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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":"Fuzzing GitPython","anchor":"fuzzing-gitpython","htmlText":"Fuzzing GitPython"},{"level":2,"text":"How to Contribute","anchor":"how-to-contribute","htmlText":"How to Contribute"},{"level":2,"text":"Getting Started with Fuzzing GitPython","anchor":"getting-started-with-fuzzing-gitpython","htmlText":"Getting Started with Fuzzing GitPython"},{"level":3,"text":"Setting Up Your Local Environment","anchor":"setting-up-your-local-environment","htmlText":"Setting Up Your Local Environment"},{"level":3,"text":"Understanding Existing Fuzz Targets","anchor":"understanding-existing-fuzz-targets","htmlText":"Understanding Existing Fuzz Targets"},{"level":3,"text":"Contributing to Fuzz Tests","anchor":"contributing-to-fuzz-tests","htmlText":"Contributing to Fuzz Tests"},{"level":2,"text":"Files \u0026 Directories Overview","anchor":"files--directories-overview","htmlText":"Files \u0026amp; Directories Overview"},{"level":3,"text":"Fuzz Targets (fuzz-targets/)","anchor":"fuzz-targets-fuzz-targets","htmlText":"Fuzz Targets (fuzz-targets/)"},{"level":3,"text":"OSS-Fuzz Scripts (oss-fuzz-scripts/)","anchor":"oss-fuzz-scripts-oss-fuzz-scripts","htmlText":"OSS-Fuzz Scripts (oss-fuzz-scripts/)"},{"level":3,"text":"Local Development Helpers (local-dev-helpers/)","anchor":"local-development-helpers-local-dev-helpers","htmlText":"Local Development Helpers (local-dev-helpers/)"},{"level":2,"text":"Running Fuzzers Locally","anchor":"running-fuzzers-locally","htmlText":"Running Fuzzers Locally"},{"level":3,"text":"Direct Execution of Fuzz Targets","anchor":"direct-execution-of-fuzz-targets","htmlText":"Direct Execution of Fuzz Targets"},{"level":3,"text":"Running OSS-Fuzz Locally","anchor":"running-oss-fuzz-locally","htmlText":"Running OSS-Fuzz Locally"},{"level":4,"text":"Build the Execution Environment","anchor":"build-the-execution-environment","htmlText":"Build the Execution Environment"},{"level":4,"text":"Run a Fuzz Target","anchor":"run-a-fuzz-target","htmlText":"Run a Fuzz Target"},{"level":4,"text":"Next Steps","anchor":"next-steps","htmlText":"Next Steps"},{"level":2,"text":"LICENSE","anchor":"license","htmlText":"LICENSE"}]},"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\"\u003eFuzzing GitPython\u003c/h1\u003e\u003ca id=\"user-content-fuzzing-gitpython\" class=\"anchor\" aria-label=\"Permalink: Fuzzing GitPython\" href=\"#fuzzing-gitpython\"\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\"\u003e\u003ca href=\"https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026amp;can=1\u0026amp;q=proj:gitpython\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/18d10998c60ba479f95dcd60694272b2c013925c8f933cb161ad2f27341c5ab8/68747470733a2f2f6f73732d66757a7a2d6275696c642d6c6f67732e73746f726167652e676f6f676c65617069732e636f6d2f6261646765732f676974707974686f6e2e737667\" alt=\"Fuzzing Status\" data-canonical-src=\"https://oss-fuzz-build-logs.storage.googleapis.com/badges/gitpython.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis directory contains files related to GitPython's suite of fuzz tests that are executed daily on automated\ninfrastructure provided by \u003ca href=\"https://github.com/google/oss-fuzz\"\u003eOSS-Fuzz\u003c/a\u003e. This document aims to provide necessary information for working\nwith fuzzing in GitPython.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe latest details regarding OSS-Fuzz test status, including build logs and coverage reports, is available\non \u003ca href=\"https://introspector.oss-fuzz.com/project-profile?project=gitpython\" rel=\"nofollow\"\u003ethe Open Source Fuzzing Introspection website\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHow to Contribute\u003c/h2\u003e\u003ca id=\"user-content-how-to-contribute\" class=\"anchor\" aria-label=\"Permalink: How to Contribute\" href=\"#how-to-contribute\"\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\"\u003eThere are many ways to contribute to GitPython's fuzzing efforts! Contributions are welcomed through issues,\ndiscussions, or pull requests on this repository.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAreas that are particularly appreciated include:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eTackling the existing backlog of open issues\u003c/strong\u003e. While fuzzing is an effective way to identify bugs, that information\nisn't useful unless they are fixed. If you are not sure where to start, the issues tab is a great place to get ideas!\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eImprovements to this (or other) documentation\u003c/strong\u003e make it easier for new contributors to get involved, so even small\nimprovements can have a large impact over time. If you see something that could be made easier by a documentation\nupdate of any size, please consider suggesting it!\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eFor everything else, such as expanding test coverage, optimizing test performance, or enhancing error detection\ncapabilities, jump into the \"Getting Started\" section below.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGetting Started with Fuzzing GitPython\u003c/h2\u003e\u003ca id=\"user-content-getting-started-with-fuzzing-gitpython\" class=\"anchor\" aria-label=\"Permalink: Getting Started with Fuzzing GitPython\" href=\"#getting-started-with-fuzzing-gitpython\"\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-alert markdown-alert-tip\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-light-bulb mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z\"\u003e\u003c/path\u003e\u003c/svg\u003eTip\u003c/p\u003e\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNew to fuzzing or unfamiliar with OSS-Fuzz?\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThese resources are an excellent place to start:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://google.github.io/oss-fuzz\" rel=\"nofollow\"\u003eOSS-Fuzz documentation\u003c/a\u003e - Continuous fuzzing service for open source software.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/google/fuzzing\"\u003eGoogle/fuzzing\u003c/a\u003e - Tutorials, examples, discussions, research proposals, and other resources\nrelated to fuzzing.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/cncf/tag-security/blob/main/security-fuzzing-handbook/handbook-fuzzing.pdf\"\u003eCNCF Fuzzing Handbook\u003c/a\u003e -\nA comprehensive guide for fuzzing open source software.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://chromium.googlesource.com/chromium/src/+/main/testing/libfuzzer/efficient_fuzzing.md\" rel=\"nofollow\"\u003eEfficient Fuzzing Guide by The Chromium Project\u003c/a\u003e -\nExplores strategies to enhance the effectiveness of your fuzz tests, recommended for those looking to optimize their\ntesting efforts.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSetting Up Your Local Environment\u003c/h3\u003e\u003ca id=\"user-content-setting-up-your-local-environment\" class=\"anchor\" aria-label=\"Permalink: Setting Up Your Local Environment\" href=\"#setting-up-your-local-environment\"\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 contributing to fuzzing efforts, ensure Python and Docker are installed on your machine. Docker is required for\nrunning fuzzers in containers provided by OSS-Fuzz and for safely executing test files directly. \u003ca href=\"https://docs.docker.com/get-docker/\" rel=\"nofollow\"\u003eInstall Docker\u003c/a\u003e following the official guide if you do not already have it.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUnderstanding Existing Fuzz Targets\u003c/h3\u003e\u003ca id=\"user-content-understanding-existing-fuzz-targets\" class=\"anchor\" aria-label=\"Permalink: Understanding Existing Fuzz Targets\" href=\"#understanding-existing-fuzz-targets\"\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\"\u003eReview the \u003ccode\u003efuzz-targets/\u003c/code\u003e directory to familiarize yourself with how existing tests are implemented. See\nthe \u003ca href=\"#files--directories-overview\"\u003eFiles \u0026amp; Directories Overview\u003c/a\u003e for more details on the directory structure.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributing to Fuzz Tests\u003c/h3\u003e\u003ca id=\"user-content-contributing-to-fuzz-tests\" class=\"anchor\" aria-label=\"Permalink: Contributing to Fuzz Tests\" href=\"#contributing-to-fuzz-tests\"\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\"\u003eStart by reviewing the \u003ca href=\"https://github.com/google/atheris\"\u003eAtheris documentation\u003c/a\u003e and the section\non \u003ca href=\"#running-fuzzers-locally\"\u003eRunning Fuzzers Locally\u003c/a\u003e to begin writing or improving fuzz tests.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFiles \u0026amp; Directories Overview\u003c/h2\u003e\u003ca id=\"user-content-files--directories-overview\" class=\"anchor\" aria-label=\"Permalink: Files \u0026amp; Directories Overview\" href=\"#files--directories-overview\"\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 \u003ccode\u003efuzzing/\u003c/code\u003e directory is organized into three key areas:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFuzz Targets (\u003ccode\u003efuzz-targets/\u003c/code\u003e)\u003c/h3\u003e\u003ca id=\"user-content-fuzz-targets-fuzz-targets\" class=\"anchor\" aria-label=\"Permalink: Fuzz Targets (fuzz-targets/)\" href=\"#fuzz-targets-fuzz-targets\"\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\"\u003eContains Python files for each fuzz test.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eThings to Know\u003c/strong\u003e:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eEach fuzz test targets a specific part of GitPython's functionality.\u003c/li\u003e\n\u003cli\u003eTest files adhere to the naming convention: \u003ccode\u003efuzz_\u0026lt;API Under Test\u0026gt;.py\u003c/code\u003e, where \u003ccode\u003e\u0026lt;API Under Test\u0026gt;\u003c/code\u003e indicates the\nfunctionality targeted by the test.\u003c/li\u003e\n\u003cli\u003eAny functionality that involves performing operations on input data is a possible candidate for fuzz testing, but\nfeatures that involve processing untrusted user input or parsing operations are typically going to be the most\ninteresting.\u003c/li\u003e\n\u003cli\u003eThe goal of these tests is to identify previously unknown or unexpected error cases caused by a given input. For that\nreason, fuzz tests should gracefully handle anticipated exception cases with a \u003ccode\u003etry\u003c/code\u003e/\u003ccode\u003eexcept\u003c/code\u003e block to avoid false\npositives that halt the fuzzing engine.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOSS-Fuzz Scripts (\u003ccode\u003eoss-fuzz-scripts/\u003c/code\u003e)\u003c/h3\u003e\u003ca id=\"user-content-oss-fuzz-scripts-oss-fuzz-scripts\" class=\"anchor\" aria-label=\"Permalink: OSS-Fuzz Scripts (oss-fuzz-scripts/)\" href=\"#oss-fuzz-scripts-oss-fuzz-scripts\"\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\"\u003eIncludes scripts for building and integrating fuzz targets with OSS-Fuzz:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ccode\u003econtainer-environment-bootstrap.sh\u003c/code\u003e\u003c/strong\u003e - Sets up the execution environment. It is responsible for fetching default\ndictionary entries and ensuring all required build dependencies are installed and up-to-date.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ccode\u003ebuild.sh\u003c/code\u003e\u003c/strong\u003e - Executed within the Docker container, this script builds fuzz targets with necessary instrumentation\nand prepares seed corpora and dictionaries for use.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eWhere to learn more:\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://google.github.io/oss-fuzz/getting-started/new-project-guide/#buildsh\" rel=\"nofollow\"\u003eOSS-Fuzz documentation on the build.sh\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/google/oss-fuzz/tree/master/projects/gitpython\"\u003eSee GitPython's build.sh and Dockerfile in the OSS-Fuzz repository\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLocal Development Helpers (\u003ccode\u003elocal-dev-helpers/\u003c/code\u003e)\u003c/h3\u003e\u003ca id=\"user-content-local-development-helpers-local-dev-helpers\" class=\"anchor\" aria-label=\"Permalink: Local Development Helpers (local-dev-helpers/)\" href=\"#local-development-helpers-local-dev-helpers\"\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\"\u003eContains tools to make local development tasks easier.\nSee \u003ca href=\"#running-fuzzers-locally\"\u003ethe \"Running Fuzzers Locally\" section below\u003c/a\u003e for further documentation and use cases related to files found here.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Fuzzers Locally\u003c/h2\u003e\u003ca id=\"user-content-running-fuzzers-locally\" class=\"anchor\" aria-label=\"Permalink: Running Fuzzers Locally\" href=\"#running-fuzzers-locally\"\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-alert markdown-alert-warning\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-alert mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z\"\u003e\u003c/path\u003e\u003c/svg\u003eWarning\u003c/p\u003e\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSome fuzz targets in this repository write to the filesystem\u003c/strong\u003e during execution.\nFor that reason, it is strongly recommended to \u003cstrong\u003ealways use Docker when executing fuzz targets\u003c/strong\u003e, even when it may be\npossible to do so without it.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAlthough \u003ca href=\"https://github.com/google/fuzzing/blob/master/docs/good-fuzz-target.md#io\"\u003eI/O operations such as writing to disk are not considered best practice\u003c/a\u003e, the current implementation of at least one test requires it.\nSee \u003ca href=\"#setting-up-your-local-environment\"\u003ethe \"Setting Up Your Local Environment\" section above\u003c/a\u003e if you do not already have Docker installed on your machine.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePRs that replace disk I/O with in-memory alternatives are very much welcomed!\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDirect Execution of Fuzz Targets\u003c/h3\u003e\u003ca id=\"user-content-direct-execution-of-fuzz-targets\" class=\"anchor\" aria-label=\"Permalink: Direct Execution of Fuzz Targets\" href=\"#direct-execution-of-fuzz-targets\"\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\"\u003eDirectly executing fuzz targets allows for quick iteration and testing of changes which can be helpful during early\ndevelopment of new fuzz targets or for validating changes made to an existing test.\nThe \u003ca href=\"/zerothi/GitPython/blob/main/fuzzing/local-dev-helpers/Dockerfile\"\u003eDockerfile\u003c/a\u003e located in the \u003ccode\u003elocal-dev-helpers/\u003c/code\u003e subdirectory provides a lightweight\ncontainer environment preconfigured with \u003ca href=\"https://github.com/google/atheris\"\u003eAtheris\u003c/a\u003e that makes it easy to execute a fuzz target directly.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eFrom the root directory of your GitPython repository clone\u003c/strong\u003e:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eBuild the local development helper image:\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"docker build -f fuzzing/local-dev-helpers/Dockerfile -t gitpython-fuzzdev .\"\u003e\u003cpre\u003edocker build -f fuzzing/local-dev-helpers/Dockerfile -t gitpython-fuzzdev \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003col start=\"2\" dir=\"auto\"\u003e\n\u003cli\u003eThen execute a fuzz target inside the image, for example:\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\" docker run -it -v \u0026quot;$PWD\u0026quot;:/src gitpython-fuzzdev python fuzzing/fuzz-targets/fuzz_config.py -atheris_runs=10000\"\u003e\u003cpre\u003e docker run -it -v \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003cspan class=\"pl-smi\"\u003e$PWD\u003c/span\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e:/src gitpython-fuzzdev python fuzzing/fuzz-targets/fuzz_config.py -atheris_runs=10000\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe above command executes \u003ca href=\"/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py\"\u003e\u003ccode\u003efuzz_config.py\u003c/code\u003e\u003c/a\u003e and exits after \u003ccode\u003e10000\u003c/code\u003e runs, or earlier if\nthe fuzzer finds an error.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDocker CLI's \u003ccode\u003e-v\u003c/code\u003e flag specifies a volume mount in Docker that maps the directory in which the command is run (which\nshould be the root directory of your local GitPython clone) to a directory inside the container, so any modifications\nmade between invocations will be reflected immediately without the need to rebuild the image each time.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning OSS-Fuzz Locally\u003c/h3\u003e\u003ca id=\"user-content-running-oss-fuzz-locally\" class=\"anchor\" aria-label=\"Permalink: Running OSS-Fuzz Locally\" href=\"#running-oss-fuzz-locally\"\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\"\u003eThis approach uses Docker images provided by OSS-Fuzz for building and running fuzz tests locally. It offers\ncomprehensive features but requires a local clone of the OSS-Fuzz repository and sufficient disk space for Docker\ncontainers.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuild the Execution Environment\u003c/h4\u003e\u003ca id=\"user-content-build-the-execution-environment\" class=\"anchor\" aria-label=\"Permalink: Build the Execution Environment\" href=\"#build-the-execution-environment\"\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\"\u003eClone the OSS-Fuzz repository and prepare the Docker environment:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"git clone --depth 1 https://github.com/google/oss-fuzz.git oss-fuzz\ncd oss-fuzz\npython infra/helper.py build_image gitpython\npython infra/helper.py build_fuzzers --sanitizer address gitpython\"\u003e\u003cpre\u003egit clone --depth 1 https://github.com/google/oss-fuzz.git oss-fuzz\n\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e oss-fuzz\npython infra/helper.py build_image gitpython\npython infra/helper.py build_fuzzers --sanitizer address gitpython\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-alert markdown-alert-tip\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-light-bulb mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z\"\u003e\u003c/path\u003e\u003c/svg\u003eTip\u003c/p\u003e\u003cp dir=\"auto\"\u003eThe \u003ccode\u003ebuild_fuzzers\u003c/code\u003e command above accepts a local file path pointing to your GitPython repository clone as the last\nargument.\nThis makes it easy to build fuzz targets you are developing locally in this repository without changing anything in\nthe OSS-Fuzz repo!\nFor example, if you have cloned this repository (or a fork of it) into: \u003ccode\u003e~/code/GitPython\u003c/code\u003e\nThen running this command would build new or modified fuzz targets using the \u003ccode\u003e~/code/GitPython/fuzzing/fuzz-targets\u003c/code\u003e\ndirectory:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python infra/helper.py build_fuzzers --sanitizer address gitpython ~/code/GitPython\"\u003e\u003cpre\u003epython infra/helper.py build_fuzzers --sanitizer address gitpython \u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/code/GitPython\u003c/pre\u003e\u003c/div\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVerify the build of your fuzzers with the optional \u003ccode\u003echeck_build\u003c/code\u003e command:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python infra/helper.py check_build gitpython\"\u003e\u003cpre\u003epython infra/helper.py check_build gitpython\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRun a Fuzz Target\u003c/h4\u003e\u003ca id=\"user-content-run-a-fuzz-target\" class=\"anchor\" aria-label=\"Permalink: Run a Fuzz Target\" href=\"#run-a-fuzz-target\"\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\"\u003eSetting an environment variable for the fuzz target argument of the execution command makes it easier to quickly select\na different target between runs:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# specify the fuzz target without the .py extension:\nexport FUZZ_TARGET=fuzz_config\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e specify the fuzz target without the .py extension:\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e FUZZ_TARGET=fuzz_config\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExecute the desired fuzz target:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python infra/helper.py run_fuzzer gitpython $FUZZ_TARGET -- -max_total_time=60 -print_final_stats=1\"\u003e\u003cpre\u003epython infra/helper.py run_fuzzer gitpython \u003cspan class=\"pl-smi\"\u003e$FUZZ_TARGET\u003c/span\u003e -- -max_total_time=60 -print_final_stats=1\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-alert markdown-alert-tip\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-light-bulb mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z\"\u003e\u003c/path\u003e\u003c/svg\u003eTip\u003c/p\u003e\u003cp dir=\"auto\"\u003eIn the example above, the \"\u003ccode\u003e-- -max_total_time=60 -print_final_stats=1\u003c/code\u003e\" portion of the command is optional but quite\nuseful.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eEvery argument provided after \"\u003ccode\u003e--\u003c/code\u003e\" in the above command is passed to the fuzzing engine directly. In this case:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003e-max_total_time=60\u003c/code\u003e tells the LibFuzzer to stop execution after 60 seconds have elapsed.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e-print_final_stats=1\u003c/code\u003e tells the LibFuzzer to print a summary of useful metrics about the target run upon\ncompletion.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eBut almost any \u003ca href=\"https://llvm.org/docs/LibFuzzer.html#options\" rel=\"nofollow\"\u003eLibFuzzer option listed in the documentation\u003c/a\u003e should\nwork as well.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNext Steps\u003c/h4\u003e\u003ca id=\"user-content-next-steps\" class=\"anchor\" aria-label=\"Permalink: Next Steps\" href=\"#next-steps\"\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\"\u003eFor detailed instructions on advanced features like reproducing OSS-Fuzz issues or using the Fuzz Introspector, refer\nto \u003ca href=\"https://google.github.io/oss-fuzz\" rel=\"nofollow\"\u003ethe official OSS-Fuzz documentation\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLICENSE\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: LICENSE\" href=\"#license\"\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\"\u003eAll files located within the \u003ccode\u003efuzzing/\u003c/code\u003e directory are subject to \u003ca href=\"/zerothi/GitPython/blob/main/LICENSE\"\u003ethe same license\u003c/a\u003e\nas \u003ca href=\"/zerothi/GitPython/blob/main/README.md#license\"\u003ethe other files in this repository\u003c/a\u003e with one exception:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py\"\u003e\u003ccode\u003efuzz_config.py\u003c/code\u003e\u003c/a\u003e was migrated to this repository from the OSS-Fuzz project's repository\nwhere it was originally created. As such, \u003ca href=\"/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py\"\u003e\u003ccode\u003efuzz_config.py\u003c/code\u003e\u003c/a\u003e retains its original license\nand copyright notice (Apache License, Version 2.0 and Copyright 2023 Google LLC respectively) as in a header\ncomment, followed by a notice stating that it has have been modified contributors to GitPython.\n\u003ca href=\"/zerothi/GitPython/blob/main/fuzzing/LICENSE-APACHE\"\u003eLICENSE-APACHE\u003c/a\u003e contains the original license used by the OSS-Fuzz project repository at the time the\nfile was migrated.\u003c/p\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Fuzzing GitPython","fully_qualified_name":"Fuzzing GitPython","kind":"section_1","ident_start":2,"ident_end":19,"extent_start":0,"extent_end":11015,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":19}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":226,"utf16_col":0}}},{"name":"How to Contribute","fully_qualified_name":"How to Contribute","kind":"section_2","ident_start":627,"ident_end":644,"extent_start":624,"extent_end":1560,"ident_utf16":{"start":{"line_number":11,"utf16_col":3},"end":{"line_number":11,"utf16_col":20}},"extent_utf16":{"start":{"line_number":11,"utf16_col":0},"end":{"line_number":27,"utf16_col":0}}},{"name":"Getting Started with Fuzzing GitPython","fully_qualified_name":"Getting Started with Fuzzing 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Fuzzing GitPython","","[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/gitpython.svg)][oss-fuzz-issue-tracker]","","This directory contains files related to GitPython's suite of fuzz tests that are executed daily on automated","infrastructure provided by [OSS-Fuzz][oss-fuzz-repo]. This document aims to provide necessary information for working","with fuzzing in GitPython.","","The latest details regarding OSS-Fuzz test status, including build logs and coverage reports, is available","on [the Open Source Fuzzing Introspection website](https://introspector.oss-fuzz.com/project-profile?project=gitpython).","","## How to Contribute","","There are many ways to contribute to GitPython's fuzzing efforts! Contributions are welcomed through issues,","discussions, or pull requests on this repository.","","Areas that are particularly appreciated include:","","- **Tackling the existing backlog of open issues**. While fuzzing is an effective way to identify bugs, that information","  isn't useful unless they are fixed. If you are not sure where to start, the issues tab is a great place to get ideas!","- **Improvements to this (or other) documentation** make it easier for new contributors to get involved, so even small","  improvements can have a large impact over time. If you see something that could be made easier by a documentation","  update of any size, please consider suggesting it!","","For everything else, such as expanding test coverage, optimizing test performance, or enhancing error detection","capabilities, jump into the \"Getting Started\" section below.","","## Getting Started with Fuzzing GitPython","","\u003e [!TIP]","\u003e **New to fuzzing or unfamiliar with OSS-Fuzz?**","\u003e","\u003e These resources are an excellent place to start:","\u003e","\u003e - [OSS-Fuzz documentation][oss-fuzz-docs] - Continuous fuzzing service for open source software.","\u003e - [Google/fuzzing][google-fuzzing-repo] - Tutorials, examples, discussions, research proposals, and other resources","    related to fuzzing.","\u003e - [CNCF Fuzzing Handbook](https://github.com/cncf/tag-security/blob/main/security-fuzzing-handbook/handbook-fuzzing.pdf) -","    A comprehensive guide for fuzzing open source software.","\u003e - [Efficient Fuzzing Guide by The Chromium Project](https://chromium.googlesource.com/chromium/src/+/main/testing/libfuzzer/efficient_fuzzing.md) -","    Explores strategies to enhance the effectiveness of your fuzz tests, recommended for those looking to optimize their","    testing efforts.","","### Setting Up Your Local Environment","","Before contributing to fuzzing efforts, ensure Python and Docker are installed on your machine. Docker is required for","running fuzzers in containers provided by OSS-Fuzz and for safely executing test files directly. [Install Docker](https://docs.docker.com/get-docker/) following the official guide if you do not already have it.","","### Understanding Existing Fuzz Targets","","Review the `fuzz-targets/` directory to familiarize yourself with how existing tests are implemented. See","the [Files \u0026 Directories Overview](#files--directories-overview) for more details on the directory structure.","","### Contributing to Fuzz Tests","","Start by reviewing the [Atheris documentation][atheris-repo] and the section","on [Running Fuzzers Locally](#running-fuzzers-locally) to begin writing or improving fuzz tests.","","## Files \u0026 Directories Overview","","The `fuzzing/` directory is organized into three key areas:","","### Fuzz Targets (`fuzz-targets/`)","","Contains Python files for each fuzz test.","","**Things to Know**:","","- Each fuzz test targets a specific part of GitPython's functionality.","- Test files adhere to the naming convention: `fuzz_\u003cAPI Under Test\u003e.py`, where `\u003cAPI Under Test\u003e` indicates the","  functionality targeted by the test.","- Any functionality that involves performing operations on input data is a possible candidate for fuzz testing, but","  features that involve processing untrusted user input or parsing operations are typically going to be the most","  interesting.","- The goal of these tests is to identify previously unknown or unexpected error cases caused by a given input. For that","  reason, fuzz tests should gracefully handle anticipated exception cases with a `try`/`except` block to avoid false","  positives that halt the fuzzing engine.","","### OSS-Fuzz Scripts (`oss-fuzz-scripts/`)","","Includes scripts for building and integrating fuzz targets with OSS-Fuzz:","","- **`container-environment-bootstrap.sh`** - Sets up the execution environment. It is responsible for fetching default","  dictionary entries and ensuring all required build dependencies are installed and up-to-date.","- **`build.sh`** - Executed within the Docker container, this script builds fuzz targets with necessary instrumentation","  and prepares seed corpora and dictionaries for use.","","**Where to learn more:**","","- [OSS-Fuzz documentation on the build.sh](https://google.github.io/oss-fuzz/getting-started/new-project-guide/#buildsh)","- [See GitPython's build.sh and Dockerfile in the OSS-Fuzz repository](https://github.com/google/oss-fuzz/tree/master/projects/gitpython)","","### Local Development Helpers (`local-dev-helpers/`)","","Contains tools to make local development tasks easier.","See [the \"Running Fuzzers Locally\" section below](#running-fuzzers-locally) for further documentation and use cases related to files found here.","","## Running Fuzzers Locally","","\u003e [!WARNING]","\u003e **Some fuzz targets in this repository write to the filesystem** during execution.","\u003e For that reason, it is strongly recommended to **always use Docker when executing fuzz targets**, even when it may be","\u003e possible to do so without it.","\u003e","\u003e Although [I/O operations such as writing to disk are not considered best practice](https://github.com/google/fuzzing/blob/master/docs/good-fuzz-target.md#io), the current implementation of at least one test requires it. ","\u003e See [the \"Setting Up Your Local Environment\" section above](#setting-up-your-local-environment) if you do not already have Docker installed on your machine.","\u003e","\u003e PRs that replace disk I/O with in-memory alternatives are very much welcomed!","","### Direct Execution of Fuzz Targets","","Directly executing fuzz targets allows for quick iteration and testing of changes which can be helpful during early","development of new fuzz targets or for validating changes made to an existing test.","The [Dockerfile](./local-dev-helpers/Dockerfile) located in the `local-dev-helpers/` subdirectory provides a lightweight","container environment preconfigured with [Atheris][atheris-repo] that makes it easy to execute a fuzz target directly.","","**From the root directory of your GitPython repository clone**:","","1. Build the local development helper image:","","```shell","docker build -f fuzzing/local-dev-helpers/Dockerfile -t gitpython-fuzzdev .","```","","2. Then execute a fuzz target inside the image, for example:","","```shell"," docker run -it -v \"$PWD\":/src gitpython-fuzzdev python fuzzing/fuzz-targets/fuzz_config.py -atheris_runs=10000","```","","The above command executes [`fuzz_config.py`](./fuzz-targets/fuzz_config.py) and exits after `10000` runs, or earlier if","the fuzzer finds an error.","","Docker CLI's `-v` flag specifies a volume mount in Docker that maps the directory in which the command is run (which","should be the root directory of your local GitPython clone) to a directory inside the container, so any modifications","made between invocations will be reflected immediately without the need to rebuild the image each time.","","### Running OSS-Fuzz Locally","","This approach uses Docker images provided by OSS-Fuzz for building and running fuzz tests locally. It offers","comprehensive features but requires a local clone of the OSS-Fuzz repository and sufficient disk space for Docker","containers.","","#### Build the Execution Environment","","Clone the OSS-Fuzz repository and prepare the Docker environment:","","```shell","git clone --depth 1 https://github.com/google/oss-fuzz.git oss-fuzz","cd oss-fuzz","python infra/helper.py build_image gitpython","python infra/helper.py build_fuzzers --sanitizer address gitpython","```","","\u003e [!TIP]","\u003e The `build_fuzzers` command above accepts a local file path pointing to your GitPython repository clone as the last","\u003e argument.","\u003e This makes it easy to build fuzz targets you are developing locally in this repository without changing anything in","\u003e the OSS-Fuzz repo!","\u003e For example, if you have cloned this repository (or a fork of it) into: `~/code/GitPython`","\u003e Then running this command would build new or modified fuzz targets using the `~/code/GitPython/fuzzing/fuzz-targets`","\u003e directory:","\u003e ```shell","\u003e python infra/helper.py build_fuzzers --sanitizer address gitpython ~/code/GitPython","\u003e ```","","Verify the build of your fuzzers with the optional `check_build` command:","","```shell","python infra/helper.py check_build gitpython","```","","#### Run a Fuzz Target","","Setting an environment variable for the fuzz target argument of the execution command makes it easier to quickly select","a different target between runs:","","```shell","# specify the fuzz target without the .py extension:","export FUZZ_TARGET=fuzz_config","```","","Execute the desired fuzz target:","","```shell","python infra/helper.py run_fuzzer gitpython $FUZZ_TARGET -- -max_total_time=60 -print_final_stats=1","```","","\u003e [!TIP]","\u003e In the example above, the \"`-- -max_total_time=60 -print_final_stats=1`\" portion of the command is optional but quite","\u003e useful.","\u003e","\u003e Every argument provided after \"`--`\" in the above command is passed to the fuzzing engine directly. In this case:","\u003e - `-max_total_time=60` tells the LibFuzzer to stop execution after 60 seconds have elapsed.","\u003e - `-print_final_stats=1` tells the LibFuzzer to print a summary of useful metrics about the target run upon","    completion.","\u003e","\u003e But almost any [LibFuzzer option listed in the documentation](https://llvm.org/docs/LibFuzzer.html#options) should","\u003e work as well.","","#### Next Steps","","For detailed instructions on advanced features like reproducing OSS-Fuzz issues or using the Fuzz Introspector, refer","to [the official OSS-Fuzz documentation][oss-fuzz-docs].","","## LICENSE","","All files located within the `fuzzing/` directory are subject to [the same license](../LICENSE)","as [the other files in this repository](../README.md#license) with one exception:","","[`fuzz_config.py`](./fuzz-targets/fuzz_config.py) was migrated to this repository from the OSS-Fuzz project's repository","where it was originally created. As such, [`fuzz_config.py`](./fuzz-targets/fuzz_config.py) retains its original license","and copyright notice (Apache License, Version 2.0 and Copyright 2023 Google LLC respectively) as in a header","comment, followed by a notice stating that it has have been modified contributors to GitPython.","[LICENSE-APACHE](./LICENSE-APACHE) contains the original license used by the OSS-Fuzz project repository at the time the","file was migrated.","","[oss-fuzz-repo]: https://github.com/google/oss-fuzz","","[oss-fuzz-docs]: https://google.github.io/oss-fuzz","","[oss-fuzz-issue-tracker]: https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026can=1\u0026q=proj:gitpython","","[google-fuzzing-repo]: https://github.com/google/fuzzing","","[atheris-repo]: 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class="prc-TooltipV2-Tooltip-tLeuB" data-direction="nw" data-component="Tooltip" aria-hidden="true" id="_R_fkecpala9lik5_">Edit and raw actions</span></div></div></div></div><div></div></div><div class="BlobViewContent-module__blobContentWrapper__JS0W6"><section aria-labelledby="file-name-id-wide file-name-id-mobile" class="BlobContent-module__blobContentSection__VOgZq BlobContent-module__blobContentSectionMarkdown__mPLOK" style="margin-top:46px"><div class="js-snippet-clipboard-copy-unpositioned BlobContent-module__markdownBlob__T8jpG" data-hpc="true" containertiming="hpc"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Fuzzing GitPython</h1><a id="user-content-fuzzing-gitpython" class="anchor" aria-label="Permalink: Fuzzing GitPython" href="#fuzzing-gitpython"><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"><a href="https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened&amp;can=1&amp;q=proj:gitpython" rel="nofollow"><img src="https://camo.githubusercontent.com/18d10998c60ba479f95dcd60694272b2c013925c8f933cb161ad2f27341c5ab8/68747470733a2f2f6f73732d66757a7a2d6275696c642d6c6f67732e73746f726167652e676f6f676c65617069732e636f6d2f6261646765732f676974707974686f6e2e737667" alt="Fuzzing Status" data-canonical-src="https://oss-fuzz-build-logs.storage.googleapis.com/badges/gitpython.svg" style="max-width: 100%;"></a></p>
<p dir="auto">This directory contains files related to GitPython's suite of fuzz tests that are executed daily on automated
infrastructure provided by <a href="https://github.com/google/oss-fuzz">OSS-Fuzz</a>. This document aims to provide necessary information for working
with fuzzing in GitPython.</p>
<p dir="auto">The latest details regarding OSS-Fuzz test status, including build logs and coverage reports, is available
on <a href="https://introspector.oss-fuzz.com/project-profile?project=gitpython" rel="nofollow">the Open Source Fuzzing Introspection website</a>.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">How to Contribute</h2><a id="user-content-how-to-contribute" class="anchor" aria-label="Permalink: How to Contribute" href="#how-to-contribute"><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">There are many ways to contribute to GitPython's fuzzing efforts! Contributions are welcomed through issues,
discussions, or pull requests on this repository.</p>
<p dir="auto">Areas that are particularly appreciated include:</p>
<ul dir="auto">
<li><strong>Tackling the existing backlog of open issues</strong>. While fuzzing is an effective way to identify bugs, that information
isn't useful unless they are fixed. If you are not sure where to start, the issues tab is a great place to get ideas!</li>
<li><strong>Improvements to this (or other) documentation</strong> make it easier for new contributors to get involved, so even small
improvements can have a large impact over time. If you see something that could be made easier by a documentation
update of any size, please consider suggesting it!</li>
</ul>
<p dir="auto">For everything else, such as expanding test coverage, optimizing test performance, or enhancing error detection
capabilities, jump into the "Getting Started" section below.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Getting Started with Fuzzing GitPython</h2><a id="user-content-getting-started-with-fuzzing-gitpython" class="anchor" aria-label="Permalink: Getting Started with Fuzzing GitPython" href="#getting-started-with-fuzzing-gitpython"><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>
<div class="markdown-alert markdown-alert-tip" dir="auto"><p class="markdown-alert-title" dir="auto"><svg data-component="Octicon" class="octicon octicon-light-bulb mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z"></path></svg>Tip</p><p dir="auto"><strong>New to fuzzing or unfamiliar with OSS-Fuzz?</strong></p>
<p dir="auto">These resources are an excellent place to start:</p>
<ul dir="auto">
<li><a href="https://google.github.io/oss-fuzz" rel="nofollow">OSS-Fuzz documentation</a> - Continuous fuzzing service for open source software.</li>
<li><a href="https://github.com/google/fuzzing">Google/fuzzing</a> - Tutorials, examples, discussions, research proposals, and other resources
related to fuzzing.</li>
<li><a href="https://github.com/cncf/tag-security/blob/main/security-fuzzing-handbook/handbook-fuzzing.pdf">CNCF Fuzzing Handbook</a> -
A comprehensive guide for fuzzing open source software.</li>
<li><a href="https://chromium.googlesource.com/chromium/src/+/main/testing/libfuzzer/efficient_fuzzing.md" rel="nofollow">Efficient Fuzzing Guide by The Chromium Project</a> -
Explores strategies to enhance the effectiveness of your fuzz tests, recommended for those looking to optimize their
testing efforts.</li>
</ul>
</div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Setting Up Your Local Environment</h3><a id="user-content-setting-up-your-local-environment" class="anchor" aria-label="Permalink: Setting Up Your Local Environment" href="#setting-up-your-local-environment"><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 contributing to fuzzing efforts, ensure Python and Docker are installed on your machine. Docker is required for
running fuzzers in containers provided by OSS-Fuzz and for safely executing test files directly. <a href="https://docs.docker.com/get-docker/" rel="nofollow">Install Docker</a> following the official guide if you do not already have it.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Understanding Existing Fuzz Targets</h3><a id="user-content-understanding-existing-fuzz-targets" class="anchor" aria-label="Permalink: Understanding Existing Fuzz Targets" href="#understanding-existing-fuzz-targets"><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">Review the <code>fuzz-targets/</code> directory to familiarize yourself with how existing tests are implemented. See
the <a href="#files--directories-overview">Files &amp; Directories Overview</a> for more details on the directory structure.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Contributing to Fuzz Tests</h3><a id="user-content-contributing-to-fuzz-tests" class="anchor" aria-label="Permalink: Contributing to Fuzz Tests" href="#contributing-to-fuzz-tests"><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">Start by reviewing the <a href="https://github.com/google/atheris">Atheris documentation</a> and the section
on <a href="#running-fuzzers-locally">Running Fuzzers Locally</a> to begin writing or improving fuzz tests.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Files &amp; Directories Overview</h2><a id="user-content-files--directories-overview" class="anchor" aria-label="Permalink: Files &amp; Directories Overview" href="#files--directories-overview"><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 <code>fuzzing/</code> directory is organized into three key areas:</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Fuzz Targets (<code>fuzz-targets/</code>)</h3><a id="user-content-fuzz-targets-fuzz-targets" class="anchor" aria-label="Permalink: Fuzz Targets (fuzz-targets/)" href="#fuzz-targets-fuzz-targets"><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">Contains Python files for each fuzz test.</p>
<p dir="auto"><strong>Things to Know</strong>:</p>
<ul dir="auto">
<li>Each fuzz test targets a specific part of GitPython's functionality.</li>
<li>Test files adhere to the naming convention: <code>fuzz_&lt;API Under Test&gt;.py</code>, where <code>&lt;API Under Test&gt;</code> indicates the
functionality targeted by the test.</li>
<li>Any functionality that involves performing operations on input data is a possible candidate for fuzz testing, but
features that involve processing untrusted user input or parsing operations are typically going to be the most
interesting.</li>
<li>The goal of these tests is to identify previously unknown or unexpected error cases caused by a given input. For that
reason, fuzz tests should gracefully handle anticipated exception cases with a <code>try</code>/<code>except</code> block to avoid false
positives that halt the fuzzing engine.</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">OSS-Fuzz Scripts (<code>oss-fuzz-scripts/</code>)</h3><a id="user-content-oss-fuzz-scripts-oss-fuzz-scripts" class="anchor" aria-label="Permalink: OSS-Fuzz Scripts (oss-fuzz-scripts/)" href="#oss-fuzz-scripts-oss-fuzz-scripts"><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">Includes scripts for building and integrating fuzz targets with OSS-Fuzz:</p>
<ul dir="auto">
<li><strong><code>container-environment-bootstrap.sh</code></strong> - Sets up the execution environment. It is responsible for fetching default
dictionary entries and ensuring all required build dependencies are installed and up-to-date.</li>
<li><strong><code>build.sh</code></strong> - Executed within the Docker container, this script builds fuzz targets with necessary instrumentation
and prepares seed corpora and dictionaries for use.</li>
</ul>
<p dir="auto"><strong>Where to learn more:</strong></p>
<ul dir="auto">
<li><a href="https://google.github.io/oss-fuzz/getting-started/new-project-guide/#buildsh" rel="nofollow">OSS-Fuzz documentation on the build.sh</a></li>
<li><a href="https://github.com/google/oss-fuzz/tree/master/projects/gitpython">See GitPython's build.sh and Dockerfile in the OSS-Fuzz repository</a></li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Local Development Helpers (<code>local-dev-helpers/</code>)</h3><a id="user-content-local-development-helpers-local-dev-helpers" class="anchor" aria-label="Permalink: Local Development Helpers (local-dev-helpers/)" href="#local-development-helpers-local-dev-helpers"><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">Contains tools to make local development tasks easier.
See <a href="#running-fuzzers-locally">the "Running Fuzzers Locally" section below</a> for further documentation and use cases related to files found here.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Running Fuzzers Locally</h2><a id="user-content-running-fuzzers-locally" class="anchor" aria-label="Permalink: Running Fuzzers Locally" href="#running-fuzzers-locally"><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>
<div class="markdown-alert markdown-alert-warning" dir="auto"><p class="markdown-alert-title" dir="auto"><svg data-component="Octicon" class="octicon octicon-alert mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path></svg>Warning</p><p dir="auto"><strong>Some fuzz targets in this repository write to the filesystem</strong> during execution.
For that reason, it is strongly recommended to <strong>always use Docker when executing fuzz targets</strong>, even when it may be
possible to do so without it.</p>
<p dir="auto">Although <a href="https://github.com/google/fuzzing/blob/master/docs/good-fuzz-target.md#io">I/O operations such as writing to disk are not considered best practice</a>, the current implementation of at least one test requires it.
See <a href="#setting-up-your-local-environment">the "Setting Up Your Local Environment" section above</a> if you do not already have Docker installed on your machine.</p>
<p dir="auto">PRs that replace disk I/O with in-memory alternatives are very much welcomed!</p>
</div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Direct Execution of Fuzz Targets</h3><a id="user-content-direct-execution-of-fuzz-targets" class="anchor" aria-label="Permalink: Direct Execution of Fuzz Targets" href="#direct-execution-of-fuzz-targets"><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">Directly executing fuzz targets allows for quick iteration and testing of changes which can be helpful during early
development of new fuzz targets or for validating changes made to an existing test.
The <a href="/zerothi/GitPython/blob/main/fuzzing/local-dev-helpers/Dockerfile">Dockerfile</a> located in the <code>local-dev-helpers/</code> subdirectory provides a lightweight
container environment preconfigured with <a href="https://github.com/google/atheris">Atheris</a> that makes it easy to execute a fuzz target directly.</p>
<p dir="auto"><strong>From the root directory of your GitPython repository clone</strong>:</p>
<ol dir="auto">
<li>Build the local development helper image:</li>
</ol>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="docker build -f fuzzing/local-dev-helpers/Dockerfile -t gitpython-fuzzdev ."><pre>docker build -f fuzzing/local-dev-helpers/Dockerfile -t gitpython-fuzzdev <span class="pl-c1">.</span></pre></div>
<ol start="2" dir="auto">
<li>Then execute a fuzz target inside the image, for example:</li>
</ol>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content=" docker run -it -v &quot;$PWD&quot;:/src gitpython-fuzzdev python fuzzing/fuzz-targets/fuzz_config.py -atheris_runs=10000"><pre> docker run -it -v <span class="pl-s"><span class="pl-pds">"</span><span class="pl-smi">$PWD</span><span class="pl-pds">"</span></span>:/src gitpython-fuzzdev python fuzzing/fuzz-targets/fuzz_config.py -atheris_runs=10000</pre></div>
<p dir="auto">The above command executes <a href="/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py"><code>fuzz_config.py</code></a> and exits after <code>10000</code> runs, or earlier if
the fuzzer finds an error.</p>
<p dir="auto">Docker CLI's <code>-v</code> flag specifies a volume mount in Docker that maps the directory in which the command is run (which
should be the root directory of your local GitPython clone) to a directory inside the container, so any modifications
made between invocations will be reflected immediately without the need to rebuild the image each time.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running OSS-Fuzz Locally</h3><a id="user-content-running-oss-fuzz-locally" class="anchor" aria-label="Permalink: Running OSS-Fuzz Locally" href="#running-oss-fuzz-locally"><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">This approach uses Docker images provided by OSS-Fuzz for building and running fuzz tests locally. It offers
comprehensive features but requires a local clone of the OSS-Fuzz repository and sufficient disk space for Docker
containers.</p>
<div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Build the Execution Environment</h4><a id="user-content-build-the-execution-environment" class="anchor" aria-label="Permalink: Build the Execution Environment" href="#build-the-execution-environment"><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">Clone the OSS-Fuzz repository and prepare the Docker environment:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="git clone --depth 1 https://github.com/google/oss-fuzz.git oss-fuzz
cd oss-fuzz
python infra/helper.py build_image gitpython
python infra/helper.py build_fuzzers --sanitizer address gitpython"><pre>git clone --depth 1 https://github.com/google/oss-fuzz.git oss-fuzz
<span class="pl-c1">cd</span> oss-fuzz
python infra/helper.py build_image gitpython
python infra/helper.py build_fuzzers --sanitizer address gitpython</pre></div>
<div class="markdown-alert markdown-alert-tip" dir="auto"><p class="markdown-alert-title" dir="auto"><svg data-component="Octicon" class="octicon octicon-light-bulb mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z"></path></svg>Tip</p><p dir="auto">The <code>build_fuzzers</code> command above accepts a local file path pointing to your GitPython repository clone as the last
argument.
This makes it easy to build fuzz targets you are developing locally in this repository without changing anything in
the OSS-Fuzz repo!
For example, if you have cloned this repository (or a fork of it) into: <code>~/code/GitPython</code>
Then running this command would build new or modified fuzz targets using the <code>~/code/GitPython/fuzzing/fuzz-targets</code>
directory:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python infra/helper.py build_fuzzers --sanitizer address gitpython ~/code/GitPython"><pre>python infra/helper.py build_fuzzers --sanitizer address gitpython <span class="pl-k">~</span>/code/GitPython</pre></div>
</div>
<p dir="auto">Verify the build of your fuzzers with the optional <code>check_build</code> command:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python infra/helper.py check_build gitpython"><pre>python infra/helper.py check_build gitpython</pre></div>
<div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Run a Fuzz Target</h4><a id="user-content-run-a-fuzz-target" class="anchor" aria-label="Permalink: Run a Fuzz Target" href="#run-a-fuzz-target"><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">Setting an environment variable for the fuzz target argument of the execution command makes it easier to quickly select
a different target between runs:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# specify the fuzz target without the .py extension:
export FUZZ_TARGET=fuzz_config"><pre><span class="pl-c"><span class="pl-c">#</span> specify the fuzz target without the .py extension:</span>
<span class="pl-k">export</span> FUZZ_TARGET=fuzz_config</pre></div>
<p dir="auto">Execute the desired fuzz target:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python infra/helper.py run_fuzzer gitpython $FUZZ_TARGET -- -max_total_time=60 -print_final_stats=1"><pre>python infra/helper.py run_fuzzer gitpython <span class="pl-smi">$FUZZ_TARGET</span> -- -max_total_time=60 -print_final_stats=1</pre></div>
<div class="markdown-alert markdown-alert-tip" dir="auto"><p class="markdown-alert-title" dir="auto"><svg data-component="Octicon" class="octicon octicon-light-bulb mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z"></path></svg>Tip</p><p dir="auto">In the example above, the "<code>-- -max_total_time=60 -print_final_stats=1</code>" portion of the command is optional but quite
useful.</p>
<p dir="auto">Every argument provided after "<code>--</code>" in the above command is passed to the fuzzing engine directly. In this case:</p>
<ul dir="auto">
<li><code>-max_total_time=60</code> tells the LibFuzzer to stop execution after 60 seconds have elapsed.</li>
<li><code>-print_final_stats=1</code> tells the LibFuzzer to print a summary of useful metrics about the target run upon
completion.</li>
</ul>
<p dir="auto">But almost any <a href="https://llvm.org/docs/LibFuzzer.html#options" rel="nofollow">LibFuzzer option listed in the documentation</a> should
work as well.</p>
</div>
<div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Next Steps</h4><a id="user-content-next-steps" class="anchor" aria-label="Permalink: Next Steps" href="#next-steps"><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">For detailed instructions on advanced features like reproducing OSS-Fuzz issues or using the Fuzz Introspector, refer
to <a href="https://google.github.io/oss-fuzz" rel="nofollow">the official OSS-Fuzz documentation</a>.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">LICENSE</h2><a id="user-content-license" class="anchor" aria-label="Permalink: LICENSE" href="#license"><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">All files located within the <code>fuzzing/</code> directory are subject to <a href="/zerothi/GitPython/blob/main/LICENSE">the same license</a>
as <a href="/zerothi/GitPython/blob/main/README.md#license">the other files in this repository</a> with one exception:</p>
<p dir="auto"><a href="/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py"><code>fuzz_config.py</code></a> was migrated to this repository from the OSS-Fuzz project's repository
where it was originally created. As such, <a href="/zerothi/GitPython/blob/main/fuzzing/fuzz-targets/fuzz_config.py"><code>fuzz_config.py</code></a> retains its original license
and copyright notice (Apache License, Version 2.0 and Copyright 2023 Google LLC respectively) as in a header
comment, followed by a notice stating that it has have been modified contributors to GitPython.
<a href="/zerothi/GitPython/blob/main/fuzzing/LICENSE-APACHE">LICENSE-APACHE</a> contains the original license used by the OSS-Fuzz project repository at the time the
file was migrated.</p>
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