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"fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# ChatInput component (Langflow built-in)\n" }, "input_value": { "advanced": false, "display_name": "Input Text", "dynamic": false, "info": "Enter the Jira issue key to triage, e.g. PROJ-123", "list": false, "load_from_db": false, "name": "input_value", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "PROJ-123", "_input_type": "MultilineInput", "multiline": true }, "sender": { "advanced": true, "display_name": "Sender", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "sender", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "User" }, "sender_name": { "advanced": true, "display_name": "Sender Name", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "sender_name", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "User" }, "session_id": { "advanced": true, "display_name": "Session Id", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "session_id", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "" }, "should_store_message": { "advanced": true, "display_name": "Should Store Message", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "should_store_message", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "bool", "value": true } } }, "type": "ChatInput" }, "dragging": false, "id": "ChatInput-540d8", "measured": { "height": 300, "width": 320 }, "position": { "x": 100, "y": 200 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Calls the Jira Cloud REST v3 API and returns the full issue JSON (summary, description, priority, components, labels).", "display_name": "API Request \u2014 Fetch Jira Issue", "id": "APIRequest-bdd57", "node": { "base_classes": [ "Data" ], "beta": false, "conditional_paths": [], "custom_fields": {}, "description": "Calls the Jira Cloud REST v3 API and returns the full issue JSON (summary, description, priority, components, labels).", "display_name": "API Request \u2014 Fetch Jira Issue", "documentation": "", "edited": false, "field_order": [ "url_input", "method", "headers", "body", "timeout" ], "frozen": false, "icon": "Globe", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.data.api_request.APIRequestComponent" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Data", "group_outputs": false, "method": "make_requests", "name": "data", "selected": "Data", "tool_mode": true, "types": [ "Data" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# API Request fetches the Jira issue JSON.\n# URL is built from the issue key passed in.\n# Auth: Basic (email + API token) via headers.\n" }, "url_input": { "advanced": false, "display_name": "URL", "dynamic": false, "info": "Jira REST v3 issue endpoint. Replace YOUR_DOMAIN and the issue key. The issue key can also be injected at runtime via tweaks.", "list": false, "load_from_db": false, "name": "url_input", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "https://YOUR_DOMAIN.atlassian.net/rest/api/3/issue/PROJ-123?fields=summary,description,priority,issuetype,status,components,labels", "multiline": true }, "method": { "advanced": false, "display_name": "Method", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "method", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "GET", "options": [ "GET", "POST", "PATCH", "PUT", "DELETE" ] }, "headers": { "advanced": false, "display_name": "Headers", "dynamic": false, "info": "Set Authorization to Basic base64(email:api_token). Generate token at id.atlassian.com.", "list": false, "load_from_db": false, "name": "headers", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "dict", "value": { "Accept": "application/json", "Authorization": "Basic " } }, "body": { "advanced": true, "display_name": "Body", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "body", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "dict", "value": {} }, "timeout": { "advanced": true, "display_name": "Timeout", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "timeout", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "int", "value": 30 } } }, "type": "APIRequest" }, "dragging": false, "id": "APIRequest-bdd57", "measured": { "height": 300, "width": 320 }, "position": { "x": 480, "y": 200 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Converts the raw Jira issue JSON into a clean text block the model can read.", "display_name": "Parse Data \u2014 Flatten Jira JSON", "id": "ParseData-7cb75", "node": { "base_classes": [ "Message" ], "beta": false, "conditional_paths": [], "custom_fields": {}, "description": "Converts the raw Jira issue JSON into a clean text block the model can read.", "display_name": "Parse Data \u2014 Flatten Jira JSON", "documentation": "", "edited": false, "field_order": [ "template", "sep" ], "frozen": false, "icon": "braces", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.processing.parse_data.ParseDataComponent" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Message", "group_outputs": false, "method": "parse_data", "name": "text", "selected": "Message", "tool_mode": true, "types": [ "Message" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# Parse Data flattens the Jira JSON into text for the LLM.\n" }, "template": { "advanced": false, "display_name": "Template", "dynamic": false, "info": "Maps Jira JSON paths into a clean text block the model can reason over.", "list": false, "load_from_db": false, "name": "template", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "ISSUE KEY: {key}\nTYPE: {fields.issuetype.name}\nSTATUS: {fields.status.name}\nCURRENT PRIORITY: {fields.priority.name}\nCOMPONENTS: {fields.components}\nLABELS: {fields.labels}\nSUMMARY: {fields.summary}\nDESCRIPTION: {fields.description}", "multiline": true }, "sep": { "advanced": true, "display_name": "Separator", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "sep", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "\n" } } }, "type": "ParseData" }, "dragging": false, "id": "ParseData-7cb75", "measured": { "height": 300, "width": 320 }, "position": { "x": 860, "y": 200 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Wraps the Jira text with senior-triage-engineer instructions and the fields to decide.", "display_name": "Prompt Template \u2014 Triage Instructions", "id": "Prompt-0488b", "node": { "base_classes": [ "Message" ], "beta": false, "conditional_paths": [], "custom_fields": { "template": [ "issue" ] }, "description": "Wraps the Jira text with senior-triage-engineer instructions and the fields to decide.", "display_name": "Prompt Template \u2014 Triage Instructions", "documentation": "", "edited": false, "field_order": [ "template", "issue", "use_double_brackets", "tool_placeholder" ], "frozen": false, "icon": "prompts", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.models_and_agents.prompt.PromptComponent" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Prompt", "group_outputs": false, "method": "build_prompt", "name": "prompt", "selected": "Message", "tool_mode": true, "types": [ "Message" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# Prompt Template (Langflow built-in)\n" }, "template": { "advanced": false, "display_name": "Template", "dynamic": true, "info": "Triage instructions. {issue} is filled by the parsed Jira text.", "list": false, "name": "template", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "prompt", "value": "You are a senior bug triage engineer. Analyze the Jira issue below and produce a structured triage.\n\nJIRA ISSUE:\n{issue}\n\nAssess and decide ALL of the following:\n1. SEVERITY \u2014 technical impact of the defect. One of: Blocker, Critical, Major, Minor, Trivial.\n2. PRIORITY \u2014 business urgency to fix. One of: P0, P1, P2, P3, P4.\n3. IMPACT_AREAS \u2014 list the modules, user journeys, or systems affected.\n4. ROOT_CAUSE_ANALYSIS \u2014 your best hypothesis of the underlying cause based on the description. If evidence is insufficient, state what is unknown and what data is needed.\n5. JUSTIFICATION \u2014 one or two sentences explaining the severity/priority decision.\n\nBe decisive. Base every conclusion only on the issue content. Do not invent stack traces or logs.", "_input_type": "PromptInput" }, "issue": { "advanced": false, "display_name": "issue", "dynamic": false, "info": "Connect the parsed Jira text here.", "list": false, "load_from_db": false, "name": "issue", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "MessageTextInput" }, "tool_placeholder": { "advanced": true, "display_name": "Tool Placeholder", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "tool_placeholder", "placeholder": "", "required": false, "show": false, "title_case": false, "type": "str", "value": "" }, "use_double_brackets": { "advanced": true, "display_name": "Use Double Brackets", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "use_double_brackets", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "bool", "value": false } } }, "type": "Prompt" }, "dragging": false, "id": "Prompt-0488b", "measured": { "height": 300, "width": 320 }, "position": { "x": 1240, "y": 120 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Runs the triage reasoning on Groq (OpenAI gpt-oss-120b). Fast, low-cost, OpenAI-compatible.", "display_name": "Groq Model \u2014 gpt-oss-120b", "id": "GroqModel-9ca55", "node": { "base_classes": [ "Message", "LanguageModel" ], "beta": false, "conditional_paths": [], "custom_fields": {}, "description": "Runs the triage reasoning on Groq (OpenAI gpt-oss-120b). Fast, low-cost, OpenAI-compatible.", "display_name": "Groq Model \u2014 gpt-oss-120b", "documentation": "", "edited": false, "field_order": [ "api_key", "model_name", "base_url", "temperature", "input_value", "stream", "system_message", "max_tokens" ], "frozen": false, "icon": "Groq", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.groq.groq.GroqModel" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Model Response", "group_outputs": false, "method": "text_response", "name": "text_output", "selected": "Message", "tool_mode": true, "types": [ "Message" ], "value": "__UNDEFINED__" }, { "allows_loop": false, "cache": true, "display_name": "Language Model", "group_outputs": false, "method": "build_model", "name": "model_output", "selected": "LanguageModel", "tool_mode": true, "types": [ "LanguageModel" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# Groq model component. Runs OpenAI gpt-oss-120b (or any Groq-hosted model) at high speed.\n" }, "api_key": { "advanced": false, "display_name": "Groq API Key", "dynamic": false, "info": "Your Groq API key (gsk_...). Get it at console.groq.com.", "list": false, "load_from_db": true, "name": "api_key", "placeholder": "", "required": true, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "SecretStrInput", "password": true }, "model_name": { "advanced": false, "display_name": "Model", "dynamic": false, "info": "Groq-hosted model id.", "list": false, "load_from_db": false, "name": "model_name", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "openai/gpt-oss-120b", "_input_type": "DropdownInput", "options": [ "openai/gpt-oss-120b", "openai/gpt-oss-20b", "llama-3.3-70b-versatile", "llama-3.1-8b-instant", "moonshotai/kimi-k2-instruct" ] }, "base_url": { "advanced": true, "display_name": "Groq API Base", "dynamic": false, "info": "Groq OpenAI-compatible endpoint.", "list": false, "load_from_db": false, "name": "base_url", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "https://api.groq.com/openai/v1" }, "temperature": { "advanced": false, "display_name": "Temperature", "dynamic": false, "info": "Low temperature for deterministic triage.", "list": false, "load_from_db": false, "name": "temperature", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "float", "value": 0.1 }, "input_value": { "advanced": false, "display_name": "Input", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "input_value", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "MessageInput" }, "stream": { "advanced": true, "display_name": "Stream", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "stream", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "bool", "value": false }, "system_message": { "advanced": true, "display_name": "System Message", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "system_message", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "MultilineInput", "multiline": true }, "max_tokens": { "advanced": true, "display_name": "Max Tokens", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "max_tokens", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "int", "value": "" } } }, "type": "GroqModel" }, "dragging": false, "id": "GroqModel-9ca55", "measured": { "height": 300, "width": 320 }, "position": { "x": 1620, "y": 120 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Forces the model output into a strict JSON schema: severity, priority, impact_areas, root_cause_analysis, justification.", "display_name": "Structured Output \u2014 Triage JSON", "id": "StructuredOutput-55b77", "node": { "base_classes": [ "Data" ], "beta": false, "conditional_paths": [], "custom_fields": {}, "description": "Forces the model output into a strict JSON schema: severity, priority, impact_areas, root_cause_analysis, justification.", "display_name": "Structured Output \u2014 Triage JSON", "documentation": "", "edited": false, "field_order": [ "input_value", "llm", "format_instructions", "schema_name", "output_schema" ], "frozen": false, "icon": "braces", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.processing.structured_output.StructuredOutputComponent" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Structured Output", "group_outputs": false, "method": "build_structured_output", "name": "structured_output", "selected": "Data", "tool_mode": true, "types": [ "Data" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# Structured Output forces the model's prose into a strict JSON schema.\n" }, "input_value": { "advanced": false, "display_name": "Input Message", "dynamic": false, "info": "Connect the Groq model's text response here.", "list": false, "load_from_db": false, "name": "input_value", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "MessageTextInput" }, "llm": { "advanced": false, "display_name": "Language Model", "dynamic": false, "info": "Connect a LanguageModel output (from the Groq component) to drive extraction.", "list": false, "load_from_db": false, "name": "llm", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "other", "value": "", "_input_type": "HandleInput" }, "format_instructions": { "advanced": true, "display_name": "Format Instructions", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "format_instructions", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "Extract the triage fields into the schema. Return valid JSON only. Use null for unknown values.", "_input_type": "MultilineInput", "multiline": true }, "schema_name": { "advanced": false, "display_name": "Schema Name", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "schema_name", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "BugTriage" }, "output_schema": { "advanced": false, "display_name": "Output Schema", "dynamic": false, "info": "Fields the model must populate.", "list": true, "name": "output_schema", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "table", "value": [ { "name": "severity", "description": "Blocker | Critical | Major | Minor | Trivial", "type": "str", "multiple": false }, { "name": "priority", "description": "P0 | P1 | P2 | P3 | P4", "type": "str", "multiple": false }, { "name": "impact_areas", "description": "Affected modules / journeys / systems", "type": "str", "multiple": true }, { "name": "root_cause_analysis", "description": "Best hypothesis of the underlying cause", "type": "str", "multiple": false }, { "name": "justification", "description": "Why this severity and priority", "type": "str", "multiple": false } ], "_input_type": "TableInput" } } }, "type": "StructuredOutput" }, "dragging": false, "id": "StructuredOutput-55b77", "measured": { "height": 300, "width": 320 }, "position": { "x": 2000, "y": 120 }, "selected": false, "type": "genericNode" }, { "data": { "description": "Displays the final structured triage in the Playground.", "display_name": "Chat Output \u2014 Triage Result", "id": "ChatOutput-fd166", "node": { "base_classes": [ "Message" ], "beta": false, "conditional_paths": [], "custom_fields": {}, "description": "Displays the final structured triage in the Playground.", "display_name": "Chat Output \u2014 Triage Result", "documentation": "", "edited": false, "field_order": [ "input_value", "clean_data", "data_template", "sender", "sender_name", "session_id", "should_store_message" ], "frozen": false, "icon": "MessagesSquare", "legacy": false, "lf_version": "1.7.0", "metadata": { "module": "lfx.components.input_output.chat.ChatOutput" }, "output_types": [], "outputs": [ { "allows_loop": false, "cache": true, "display_name": "Message", "group_outputs": false, "method": "message_response", "name": "message", "selected": "Message", "tool_mode": true, "types": [ "Message" ], "value": "__UNDEFINED__" } ], "pinned": false, "template": { "_type": "Component", "code": { "advanced": true, "dynamic": true, "fileTypes": [], "file_path": "", "info": "", "list": false, "load_from_db": false, "multiline": true, "name": "code", "password": false, "placeholder": "", "required": true, "show": true, "title_case": false, "type": "code", "value": "# ChatOutput component (Langflow built-in)\n" }, "input_value": { "advanced": false, "display_name": "Inputs", "dynamic": false, "info": "The structured triage JSON.", "list": false, "load_from_db": false, "name": "input_value", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "", "_input_type": "MessageInput" }, "clean_data": { "advanced": true, "display_name": "Clean Data", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "clean_data", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "bool", "value": true }, "data_template": { "advanced": true, "display_name": "Data Template", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "data_template", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "{text}" }, "sender": { "advanced": true, "display_name": "Sender", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "sender", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "Machine" }, "sender_name": { "advanced": true, "display_name": "Sender Name", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "sender_name", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "AI" }, "session_id": { "advanced": true, "display_name": "Session Id", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "session_id", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "str", "value": "" }, "should_store_message": { "advanced": true, "display_name": "Should Store Message", "dynamic": false, "info": "", "list": false, "load_from_db": false, "name": "should_store_message", "placeholder": "", "required": false, "show": true, "title_case": false, "type": "bool", "value": true } } }, "type": "ChatOutput" }, "dragging": false, "id": "ChatOutput-fd166", "measured": { "height": 300, "width": 320 }, "position": { "x": 2380, "y": 120 }, "selected": false, "type": "genericNode" } ], "viewport": { "x": 0, "y": 0, "zoom": 0.5 } }, "description": "Fetches a Jira issue, reads it with Groq (gpt-oss-120b), and outputs structured triage: severity, priority, impact areas, and RCA.", "endpoint_name": "bug_triage", "id": "aecf0bb7-a285-42d7-a385-153ad7d9371d", "is_component": false, "last_tested_version": "1.7.0", "name": "Bug Triage AI Agent", "tags": [ "agents", "qa", "triage" ] }