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data-md-component=sidebar data-md-type=toc> <div class=md-sidebar__scrollwrap> <div class=md-sidebar__inner> <nav class="md-nav md-nav--secondary" aria-label="On this page"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> On this page </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#what-was-done class=md-nav__link> <span class=md-ellipsis> What Was Done </span> </a> </li> <li class=md-nav__item> <a href=#key-findings class=md-nav__link> <span class=md-ellipsis> Key Findings </span> </a> <nav class=md-nav aria-label="Key Findings"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#major-evolution-discovery class=md-nav__link> <span class=md-ellipsis> Major Evolution Discovery </span> </a> </li> <li class=md-nav__item> <a href=#evolution-magnitude class=md-nav__link> <span class=md-ellipsis> Evolution Magnitude </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#new-documentation-created class=md-nav__link> <span class=md-ellipsis> New Documentation Created </span> </a> <nav class=md-nav aria-label="New Documentation Created"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#1-updated-onboarding-tutorial-part-1 class=md-nav__link> <span class=md-ellipsis> 1. Updated Onboarding Tutorial Part 1 </span> </a> </li> <li class=md-nav__item> <a href=#2-updated-onboarding-tutorial-part-2 class=md-nav__link> <span class=md-ellipsis> 2. Updated Onboarding Tutorial Part 2 </span> </a> </li> <li class=md-nav__item> <a href=#3-mvp-evolution-analysis class=md-nav__link> <span class=md-ellipsis> 3. MVP Evolution Analysis </span> </a> </li> <li class=md-nav__item> <a href=#4-mvp-2-evolution-analysis class=md-nav__link> <span class=md-ellipsis> 4. MVP 2 Evolution Analysis </span> </a> </li> <li class=md-nav__item> <a href=#5-updated-mvp-1-documentation class=md-nav__link> <span class=md-ellipsis> 5. Updated MVP 1 Documentation </span> </a> </li> <li class=md-nav__item> <a href=#6-updated-mvp-2-documentation class=md-nav__link> <span class=md-ellipsis> 6. Updated MVP 2 Documentation </span> </a> </li> <li class=md-nav__item> <a href=#7-summary-documents class=md-nav__link> <span class=md-ellipsis> 7. Summary Documents </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#key-technical-discoveries class=md-nav__link> <span class=md-ellipsis> Key Technical Discoveries </span> </a> <nav class=md-nav aria-label="Key Technical Discoveries"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#advanced-data-models-evolution class=md-nav__link> <span class=md-ellipsis> Advanced Data Models Evolution </span> </a> </li> <li class=md-nav__item> <a href=#sophisticated-planning-intelligence class=md-nav__link> <span class=md-ellipsis> Sophisticated Planning Intelligence </span> </a> </li> <li class=md-nav__item> <a href=#production-ready-ui-features class=md-nav__link> <span class=md-ellipsis> Production-Ready UI Features </span> </a> </li> <li class=md-nav__item> <a href=#real-production-features class=md-nav__link> <span class=md-ellipsis> Real Production Features </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#impact-on-learning-experience class=md-nav__link> <span class=md-ellipsis> Impact on Learning Experience </span> </a> <nav class=md-nav aria-label="Impact on Learning Experience"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#positive-impacts class=md-nav__link> <span class=md-ellipsis> Positive Impacts </span> </a> </li> <li class=md-nav__item> <a href=#challenges-addressed class=md-nav__link> <span class=md-ellipsis> Challenges Addressed </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#recommendations-implemented class=md-nav__link> <span class=md-ellipsis> Recommendations Implemented </span> </a> <nav class=md-nav aria-label="Recommendations Implemented"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#multi-level-documentation-approach class=md-nav__link> <span class=md-ellipsis> Multi-Level Documentation Approach </span> </a> </li> <li class=md-nav__item> <a href=#practical-learning-path class=md-nav__link> <span class=md-ellipsis> Practical Learning Path </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#files-updatedcreated class=md-nav__link> <span class=md-ellipsis> Files Updated/Created </span> </a> </li> <li class=md-nav__item> <a href=#next-steps-recommendations class=md-nav__link> <span class=md-ellipsis> Next Steps Recommendations </span> </a> <nav class=md-nav aria-label="Next Steps Recommendations"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#for-immediate-use class=md-nav__link> <span class=md-ellipsis> For Immediate Use </span> </a> </li> <li class=md-nav__item> <a href=#for-continued-evolution class=md-nav__link> <span class=md-ellipsis> For Continued Evolution </span> </a> </li> <li class=md-nav__item> <a href=#for-team-onboarding class=md-nav__link> <span class=md-ellipsis> For Team Onboarding </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#system-strengths-highlighted class=md-nav__link> <span class=md-ellipsis> System Strengths Highlighted </span> </a> <nav class=md-nav aria-label="System Strengths Highlighted"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#mvp-1-evolution-strengths class=md-nav__link> <span class=md-ellipsis> MVP 1 Evolution Strengths </span> </a> </li> <li class=md-nav__item> <a href=#mvp-2-evolution-strengths class=md-nav__link> <span class=md-ellipsis> MVP 2 Evolution Strengths </span> </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <a href=https://github.com/BasalGanglia/kgraph-mcp-hackathon/edit/main/docs/README-Documentation-Update.md title="Edit this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"/></svg> </a> <a href=https://github.com/BasalGanglia/kgraph-mcp-hackathon/raw/main/docs/README-Documentation-Update.md title="View source of this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17 18c.56 0 1 .44 1 1s-.44 1-1 1-1-.44-1-1 .44-1 1-1m0-3c-2.73 0-5.06 1.66-6 4 .94 2.34 3.27 4 6 4s5.06-1.66 6-4c-.94-2.34-3.27-4-6-4m0 6.5a2.5 2.5 0 0 1-2.5-2.5 2.5 2.5 0 0 1 2.5-2.5 2.5 2.5 0 0 1 2.5 2.5 2.5 2.5 0 0 1-2.5 2.5M9.27 20H6V4h7v5h5v4.07c.7.08 1.36.25 2 .49V8l-6-6H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h4.5a8.2 8.2 0 0 1-1.23-2"/></svg> </a> <h1 id=kgraph-mcp-documentation-update-summary>KGraph-MCP Documentation Update Summary<a class=headerlink href=#kgraph-mcp-documentation-update-summary title="Permanent link">¶</a></h1> <h2 id=what-was-done>What Was Done<a class=headerlink href=#what-was-done title="Permanent link">¶</a></h2> <p>I conducted a comprehensive analysis of your KGraph-MCP project comparing both the <strong>original MVP 1 and MVP 2 tutorial descriptions</strong> against the actual codebase implementation, and created updated documentation to reflect the real state of your sophisticated system.</p> <h2 id=key-findings>Key Findings<a class=headerlink href=#key-findings title="Permanent link">¶</a></h2> <h3 id=major-evolution-discovery>Major Evolution Discovery<a class=headerlink href=#major-evolution-discovery title="Permanent link">¶</a></h3> <p>Your project has evolved <strong>far beyond</strong> both the original MVP 1 and MVP 2 tutorial descriptions:</p> <ul> <li><strong>Original Tutorials</strong>: Simple MVP 1-2 concepts for tool discovery and basic prompt management</li> <li><strong>Actual Implementation</strong>: Sophisticated MVP 4+ multi-agent collaboration platform with production-ready features</li> </ul> <h3 id=evolution-magnitude>Evolution Magnitude<a class=headerlink href=#evolution-magnitude title="Permanent link">¶</a></h3> <table> <thead> <tr> <th>Aspect</th> <th>Original Tutorials</th> <th>Current</th> <th>Factor</th> </tr> </thead> <tbody> <tr> <td>Complexity</td> <td>MVP 1-2 only</td> <td>MVP 4+ features</td> <td>4x</td> </tr> <tr> <td>Data Models</td> <td>Basic MCPTool + simple MCPPrompt</td> <td>Advanced ontology with 15+ fields</td> <td>3x</td> </tr> <tr> <td>Capabilities</td> <td>Tool suggestions + basic prompts</td> <td>End-to-end execution + AI optimization</td> <td>5x</td> </tr> <tr> <td>Architecture</td> <td>Simple concepts</td> <td>FastAPI + Gradio + Multi-Agent</td> <td>4x</td> </tr> </tbody> </table> <h2 id=new-documentation-created>New Documentation Created<a class=headerlink href=#new-documentation-created title="Permanent link">¶</a></h2> <h3 id=1-updated-onboarding-tutorial-part-1>1. <a href=../user-guide/onboarding-tutorial-part1/ >Updated Onboarding Tutorial Part 1</a><a class=headerlink href=#1-updated-onboarding-tutorial-part-1 title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Comprehensive guide reflecting actual current system (MVP 1 context)</li> <li><strong>Audience</strong>: New developers joining the project</li> <li><strong>Content</strong>: Current system architecture, real data models, working examples</li> </ul> <h3 id=2-updated-onboarding-tutorial-part-2>2. <a href=../user-guide/onboarding-tutorial-part2-updated/ >Updated Onboarding Tutorial Part 2</a><a class=headerlink href=#2-updated-onboarding-tutorial-part-2 title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Comprehensive guide to prompt intelligence in current system (MVP 2 context)</li> <li><strong>Audience</strong>: Developers learning advanced planning features</li> <li><strong>Content</strong>: </li> <li>Sophisticated MCPPrompt ontology with 15+ fields</li> <li>Advanced PlannedStep objects with relevance scoring</li> <li>Multi-phase plan generation with intelligent ranking</li> <li>Rich UI display with context-aware helpers</li> <li>Production prompt library with real examples</li> </ul> <h3 id=3-mvp-evolution-analysis>3. <a href=../developer-guide/mvp-evolution-analysis/ >MVP Evolution Analysis</a><a class=headerlink href=#3-mvp-evolution-analysis title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Detailed comparison of MVP 1 tutorial vs reality</li> <li><strong>Content</strong>: Technical evolution patterns, architectural improvements</li> </ul> <h3 id=4-mvp-2-evolution-analysis>4. <a href=../developer-guide/mvp2-evolution-analysis/ >MVP 2 Evolution Analysis</a><a class=headerlink href=#4-mvp-2-evolution-analysis title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Detailed comparison of MVP 2 tutorial vs reality</li> <li><strong>Content</strong>: </li> <li>MCPPrompt evolution from 7 fields to 15+ fields</li> <li>Planning intelligence evolution to multi-phase processing</li> <li>UI sophistication with 5+ helper functions</li> <li>Production data quality improvements</li> </ul> <h3 id=5-updated-mvp-1-documentation>5. <a href=../mvp/mvp1/ >Updated MVP 1 Documentation</a><a class=headerlink href=#5-updated-mvp-1-documentation title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Show how MVP 1 concepts exist in current system</li> <li><strong>Content</strong>: Evolution pathway, testing instructions, comprehensive links</li> </ul> <h3 id=6-updated-mvp-2-documentation>6. <a href=../mvp/mvp2/ >Updated MVP 2 Documentation</a><a class=headerlink href=#6-updated-mvp-2-documentation title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Show how MVP 2 concepts exist in current system </li> <li><strong>Content</strong>: Advanced planning concepts, rich data examples, sophisticated features</li> </ul> <h3 id=7-summary-documents>7. <a href=./ >Summary Documents</a><a class=headerlink href=#7-summary-documents title="Permanent link">¶</a></h3> <ul> <li><strong>Purpose</strong>: Complete overview of documentation update work</li> <li><strong>Content</strong>: Technical discoveries, recommendations, impact analysis</li> </ul> <h2 id=key-technical-discoveries>Key Technical Discoveries<a class=headerlink href=#key-technical-discoveries title="Permanent link">¶</a></h2> <h3 id=advanced-data-models-evolution>Advanced Data Models Evolution<a class=headerlink href=#advanced-data-models-evolution title="Permanent link">¶</a></h3> <p>Your system evolved from simple concepts to sophisticated ontology:</p> <div class="language-python highlight"><pre><span></span><code><span id=__span-0-1><a id=__codelineno-0-1 name=__codelineno-0-1 href=#__codelineno-0-1></a><span class=c1># Current reality for MVP 2 (not in original tutorial):</span> | |
| </span><span id=__span-0-2><a id=__codelineno-0-2 name=__codelineno-0-2 href=#__codelineno-0-2></a><span class=nd>@dataclass</span> | |
| </span><span id=__span-0-3><a id=__codelineno-0-3 name=__codelineno-0-3 href=#__codelineno-0-3></a><span class=k>class</span><span class=w> </span><span class=nc>MCPPrompt</span><span class=p>:</span> | |
| </span><span id=__span-0-4><a id=__codelineno-0-4 name=__codelineno-0-4 href=#__codelineno-0-4></a> <span class=c1># Core fields (7 in tutorial)</span> | |
| </span><span id=__span-0-5><a id=__codelineno-0-5 name=__codelineno-0-5 href=#__codelineno-0-5></a> <span class=n>prompt_id</span><span class=p>:</span> <span class=nb>str</span> | |
| </span><span id=__span-0-6><a id=__codelineno-0-6 name=__codelineno-0-6 href=#__codelineno-0-6></a> <span class=n>name</span><span class=p>:</span> <span class=nb>str</span> | |
| </span><span id=__span-0-7><a id=__codelineno-0-7 name=__codelineno-0-7 href=#__codelineno-0-7></a> <span class=n>description</span><span class=p>:</span> <span class=nb>str</span> | |
| </span><span id=__span-0-8><a id=__codelineno-0-8 name=__codelineno-0-8 href=#__codelineno-0-8></a> <span class=n>target_tool_id</span><span class=p>:</span> <span class=nb>str</span> | |
| </span><span id=__span-0-9><a id=__codelineno-0-9 name=__codelineno-0-9 href=#__codelineno-0-9></a> <span class=n>template_string</span><span class=p>:</span> <span class=nb>str</span> | |
| </span><span id=__span-0-10><a id=__codelineno-0-10 name=__codelineno-0-10 href=#__codelineno-0-10></a> <span class=n>tags</span><span class=p>:</span> <span class=nb>list</span><span class=p>[</span><span class=nb>str</span><span class=p>]</span> <span class=o>=</span> <span class=n>field</span><span class=p>(</span><span class=n>default_factory</span><span class=o>=</span><span class=nb>list</span><span class=p>)</span> | |
| </span><span id=__span-0-11><a id=__codelineno-0-11 name=__codelineno-0-11 href=#__codelineno-0-11></a> <span class=n>input_variables</span><span class=p>:</span> <span class=nb>list</span><span class=p>[</span><span class=nb>str</span><span class=p>]</span> <span class=o>=</span> <span class=n>field</span><span class=p>(</span><span class=n>default_factory</span><span class=o>=</span><span class=nb>list</span><span class=p>)</span> | |
| </span><span id=__span-0-12><a id=__codelineno-0-12 name=__codelineno-0-12 href=#__codelineno-0-12></a> | |
| </span><span id=__span-0-13><a id=__codelineno-0-13 name=__codelineno-0-13 href=#__codelineno-0-13></a> <span class=c1># Advanced features (8 additional fields beyond tutorial)</span> | |
| </span><span id=__span-0-14><a id=__codelineno-0-14 name=__codelineno-0-14 href=#__codelineno-0-14></a> <span class=n>use_case</span><span class=p>:</span> <span class=nb>str</span> <span class=o>=</span> <span class=s2>""</span> | |
| </span><span id=__span-0-15><a id=__codelineno-0-15 name=__codelineno-0-15 href=#__codelineno-0-15></a> <span class=n>difficulty_level</span><span class=p>:</span> <span class=nb>str</span> <span class=o>=</span> <span class=s2>"beginner"</span> | |
| </span><span id=__span-0-16><a id=__codelineno-0-16 name=__codelineno-0-16 href=#__codelineno-0-16></a> <span class=n>example_inputs</span><span class=p>:</span> <span class=nb>dict</span><span class=p>[</span><span class=nb>str</span><span class=p>,</span> <span class=nb>str</span><span class=p>]</span> <span class=o>=</span> <span class=n>field</span><span class=p>(</span><span class=n>default_factory</span><span class=o>=</span><span class=nb>dict</span><span class=p>)</span> | |
| </span><span id=__span-0-17><a id=__codelineno-0-17 name=__codelineno-0-17 href=#__codelineno-0-17></a> <span class=n>preferred_model_hints</span><span class=p>:</span> <span class=nb>list</span><span class=p>[</span><span class=nb>str</span><span class=p>]</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=n>field</span><span class=p>(</span><span class=n>default_factory</span><span class=o>=</span><span class=nb>list</span><span class=p>)</span> | |
| </span><span id=__span-0-18><a id=__codelineno-0-18 name=__codelineno-0-18 href=#__codelineno-0-18></a> <span class=n>cost_priority_score</span><span class=p>:</span> <span class=nb>float</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span> | |
| </span><span id=__span-0-19><a id=__codelineno-0-19 name=__codelineno-0-19 href=#__codelineno-0-19></a> <span class=n>speed_priority_score</span><span class=p>:</span> <span class=nb>float</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span> | |
| </span><span id=__span-0-20><a id=__codelineno-0-20 name=__codelineno-0-20 href=#__codelineno-0-20></a> <span class=n>intelligence_priority_score</span><span class=p>:</span> <span class=nb>float</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span> | |
| </span><span id=__span-0-21><a id=__codelineno-0-21 name=__codelineno-0-21 href=#__codelineno-0-21></a> <span class=c1># ... plus more AI optimization fields</span> | |
| </span><span id=__span-0-22><a id=__codelineno-0-22 name=__codelineno-0-22 href=#__codelineno-0-22></a> | |
| </span><span id=__span-0-23><a id=__codelineno-0-23 name=__codelineno-0-23 href=#__codelineno-0-23></a> <span class=k>def</span><span class=w> </span><span class=nf>__post_init__</span><span class=p>(</span><span class=bp>self</span><span class=p>)</span> <span class=o>-></span> <span class=kc>None</span><span class=p>:</span> | |
| </span><span id=__span-0-24><a id=__codelineno-0-24 name=__codelineno-0-24 href=#__codelineno-0-24></a><span class=w> </span><span class=sd>"""Comprehensive validation (not in tutorial)"""</span> | |
| </span></code></pre></div> <h3 id=sophisticated-planning-intelligence>Sophisticated Planning Intelligence<a class=headerlink href=#sophisticated-planning-intelligence title="Permanent link">¶</a></h3> <p>Your planning evolved from basic concepts to multi-phase intelligence:</p> <p><strong>Original Tutorial Vision</strong>: Simple tool → prompt matching <strong>Current Reality</strong>: 5-phase processing with: - Query embedding with fallbacks - Intelligent tool discovery<br> - Advanced prompt selection with semantic similarity - Multi-factor relevance scoring - Intelligent ranking with difficulty weighting</p> <h3 id=production-ready-ui-features>Production-Ready UI Features<a class=headerlink href=#production-ready-ui-features title="Permanent link">¶</a></h3> <p>Your UI evolved from basic JSON to sophisticated UX:</p> <p><strong>Original Tutorial</strong>: Simple display of tool and prompt details <strong>Current Reality</strong>: Rich UX with: - Context-aware descriptions for 30+ variable patterns - Complexity analysis with estimated setup times - Visual indicators with emojis and status colors - Step-by-step usage guides - Enhanced examples with realistic sample data - 5+ sophisticated helper functions</p> <h3 id=real-production-features>Real Production Features<a class=headerlink href=#real-production-features title="Permanent link">¶</a></h3> <ul> <li><strong>Real OpenAI API integration</strong> (not mock embeddings)</li> <li><strong>8 sophisticated prompts</strong> with difficulty levels and examples </li> <li><strong>MCP server communication</strong> (actual HTTP calls)</li> <li><strong>FastAPI backend</strong> (production architecture)</li> <li><strong>Multi-agent system</strong> (planner + executor)</li> <li><strong>Advanced error handling</strong> (retry mechanisms, categorization)</li> </ul> <h2 id=impact-on-learning-experience>Impact on Learning Experience<a class=headerlink href=#impact-on-learning-experience title="Permanent link">¶</a></h2> <h3 id=positive-impacts>Positive Impacts<a class=headerlink href=#positive-impacts title="Permanent link">¶</a></h3> <ol> <li><strong>More Realistic</strong>: Learners see a production-ready system</li> <li><strong>Comprehensive</strong>: Full pipeline from planning to execution</li> <li><strong>Current Standards</strong>: Modern AI orchestration patterns</li> <li><strong>Multiple MVPs</strong>: Understanding of evolution progression</li> </ol> <h3 id=challenges-addressed>Challenges Addressed<a class=headerlink href=#challenges-addressed title="Permanent link">¶</a></h3> <ol> <li><strong>Complexity Gap</strong>: Bridged tutorial vs reality gap for both MVP 1 and MVP 2</li> <li><strong>Missing Context</strong>: Explained evolution rationale</li> <li><strong>Learning Path</strong>: Created structured progression through advanced concepts</li> </ol> <h2 id=recommendations-implemented>Recommendations Implemented<a class=headerlink href=#recommendations-implemented title="Permanent link">¶</a></h2> <h3 id=multi-level-documentation-approach>Multi-Level Documentation Approach<a class=headerlink href=#multi-level-documentation-approach title="Permanent link">¶</a></h3> <ul> <li><strong>Level 1</strong>: Conceptual overviews (updated tutorials for MVP 1 & 2)</li> <li><strong>Level 2</strong>: Current system deep dives</li> <li><strong>Level 3</strong>: Evolution analysis and patterns</li> </ul> <h3 id=practical-learning-path>Practical Learning Path<a class=headerlink href=#practical-learning-path title="Permanent link">¶</a></h3> <ol> <li>Start with current system overview (Part 1 & 2 tutorials)</li> <li>Understand evolution context (evolution analyses)</li> <li>Hands-on exploration with working system</li> <li>Deep dive into specific advanced components</li> </ol> <h2 id=files-updatedcreated>Files Updated/Created<a class=headerlink href=#files-updatedcreated title="Permanent link">¶</a></h2> <div class="language-text highlight"><pre><span></span><code><span id=__span-1-1><a id=__codelineno-1-1 name=__codelineno-1-1 href=#__codelineno-1-1></a>docs/ | |
| </span><span id=__span-1-2><a id=__codelineno-1-2 name=__codelineno-1-2 href=#__codelineno-1-2></a>├── user-guide/ | |
| </span><span id=__span-1-3><a id=__codelineno-1-3 name=__codelineno-1-3 href=#__codelineno-1-3></a>│ ├── onboarding-tutorial-part1.md # NEW: Current system guide (MVP 1 context) | |
| </span><span id=__span-1-4><a id=__codelineno-1-4 name=__codelineno-1-4 href=#__codelineno-1-4></a>│ └── onboarding-tutorial-part2-updated.md # NEW: Current system guide (MVP 2 context) | |
| </span><span id=__span-1-5><a id=__codelineno-1-5 name=__codelineno-1-5 href=#__codelineno-1-5></a>├── developer-guide/ | |
| </span><span id=__span-1-6><a id=__codelineno-1-6 name=__codelineno-1-6 href=#__codelineno-1-6></a>│ ├── mvp-evolution-analysis.md # NEW: MVP 1 tutorial vs reality analysis | |
| </span><span id=__span-1-7><a id=__codelineno-1-7 name=__codelineno-1-7 href=#__codelineno-1-7></a>│ └── mvp2-evolution-analysis.md # NEW: MVP 2 tutorial vs reality analysis | |
| </span><span id=__span-1-8><a id=__codelineno-1-8 name=__codelineno-1-8 href=#__codelineno-1-8></a>├── mvp/ | |
| </span><span id=__span-1-9><a id=__codelineno-1-9 name=__codelineno-1-9 href=#__codelineno-1-9></a>│ ├── mvp1.md # UPDATED: MVP 1 in current context | |
| </span><span id=__span-1-10><a id=__codelineno-1-10 name=__codelineno-1-10 href=#__codelineno-1-10></a>│ └── mvp2.md # UPDATED: MVP 2 in current context | |
| </span><span id=__span-1-11><a id=__codelineno-1-11 name=__codelineno-1-11 href=#__codelineno-1-11></a>└── README-Documentation-Update.md # NEW: This comprehensive summary | |
| </span></code></pre></div> <h2 id=next-steps-recommendations>Next Steps Recommendations<a class=headerlink href=#next-steps-recommendations title="Permanent link">¶</a></h2> <h3 id=for-immediate-use>For Immediate Use<a class=headerlink href=#for-immediate-use title="Permanent link">¶</a></h3> <ol> <li><strong>Review</strong> the new documentation for accuracy</li> <li><strong>Test</strong> the tutorials with new team members</li> <li><strong>Validate</strong> technical details against your roadmap</li> </ol> <h3 id=for-continued-evolution>For Continued Evolution<a class=headerlink href=#for-continued-evolution title="Permanent link">¶</a></h3> <ol> <li><strong>Update</strong> as system evolves beyond MVP 4+</li> <li><strong>Create</strong> similar analyses for MVP 3, 4, 5 individually</li> <li><strong>Document</strong> decision points and architectural choices</li> </ol> <h3 id=for-team-onboarding>For Team Onboarding<a class=headerlink href=#for-team-onboarding title="Permanent link">¶</a></h3> <ol> <li><strong>Use</strong> the updated tutorials as primary onboarding resource</li> <li><strong>Supplement</strong> with hands-on exercises using current system</li> <li><strong>Track</strong> feedback and iterate on documentation</li> </ol> <h2 id=system-strengths-highlighted>System Strengths Highlighted<a class=headerlink href=#system-strengths-highlighted title="Permanent link">¶</a></h2> <p>Your project demonstrates excellent software evolution across both MVP 1 and MVP 2:</p> <ol> <li><strong>Started Simple</strong>: MVP 1-2 concepts provided solid foundation</li> <li><strong>Evolved Pragmatically</strong>: Each addition solved real problems </li> <li><strong>Maintained Quality</strong>: Clean architecture despite increased complexity</li> <li><strong>Delivered Value</strong>: Production-ready utility with sophisticated features</li> </ol> <h3 id=mvp-1-evolution-strengths>MVP 1 Evolution Strengths<a class=headerlink href=#mvp-1-evolution-strengths title="Permanent link">¶</a></h3> <ul> <li><strong>Semantic Tool Discovery</strong> → <strong>Advanced Multi-Agent Planning</strong></li> <li><strong>Basic Embeddings</strong> → <strong>Real OpenAI Integration</strong></li> <li><strong>Simple UI</strong> → <strong>Multi-tab Production Interface</strong></li> </ul> <h3 id=mvp-2-evolution-strengths>MVP 2 Evolution Strengths<a class=headerlink href=#mvp-2-evolution-strengths title="Permanent link">¶</a></h3> <ul> <li><strong>Basic Prompt Templates</strong> → <strong>Sophisticated Ontology with AI Optimization</strong></li> <li><strong>Simple Tool-Prompt Matching</strong> → <strong>Multi-phase Intelligent Planning</strong></li> <li><strong>Basic UI Display</strong> → <strong>Rich Context-aware UX with Helper Functions</strong></li> </ul> <p>The evolution from tutorial concepts to current reality shows a project that successfully transitioned from proof-of-concept to production platform while maintaining core vision.</p> <hr> <p><strong>Bottom Line</strong>: Your KGraph-MCP project is significantly more advanced and production-ready than both the original MVP 1 and MVP 2 tutorials suggested. The new documentation reflects this reality and provides appropriate learning resources for the sophisticated system you've built, covering both the foundational tool discovery (MVP 1) and advanced prompt intelligence (MVP 2) as they exist in your current platform. </p> <aside class=md-source-file> <span class=md-source-file__fact> <span class=md-icon title="Last update"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="June 10, 2025 05:58:28 UTC">June 10, 2025</span> </span> </aside> </article> </div> <script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type=button class="md-top md-icon" data-md-component=top hidden> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class=md-footer> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> <div class=md-copyright__highlight> Copyright © 2024 KGraph-MCP Development Team - 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