From b3a99988cb6624be72bc6b2eed84691879878115 Mon Sep 17 00:00:00 2001 From: FTG-003 Date: Fri, 27 Jun 2025 09:19:33 +0200 Subject: [PATCH 1/4] feat: Add GPT-4o Multi-Agent Orchestration Flow for Collaborative Handbook Generation --- ...ulti-agent-orchestration-human-review.json | 1181 +++++++++++++++++ 1 file changed, 1181 insertions(+) create mode 100644 workflows/generate-collaborative-handbooks-with-gpt4o-multi-agent-orchestration-human-review.json diff --git a/workflows/generate-collaborative-handbooks-with-gpt4o-multi-agent-orchestration-human-review.json b/workflows/generate-collaborative-handbooks-with-gpt4o-multi-agent-orchestration-human-review.json new file mode 100644 index 0000000..ff01286 --- /dev/null +++ b/workflows/generate-collaborative-handbooks-with-gpt4o-multi-agent-orchestration-human-review.json @@ -0,0 +1,1181 @@ +{ + "name": "Pyragogy AI Village - Orchestrazione Master (Architettura Profonda V2)", + "nodes": [ + { + "parameters": {}, + "name": "Start", + "type": "n8n-nodes-base.start", + "typeVersion": 1, + "position": [ + 50, + 300 + ] + }, + { + "parameters": { + "httpMethod": "POST", + "path": "pyragogy/process", + "options": {} + }, + "name": "Webhook Trigger", + "type": "n8n-nodes-base.webhook", + "typeVersion": 1, + "position": [ + 250, + 300 + ], + "webhookId": "pyragogy-master-trigger" + }, + { + "parameters": { + "operation": "executeQuery", + "query": "SELECT 1; -- Verifica connessione DB", + "options": {} + }, + "name": "Check DB Connection", + "type": "n8n-nodes-base.postgres", + "typeVersion": 1, + "position": [ + 450, + 300 + ], + "credentials": { + "postgres": { + "id": "pyragogy-postgres", + "name": "Postgres Pyragogy DB" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Meta-orchestrator of the Pyragogy AI Village. Your task is to analyze the input and determine the optimal agent sequence for processing. Consider the input type, complexity, and goals. Available agents: Summarizer, Synthesizer, Peer Reviewer, Sensemaking Agent, Prompt Engineer, Onboarding/Explainer, Archivist. Return a JSON array of agent names in the order they should run, e.g., [\"Summarizer\", \"Synthesizer\", \"Peer Reviewer\", \"Archivist\"]. Include \"Archivist\" last if persistence is needed." + }, + { + "role": "user", + "content": "Input Data:\n{{ JSON.stringify($json.body) }}" + } + ], + "options": { + "response_format": { + "type": "json_object" + } + } + }, + "name": "Meta-Orchestrator", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 650, + 300 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "functionCode": "// Analizza il piano di orchestrazione e imposta per il looping\nlet rawPlan = $json.choices[0].message.content;\nlet plan;\n\ntry {\n plan = JSON.parse(rawPlan);\n} catch (e) {\n // Se il parsing fallisce, assumi che sia una stringa di array grezza\n plan = rawPlan;\n}\n\n// Estrai in modo sicuro la sequenza degli agenti:\n// Se 'plan' è un oggetto e ha una chiave 'agents', usala.\n// Altrimenti, se 'plan' è un array, usalo direttamente.\n// Altrimenti, predefinisci un array vuoto.\nconst agentSequence = Array.isArray(plan) ? plan : (plan && plan.agents && Array.isArray(plan.agents) ? plan.agents : []);\n\n// Memorizza la sequenza e l'indice corrente per il loop\n$workflow.agentSequence = agentSequence;\n$workflow.currentAgentIndex = 0;\n$workflow.redraftLoopCount = 0; // Inizializza il contatore dei cicli di rielaborazione\n\n// Passa i dati di input al primo agente, assicurandosi che $items[0].json.body esista\nconst initialInput = $items[0] && $items[0].json && $items[0].json.body ? $items[0].json.body : {};\n\nreturn [{ json: { ...initialInput, agentToRun: agentSequence[0] || null } }];" + }, + "name": "Parse Orchestration Plan", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 850, + 300 + ] + }, + { + "parameters": { + "conditions": { + "boolean": [ + { + "value1": "={{ $workflow.currentAgentIndex < $workflow.agentSequence.length }}", + "value2": true + } + ] + } + }, + "name": "More Agents to Run?", + "type": "n8n-nodes-base.if", + "typeVersion": 1, + "position": [ + 1050, + 300 + ] + }, + { + "parameters": { + "functionCode": "// Ottieni il nome dell'agente corrente\nconst agentName = $workflow.agentSequence[$workflow.currentAgentIndex];\n\n// Prepara i dati per l'esecuzione dell'agente\n// Passa l'output del passo precedente (o l'input iniziale).\n// Se stiamo rielaborando, l'input dell'agente dovrebbe includere il feedback di rielaborazione.\nconst previousOutput = $json.output || $json.body.input; // Assumendo che l'output dell'agente sia memorizzato nella chiave 'output'\nconst agentInput = $json.redraftInput || previousOutput; // Usa redraftInput se presente, altrimenti previousOutput\n\nreturn [{ json: { ...$json, agentToRun: agentName, agentInput: agentInput } }];" + }, + "name": "Prepare Agent Input", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 1250, + 200 + ] + }, + { + "parameters": { + "mode": "json", + "value": "={{ $json.agentToRun }}", + "conditions": [ + { + "value": "Summarizer", + "type": "string" + }, + { + "value": "Synthesizer", + "type": "string" + }, + { + "value": "Peer Reviewer", + "type": "string" + }, + { + "value": "Sensemaking Agent", + "type": "string" + }, + { + "value": "Prompt Engineer", + "type": "string" + }, + { + "value": "Onboarding/Explainer", + "type": "string" + }, + { + "value": "Archivist", + "type": "string" + } + ] + }, + "name": "Route Agents with Switch", + "type": "n8n-nodes-base.switch", + "typeVersion": 1, + "position": [ + 1450, + 200 + ] + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Summarizer Agent. Summarize the provided text into 3 key points." + }, + { + "role": "user", + "content": "Text to summarize:\n{{ $json.agentInput }}" + } + ], + "options": {} + }, + "name": "Summarizer Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 0 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Synthesizer Agent. Synthesize a creative new text from the given key points or input. If provided with 'redraft_feedback', incorporate it to refine the output." + }, + { + "role": "user", + "content": "Input for synthesis:\n{{ $json.agentInput }}\n\n{{ $json.redraftFeedback ? 'Feedback per la rielaborazione: ' + $json.redraftFeedback : '' }}" + } + ], + "options": {} + }, + "name": "Synthesizer Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 100 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Peer Reviewer Agent. Review the provided text, highlight strengths, weaknesses, and provide actionable suggestions for improvement. In your JSON output, include a 'major_issue' boolean flag (true if significant redrafting is needed, false otherwise)." + }, + { + "role": "user", + "content": "Text to review:\n{{ $json.agentInput }}" + } + ], + "options": { + "response_format": { + "type": "json_object" + } + } + }, + "name": "Peer Reviewer Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 200 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Sensemaking Agent. Analyze the input, connect it with existing knowledge (context provided), identify patterns, gaps, and suggest new directions. In your JSON output, include a 'major_issue' boolean flag (true if significant redrafting is needed, false otherwise)." + }, + { + "role": "user", + "content": "Input to analyze:\n{{ $json.agentInput }}\n\nContext from DB (if available):\n{{ $json.dbContext }}" + } + ], + "options": { + "response_format": { + "type": "json_object" + } + } + }, + "name": "Sensemaking Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 300 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Prompt Engineer Agent. Analyze the current task context and the next agent in the sequence. Refine or generate an optimal prompt for the next agent. In your JSON output, include a 'major_issue' boolean flag (true if significant redrafting is needed, false otherwise)." + }, + { + "role": "user", + "content": "Current context:\n{{ JSON.stringify($json) }}\nNext agent: {{ $workflow.agentSequence[$workflow.currentAgentIndex + 1] || 'None' }}" + } + ], + "options": { + "response_format": { + "type": "json_object" + } + } + }, + "name": "Prompt Engineer Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 400 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "authentication": "apiKey", + "resource": "chat", + "model": "gpt-4o", + "messages": [ + { + "role": "system", + "content": "You are the Onboarding/Explainer Agent. Explain the current process, the result achieved so far, or provide guidance based on the input." + }, + { + "role": "user", + "content": "Explain the following:\n{{ $json.agentInput }}" + } + ], + "options": {} + }, + "name": "Onboarding/Explainer Agent", + "type": "n8n-nodes-base.openAi", + "typeVersion": 1, + "position": [ + 1650, + 500 + ], + "credentials": { + "openAiApi": { + "id": "pyragogy-openai", + "name": "OpenAI Pyragogy" + } + } + }, + { + "parameters": { + "functionCode": "// Prepara i metadati per il contenuto dell'Handbook.\n// Assicurati che l'input originale contenga 'title' e 'tags' o imposta dei valori predefiniti.\nconst title = $json.body.title || 'Untitled Handbook Entry';\nconst tags = $json.body.tags || [];\nconst phase = $json.body.phase || 'draft'; // Fase iniziale, può essere 'final' dopo l'approvazione\nconst rhythm = $json.body.rhythm || 'on-demand'; // Ritmo cognitivo\n\nreturn [{ json: { ...$json, handbookTitle: title, handbookTags: tags, handbookPhase: phase, handbookRhythm: rhythm } }];" + }, + "name": "Add Handbook Metadata", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 1650, + 600 + ] + }, + { + "parameters": { + "functionCode": "// Prepara il contenuto proposto dall'Archivista per la revisione umana, inclusa la formattazione YAML.\n// Assicurati che l'input dell'agente (il contenuto generato) sia disponibile.\nconst proposedContent = $json.agentInput;\nconst title = $json.handbookTitle;\nconst tags = $json.handbookTags;\nconst phase = $json.handbookPhase;\nconst rhythm = $json.handbookRhythm;\n\n// Costruisci il front-matter YAML\nconst yamlFrontMatter = `---\ntitle: \"${title.replace(/\"/g, '\\\"')}\"\ntags: [${tags.map(t => `\"${t.replace(/\"/g, '\\\"')}\"`).join(', ')}]\nphase: \"${phase}\"\nrhythm: \"${rhythm}\"\n---\n\n`;\n\nconst finalMarkdownContent = yamlFrontMatter + proposedContent;\n\nreturn [{ json: { ...$json, proposedContent: proposedContent, reviewTitle: title, reviewTags: tags, finalMarkdownContent: finalMarkdownContent } }];" + }, + "name": "Generate Content for Review", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 1850, + 600 + ] + }, + { + "parameters": { + "functionCode": "// Genera un ID univoco per questa richiesta di revisione.\n// Questo ID verrà usato per correlare la risposta del revisore con questa istanza del workflow.\nconst reviewId = crypto.randomUUID();\n\nreturn [{ json: { ...$json, reviewId: reviewId } }];" + }, + "name": "Generate Review ID", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 2050, + 600 + ] + }, + { + "parameters": { + "fromEmail": "your-email@example.com", + "toEmail": "human-reviewer@example.com", + "subject": "Revisione Contenuto Pyragogy Handbook: {{ $json.reviewTitle }}", + "text": "Ciao revisore,\n\nÈ stato proposto un nuovo contenuto per l'Handbook:\n\n---\n{{ $json.proposedContent }}\n---\n\nTitolo: {{ $json.reviewTitle }}\nTags: {{ $json.reviewTags.join(', ') }}\n\nPer favore, clicca su uno dei seguenti link per approvare o rifiutare:\n\nApprova: your_n8n_url/webhook/pyragogy/review-feedback?reviewId={{ $json.reviewId }}&status=approved\nRifiuta: your_n8n_url/webhook/pyragogy/review-feedback?reviewId={{ $json.reviewId }}&status=rejected\n\nGrazie!", + "html": "

Revisione Contenuto Pyragogy Handbook: {{ $json.reviewTitle }}

\n

Ciao revisore,

\n

È stato proposto un nuovo contenuto per l'Handbook:

\n
\n
{{ $json.proposedContent }}
\n
\n

Titolo: {{ $json.reviewTitle }}

\n

Tags: {{ $json.reviewTags.join(', ') }}

\n

Per favore, clicca su uno dei seguenti link per approvare o rifiutare:

\n

Approva

\n

Rifiuta

\n

Grazie!

", + "options": {} + }, + "name": "Send Review Request Email", + "type": "n8n-nodes-base.emailSend", + "typeVersion": 1, + "position": [ + 2250, + 600 + ], + "credentials": { + "emailSend": { + "id": "your-email-credential-id", + "name": "Your Email Credential Name" + } + } + }, + { + "parameters": { + "mode": "webhook", + "webhookPath": "pyragogy/review-feedback", + "matchField": "reviewId", + "matchValue": "={{ $json.reviewId }}", + "timeout": "1h" + }, + "name": "Wait for Human Approval", + "type": "n8n-nodes-base.wait", + "typeVersion": 1, + "position": [ + 2450, + 600 + ] + }, + { + "parameters": { + "conditions": { + "boolean": [ + { + "value1": "={{ $json.query.status === 'approved' }}", + "value2": true + } + ] + } + }, + "name": "Human Decision Split", + "type": "n8n-nodes-base.if", + "typeVersion": 1, + "position": [ + 2650, + 600 + ] + }, + { + "parameters": { + "operation": "insert", + "table": "handbook_entries", + "columns": "title, content, version, created_by, tags, phase, rhythm", + "values": "={{ $json.reviewTitle || 'Untitled' }}, {{ $json.finalMarkdownContent }}, {{ $json.version || 1 }}, {{ $json.author || 'AI Village' }}, ARRAY[{{ ($json.reviewTags || []).map(t => `'${t}'`).join(',') }}], {{ $json.handbookPhase || 'final' }}, {{ $json.handbookRhythm || 'on-demand' }}", + "options": { + "returning": "id" + } + }, + "name": "Save to handbook_entries", + "type": "n8n-nodes-base.postgres", + "typeVersion": 1, + "position": [ + 2850, + 500 + ], + "credentials": { + "postgres": { + "id": "pyragogy-postgres", + "name": "Postgres Pyragogy DB" + } + } + }, + { + "parameters": { + "functionCode": "// Registra il contributo dell'agente dopo l'approvazione umana\nconst entryId = $json.id; // ID dall'inserimento in handbook_entries\nconst agentName = 'Archivist';\nconst contributionType = 'Archiving (Approved)';\nconst details = { input: $json.proposedContent, metadata: { title: $json.reviewTitle, version: $json.version, tags: $json.reviewTags, phase: $json.handbookPhase, rhythm: $json.handbookRhythm }, reviewStatus: 'approved' };\n\n$items[0].json.contribution = { entryId, agentName, contributionType, details };\nreturn $items;" + }, + "name": "Prepare Approved Contribution Data", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 3050, + 500 + ] + }, + { + "parameters": { + "operation": "insert", + "table": "agent_contributions", + "columns": "entry_id, agent_name, contribution_type, details", + "values": "={{ $json.contribution.entryId }}, {{ $json.contribution.agentName }}, {{ $json.contribution.contributionType }}, {{ JSON.stringify($json.contribution.details) }}", + "options": {} + }, + "name": "Save Agent Contribution (Approved)", + "type": "n8n-nodes-base.postgres", + "typeVersion": 1, + "position": [ + 3250, + 500 + ], + "credentials": { + "postgres": { + "id": "pyragogy-postgres", + "name": "Postgres Pyragogy DB" + } + } + }, + { + "parameters": { + "functionCode": "// Genera il percorso del file GitHub con slug e timestamp per il versioning.\nconst chapterSlug = ($json.reviewTitle || 'untitled').replace(/[^a-zA-Z0-9]/g, '-').toLowerCase();\nconst timestamp = new Date().toISOString().replace(/[:.-]/g, ''); // Rimuove caratteri non validi per i nomi di file\nconst filePathWithVersion = `content/${chapterSlug}_v${timestamp}.md`;\n\nreturn [{ json: { ...$json, githubFilePath: filePathWithVersion } }];" + }, + "name": "Generate GitHub File Path", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 3450, + 500 + ] + }, + { + "parameters": { + "conditions": { + "boolean": [ + { + "value1": "={{ $env.GITHUB_ACCESS_TOKEN }}", + "value2": true + } + ] + } + }, + "name": "GitHub Enabled?", + "type": "n8n-nodes-base.if", + "typeVersion": 1, + "position": [ + 3650, + 500 + ] + }, + { + "parameters": { + "authentication": "accessToken", + "resource": "file", + "operation": "createUpdate", + "owner": "={{ $env.GITHUB_REPOSITORY_OWNER }}", + "repository": "={{ $env.GITHUB_REPOSITORY_NAME }}", + "filePath": "={{ $json.githubFilePath }}", + "fileContent": "={{ $json.finalMarkdownContent }}", + "commitMessage": "={{ `[BOT] Add/Update Handbook: ${$json.reviewTitle} (Approved by Human)` }}", + "options": {} + }, + "name": "Commit to GitHub (Approved)", + "type": "n8n-nodes-base.github", + "typeVersion": 1, + "position": [ + 3850, + 500 + ], + "credentials": { + "githubApi": { + "id": "pyragogy-github", + "name": "GitHub Pyragogy" + } + } + }, + { + "parameters": { + "functionCode": "// Registra il rifiuto umano del contenuto\nconst agentName = 'Archivist';\nconst reviewId = $json.reviewId;\nconst reviewStatus = 'rejected';\nconst reviewComments = $json.query.comments || 'Nessun commento fornito.';\nconst proposedContent = $json.proposedContent;\nconst title = $json.reviewTitle;\n\nconsole.log(`Contenuto proposto dall'Archivista (ID: ${reviewId}, Titolo: ${title}) rifiutato dall'umano. Commenti: ${reviewComments}`);\n\n// Prepara l'output per indicare il rifiuto e consentire al flusso di continuare.\nreturn [{ json: { ...$json, reviewStatus: reviewStatus, reviewComments: reviewComments, output: { message: `Archivista: Contenuto rifiutato dall'umano.`, status: 'rejected', comments: reviewComments } } }];" + }, + "name": "Log Human Rejection", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 2850, + 700 + ] + }, + { + "parameters": { + "mode": "mergeByPropertyName", + "propertyName": "reviewId" + }, + "name": "Merge Archivist Paths", + "type": "n8n-nodes-base.merge", + "typeVersion": 1, + "position": [ + 4050, + 600 + ] + }, + { + "parameters": { + "functionCode": "// Valuta i flag 'major_issue' dagli agenti di revisione per determinare se è necessaria una rielaborazione.\nlet majorIssueCount = 0;\nlet redraftFeedback = '';\n\n// Assumi che gli output degli agenti di revisione siano accessibili tramite $node\n// (Ad esempio, se Peer Reviewer -> Sensemaking -> Prompt Engineer sono sequenziali prima di questo nodo)\n\nif ($node[\"Peer Reviewer Agent\"] && $node[\"Peer Reviewer Agent\"].json && $node[\"Peer Reviewer Agent\"].json.choices && $node[\"Peer Reviewer Agent\"].json.choices[0] && $node[\"Peer Reviewer Agent\"].json.choices[0].message && $node[\"Peer Reviewer Agent\"].json.choices[0].message.content) {\n const peerReviewOutput = JSON.parse($node[\"Peer Reviewer Agent\"].json.choices[0].message.content);\n if (peerReviewOutput.major_issue) majorIssueCount++;\n redraftFeedback += `Peer Reviewer: ${peerReviewOutput.suggestions || ''}\\n`;\n}\n\nif ($node[\"Sensemaking Agent\"] && $node[\"Sensemaking Agent\"].json && $node[\"Sensemaking Agent\"].json.choices && $node[\"Sensemaking Agent\"].json.choices[0] && $node[\"Sensemaking Agent\"].json.choices[0].message && $node[\"Sensemaking Agent\"].json.choices[0].message.content) {\n const sensemakingOutput = JSON.parse($node[\"Sensemaking Agent\"].json.choices[0].message.content);\n if (sensemakingOutput.major_issue) majorIssueCount++;\n redraftFeedback += `Sensemaking Agent: ${sensemakingOutput.suggestions || ''}\\n`;\n}\n\nif ($node[\"Prompt Engineer Agent\"] && $node[\"Prompt Engineer Agent\"].json && $node[\"Prompt Engineer Agent\"].json.choices && $node[\"Prompt Engineer Agent\"].json.choices[0] && $node[\"Prompt Engineer Agent\"].json.choices[0].message && $node[\"Prompt Engineer Agent\"].json.choices[0].message.content) {\n const promptEngineerOutput = JSON.parse($node[\"Prompt Engineer Agent\"].json.choices[0].message.content);\n if (promptEngineerOutput.major_issue) majorIssueCount++;\n redraftFeedback += `Prompt Engineer: ${promptEngineerOutput.suggestions || ''}\\n`;\n}\n\nconst redraftNeeded = majorIssueCount >= 2; // Voto a maggioranza\n\nreturn [{ json: { ...$json, redraftNeeded: redraftNeeded, redraftFeedback: redraftFeedback } }];" + }, + "name": "Evaluate Board Consensus", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 1850, + 300 + ] + }, + { + "parameters": { + "conditions": { + "boolean": [ + { + "value1": "={{ $json.redraftNeeded && $workflow.redraftLoopCount < 2 }}", + "value2": true + } + ] + } + }, + "name": "Check Redraft Needed", + "type": "n8n-nodes-base.if", + "typeVersion": 1, + "position": [ + 2050, + 300 + ] + }, + { + "parameters": { + "functionCode": "// Gestisce la logica di rielaborazione: incrementa il contatore e reindirizza al Synthesizer.\n\n$workflow.redraftLoopCount += 1; // Incrementa il contatore del ciclo di rielaborazione\n\n// Trova l'indice del Synthesizer nella sequenza degli agenti\nconst synthesizerIndex = $workflow.agentSequence.indexOf(\"Synthesizer\");\n\n// Se il Synthesizer non è il prossimo agente, imposta l'indice corrente per farlo ripartire dal Synthesizer.\n// Questo garantisce che il Synthesizer venga eseguito successivamente per la rielaborazione.\nif ($workflow.currentAgentIndex !== synthesizerIndex) {\n $workflow.currentAgentIndex = synthesizerIndex;\n} else {\n // Se siamo già sul Synthesizer (es. dopo il primo passaggio del loop), assicurati che l'indice vada avanti normalmente nel prossimo ciclo.\n // Questo è un caso limite, di solito il Prepare Agent Input lo gestirà.\n}\n\n// Passa il feedback di rielaborazione come input per il Synthesizer.\n// Il nodo 'Prepare Agent Input' utilizzerà questo campo per aggiornare 'agentInput'.\nreturn [{ json: { ...$json, redraftInput: $json.output + \"\\n\\nFeedback per la rielaborazione dal Peer Review Board:\\n\" + $json.redraftFeedback } }];" + }, + "name": "Handle Redraft", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 2250, + 200 + ] + }, + { + "parameters": { + "functionCode": "// Ottieni il nome dell'agente appena eseguito\nconst agentName = $json.agentToRun;\nlet agentOutput = '';\n\n// Costruisci dinamicamente il nome del nodo per il recupero dell'output\nlet actualNodeName;\n\n// Gestione speciale per l'Archivista dopo la revisione umana\nif (agentName === 'Archivist') {\n if ($json.query && $json.query.status === 'approved') {\n agentOutput = { message: 'Contenuto archiviato con successo dopo l'approvazione umana.', entryId: $json.id || 'N/A', handbookMetadata: { title: $json.reviewTitle, tags: $json.reviewTags, phase: $json.handbookPhase, rhythm: $json.handbookRhythm } };\n } else if ($json.query && $json.query.status === 'rejected') {\n agentOutput = { message: 'Archiviazione rifiutata dall'umano.', reviewComments: $json.query.comments || 'Nessun commento' };\n } else if ($json.reviewStatus === 'rejected') {\n // Caso in cui la revisione umana è stata rifiutata e si proviene dal ramo di rifiuto\n agentOutput = { message: 'Archiviazione rifiutata dall'umano (tramite ramo di rifiuto).', reviewComments: $json.reviewComments || 'Nessun commento' };\n } else {\n agentOutput = { message: 'Processo Archivista: Attesa revisione umana o stato inatteso.', status: 'pending_review' };\n }\n} else {\n // Logica originale per gli altri agenti OpenAI\n if (agentName === 'Onboarding/Explainer') {\n actualNodeName = 'Onboarding/Explainer Agent';\n } else {\n actualNodeName = agentName + ' Agent';\n }\n\n // Tenta in modo sicuro di recuperare l'output dal nodo determinato dinamicamente\n // Tenta anche di analizzare il JSON se l'output dell'agente è un oggetto JSON (come per gli agenti di revisione)\n let rawContent = '';\n if ($node[actualNodeName] && $node[actualNodeName].json && $node[actualNodeName].json.choices && $node[actualNodeName].json.choices[0] && $node[actualNodeName].json.choices[0].message && $node[actualNodeName].json.choices[0].message.content) {\n rawContent = $node[actualNodeName].json.choices[0].message.content;\n } else {\n console.warn(`Impossibile trovare l'output chat OpenAI standard per il nodo: ${actualNodeName}. Ritorno al JSON grezzo.`);\n agentOutput = $node[actualNodeName] ? $node[actualNodeName].json : `Nessun output specifico trovato per ${agentName}`;\n }\n\n // Tenta di analizzare il contenuto come JSON se l'agente è un agente di revisione\n if (agentName === 'Peer Reviewer' || agentName === 'Sensemaking Agent' || agentName === 'Prompt Engineer') {\n try {\n agentOutput = JSON.parse(rawContent);\n } catch (e) {\n console.warn(`Impossibile analizzare l'output di ${agentName} come JSON. Trattato come stringa.`);\n agentOutput = rawContent;\n }\n } else {\n agentOutput = rawContent;\n }\n}\n\n// Registra il contributo\nconst contribution = {\n agent: agentName,\n output: agentOutput,\n timestamp: new Date().toISOString()\n};\n\n// Assicurati che l'array dei contributi esista e aggiungi il nuovo contributo\nconst existingContributions = Array.isArray($json.contributions) ? $json.contributions : [];\n\n// Incrementa l'indice dell'agente per il loop (solo se non siamo in rielaborazione e questo non è un agente di revisione che porta a rielaborazione)\n// Questo è gestito dalla logica di 'Handle Redraft' che forza l'indice per il riavvio.\nif (!($json.redraftNeeded && $workflow.redraftLoopCount < 2 && agentName !== 'Synthesizer')) { // Evita doppio incremento se riavvia il Synthesizer\n $workflow.currentAgentIndex += 1;\n}\n\n// Restituisce l'elemento aggiornato, preservando l'input originale, aggiungendo l'output corrente e tutti i contributi\nreturn [{ json: { ...$items[0].json, output: agentOutput, contributions: [...existingContributions, contribution] } }];" + }, + "name": "Process Agent Output", + "type": "n8n-nodes-base.function", + "typeVersion": 1, + "position": [ + 2050, + 200 + ] + }, + { + "parameters": { + "conditions": { + "boolean": [ + { + "value1": "={{ $env.SLACK_WEBHOOK_URL }}", + "value2": true + } + ] + } + }, + "name": "Slack Enabled?", + "type": "n8n-nodes-base.if", + "typeVersion": 1, + "position": [ + 1250, + 500 + ] + }, + { + "parameters": { + "webhookUrl": "={{ $env.SLACK_WEBHOOK_URL }}", + "text": "Pyragogy AI Village Workflow Completato!\nInput: {{ $json.body.input }}\nOutput Finale: {{ JSON.stringify($json.output) }}\nAgenti Eseguiti: {{ $workflow.agentSequence.join(', ') }}", + "options": {} + }, + "name": "Notify Slack", + "type": "n8n-nodes-base.slack", + "typeVersion": 1, + "position": [ + 1450, + 500 + ] + }, + { + "parameters": { + "respondWith": "json", + "responseBody": "={{ { finalOutput: $json.output, contributions: $json.contributions, agentSequence: $workflow.agentSequence } }}", + "options": {} + }, + "name": "Final Response", + "type": "n8n-nodes-base.respondToWebhook", + "typeVersion": 1, + "position": [ + 1250, + 400 + ] + } + ], + "connections": { + "Webhook Trigger": { + "main": [ + [ + { + "node": "Check DB Connection", + "type": "main", + "index": 0 + } + ] + ] + }, + "Check DB Connection": { + "main": [ + [ + { + "node": "Meta-Orchestrator", + "type": "main", + "index": 0 + } + ] + ] + }, + "Meta-Orchestrator": { + "main": [ + [ + { + "node": "Parse Orchestration Plan", + "type": "main", + "index": 0 + } + ] + ] + }, + "Parse Orchestration Plan": { + "main": [ + [ + { + "node": "More Agents to Run?", + "type": "main", + "index": 0 + } + ] + ] + }, + "More Agents to Run?": { + "main": [ + [ + { + "node": "Prepare Agent Input", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Slack Enabled?", + "type": "main", + "index": 0 + } + ] + ] + }, + "Prepare Agent Input": { + "main": [ + [ + { + "node": "Route Agents with Switch", + "type": "main", + "index": 0 + } + ] + ] + }, + "Route Agents with Switch": { + "main": [ + [ + { + "node": "Summarizer Agent", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Synthesizer Agent", + "type": "main", + "index": 1 + } + ], + [ + { + "node": "Peer Reviewer Agent", + "type": "main", + "index": 2 + } + ], + [ + { + "node": "Sensemaking Agent", + "type": "main", + "index": 3 + } + ], + [ + { + "node": "Prompt Engineer Agent", + "type": "main", + "index": 4 + } + ], + [ + { + "node": "Onboarding/Explainer Agent", + "type": "main", + "index": 5 + } + ], + [ + { + "node": "Add Handbook Metadata", + "type": "main", + "index": 6 + } + ] + ] + }, + "Summarizer Agent": { + "main": [ + [ + { + "node": "Process Agent Output", + "type": "main", + "index": 0 + } + ] + ] + }, + "Synthesizer Agent": { + "main": [ + [ + { + "node": "Process Agent Output", + "type": "main", + "index": 0 + } + ] + ] + }, + "Peer Reviewer Agent": { + "main": [ + [ + { + "node": "Sensemaking Agent", + "type": "main", + "index": 0 + } + ] + ] + }, + "Sensemaking Agent": { + "main": [ + [ + { + "node": "Prompt Engineer Agent", + "type": "main", + "index": 0 + } + ] + ] + }, + "Prompt Engineer Agent": { + "main": [ + [ + { + "node": "Evaluate Board Consensus", + "type": "main", + "index": 0 + } + ] + ] + }, + "Onboarding/Explainer Agent": { + "main": [ + [ + { + "node": "Process Agent Output", + "type": "main", + "index": 0 + } + ] + ] + }, + "Add Handbook Metadata": { + "main": [ + [ + { + "node": "Generate Content for Review", + "type": "main", + "index": 0 + } + ] + ] + }, + "Generate Content for Review": { + "main": [ + [ + { + "node": "Generate Review ID", + "type": "main", + "index": 0 + } + ] + ] + }, + "Generate Review ID": { + "main": [ + [ + { + "node": "Send Review Request Email", + "type": "main", + "index": 0 + } + ] + ] + }, + "Send Review Request Email": { + "main": [ + [ + { + "node": "Wait for Human Approval", + "type": "main", + "index": 0 + } + ] + ] + }, + "Wait for Human Approval": { + "main": [ + [ + { + "node": "Human Decision Split", + "type": "main", + "index": 0 + } + ] + ] + }, + "Human Decision Split": { + "main": [ + [ + { + "node": "Save to handbook_entries", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Log Human Rejection", + "type": "main", + "index": 0 + } + ] + ] + }, + "Save to handbook_entries": { + "main": [ + [ + { + "node": "Prepare Approved Contribution Data", + "type": "main", + "index": 0 + } + ] + ] + }, + "Prepare Approved Contribution Data": { + "main": [ + [ + { + "node": "Save Agent Contribution (Approved)", + "type": "main", + "index": 0 + } + ] + ] + }, + "Save Agent Contribution (Approved)": { + "main": [ + [ + { + "node": "Generate GitHub File Path", + "type": "main", + "index": 0 + } + ] + ] + }, + "Generate GitHub File Path": { + "main": [ + [ + { + "node": "GitHub Enabled?", + "type": "main", + "index": 0 + } + ] + ] + }, + "GitHub Enabled?": { + "main": [ + [ + { + "node": "Commit to GitHub (Approved)", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Merge Archivist Paths", + "type": "main", + "index": 0 + } + ] + ] + }, + "Commit to GitHub (Approved)": { + "main": [ + [ + { + "node": "Merge Archivist Paths", + "type": "main", + "index": 0 + } + ] + ] + }, + "Log Human Rejection": { + "main": [ + [ + { + "node": "Merge Archivist Paths", + "type": "main", + "index": 0 + } + ] + ] + }, + "Merge Archivist Paths": { + "main": [ + [ + { + "node": "Process Agent Output", + "type": "main", + "index": 0 + } + ] + ] + }, + "Evaluate Board Consensus": { + "main": [ + [ + { + "node": "Check Redraft Needed", + "type": "main", + "index": 0 + } + ] + ] + }, + "Check Redraft Needed": { + "main": [ + [ + { + "node": "Handle Redraft", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Process Agent Output", + "type": "main", + "index": 0 + } + ] + ] + }, + "Handle Redraft": { + "main": [ + [ + { + "node": "More Agents to Run?", + "type": "main", + "index": 0 + } + ] + ] + }, + "Process Agent Output": { + "main": [ + [ + { + "node": "More Agents to Run?", + "type": "main", + "index": 0 + } + ] + ] + }, + "Slack Enabled?": { + "main": [ + [ + { + "node": "Notify Slack", + "type": "main", + "index": 0 + } + ], + [ + { + "node": "Final Response", + "type": "main", + "index": 0 + } + ] + ] + }, + "Notify Slack": { + "main": [ + [ + { + "node": "Final Response", + "type": "main", + "index": 0 + } + ] + ], + "error": [ + [ + { + "node": "Final Response", + "type": "main", + "index": 0 + } + ] + ] + } + }, + "settings": { + "executionOrder": "v1" + }, + "meta": { + "templateCredsSetupCompleted": true + }, + "tags": [ + { + "id": "pyragogy", + "name": "Pyragogy" + }, + { + "id": "multi-agent", + "name": "Multi-Agent" + }, + { + "id": "orchestration", + "name": "Orchestration" + }, + { + "id": "human-in-loop", + "name": "Human-in-Loop" + } + ] +} + From 4b516df5f788486751dd873165cd60de5d013b3b Mon Sep 17 00:00:00 2001 From: Siphon880gh Date: Sun, 29 Jun 2025 03:08:41 -0700 Subject: [PATCH 2/4] feat: Add categorization script that indexes the workflows with category for category search --- context/def_categories.json | 726 +++ context/search_categories.json | 8218 ++++++++++++++++++++++++++++++++ create_categories.py | 120 + 3 files changed, 9064 insertions(+) create mode 100644 context/def_categories.json create mode 100644 context/search_categories.json create mode 100644 create_categories.py diff --git a/context/def_categories.json b/context/def_categories.json new file mode 100644 index 0000000..03bf322 --- /dev/null +++ b/context/def_categories.json @@ -0,0 +1,726 @@ +[ + { + "integration": "APITemplate.io", + "category": "Creative Design Automation" + }, + { + "integration": "AWS Transcribe", + "category": "AI Agent Development" + }, + { + "integration": "AWSComprehend", + "category": "AI Agent Development" + }, + { + "integration": "AWSLambda", + "category": "Technical Infrastructure & DevOps" + }, + { + "integration": "AWSRekognition", + "category": "AI Agent Development" + }, + { + "integration": "AWSS3", + "category": "Cloud Storage & File Management" + }, + { + "integration": "AWSSES", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "AWSSNS", + "category": "Communication & Messaging" + }, + { + "integration": "AWSSQS", + "category": "Technical Infrastructure & DevOps" + }, + { + "integration": "ActiveCampaign", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Affinity", + "category": "CRM & Sales" + }, + { + "integration": "Agent", + "category": "AI Agent Development" + }, + { + "integration": "Airtable", + "category": "Data Processing & Analysis" + }, + { + "integration": "Asana", + "category": "Project Management" + }, + { + "integration": "Automizy", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Autopilot", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Bannerbear", + "category": "Creative Design Automation" + }, + { + "integration": "BasicLLMChain", + "category": "AI Agent Development" + }, + { + "integration": "Beeminder", + "category": "Business Process Automation" + }, + { + "integration": "Bitly", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Box", + "category": "Cloud Storage & File Management" + }, + { + "integration": "Brandfetch", + "category": "Web Scraping & Data Extraction" + }, + { + "integration": "ChargeBee", + "category": "Financial & Accounting" + }, + { + "integration": "CircleCI", + "category": "Technical Infrastructure & DevOps" + }, + { + "integration": "Clearbit", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "ClickUp", + "category": "Project Management" + }, + { + "integration": "Clockify", + "category": "Business Process Automation" + }, + { + "integration": "Cockpit", + "category": "Data Processing & Analysis" + }, + { + "integration": "Coda", + "category": "Data Processing & Analysis" + }, + { + "integration": "CoinGecko", + "category": "Financial & Accounting" + }, + { + "integration": "Contentful-delivery-api", + "category": "Creative Content & Video Automation" + }, + { + "integration": "Contentful-preview-api", + "category": "Creative Content & Video Automation" + }, + { + "integration": "ConvertKit", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Copper", + "category": "CRM & Sales" + }, + { + "integration": "Cortex", + "category": "Technical Infrastructure & DevOps" + }, + { + "integration": "CrateDB", + "category": "Data Processing & Analysis" + }, + { + "integration": "Customerio", + "category": "Marketing & Advertising Automation" + }, + { + "integration": "Date&Time", + "category": "Business Process Automation" + }, + { + "integration": "Deepl", + "category": "AI Agent Development" + }, + { + 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"2023_Stickynote_Create_Triggered.json", + "category": "" + }, + { + "filename": "2024_Linkedin_Telegram_Automate_Webhook.json", + "category": "Social Media Management" + }, + { + "filename": "2025_Splitout_Code_Automate_Webhook.json", + "category": "" + }, + { + "filename": "2026_Code_Manual_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2027_Stickynote_Executeworkflow_Automation_Webhook.json", + "category": "Business Process Automation" + }, + { + "filename": "2028_Discord_Hunter_Automate_Triggered.json", + "category": "Communication & Messaging" + }, + { + "filename": "2029_Wait_Code_Automation_Triggered.json", + "category": "" + }, + { + "filename": "2030_Whatsapp_Respondtowebhook_Automate_Webhook.json", + "category": "" + }, + { + "filename": "2031_Googletasks_Gmail_Create_Triggered.json", + "category": "Communication & Messaging" + }, + { + "filename": "2032_Manual_HTTP_Send_Webhook.json", + "category": "Web Scraping & Data Extraction" + }, + { + "filename": "2033_Code_Extractfromfile_Automate_Webhook.json", + "category": "" + }, + { + "filename": "2034_Code_Webhook_Automate_Webhook.json", + "category": "" + }, + { + "filename": "2035_Manual_GoogleSheets_Automation_Webhook.json", + "category": "Data Processing & Analysis" + }, + { + "filename": "2036_Readbinaryfiles_Filter_Import_Triggered.json", + "category": "" + }, + { + "filename": "2037_Manual_N8N_Automation_Triggered.json", + "category": "" + }, + { + "filename": "2038_Telegram_Extractfromfile_Automate_Webhook.json", + "category": "Communication & Messaging" + }, + { + "filename": "2039_Stickynote_Webhook_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2040_Telegram_Splitout_Automation_Webhook.json", + "category": "Communication & Messaging" + }, + { + "filename": "2041_Splitout_Manual_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2042_Wait_Webhook_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2043_HTTP_Stickynote_Automation_Webhook.json", + "category": "Web Scraping & Data Extraction" + }, + { + "filename": "2044_Telegram_Googledocs_Automation_Webhook.json", + "category": "Communication & Messaging" + }, + { + "filename": "2045_Schedule_HTTP_Create_Scheduled.json", + "category": "Web Scraping & Data Extraction" + }, + { + "filename": "2046_Code_Webhook_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2047_Automation.json", + "category": "" + }, + { + "filename": "2048_Stickynote_Automation_Triggered.json", + "category": "" + }, + { + "filename": "2049_Limit_Splitout_Automate_Webhook.json", + "category": "" + }, + { + "filename": "2050_Datetime_Code_Automation_Webhook.json", + "category": "" + }, + { + "filename": "2051_Telegram_Webhook_Automation_Webhook.json", + "category": "Communication & Messaging" + }, + { + "filename": "2052_Telegram_Splitout_Automation_Scheduled.json", + "category": "Communication & Messaging" + }, + { + "filename": "2053_Telegram_Googledocs_Automate_Triggered.json", + "category": "Communication & Messaging" + }, + { + "filename": "generate-collaborative-handbooks-with-gpt4o-multi-agent-orchestration-human-review.json", + "category": "AI Agent Development" + } +] \ No newline at end of file diff --git a/create_categories.py b/create_categories.py new file mode 100644 index 0000000..c534fa7 --- /dev/null +++ b/create_categories.py @@ -0,0 +1,120 @@ +import json +import os +from pathlib import Path + +def load_def_categories(): + """Load the definition categories from def_categories.json""" + def_categories_path = Path("context/def_categories.json") + with open(def_categories_path, 'r', encoding='utf-8') as f: + categories_data = json.load(f) + + # Create a mapping from integration name (lowercase) to category + integration_to_category = {} + for item in categories_data: + integration = item['integration'].lower() + category = item['category'] + integration_to_category[integration] = category + + return integration_to_category + +def extract_tokens_from_filename(filename): + """Extract tokens from filename by splitting on '_' and removing '.json'""" + # Remove .json extension + name_without_ext = filename.replace('.json', '') + + # Split by underscore + tokens = name_without_ext.split('_') + + # Convert to lowercase for matching + tokens = [token.lower() for token in tokens if token] + + return tokens + +def find_matching_category(tokens, integration_to_category): + """Find the first matching category for the given tokens""" + for token in tokens: + if token in integration_to_category: + return integration_to_category[token] + + # Try partial matches for common variations + for token in tokens: + for integration in integration_to_category: + if token in integration or integration in token: + return integration_to_category[integration] + + return "" + +def main(): + # Load definition categories + integration_to_category = load_def_categories() + + # Get all JSON files from workflows directory + workflows_dir = Path("workflows") + json_files = list(workflows_dir.glob("*.json")) + + # Process each file + search_categories = [] + + for json_file in json_files: + filename = json_file.name + tokens = extract_tokens_from_filename(filename) + category = find_matching_category(tokens, integration_to_category) + + search_categories.append({ + "filename": filename, + "category": category + }) + + # Sort by filename for consistency + search_categories.sort(key=lambda x: x['filename']) + + # Write to search_categories.json + output_path = Path("context/search_categories.json") + with open(output_path, 'w', encoding='utf-8') as f: + json.dump(search_categories, f, indent=2, ensure_ascii=False) + + print(f"Generated search_categories.json with {len(search_categories)} entries") + + # Print some statistics + categorized = sum(1 for item in search_categories if item['category']) + uncategorized = len(search_categories) - categorized + print(f"Categorized: {categorized}, Uncategorized: {uncategorized}") + + # Print detailed category statistics + print("\n" + "="*50) + print("CATEGORY DISTRIBUTION (Top 20)") + print("="*50) + + # Count categories + category_counts = {} + for item in search_categories: + category = item['category'] if item['category'] else "Uncategorized" + category_counts[category] = category_counts.get(category, 0) + 1 + + # Sort by count (descending) + sorted_categories = sorted(category_counts.items(), key=lambda x: x[1], reverse=True) + + # Display top 20 + for i, (category, count) in enumerate(sorted_categories[:20], 1): + print(f"{i:2d}. {category:<40} {count:>4} files") + + if len(sorted_categories) > 20: + remaining = len(sorted_categories) - 20 + print(f"\n... and {remaining} more categories") + + # Write tips on uncategorized workflows + print("\n" + "="*50) + print("Tips on uncategorized workflows") + print("="*50) + print("1. At the search, you'll be able to list all uncategorized workflows.") + print("2. If the workflow JSON filename has a clear service name (eg. Twilio), it could just be we are missing its category definition at context/def_categories.json.") + print("3. You can contribute to the category definitions and then make a pull request to help improve the search experience.") + + + # Done message + print("\n" + "="*50) + print("Done! Search re-indexed with categories.") + print("="*50) + +if __name__ == "__main__": + main() From c209096fd40ea66443f3cad584fa6c1daafac9cd Mon Sep 17 00:00:00 2001 From: Siphon880gh Date: Sun, 29 Jun 2025 03:26:18 -0700 Subject: [PATCH 3/4] feat: Add category filter to search interface --- api_server.py | 56 +++++++++- create_categories.py | 19 ++++ static/index.html | 244 +++++++++++++++++++++++++++++++++++++++---- 3 files changed, 293 insertions(+), 26 deletions(-) diff --git a/api_server.py b/api_server.py index 1a5e1a8..9272436 100644 --- a/api_server.py +++ b/api_server.py @@ -361,13 +361,63 @@ async def get_integrations(): @app.get("/api/categories") async def get_categories(): - """Get available service categories for filtering.""" + """Get available workflow categories for filtering.""" try: - categories = db.get_service_categories() - return {"categories": categories} + # Try to load from the generated unique categories file + categories_file = Path("context/unique_categories.json") + if categories_file.exists(): + with open(categories_file, 'r', encoding='utf-8') as f: + categories = json.load(f) + return {"categories": categories} + else: + # Fallback: extract categories from search_categories.json + search_categories_file = Path("context/search_categories.json") + if search_categories_file.exists(): + with open(search_categories_file, 'r', encoding='utf-8') as f: + search_data = json.load(f) + + unique_categories = set() + for item in search_data: + if item.get('category'): + unique_categories.add(item['category']) + else: + unique_categories.add('Uncategorized') + + categories = sorted(list(unique_categories)) + return {"categories": categories} + else: + # Last resort: return basic categories + return {"categories": ["Uncategorized"]} + except Exception as e: + print(f"Error loading categories: {e}") raise HTTPException(status_code=500, detail=f"Error fetching categories: {str(e)}") +@app.get("/api/category-mappings") +async def get_category_mappings(): + """Get filename to category mappings for client-side filtering.""" + try: + search_categories_file = Path("context/search_categories.json") + if not search_categories_file.exists(): + return {"mappings": {}} + + with open(search_categories_file, 'r', encoding='utf-8') as f: + search_data = json.load(f) + + # Convert to a simple filename -> category mapping + mappings = {} + for item in search_data: + filename = item.get('filename') + category = item.get('category') or 'Uncategorized' + if filename: + mappings[filename] = category + + return {"mappings": mappings} + + except Exception as e: + print(f"Error loading category mappings: {e}") + raise HTTPException(status_code=500, detail=f"Error fetching category mappings: {str(e)}") + @app.get("/api/workflows/category/{category}", response_model=SearchResponse) async def search_workflows_by_category( category: str, diff --git a/create_categories.py b/create_categories.py index c534fa7..374b6a4 100644 --- a/create_categories.py +++ b/create_categories.py @@ -75,6 +75,25 @@ def main(): print(f"Generated search_categories.json with {len(search_categories)} entries") + # Generate unique categories list for API + unique_categories = set() + for item in search_categories: + if item['category']: + unique_categories.add(item['category']) + + # Always include 'Uncategorized' for workflows without categories + unique_categories.add('Uncategorized') + + # Sort categories alphabetically + categories_list = sorted(list(unique_categories)) + + # Write unique categories to a separate file for API consumption + categories_output_path = Path("context/unique_categories.json") + with open(categories_output_path, 'w', encoding='utf-8') as f: + json.dump(categories_list, f, indent=2, ensure_ascii=False) + + print(f"Generated unique_categories.json with {len(categories_list)} categories") + # Print some statistics categorized = sum(1 for item in search_categories if item['category']) uncategorized = len(search_categories) - categorized diff --git a/static/index.html b/static/index.html index 967b8f3..132991e 100644 --- a/static/index.html +++ b/static/index.html @@ -302,6 +302,16 @@ font-weight: 500; } + .category-badge { + background: var(--bg-tertiary); + color: var(--text-secondary); + padding: 0.125rem 0.375rem; + border-radius: 0.25rem; + font-size: 0.75rem; + border: 1px solid var(--border); + font-weight: 500; + } + .workflow-title { font-size: 1.25rem; font-weight: 600; @@ -623,6 +633,14 @@ +
+ + +
+
${this.escapeHtml(workflow.trigger_type)} @@ -1090,12 +1286,14 @@ this.elements.modalDescription.textContent = workflow.description; // Update stats + const category = this.getWorkflowCategory(workflow.filename); this.elements.modalStats.innerHTML = `
Status: ${workflow.active ? 'Active' : 'Inactive'}
Trigger: ${workflow.trigger_type}
Complexity: ${workflow.complexity}
Nodes: ${workflow.node_count}
+
Category: ${this.escapeHtml(category)}
`; From 5c78a0236f38519515707d9f397ae28f2599fb7c Mon Sep 17 00:00:00 2001 From: Siphon880gh Date: Sun, 29 Jun 2025 03:37:01 -0700 Subject: [PATCH 4/4] feat: Update Readme regarding category filter --- README.md | 56 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) diff --git a/README.md b/README.md index ba66e9b..1764812 100644 --- a/README.md +++ b/README.md @@ -25,6 +25,7 @@ http://localhost:8000 - 🌙 **Dark/light themes** with system preference detection - 📊 **Live statistics** - 365 unique integrations, 29,445 total nodes - 🎯 **Smart categorization** by trigger type and complexity +- 🎯 **Use case categorization** by service name mapped to categories - 📄 **On-demand JSON viewing** and download - 🔗 **Mermaid diagram generation** for workflow visualization - 🔄 **Real-time workflow naming** with intelligent formatting @@ -56,6 +57,61 @@ Our intelligent naming system converts technical filenames into readable titles: - **100% meaningful names** with smart capitalization - **Automatic integration detection** from node analysis +### Use Case Category ✨ + +The search interface includes a dropdown filter that lets you browse 2,000+ workflows by category. + +The system includes an automated categorization feature that organizes workflows by service categories to make them easier to discover and filter. + +### How Categorization Works + +1. **Run the categorization script** + ``` + python create_categories.py + ``` + +2. **Service Name Recognition** + The script analyzes each workflow JSON filename to identify recognized service names (e.g., "Twilio", "Slack", "Gmail", etc.) + +3. **Category Mapping** + Each recognized service name is matched to its corresponding category using the definitions in `context/def_categories.json`. For example: + - Twilio → Communication & Messaging + - Gmail → Communication & Messaging + - Airtable → Data Processing & Analysis + - Salesforce → CRM & Sales + +4. **Search Categories Generation** + The script produces a `search_categories.json` file that contains the categorized workflow data + +5. **Filter Interface** + Users can then filter workflows by category in the search interface, making it easier to find workflows for specific use cases + +### Available Categories + +The categorization system includes the following main categories: +- AI Agent Development +- Business Process Automation +- Cloud Storage & File Management +- Communication & Messaging +- Creative Content & Video Automation +- Creative Design Automation +- CRM & Sales +- Data Processing & Analysis +- E-commerce & Retail +- Financial & Accounting +- Marketing & Advertising Automation +- Project Management +- Social Media Management +- Technical Infrastructure & DevOps +- Web Scraping & Data Extraction + +### Contribute Categories + +You can help expand the categorization by adding more service-to-category mappings (e.g., Twilio → Communication & Messaging) in context/defs_categories.json. + +Many workflow JSON files are conveniently named with the service name, often separated by underscores (_). + + --- ## 🛠 Usage Instructions