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class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/rob/CmdForge/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Ideas & Exploration</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Ideas & Exploration</h1></header>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="completed">Completed<a href="#completed" class="hash-link" aria-label="Direct link to Completed" title="Direct link to Completed" translate="no"></a></h2>
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<ul class="contains-task-list containsTaskList_mC6p">
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool marketplace design #medium</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool search and filtering #medium</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->User tool ratings/reviews #low</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool composition and chaining #medium</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool testing framework #medium</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Provider auto-detection #low</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool templates/scaffolding (wizards + guided creation) #medium</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->MCP client + server integration</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Agent Skills standard (SKILL.md + per-provider skills)</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Tool contracts (input_schema / output_schema)</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Deterministic contract conformance testing</li>
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<li class="task-list-item"><input type="checkbox" disabled="" checked=""> <!-- -->Registry-aware cf picker</li>
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</ul>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="future-ideas">Future Ideas<a href="#future-ideas" class="hash-link" aria-label="Direct link to Future Ideas" title="Direct link to Future Ideas" translate="no"></a></h2>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="live-evaluation">Live evaluation<a href="#live-evaluation" class="hash-link" aria-label="Direct link to Live evaluation" title="Direct link to Live evaluation" translate="no"></a></h3>
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<p>Run a tool with multiple real providers and compare outputs. Feed results into
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the quality scoring engine. Tells users which provider works best for each
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tool.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="parallel-step-execution">Parallel step execution<a href="#parallel-step-execution" class="hash-link" aria-label="Direct link to Parallel step execution" title="Direct link to Parallel step execution" translate="no"></a></h3>
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<p>Run independent steps concurrently. The contract system knows which steps
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depend on which variables — auto-parallelize to cut wall-clock time.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="contract-driven-composition">Contract-driven composition<a href="#contract-driven-composition" class="hash-link" aria-label="Direct link to Contract-driven composition" title="Direct link to Contract-driven composition" translate="no"></a></h3>
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<p>When building a tool, suggest downstream tools whose input contracts match the
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current tool's output contract. Surface compatible tools from local and
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registry.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="conditional-routing">Conditional routing<a href="#conditional-routing" class="hash-link" aria-label="Direct link to Conditional routing" title="Direct link to Conditional routing" translate="no"></a></h3>
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<p>Declarative step routing based on output properties (e.g., "if confidence is
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low, retry with a more capable provider") without writing Python logic.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="issue-based-improvement-loop">Issue-based improvement loop<a href="#issue-based-improvement-loop" class="hash-link" aria-label="Direct link to Issue-based improvement loop" title="Direct link to Issue-based improvement loop" translate="no"></a></h3>
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<p><code>cf --issue "description"</code> captures tool name, version, input size, execution
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time, and error output into <code>~/.cmdforge/<tool>/issues/</code>. The improvement
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engine (M9.2) correlates issues with scrutiny findings and suggests specific
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fixes. Reviewable via <code>cmdforge review <tool></code>.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="natural-language-tool-creation-medium">Natural language tool creation #medium<a href="#natural-language-tool-creation-medium" class="hash-link" aria-label="Direct link to Natural language tool creation #medium" title="Direct link to Natural language tool creation #medium" translate="no"></a></h3>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="vs-code-extension-low">VS Code extension #low<a href="#vs-code-extension-low" class="hash-link" aria-label="Direct link to VS Code extension #low" title="Direct link to VS Code extension #low" translate="no"></a></h3>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="tool-usage-analytics-low">Tool usage analytics #low<a href="#tool-usage-analytics-low" class="hash-link" aria-label="Direct link to Tool usage analytics #low" title="Direct link to Tool usage analytics #low" translate="no"></a></h3>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="plugin-architecture-design-medium">Plugin architecture design #medium<a href="#plugin-architecture-design-medium" class="hash-link" aria-label="Direct link to Plugin architecture design #medium" title="Direct link to Plugin architecture design #medium" translate="no"></a></h3>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="mobile-companion-app-low">Mobile companion app #low<a href="#mobile-companion-app-low" class="hash-link" aria-label="Direct link to Mobile companion app #low" title="Direct link to Mobile companion app #low" translate="no"></a></h3></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/rob/CmdForge/goals/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Goals</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/rob/CmdForge/milestones/"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Milestones</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#completed" class="table-of-contents__link toc-highlight">Completed</a></li><li><a href="#future-ideas" class="table-of-contents__link toc-highlight">Future Ideas</a><ul><li><a href="#live-evaluation" class="table-of-contents__link toc-highlight">Live evaluation</a></li><li><a href="#parallel-step-execution" class="table-of-contents__link toc-highlight">Parallel step execution</a></li><li><a href="#contract-driven-composition" class="table-of-contents__link toc-highlight">Contract-driven composition</a></li><li><a href="#conditional-routing" class="table-of-contents__link toc-highlight">Conditional routing</a></li><li><a href="#issue-based-improvement-loop" class="table-of-contents__link toc-highlight">Issue-based improvement loop</a></li><li><a href="#natural-language-tool-creation-medium" class="table-of-contents__link toc-highlight">Natural language tool creation #medium</a></li><li><a href="#vs-code-extension-low" class="table-of-contents__link toc-highlight">VS Code extension #low</a></li><li><a href="#tool-usage-analytics-low" class="table-of-contents__link toc-highlight">Tool usage analytics #low</a></li><li><a href="#plugin-architecture-design-medium" class="table-of-contents__link toc-highlight">Plugin architecture design #medium</a></li><li><a href="#mobile-companion-app-low" class="table-of-contents__link toc-highlight">Mobile companion app #low</a></li></ul></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title">Docs</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/rob/CmdForge/">Overview</a></li></ul></div><div class="theme-layout-footer-column col footer__col"><div class="footer__title">More</div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://gitea.brrd.tech/rob/CmdForge" target="_blank" rel="noopener noreferrer" class="footer__link-item">Gitea<svg width="13.5" height="13.5" aria-label="(opens in new tab)" class="iconExternalLink_nPIU"><use href="#theme-svg-external-link"></use></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">CmdForge Documentation</div></div></div></footer></div>
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