-v4.json","```","","The example rejects more than 16 processes, 10,000 fixture files, 1,000","functions per file, 1,000 warm rounds, 60 idle seconds, 60,000 polling","directories, 120 polling-observation seconds, a timeout above 300 seconds, or","an explicit worker limit outside `1..=64`. It requires Linux `/proc`; use","`--skip-polling-probe` only for a mechanical smoke run. A guarded 1-vs-2","cold-start contention comparison runs the complete profiler four times in","external `1,2,2,1` order and retains every schema-v4 report. Historical raw","artifacts and their interpretation are linked from the benchmark guide; write","new host-local evidence under `target/` unless it is being reviewed as a","versioned benchmark report.","","Run the deterministic semantic change receipt gate in release mode:","","```bash","cargo run --release -p leantoken-benchmarks --bin semantic_change_receipt_benchmark -- \\","  --iterations 21 \\","  --output target/semantic-change-receipt-v1.json","```","","The gate checks an exact symbol/configuration truth set, configuration-value","non-disclosure, owner-test statuses, complete-response token overhead, and","end-to-end latency. It is a protocol and classifier check, not a model task","evaluation.","","For same-host regression checks, use the opt-in paired performance runner","documented in the benchmark guide. It builds clean base/head worktrees with the","pinned Rust toolchain, alternates AB/BA order, validates observable-response","parity, and delegates statistical comparison to pinned Benchstat. Its","comparator contract is part of the normal example-test CI group; the expensive","timing workflow runs only by manual dispatch.","","Keep negative results. Do not tune prompts, labels, or budgets after seeing a","result without recording a new manifest version.","","Selective-compaction inode-proof tests observe process-wide Unix descriptors.","Run their module through nextest, which isolates each test process, or use","`cargo test-focused` with an exact test name. A shared-process Cargo module run","can legitimately reject maintenance when another fixture opens an unrelated","regular file during the proof window. Keep the production fail-closed guard and","all maintenance assertions intact when selecting this 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version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Prerequisites</h2><a id="user-content-prerequisites" class="anchor" aria-label="Permalink: Prerequisites" href="#prerequisites"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">LeanToken requires Rust 1.95 or later and a native C/C++ toolchain for bundled
SQLite and tree-sitter grammar crates. On macOS, install Xcode Command Line
Tools. On Windows, install Visual Studio Build Tools.</p>
<p dir="auto">Install the repository's Git hooks after cloning:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python -m pip install pre-commit
pre-commit install --install-hooks"><pre>python -m pip install pre-commit
pre-commit install --install-hooks</pre></div>
<p dir="auto">This installs a commit hook for formatting and inexpensive file validation.
Local hooks deliberately do not compile the project or run tests. The full
lint and test gates run in GitHub Actions, where they do not block commits or
the first push.</p>
<p dir="auto">Install <code>cargo-nextest</code> when running the complete local product suite or the
test-architecture check; CI installs the repository's nextest release
automatically:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo install cargo-nextest --locked"><pre>cargo install cargo-nextest --locked</pre></div>
<p dir="auto">Install <code>cargo-insta</code> before reviewing intentional snapshot updates:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo install cargo-insta --locked"><pre>cargo install cargo-insta --locked</pre></div>
<p dir="auto">An older checkout may still have the retired push-hook wrapper installed. It
can be removed once with:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pre-commit uninstall --hook-type pre-push"><pre>pre-commit uninstall --hook-type pre-push</pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Development checks</h2><a id="user-content-development-checks" class="anchor" aria-label="Permalink: Development checks" href="#development-checks"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The normal edit-and-commit loop does not need to reproduce the complete CI
suite. The installed commit hook runs:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo fmt --all -- --check"><pre>cargo fmt --all -- --check</pre></div>
<p dir="auto">Run a focused test module while developing:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test-focused product::services::
cargo test-focused platform"><pre>cargo test-focused product::services::
cargo test-focused platform</pre></div>
<p dir="auto">Named suite domains (<code>indexing_repository</code>, <code>storage</code>, <code>retrieval</code>, <code>protocol</code>,
<code>platform</code>, and <code>contracts</code>) route directly to their owning package. Other
module or exact-test filters search both the product and domain-suite packages.
Prefix a filter with <code>product::</code> or <code>suite::</code> to select its owner explicitly
and avoid compiling unrelated test harnesses merely to discover their names.
Zero matches fail instead of returning false-green; a name present in both
packages fails as ambiguous and asks for a domain-qualified selector. Use the
ownership map under <a href="#test-responsibilities">Test responsibilities</a>, and run
each affected filter when a change crosses boundaries.</p>
<p dir="auto">When the exact owner is already known, use its target directly to avoid
building unrelated harnesses:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Private product invariant
cargo test --locked --package leantoken --all-features --lib FILTER

# Cross-component domain contract
cargo test --locked --package leantoken-test-suite --all-features \
  --lib domains::DOMAIN::FILTER

# Real executable or MCP process behavior
cargo test --locked --package leantoken --all-features \
  --test integration process::FILTER -- --test-threads=2

# CLI binary unit or one example harness
cargo test --locked --package leantoken --all-features --bin leantoken FILTER
cargo test --locked --package leantoken-benchmarks --bin NAME FILTER"><pre><span class="pl-c"><span class="pl-c">#</span> Private product invariant</span>
cargo <span class="pl-c1">test</span> --locked --package leantoken --all-features --lib FILTER

<span class="pl-c"><span class="pl-c">#</span> Cross-component domain contract</span>
cargo <span class="pl-c1">test</span> --locked --package leantoken-test-suite --all-features \
  --lib domains::DOMAIN::FILTER

<span class="pl-c"><span class="pl-c">#</span> Real executable or MCP process behavior</span>
cargo <span class="pl-c1">test</span> --locked --package leantoken --all-features \
  --test integration process::FILTER -- --test-threads=2

<span class="pl-c"><span class="pl-c">#</span> CLI binary unit or one example harness</span>
cargo <span class="pl-c1">test</span> --locked --package leantoken --all-features --bin leantoken FILTER
cargo <span class="pl-c1">test</span> --locked --package leantoken-benchmarks --bin NAME FILTER</pre></div>
<p dir="auto">Run the complete product-behavior suite without compiling or executing the
benchmark contract or examples:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test-product"><pre>cargo test-product</pre></div>
<p dir="auto">For the exact local scheduler command, or the command CI uses, inspect the plan:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo xtask test plan --dry-run
cargo xtask test plan --profile ci --dry-run
cargo xtask check-test-architecture"><pre>cargo xtask <span class="pl-c1">test</span> plan --dry-run
cargo xtask <span class="pl-c1">test</span> plan --profile ci --dry-run
cargo xtask check-test-architecture</pre></div>
<p dir="auto">The source tree uses ordinary Rust modules for organization. The architecture
check resolves test targets through Cargo metadata, compares external modules
through parsed Rust syntax, reads ignored tests from the compiled libtest
inventory, and rejects actual <code>include!()</code> syntax without matching comments or
strings. The raw SQLite read session is private to storage, so the compiler—not
a source-text scan—enforces the service snapshot boundary.</p>
<p dir="auto">Local Cargo builds default to one compiler job; direct libtest runs default
to two test threads. Override Cargo's build bound with <code>-j</code> when appropriate.
Keep compilation, full product tests, extras, and coverage serial on a shared
development machine. Coverage uses a separate instrumented build and should
run only when its evidence is needed.</p>
<p dir="auto">The product runner starts one <code>cargo nextest run</code> for product units, private
domain suites, ordinary integration, and executable/MCP process behavior. That
single Cargo build graph and nextest scheduler has a two-test local bound.
CI retains its platform bounds: four tests on Linux, three on macOS, and two
on Windows. Nested nextest groups
reserve capacity for cold indexing/SQLite, Git fixtures, filesystem/watcher,
real-process/MCP, extended, and cheap tests. No second Cargo planner competes
for package-cache or artifact locks. Local runs select the <code>local</code> profile; CI
passes <code>--profile ci</code>. Both produce owner- and test-level JUnit metadata under
<code>target/nextest/</code>. Doctests stay on their explicit Cargo command.</p>
<p dir="auto">The runner prints elapsed time and preserves the scheduler's exit code. It also
owns the opt-in profile and stress commands. Checked-in corpora and benchmark
reports execute through their explicit domain, contract, or example owner
rather than a generic serialized-case phase.</p>
<p dir="auto">The stress lane accepts 1–100 <code>LEANTOKEN_STRESS_REPETITIONS</code> for scheduled
repetition. When more than one run is requested, it preserves the bounded
JUnit result from each run under
<code>target/nextest/stress/repetitions/junit-NNN.xml</code>. Before each repetition it
removes the current report, so a command that fails to publish new evidence
cannot inherit a stale JUnit file. Every report ancestor and destination must
remain a real, workspace-owned directory or file; symlinks and Windows reparse
points are rejected. Required checks never retry failures.</p>
<p dir="auto">The weekly <code>cargo xtask test profile</code> lane selects the <code>profile</code> policy
explicitly. It continues after individual failures, records JUnit timing, and
reports slow owners. Cheap tests retain a 30-second hang bound; cold
indexing/SQLite, Git, and filesystem owners have documented two-minute bounds;
real-process/MCP tests have three minutes; and the opt-in extended owner has ten
minutes. Retries remain disabled in every profile.</p>
<p dir="auto">Run the token-economy contract explicitly when changing retrieval accounting or
its fixture. CI selects this lane for its owned source, suite, fixture, and
manifest paths on every supported OS:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test-contract"><pre>cargo test-contract</pre></div>
<p dir="auto">This full local command uses the same platform-aware global scheduler bound as
CI: three workers on macOS, four on Linux, and two on Windows. Resource groups
cap heavy owners within that pool, so child processes and SQLite publication
cannot expand without bound. Focused tests retain Cargo's normal host
parallelism.</p>
<p dir="auto">Benchmark and example tests are a separate target group because Cargo executes
test binaries serially. Run them when changing <code>examples/</code>, benchmark fixtures,
or their shared behavior:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test-extras
cargo test --locked --package leantoken --all-features --doc"><pre>cargo test-extras
cargo <span class="pl-c1">test</span> --locked --package leantoken --all-features --doc</pre></div>
<p dir="auto">When changing TypeScript grammar integration, extraction on incomplete trees,
or the manual recovery evaluator, run its focused synthetic contract:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test --locked --package leantoken-benchmarks --bin typescript_parse_diagnostic
cargo run --locked --release --package leantoken-benchmarks --bin typescript_parse_diagnostic -- \
  verify-fixture"><pre>cargo <span class="pl-c1">test</span> --locked --package leantoken-benchmarks --bin typescript_parse_diagnostic
cargo run --locked --release --package leantoken-benchmarks --bin typescript_parse_diagnostic -- \
  verify-fixture</pre></div>
<p dir="auto">The pinned external-corpus command, immutable output contract, and
interpretation limits are documented in
<a href="/morluto/leantoken/blob/main/benchmarks/README.md#typescript-parse-recovery-diagnostic"><code>../benchmarks/README.md</code></a>.
The external run is evidence for parser work, not a normal local or CI gate.</p>
<p dir="auto">When changing the Swift evaluation manifest, diagnostic, reports, or its
development-only grammar pin, run:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="CARGO_TARGET_DIR=target cargo test --locked \
  --manifest-path benchmarks/swift-grammar-073/Cargo.toml \
  --bin swift-parse-diagnostic-073"><pre>CARGO_TARGET_DIR=target cargo <span class="pl-c1">test</span> --locked \
  --manifest-path benchmarks/swift-grammar-073/Cargo.toml \
  --bin swift-parse-diagnostic-073</pre></div>
<p dir="auto">The exact external-corpus command, frozen retrieval gate, and no-ship result
are documented in
<a href="/morluto/leantoken/blob/main/benchmarks/README.md#swift-structural-indexing-evaluation"><code>../benchmarks/README.md</code></a>.
The excluded manifest owns the runnable 0.7.3 diagnostic and its independent
lockfile. Swift remains unsupported by production structural parsing; this
target is an evaluation contract and must not be treated as an index-readiness
check.</p>
<p dir="auto">When changing the Kotlin evaluation manifest, diagnostic, reports, or its
research-only grammar pin, run:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="CARGO_TARGET_DIR=target cargo test --locked \
  --manifest-path benchmarks/kotlin-grammar-040/Cargo.toml"><pre>CARGO_TARGET_DIR=target cargo <span class="pl-c1">test</span> --locked \
  --manifest-path benchmarks/kotlin-grammar-040/Cargo.toml</pre></div>
<p dir="auto">The exact external-corpus command, frozen retrieval gate, and no-ship result
are documented in
<a href="/morluto/leantoken/blob/main/benchmarks/README.md#kotlin-structural-indexing-evaluation"><code>../benchmarks/README.md</code></a>.
The excluded manifest pins the exact unreleased 0.4.0 grammar commit without
adding it to the normal dependency graph. Its corpus diagnostic reads blobs
from the requested commit rather than from the checkout, reports <code>.kt</code> and
<code>.kts</code> extension aggregates separately, and labels grammar syntax-node counts
separately from production extraction. Kotlin remains unsupported by
production structural parsing; this target is an evaluation contract, not an
index-readiness check.</p>
<p dir="auto">When changing the Python resolved-reference oracle, its frozen labels, or its
checked reports, run:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test --locked --package leantoken-benchmarks \
  --bin resolved_reference_oracle
cargo run --locked --release --package leantoken-benchmarks \
  --bin resolved_reference_oracle -- verify-fixture"><pre>cargo <span class="pl-c1">test</span> --locked --package leantoken-benchmarks \
  --bin resolved_reference_oracle
cargo run --locked --release --package leantoken-benchmarks \
  --bin resolved_reference_oracle -- verify-fixture</pre></div>
<p dir="auto">The fixture, exact comparison, resource receipt, coverage gaps, and no-public-tool
decision are documented in
<a href="/morluto/leantoken/blob/main/benchmarks/README.md#python-resolved-reference-oracle"><code>../benchmarks/README.md</code></a>.
This is an evaluation contract; it does not establish production binding
semantics or authorize a CLI or MCP surface.</p>
<p dir="auto">These repository-local Cargo aliases keep the fast and extended target groups
consistent with CI. The development profile retains line tables for useful
backtraces in LeanToken while omitting dependency debug information, which
keeps links and the local <code>target</code> directory smaller. Override it temporarily
with <code>CARGO_PROFILE_DEV_DEBUG=2</code> when a debugger needs full local-variable data
for LeanToken code. When debugging a dependency too, pass
<code>--config 'profile.dev.package."*".debug=2'</code> to Cargo.</p>
<p dir="auto">Inspect accumulated build artifacts without deleting them:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python3 scripts/report_target_footprint.py
python3 scripts/report_target_footprint.py --json"><pre>python3 scripts/report_target_footprint.py
python3 scripts/report_target_footprint.py --json</pre></div>
<p dir="auto">The report separates incremental, dependency, example, build-script, release,
and other artifacts; it also counts incremental generations inactive beyond
the selected <code>--stale-days</code> threshold. The scan does not follow symlinks, fails
closed after one million entries by default, and never removes files. If a
reviewed report justifies paying the rebuild cost, <code>cargo clean --profile dev</code>
is the explicit Cargo-owned cleanup for the development profile. Hooks and CI
must not clean a developer's target directory automatically.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Pull request readiness</h2><a id="user-content-pull-request-readiness" class="anchor" aria-label="Permalink: Pull request readiness" href="#pull-request-readiness"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Before the first push, format the tree and run the smallest relevant check or
behavioral test that proves the change. Open the pull request once that focused
proof passes so the broad checks can run in parallel with review.</p>
<p dir="auto">GitHub Actions is the merge gate for:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo fmt --all -- --check
cargo clippy --locked --workspace --all-targets --all-features -- -D warnings
cargo test-product
cargo test-contract"><pre>cargo fmt --all -- --check
cargo clippy --locked --workspace --all-targets --all-features -- -D warnings
cargo test-product
cargo test-contract</pre></div>
<p dir="auto">The CI planner selects product, token-economy contract, benchmark/example, and
coverage lanes independently from their owned paths and explicit event
eligibility. Pull requests run Linux product evidence for product or
process-test changes; macOS, Windows, token-economy, example, and coverage
owners remain mandatory on the merge, main, scheduled, or manual events named
in <code>ci/test-topology.json</code>. The planner emits the exact runner and command for
every selected matrix entry, and GitHub Actions consumes that JSON directly.
The product job uses one scheduler with four global workers on Linux, three on
macOS, and two on Windows; checked resource groups further bound process,
filesystem, Git, and SQLite work. The scheduled instrumented coverage
gate retains its 50% line floor; the opt-in <code>concurrency_profile</code> harness and
subprocess-only CLI entrypoints are excluded. The stable Required checks job
validates one source- and topology-bound receipt per planned job, so failures,
cancellation, timeouts, missing work, or stale matrix identities fail closed
while intentionally unselected lanes remain conditional.
A pull request is not ready to merge until its required CI checks pass.</p>
<p dir="auto">Repository rules for <code>main</code> should require the CI workflow's <code>Required checks</code>
job. That stable aggregate verifies the checked plan and its complete receipt
set while allowing intentionally unselected lanes to remain conditional.
Requiring the aggregate avoids coupling branch rules to dynamic matrix names.</p>
<p dir="auto">Run a complete gate locally when reproducing a CI failure, working without CI,
or changing the gate itself. Otherwise, do not routinely duplicate the full CI
suite before and after the first push. Run rustdoc locally when changing public
APIs or documentation:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="RUSTDOCFLAGS=&quot;-D warnings&quot; cargo doc --locked --workspace --no-deps"><pre>RUSTDOCFLAGS=<span class="pl-s"><span class="pl-pds">"</span>-D warnings<span class="pl-pds">"</span></span> cargo doc --locked --workspace --no-deps</pre></div>
<p dir="auto">Build and verify the distributable crate when changing packaging or features:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo build --release
cargo package --locked --package leantoken"><pre>cargo build --release
cargo package --locked --package leantoken</pre></div>
<p dir="auto">The package command targets only the public crate; the workspace's test,
benchmark, and orchestration packages are intentionally private. The root
manifest's explicit package boundary retains the source, self-contained user
and reference documentation, licenses, and test fixtures needed by in-crate
tests without shipping the repository's CI, npm, development, measurement,
benchmark-harness, or integration-test trees.</p>
<p dir="auto"><code>rmcp</code> is an upstream registry dependency pinned to the exact version in
<code>Cargo.toml</code>; <code>Cargo.lock</code> records the resolved checksum. Update it only with the
protocol tests and package validation above. <code>cargo package</code> validates the
distributable crate, while publication follows <a href="/morluto/leantoken/blob/main/docs/releases.md">Release process</a>
and never replaces an already-published version.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Release artifacts</h2><a id="user-content-release-artifacts" class="anchor" aria-label="Permalink: Release artifacts" href="#release-artifacts"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The generated release workflow builds native archives for Linux x64/arm64,
macOS x64/arm64, and Windows x64. A custom packaging job converts those
archives into one <code>leantoken</code> npm package containing all five native binaries.
The included JavaScript launcher selects the binary for the current OS and CPU;
npm installation does not run lifecycle scripts or download a binary from a
postinstall hook.</p>
<p dir="auto"><code>npm/platforms.json</code> is the canonical platform manifest: it owns the target
triple and npm launcher metadata. The <code>targets</code> projection in
<code>dist-workspace.toml</code> is checked against it by the npm packaging test, so add or
remove a platform in the npm manifest and let that check expose any release
configuration drift.</p>
<p dir="auto">Verify release configuration changes before pushing them:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dist generate --check
dist plan"><pre>dist generate --check
dist plan</pre></div>
<p dir="auto">Test the package generator, including its complete binary layout:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="node --test npm/npm-packaging.test.mjs"><pre>node --test npm/npm-packaging.test.mjs</pre></div>
<p dir="auto">Test a host-native npm installation with lifecycle scripts disabled, including
the npm command shim, JavaScript launcher, executable selection, and argument
forwarding:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="node --test npm/npm-install-e2e.mjs"><pre>node --test npm/npm-install-e2e.mjs</pre></div>
<p dir="auto">CI runs the host-native installation test on Linux, macOS, and Windows when the
planner selects the npm lane.</p>
<p dir="auto">Merging an <code>autorelease</code> PR creates a version tag such as <code>v0.1.0</code> and
dispatches <code>.github/workflows/release.yml</code> with that tag. Keep the Cargo package
version, tag, GitHub release, and npm package version identical.</p>
<p dir="auto">npm publication uses npm trusted publishing from <code>.github/workflows/release.yml</code>.
Configure the <code>leantoken</code> package on npmjs.com with <code>morluto/leantoken</code> as the
repository and <code>release.yml</code> as the workflow filename. The release workflow
checks the package identity and contents before publishing it with provenance.</p>
<p dir="auto">To inspect a package manually before publication, run:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="tar -xOf leantoken-VERSION.tgz package/package.json
npm publish leantoken-VERSION.tgz --dry-run"><pre>tar -xOf leantoken-VERSION.tgz package/package.json
npm publish leantoken-VERSION.tgz --dry-run</pre></div>
<p dir="auto">The dry-run file list must contain one binary for every target in
<code>npm/platforms.json</code>, and the manifest must not define lifecycle scripts or
dependencies. For recovery when trusted publishing is unavailable, publish
only after those checks pass:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="npm publish leantoken-VERSION.tgz --access public"><pre>npm publish leantoken-VERSION.tgz --access public</pre></div>
<p dir="auto">Confirm the release from the registry rather than a local package or npm cache:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="npm view leantoken@VERSION version
npx --yes leantoken@VERSION --version"><pre>npm view leantoken@VERSION version
npx --yes leantoken@VERSION --version</pre></div>
<p dir="auto">Prereleases use the npm <code>next</code> tag; stable releases use <code>latest</code>.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Test responsibilities</h2><a id="user-content-test-responsibilities" class="anchor" aria-label="Permalink: Test responsibilities" href="#test-responsibilities"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Tests are organized around observable behavior:</p>
<p dir="auto">Integration test files are modules of one <code>integration</code> target so Cargo can
run them in parallel rather than starting one executable per file.</p>
<ul dir="auto">
<li><code>crates/test-suite/src/domains/storage.rs</code>: migrations, WAL/foreign keys,
FTS5, atomic replacement, rollback, stale-plan rejection, reopen, query-plan
evidence, and generation behavior;</li>
<li><code>crates/test-suite/src/domains/indexing_repository.rs</code>: discovery and path
safety, Git diffs, initial/unchanged/changed/deleted/rebuilt indexing,
bounded chunking, targeted reconciliation, and dependency invalidation;</li>
<li><code>crates/test-suite/src/domains/retrieval.rs</code>: public retrieval primitive
compatibility plus cross-component budget, scope, known-hash omission, and
receipt composition;</li>
<li><code>src/cache/tests/compact.rs</code> and <code>tests/cli.rs</code>: selective maintenance eligibility,
leases, preservation, cancellation, and CLI consent/preview contracts;</li>
<li><code>crates/test-suite/src/domains/platform.rs</code>: public configuration path,
cache identity, safety, and limit boundaries plus native watcher delivery
and shutdown;</li>
<li><code>crates/test-suite/src/domains/protocol.rs</code>: SDK initialization, readiness
states, retryable startup errors, tool calls, cancellation, and liveness;</li>
<li><code>crates/test-suite/src/domains/contracts.rs</code>: real tool-catalog and JSON-RPC
handoff accounting;</li>
<li><code>tests/services.rs</code> registers owner-focused modules under <code>tests/services/</code>:
lifecycle/repository/consistency/path safety, per-tool behavior, limits and
response budgets, context planning/signals/workflows/diffs, evidence/query
receipts and savings, language coverage, and smoke behavior;</li>
<li><code>tests/process.rs</code>: CLI JSON flow, concurrent and contended cold-cache MCP
initialization, runtime-failure visibility, single-leader generation
publication, leader failover, MCP EOF shutdown, and repository-free episode
audit behavior through the executable;</li>
<li><code>tests/benchmark_contract.rs</code>: explicit token-economy and known-hash regression executable;
<code>src/episode.rs</code> owns golden and boundary coverage for versioned analyzer adapters, published
60-run replay, exact/proxy classification boundaries, binding/privacy failure,
resource caps, and deterministic JSON/Markdown normalization.</li>
</ul>
<p dir="auto">Prioritize real-binary E2E, component integration, and real-data golden tests
in that order. Keep colocated private checks only for consequential invariants
that these layers cannot reasonably exercise. See
<a href="/morluto/leantoken/blob/main/docs/testing.md#test-selection">test selection</a> before adding or duplicating tests.</p>
<p dir="auto">CI runs the complete suite on Linux, macOS, and Windows. A local Linux pass is
not evidence for native watcher or path behavior on the other platforms; rely
on the matrix before merging portability changes.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Storage and retrieval changes</h2><a id="user-content-storage-and-retrieval-changes" class="anchor" aria-label="Permalink: Storage and retrieval changes" href="#storage-and-retrieval-changes"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Treat the SQLite schema and retrieval ordering as behavioral contracts, not
implementation details. When changing them:</p>
<ul dir="auto">
<li>for schema changes, use a versioned migration and test both a new database
and an upgraded one;</li>
<li>keep multi-query responses inside one storage-owned snapshot capability;</li>
<li>bind public pagination cursors to the committed generation and operation
parameters, even when the underlying query uses a simpler keyset;</li>
<li>preserve deterministic ranking, overlap, and token-budget behavior when
replacing per-item reads with batched joins;</li>
<li>record every new fan-out or scan bound in <code>docs/architecture.md</code>; and</li>
<li>for performance claims, collect timing evidence with a release build on a
representative corpus.</li>
</ul>
<p dir="auto">Match retrieval evidence to the change. Correctness fixes need regression
coverage for the violated contract and affected behavior; they do not require
a paired agent evaluation or a promotion waiver. Changes to ranking or context
allocation benefit from a frozen retrieval comparison that checks relevant
evidence, omissions, and budgets. Use a paired agent evaluation when assessing
end-to-end task success, provider cost, or agent tool use, rather than treating
retrieval fixtures as proxies for those outcomes. The optional
<a href="/morluto/leantoken/blob/main/benchmarks/README.md#retrieval-promotion-gate">promotion comparator</a> supports
that research; it is not a merge or implementation gate. Report missing evidence
as a limit on the claim it would support.</p>
<p dir="auto">Prefer query-plan evidence (<code>EXPLAIN QUERY PLAN</code>) and focused integration tests
for storage changes. A faster microbenchmark is insufficient if it weakens
atomic publication, stale-plan rejection, bounded memory, or deterministic
results.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">MCP schema snapshots</h2><a id="user-content-mcp-schema-snapshots" class="anchor" aria-label="Permalink: MCP schema snapshots" href="#mcp-schema-snapshots"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The generated nine-tool catalog is snapshot-tested. Review snapshot changes as
protocol changes: tool names, descriptions, required fields, defaults, and
schema size all consume client context or affect compatibility.</p>
<p dir="auto">Update an intentional snapshot with:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo insta review"><pre>cargo insta review</pre></div>
<p dir="auto">Do not accept a snapshot solely because generation changed; inspect the schema
diff first.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Public Rust API and wire boundaries</h2><a id="user-content-public-rust-api-and-wire-boundaries" class="anchor" aria-label="Permalink: Public Rust API and wire boundaries" href="#public-rust-api-and-wire-boundaries"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The crate remains on the <code>0.x</code> development line. <code>Error</code> is intentionally
non-exhaustive: consumers must include a fallback arm and should only branch on
variants they can recover from. LT-06 establishes that contract while adding
<code>RequestLimitExceeded</code>, whose fields are required for adapter-safe limit
reporting. <code>ResponseBudgetExceeded</code> separately represents a computed,
exactly-retryable response minimum and exposes only bounded aggregate
accounting. These are acknowledged source-compatibility changes for consumers
that exhaustively matched the earlier enum. Release PRs own package version
changes; feature and fix PRs do not edit <code>Cargo.toml</code> versions independently.</p>
<p dir="auto"><code>IndexResponse</code> remains the stable response core. Additive preparation
accounting is exposed through <code>IndexReport</code>, returned by the new
<code>Indexer::*_report</code> and <code>Services::*_report</code> methods. The report keeps those
core fields flattened in JSON, so CLI consumers receive <code>skip_reasons</code> without
changing the established response shape.</p>
<p dir="auto"><code>CacheListRequest</code> and <code>CachePruneRequest</code> are the canonical cache operation
inputs. The cache-list response retains its <code>CacheListReport</code> JSON shape. New
cursors use the shared checksummed envelope; the bounded <code>cl2</code> decoder remains
available for one rolling-upgrade boundary and validates the complete legacy
filter digest before resuming. The CLI and internal cache manager use the same
request path for metadata and content compatibility filters.</p>
<p dir="auto">Explicit indexing scope adds public provenance fields to <code>ResponseMeta</code>,
<code>StatusResponse</code>, and <code>CacheEntry</code>, plus the <code>IndexScopeMismatch</code> error variant.
This is wire-additive and older deserialization defaults to full scope, but
downstream Rust consumers constructing those public response structs with
literals must add the new fields. <code>IndexScope</code> is immutable after
normalization; use <code>Config::discover_scoped</code> instead of mutating cache
membership after service startup.</p>
<p dir="auto">Use <code>InvalidRequest</code> only for audited caller validation. Serialization,
response-accounting, cache-pruning, setup, and operation failures each have a
dedicated typed variant and machine-readable category. Do not infer error
categories from rendered strings.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Benchmarks</h2><a id="user-content-benchmarks" class="anchor" aria-label="Permalink: Benchmarks" href="#benchmarks"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The fixture benchmark is an opt-in regression check because it performs a cold
index and several context requests:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo test-contract"><pre>cargo test-contract</pre></div>
<p dir="auto">The representative benchmark requires pinned external worktrees and <code>rg</code>. See
<a href="/morluto/leantoken/blob/main/benchmarks/README.md"><code>../benchmarks/README.md</code></a> for preparation, command
line, measurements, and interpretation limits.</p>
<p dir="auto">The frozen validation set, ablation runner, isolated model A/B adapter, and
exact MCP wire proxy are documented in <a href="/morluto/leantoken/blob/main/docs/measurement.md"><code>measurement.md</code></a>.</p>
<p dir="auto">The same guide documents the synthetic indexing and file-read profile used to
gate targeted reconciliation and any future hot-file cache.</p>
<p dir="auto">For a generation-one dependency-heavy decision, build
<code>indexing_profile</code> in release mode and use its <code>cold-matrix</code> subcommand against
the pinned clean TileLang checkout documented in the benchmark guide. The lane
runs 1/2/4-worker screening samples and cancellation/restart probes in isolated
subprocesses. Its <code>--matrix-kind two-worker-follow-up</code> mode instead runs four
samples per arm in alternating ABBA/BAAB order and requires both p50 and p95
improvement. Both modes validate complete logical/retrieval parity and write
the raw report under <code>target/</code> by default. They are manual evidence and are not
part of <code>cargo test-extras</code> or normal pull-request CI; the small in-process
contract test remains in the benchmark package.</p>
<p dir="auto">On Linux, reproduce the stdio MCP ownership and resource profile after building
the product binary in release mode:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo build --release
cargo run --release -p leantoken-benchmarks --bin mcp_multiprocess_profile -- \
  --binary target/release/leantoken \
  --max-index-workers 1 \
  --process-counts 1,4,8 \
  --files 200 \
  --functions-per-file 40 \
  --warm-iterations 10 \
  --idle-seconds 9 \
  --polling-directories 50001 \
  --polling-observation-seconds 31 \
  --output target/mcp-multiprocess-cpu-v4.json"><pre>cargo build --release
cargo run --release -p leantoken-benchmarks --bin mcp_multiprocess_profile -- \
  --binary target/release/leantoken \
  --max-index-workers 1 \
  --process-counts 1,4,8 \
  --files 200 \
  --functions-per-file 40 \
  --warm-iterations 10 \
  --idle-seconds 9 \
  --polling-directories 50001 \
  --polling-observation-seconds 31 \
  --output target/mcp-multiprocess-cpu-v4.json</pre></div>
<p dir="auto">The example rejects more than 16 processes, 10,000 fixture files, 1,000
functions per file, 1,000 warm rounds, 60 idle seconds, 60,000 polling
directories, 120 polling-observation seconds, a timeout above 300 seconds, or
an explicit worker limit outside <code>1..=64</code>. It requires Linux <code>/proc</code>; use
<code>--skip-polling-probe</code> only for a mechanical smoke run. A guarded 1-vs-2
cold-start contention comparison runs the complete profiler four times in
external <code>1,2,2,1</code> order and retains every schema-v4 report. Historical raw
artifacts and their interpretation are linked from the benchmark guide; write
new host-local evidence under <code>target/</code> unless it is being reviewed as a
versioned benchmark report.</p>
<p dir="auto">Run the deterministic semantic change receipt gate in release mode:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cargo run --release -p leantoken-benchmarks --bin semantic_change_receipt_benchmark -- \
  --iterations 21 \
  --output target/semantic-change-receipt-v1.json"><pre>cargo run --release -p leantoken-benchmarks --bin semantic_change_receipt_benchmark -- \
  --iterations 21 \
  --output target/semantic-change-receipt-v1.json</pre></div>
<p dir="auto">The gate checks an exact symbol/configuration truth set, configuration-value
non-disclosure, owner-test statuses, complete-response token overhead, and
end-to-end latency. It is a protocol and classifier check, not a model task
evaluation.</p>
<p dir="auto">For same-host regression checks, use the opt-in paired performance runner
documented in the benchmark guide. It builds clean base/head worktrees with the
pinned Rust toolchain, alternates AB/BA order, validates observable-response
parity, and delegates statistical comparison to pinned Benchstat. Its
comparator contract is part of the normal example-test CI group; the expensive
timing workflow runs only by manual dispatch.</p>
<p dir="auto">Keep negative results. Do not tune prompts, labels, or budgets after seeing a
result without recording a new manifest version.</p>
<p dir="auto">Selective-compaction inode-proof tests observe process-wide Unix descriptors.
Run their module through nextest, which isolates each test process, or use
<code>cargo test-focused</code> with an exact test name. A shared-process Cargo module run
can legitimately reject maintenance when another fixture opens an unrelated
regular file during the proof window. Keep the production fail-closed guard and
all maintenance assertions intact when selecting this isolation.</p>
</article></div><div class="d-none"></div></section></div></div></div> </div> <!-- --> </div></div></div></div></div></div><div class="ScrollMarksContainer-module__scrollMarksContainer__Eu7uU" id="find-result-marks-container"></div><div class="d-none"></div><div class="d-none"></div></div> <!-- --> <!-- --> </div>
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