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Apple ef3473db21 snapshot: NODE1 production state 2026-02-09 
Complete snapshot of /opt/microdao-daarion/ from NODE1 (144.76.224.179).
This represents the actual running production code that has diverged
significantly from the previous main branch.

Key changes from old main:
- Gateway (http_api.py): expanded from ~40KB to 164KB with full agent support
- Router: new /v1/agents/{id}/infer endpoint with vision + DeepSeek routing
- Behavior Policy: SOWA v2.2 (3-level: FULL/ACK/SILENT)
- Agent Registry: config/agent_registry.yml as single source of truth
- 13 agents configured (was 3)
- Memory service integration
- CrewAI teams and roles

Excluded from snapshot: venv/, .env, data/, backups, .tgz archives

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-02-09 08:46:46 -08:00

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1. Dify as UI for microDAO Operations
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Test OpenAI-Compatible Endpoint
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<h1 id="dify-integration-guide">Dify Integration Guide<a class="headerlink" href="#dify-integration-guide" title="Permanent link">&para;</a></h1>
<p><strong>Use DAGI Router as LLM backend for Dify</strong></p>
<p><strong>Status</strong>: Planned<br />
<strong>Version</strong>: 0.3.0 (planned)<br />
<strong>Last Updated</strong>: 2024-11-15</p>
<hr />
<h2 id="overview">🎯 Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>DAGI Router can serve as a custom LLM backend for <a href="https://dify.ai">Dify</a>, enabling:
- <strong>Multi-provider routing</strong>: Route to Ollama, OpenAI, DeepSeek based on rules
- <strong>DevTools integration</strong>: File operations, test execution from Dify workflows
- <strong>CrewAI workflows</strong>: Multi-agent orchestration triggered from Dify
- <strong>RBAC enforcement</strong>: microDAO permissions in Dify apps</p>
<hr />
<h2 id="architecture">🏗️ Architecture<a class="headerlink" href="#architecture" title="Permanent link">&para;</a></h2>
<div class="codehilite"><pre><span></span><code>┌──────────────┐
│ Dify UI │
└──────┬───────┘
│
↓
┌──────────────────┐
│ Dify Backend │
└──────┬───────────┘
│ HTTP POST /v1/chat/completions
↓
┌─────────────────────────────────┐
│ DAGI Router (:9102) │
│ - Convert Dify → DAGI format │
│ - Route to LLM/DevTools/CrewAI │
│ - Convert DAGI → Dify format │
└──────┬──────────────────────────┘
│
├──&gt; Ollama (qwen3:8b)
├──&gt; DevTools (:8008)
└──&gt; CrewAI (:9010)
</code></pre></div>
<hr />
<h2 id="prerequisites">📋 Prerequisites<a class="headerlink" href="#prerequisites" title="Permanent link">&para;</a></h2>
<ul>
<li>DAGI Stack v0.2.0+ deployed and running</li>
<li>Dify v0.6.0+ installed (self-hosted or cloud)</li>
<li>Access to Dify admin panel</li>
</ul>
<hr />
<h2 id="setup">🚀 Setup<a class="headerlink" href="#setup" title="Permanent link">&para;</a></h2>
<h3 id="step-1-add-openai-compatible-endpoint-to-dagi-router">Step 1: Add OpenAI-Compatible Endpoint to DAGI Router<a class="headerlink" href="#step-1-add-openai-compatible-endpoint-to-dagi-router" title="Permanent link">&para;</a></h3>
<p>Create adapter endpoint in <code>router_app.py</code>:</p>
<div class="codehilite"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span>
<span class="k">class</span><span class="w"> </span><span class="nc">DifyMessage</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
<span class="n">role</span><span class="p">:</span> <span class="nb">str</span>
<span class="n">content</span><span class="p">:</span> <span class="nb">str</span>
<span class="k">class</span><span class="w"> </span><span class="nc">DifyRequest</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
<span class="n">model</span><span class="p">:</span> <span class="nb">str</span>
<span class="n">messages</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">DifyMessage</span><span class="p">]</span>
<span class="n">temperature</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.7</span>
<span class="n">max_tokens</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">stream</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
<span class="k">class</span><span class="w"> </span><span class="nc">DifyResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
<span class="nb">id</span><span class="p">:</span> <span class="nb">str</span>
<span class="nb">object</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;chat.completion&quot;</span>
<span class="n">created</span><span class="p">:</span> <span class="nb">int</span>
<span class="n">model</span><span class="p">:</span> <span class="nb">str</span>
<span class="n">choices</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">dict</span><span class="p">]</span>
<span class="n">usage</span><span class="p">:</span> <span class="nb">dict</span>
<span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">&quot;/v1/chat/completions&quot;</span><span class="p">)</span>
<span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">dify_compatible</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">DifyRequest</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> OpenAI-compatible endpoint for Dify integration</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">uuid</span>
<span class="c1"># Convert Dify messages → DAGI prompt</span>
<span class="n">prompt</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span>
<span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">msg</span><span class="o">.</span><span class="n">role</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">msg</span><span class="o">.</span><span class="n">content</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">msg</span> <span class="ow">in</span> <span class="n">request</span><span class="o">.</span><span class="n">messages</span>
<span class="p">])</span>
<span class="c1"># Create DAGI request</span>
<span class="n">dagi_request</span> <span class="o">=</span> <span class="p">{</span>
<span class="s2">&quot;prompt&quot;</span><span class="p">:</span> <span class="n">prompt</span><span class="p">,</span>
<span class="s2">&quot;mode&quot;</span><span class="p">:</span> <span class="s2">&quot;chat&quot;</span><span class="p">,</span>
<span class="s2">&quot;metadata&quot;</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">&quot;model&quot;</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">model</span><span class="p">,</span>
<span class="s2">&quot;temperature&quot;</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">temperature</span><span class="p">,</span>
<span class="s2">&quot;max_tokens&quot;</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">max_tokens</span>
<span class="p">}</span>
<span class="p">}</span>
<span class="c1"># Route through DAGI</span>
<span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">router</span><span class="o">.</span><span class="n">handle</span><span class="p">(</span><span class="n">dagi_request</span><span class="p">)</span>
<span class="c1"># Convert to Dify/OpenAI format</span>
<span class="k">return</span> <span class="n">DifyResponse</span><span class="p">(</span>
<span class="nb">id</span><span class="o">=</span><span class="sa">f</span><span class="s2">&quot;chatcmpl-</span><span class="si">{</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid4</span><span class="p">()</span><span class="o">.</span><span class="n">hex</span><span class="p">[:</span><span class="mi">8</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
<span class="n">created</span><span class="o">=</span><span class="nb">int</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()),</span>
<span class="n">model</span><span class="o">=</span><span class="n">request</span><span class="o">.</span><span class="n">model</span><span class="p">,</span>
<span class="n">choices</span><span class="o">=</span><span class="p">[{</span>
<span class="s2">&quot;index&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
<span class="s2">&quot;message&quot;</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;assistant&quot;</span><span class="p">,</span>
<span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;response&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
<span class="p">},</span>
<span class="s2">&quot;finish_reason&quot;</span><span class="p">:</span> <span class="s2">&quot;stop&quot;</span>
<span class="p">}],</span>
<span class="n">usage</span><span class="o">=</span><span class="p">{</span>
<span class="s2">&quot;prompt_tokens&quot;</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">prompt</span><span class="o">.</span><span class="n">split</span><span class="p">()),</span>
<span class="s2">&quot;completion_tokens&quot;</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;response&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">()),</span>
<span class="s2">&quot;total_tokens&quot;</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">prompt</span><span class="o">.</span><span class="n">split</span><span class="p">())</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;response&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">())</span>
<span class="p">}</span>
<span class="p">)</span>
</code></pre></div>
<p><strong>Restart Router:</strong></p>
<div class="codehilite"><pre><span></span><code>docker-compose<span class="w"> </span>restart<span class="w"> </span>router
</code></pre></div>
<hr />
<h3 id="step-2-configure-dify-to-use-dagi-router">Step 2: Configure Dify to Use DAGI Router<a class="headerlink" href="#step-2-configure-dify-to-use-dagi-router" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Open Dify Admin Panel</strong></li>
<li>
<p>Navigate to Settings → Model Providers</p>
</li>
<li>
<p><strong>Add Custom Provider</strong>
<code>Provider Name: DAGI Router
Provider Type: OpenAI-compatible
Base URL: http://localhost:9102/v1
API Key: (optional, leave blank or use dummy)
Model: dagi-stack</code></p>
</li>
<li>
<p><strong>Test Connection</strong></p>
</li>
<li>Click "Test" button</li>
<li>
<p>Expected: Connection successful</p>
</li>
<li>
<p><strong>Set as Default Provider</strong></p>
</li>
<li>Enable "DAGI Router" in provider list</li>
<li>Set as default for new applications</li>
</ol>
<hr />
<h3 id="step-3-create-dify-app-with-dagi-backend">Step 3: Create Dify App with DAGI Backend<a class="headerlink" href="#step-3-create-dify-app-with-dagi-backend" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Create New App</strong></li>
<li>Type: Chat Application</li>
<li>
<p>Model: DAGI Router / dagi-stack</p>
</li>
<li>
<p><strong>Configure Prompt</strong>
```
You are a helpful AI assistant for DAARION microDAOs.</p>
</li>
</ol>
<p>Context:
- You have access to development tools (file operations, tests)
- You can orchestrate multi-agent workflows
- You enforce role-based access control</p>
<p>User query: {{query}}
```</p>
<ol>
<li><strong>Test Chat</strong></li>
<li>Send: "Hello, what can you do?"</li>
<li>Expected: Response from qwen3:8b via DAGI Router</li>
</ol>
<hr />
<h2 id="advanced-tools-integration">🛠️ Advanced: Tools Integration<a class="headerlink" href="#advanced-tools-integration" title="Permanent link">&para;</a></h2>
<h3 id="add-devtools-as-dify-tool">Add DevTools as Dify Tool<a class="headerlink" href="#add-devtools-as-dify-tool" title="Permanent link">&para;</a></h3>
<p><strong>In Dify Tools Configuration:</strong></p>
<div class="codehilite"><pre><span></span><code><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">devtools_read_file</span>
<span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Read file from workspace</span>
<span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">api</span>
<span class="nt">method</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">POST</span>
<span class="nt">url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://localhost:9102/route</span>
<span class="nt">headers</span><span class="p">:</span>
<span class="w"> </span><span class="nt">Content-Type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">application/json</span>
<span class="nt">body</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">devtools</span>
<span class="w"> </span><span class="nt">metadata</span><span class="p">:</span>
<span class="w"> </span><span class="nt">tool</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">fs_read</span>
<span class="w"> </span><span class="nt">params</span><span class="p">:</span>
<span class="w"> </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;{{file_path}}&quot;</span>
<span class="nt">parameters</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">file_path</span>
<span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">string</span>
<span class="w"> </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
<span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Path to file in workspace</span>
</code></pre></div>
<p><strong>Usage in Dify Workflow:</strong>
1. User asks: "Read the README.md file"
2. Dify calls <code>devtools_read_file</code> tool
3. DAGI Router → DevTools → Returns file content
4. LLM processes content and responds</p>
<hr />
<h3 id="add-crewai-workflow-as-dify-tool">Add CrewAI Workflow as Dify Tool<a class="headerlink" href="#add-crewai-workflow-as-dify-tool" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">crewai_onboarding</span>
<span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Onboard new member to microDAO</span>
<span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">api</span>
<span class="nt">method</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">POST</span>
<span class="nt">url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://localhost:9102/route</span>
<span class="nt">headers</span><span class="p">:</span>
<span class="w"> </span><span class="nt">Content-Type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">application/json</span>
<span class="nt">body</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">crew</span>
<span class="w"> </span><span class="nt">metadata</span><span class="p">:</span>
<span class="w"> </span><span class="nt">workflow</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">microdao_onboarding</span>
<span class="w"> </span><span class="nt">dao_id</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;{{dao_id}}&quot;</span>
<span class="w"> </span><span class="nt">user_id</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;{{user_id}}&quot;</span>
<span class="nt">parameters</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">dao_id</span>
<span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">string</span>
<span class="w"> </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">user_id</span>
<span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">string</span>
<span class="w"> </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
</code></pre></div>
<p><strong>Usage:</strong>
1. User: "Onboard me to greenfood-dao"
2. Dify extracts dao_id, user_id
3. Calls CrewAI workflow via DAGI Router
4. Returns onboarding steps</p>
<hr />
<h2 id="routing-rules-for-dify">🔍 Routing Rules for Dify<a class="headerlink" href="#routing-rules-for-dify" title="Permanent link">&para;</a></h2>
<p><strong>Customize routing based on Dify metadata:</strong></p>
<div class="codehilite"><pre><span></span><code><span class="c1"># router-config.yml</span>
<span class="nt">routing_rules</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify_devtools&quot;</span>
<span class="w"> </span><span class="nt">priority</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">5</span>
<span class="w"> </span><span class="nt">conditions</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;devtools&quot;</span>
<span class="w"> </span><span class="nt">metadata</span><span class="p">:</span>
<span class="w"> </span><span class="nt">source</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify&quot;</span>
<span class="w"> </span><span class="nt">use_provider</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;devtools_local&quot;</span>
<span class="w"> </span><span class="nt">timeout_ms</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">5000</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify_crew&quot;</span>
<span class="w"> </span><span class="nt">priority</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">6</span>
<span class="w"> </span><span class="nt">conditions</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;crew&quot;</span>
<span class="w"> </span><span class="nt">metadata</span><span class="p">:</span>
<span class="w"> </span><span class="nt">source</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify&quot;</span>
<span class="w"> </span><span class="nt">use_provider</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;microdao_orchestrator&quot;</span>
<span class="w"> </span><span class="nt">timeout_ms</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">60000</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify_chat&quot;</span>
<span class="w"> </span><span class="nt">priority</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10</span>
<span class="w"> </span><span class="nt">conditions</span><span class="p">:</span>
<span class="w"> </span><span class="nt">mode</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;chat&quot;</span>
<span class="w"> </span><span class="nt">metadata</span><span class="p">:</span>
<span class="w"> </span><span class="nt">source</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;dify&quot;</span>
<span class="w"> </span><span class="nt">use_provider</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;llm_local_qwen3_8b&quot;</span>
<span class="w"> </span><span class="nt">timeout_ms</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">5000</span>
</code></pre></div>
<p><strong>Tag requests from Dify:</strong></p>
<div class="codehilite"><pre><span></span><code><span class="c1"># In dify_compatible endpoint</span>
<span class="n">metadata</span> <span class="o">=</span> <span class="p">{</span>
<span class="s2">&quot;source&quot;</span><span class="p">:</span> <span class="s2">&quot;dify&quot;</span><span class="p">,</span>
<span class="s2">&quot;model&quot;</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">model</span><span class="p">,</span>
<span class="o">...</span>
<span class="p">}</span>
</code></pre></div>
<hr />
<h2 id="use-cases">📊 Use Cases<a class="headerlink" href="#use-cases" title="Permanent link">&para;</a></h2>
<h3 id="1-dify-as-ui-for-microdao-operations">1. Dify as UI for microDAO Operations<a class="headerlink" href="#1-dify-as-ui-for-microdao-operations" title="Permanent link">&para;</a></h3>
<p><strong>Scenario</strong>: Members interact with DAO via Dify chat UI</p>
<p><strong>Flow:</strong>
1. User: "What's my role in the DAO?"
2. Dify → DAGI Router → RBAC service
3. Response: "You are a member with entitlements: chat, vote, comment"</p>
<p><strong>Benefits:</strong>
- Beautiful UI (Dify)
- Complex backend logic (DAGI Router)
- RBAC enforcement</p>
<hr />
<h3 id="2-dify-workflows-with-devtools">2. Dify Workflows with DevTools<a class="headerlink" href="#2-dify-workflows-with-devtools" title="Permanent link">&para;</a></h3>
<p><strong>Scenario</strong>: Code review triggered from Dify</p>
<p><strong>Flow:</strong>
1. User uploads code in Dify
2. Dify workflow: "Review this code"
3. Dify → DAGI Router → CrewAI (code_review workflow)
4. Returns quality score, security issues, recommendations</p>
<p><strong>Benefits:</strong>
- Visual workflow builder (Dify)
- Multi-agent analysis (CrewAI)</p>
<hr />
<h3 id="3-dify-knowledge-base-dagi-context">3. Dify Knowledge Base + DAGI Context<a class="headerlink" href="#3-dify-knowledge-base-dagi-context" title="Permanent link">&para;</a></h3>
<p><strong>Scenario</strong>: DAO documentation indexed in Dify</p>
<p><strong>Flow:</strong>
1. User: "How do I submit a proposal?"
2. Dify retrieves relevant docs from knowledge base
3. Dify → DAGI Router with context
4. LLM generates personalized answer based on user role</p>
<p><strong>Benefits:</strong>
- RAG (Retrieval-Augmented Generation) from Dify
- Context-aware responses from DAGI</p>
<hr />
<h2 id="testing">🧪 Testing<a class="headerlink" href="#testing" title="Permanent link">&para;</a></h2>
<h3 id="test-openai-compatible-endpoint">Test OpenAI-Compatible Endpoint<a class="headerlink" href="#test-openai-compatible-endpoint" title="Permanent link">&para;</a></h3>
<div class="codehilite"><pre><span></span><code>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:9102/v1/chat/completions<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{</span>
<span class="s1"> &quot;model&quot;: &quot;dagi-stack&quot;,</span>
<span class="s1"> &quot;messages&quot;: [</span>
<span class="s1"> {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Hello from Dify!&quot;}</span>
<span class="s1"> ],</span>
<span class="s1"> &quot;temperature&quot;: 0.7,</span>
<span class="s1"> &quot;max_tokens&quot;: 200</span>
<span class="s1"> }&#39;</span>
</code></pre></div>
<p><strong>Expected Response:</strong></p>
<div class="codehilite"><pre><span></span><code><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;chatcmpl-a1b2c3d4&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;object&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;chat.completion&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;created&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1700000000</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;model&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;dagi-stack&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;choices&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[{</span>
<span class="w"> </span><span class="nt">&quot;index&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;message&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;role&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;assistant&quot;</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;content&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Hello! I&#39;m powered by DAGI Router...&quot;</span>
<span class="w"> </span><span class="p">},</span>
<span class="w"> </span><span class="nt">&quot;finish_reason&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;stop&quot;</span>
<span class="w"> </span><span class="p">}],</span>
<span class="w"> </span><span class="nt">&quot;usage&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">&quot;prompt_tokens&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">3</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;completion_tokens&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">15</span><span class="p">,</span>
<span class="w"> </span><span class="nt">&quot;total_tokens&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">18</span>
<span class="w"> </span><span class="p">}</span>
<span class="p">}</span>
</code></pre></div>
<hr />
<h3 id="test-in-dify-ui">Test in Dify UI<a class="headerlink" href="#test-in-dify-ui" title="Permanent link">&para;</a></h3>
<ol>
<li>Create test app</li>
<li>Send message: "Test DAGI integration"</li>
<li>Check logs:
<code>bash
docker-compose logs router | grep "dify"</code></li>
<li>Verify response from qwen3:8b</li>
</ol>
<hr />
<h2 id="troubleshooting">🔧 Troubleshooting<a class="headerlink" href="#troubleshooting" title="Permanent link">&para;</a></h2>
<h3 id="issue-dify-cant-connect-to-dagi-router">Issue: Dify can't connect to DAGI Router<a class="headerlink" href="#issue-dify-cant-connect-to-dagi-router" title="Permanent link">&para;</a></h3>
<p><strong>Solution:</strong>
- Verify Router is running: <code>curl http://localhost:9102/health</code>
- Check network: Dify and Router on same Docker network?
- Test endpoint: <code>curl http://localhost:9102/v1/chat/completions</code> (see above)</p>
<hr />
<h3 id="issue-responses-are-slow">Issue: Responses are slow<a class="headerlink" href="#issue-responses-are-slow" title="Permanent link">&para;</a></h3>
<p><strong>Solution:</strong>
- Check LLM performance: <code>docker-compose logs router | grep "duration_ms"</code>
- Reduce <code>max_tokens</code> in Dify config (default: 200)
- Increase Router timeout in <code>router-config.yml</code></p>
<hr />
<h3 id="issue-tools-not-working">Issue: Tools not working<a class="headerlink" href="#issue-tools-not-working" title="Permanent link">&para;</a></h3>
<p><strong>Solution:</strong>
- Verify tool URL: <code>http://localhost:9102/route</code>
- Check request body format (mode, metadata)
- Test tool directly: <code>curl -X POST http://localhost:9102/route ...</code></p>
<hr />
<h2 id="performance">📈 Performance<a class="headerlink" href="#performance" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Metric</th>
<th>Target</th>
<th>Notes</th>
</tr>
</thead>
<tbody>
<tr>
<td>/v1/chat/completions latency</td>
<td>&lt; 5s</td>
<td>Includes LLM generation</td>
</tr>
<tr>
<td>Tools execution</td>
<td>&lt; 2s</td>
<td>DevTools file ops</td>
</tr>
<tr>
<td>Workflow execution</td>
<td>&lt; 60s</td>
<td>CrewAI multi-agent</td>
</tr>
</tbody>
</table>
<hr />
<h2 id="resources">🔗 Resources<a class="headerlink" href="#resources" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Dify Docs</strong>: https://docs.dify.ai</li>
<li><strong>Dify Custom Providers</strong>: https://docs.dify.ai/guides/model-configuration/customizable-model</li>
<li><strong>DAGI Router API</strong>: <a href="../api/router-api.md">docs/api/router-api.md</a></li>
</ul>
<hr />
<h2 id="whats-possible">🎉 What's Possible<a class="headerlink" href="#whats-possible" title="Permanent link">&para;</a></h2>
<p>With Dify + DAGI Router integration:</p>
<ol>
<li><strong>Visual Workflows</strong> (Dify) + <strong>Complex Routing</strong> (DAGI)</li>
<li><strong>Knowledge Base</strong> (Dify) + <strong>Multi-provider LLMs</strong> (DAGI)</li>
<li><strong>UI/UX</strong> (Dify) + <strong>RBAC/Governance</strong> (DAGI)</li>
<li><strong>Rapid Prototyping</strong> (Dify) + <strong>Production Infrastructure</strong> (DAGI)</li>
</ol>
<p><strong>Result</strong>: Best of both worlds — beautiful UI and robust backend.</p>
<hr />
<p><strong>Version</strong>: 0.3.0 (planned)<br />
<strong>Status</strong>: Planned for Phase 4<br />
<strong>Last Updated</strong>: 2024-11-15</p>
</article>
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