{ "name": "Nested Agent Skeleton - Workshop Start", "flow": [ { "id": 2, "module": "ai-local-agent:RunLocalAIAgent", "version": 0, "parameters": {}, "mapper": { "files": [], "message": "{{var.input.input}}", "timeout": "", "threadId": "Orchestrator_01", "outputType": "text", "modelConfig": { "recursionLimit": 300, "iterationsFromHistoryCount": "10" }, "defaultModel": "global.anthropic.claude-opus-5", "systemPrompt": "You coordinate three specialists. You do not do their work yourself.\n\n- Memory Agent — everything the user has told you before: people, companies, agreements, preferences, decisions.\n- Task Agent — the to-do list: creating, listing, updating and closing tasks.\n- Web Search — current information from the public web.\n\nRules:\n\n1. Pick the smallest set of specialists that answers the request. Most requests need exactly one.\n2. When a request needs remembered context in order to act, call the Memory Agent first, then pass its result to the Task Agent in the same run, record keys included.\n3. Always call a specialist for the current state. Never answer from results you saw earlier in this conversation, and never assume a store still holds what it held a moment ago. Every question about what is stored gets a fresh call, even if you asked the same thing one message ago.\n4. Every memory comes back with a record key. When a task is built from memories, those keys go to the Task Agent with it, in full, character for character, comma-separated if there are several. Do not summarise them away, do not reformat them, do not invent one. If you had a key and did not pass it, the link between the task and the memory is gone and nobody can rebuild it later.\n5. If a specialist returns nothing, say so plainly. Do not fill the gap yourself.\n6. Answer in two or three sentences. State what you did and what came back.\n7. Use at most five specialist calls for one request. If that is not enough, stop and tell the user what is still open instead of carrying on.\n8. Reading is free: search, look things up, check what is stored, as often as you need. Creating and changing happens when the user asked for it. Deleting happens only when the user says delete, in those words. Never infer a deletion from context.\n9. When something obvious follows from what you just did, do not ask whether the user wants it. Name it and ask whether to do it now. Not \"should I maybe add a task?\" but \"I would add: send the revised proposal, due Friday. Shall I?\" Keep it to one line at the end of your answer.", "reasoningEffort": "medium" }, "metadata": { "designer": { "x": -91, "y": 240, "name": "Orchestrator" }, "restore": { "expect": { "files": { "mode": "chose" }, "outputType": { "label": "Text" }, "defaultModel": { "mode": "chose", "label": "Claude Opus 5Most capable Opus model for complex agentic coding, enterprise work, and high-autonomy agents." }, "reasoningEffort": { "mode": "chose", "label": "Medium" } } }, "parameters": [ { "name": "makeConnectionId", "type": "account:ai-provider,openai-gpt-3,anthropic-claude,gemini-ai-q9zyjp,ai-agent-foundry-openai,ai-agent-foundry-non-openai,mistral-ai,cohere,groq,ai-agent-xai,amazon-bedrock,ai-agent-openai-compatible", "label": "Connection", "required": true } ], "expect": [ { "name": "defaultModel", "type": "select", "label": "Model", "required": true }, { "name": "reasoningEffort", "type": "select", "label": "Reasoning effort", "validate": { "enum": [ "low", "medium", "high" ] } }, { "name": "systemPrompt", "type": "text", "label": "Instructions" }, { "name": "message", "type": "text", "label": "Input", "required": true }, { "name": "files", "spec": [ { "name": "fileName", "type": "filename", "label": "File name", "semantic": "file:name" }, { "name": "data", "type": "buffer", "label": "Data", "semantic": "file:data" } ], "type": "array", "label": "Input files" }, { "name": "threadId", "type": "text", "label": "Conversation ID", "validate": { "max": 256 } }, { "name": "modelConfig", "spec": [ { "name": "tokenLimit", "type": "hidden", "label": "Max output tokens" }, { "name": "recursionLimit", "type": "hidden", "label": "Steps per agent call" }, { "name": "iterationsFromHistoryCount", "type": "number", "label": "Maximum conversation history" } ], "type": "collection", "label": "Model configuration" }, { "name": "timeout", "type": "number", "label": "Step timeout", "validate": { "max": 600, "min": 120 } }, { "name": "outputType", "type": "select", "label": "Response format", "required": true, "validate": { "enum": [ "text", "make-schema", "udt-schema" ] } } ], "advanced": true }, "tools": [ { "name": "Memory Agent", "description": "Everything the user has told you before: people, companies, agreements, preferences and decisions. Use when the user asks what was said, agreed or decided, or what is known about someone. This agent cannot create or change tasks. It returns a record key with every memory.", "flow": [ { "id": 4, "module": "ai-local-agent:RunLocalAIAgent", "version": 0, "parameters": {}, "mapper": { "defaultModel": "global.anthropic.claude-sonnet-5", "reasoningEffort": "low", "systemPrompt": "You are the memory of the system. You own one data store and nothing else.\r\n\r\nYou store and retrieve: people, companies, agreements, preferences, decisions, and context from past conversations.\r\n\r\nYou never create, change or read tasks. If you are asked to, reply that tasks belong to another specialist.\r\n\r\nRules:\r\n\r\n- subject: the person and their company, in the form \"Name, Company\".\r\n- category: lowercase, one word. One of: agreement, preference, decision, note.\r\n- content: what was said or agreed, in full sentences. Name the person explicitly instead of writing \"she\" or \"the user\".\r\n- Always include the record key with every memory you report, in the form \"key: mem_xxxx\". The caller depends on it.\r\n- When storing a new memory, set the key yourself in the form \"mem_\" followed by four lowercase letters or digits, for example mem_a7f3. Keep it short enough to read aloud.\r\n- When something you already hold has changed, search for that record and update it instead of storing a second one.\r\n- When searching, use one distinctive term such as a person's name or a company. Never search with the full question.\r\n- If nothing is found, say so. Never invent a memory.\r\n- Report what is stored, not your interpretation of it.", "message": "{{2.message}}", "files": [], "threadId": "", "modelConfig": { "recursionLimit": 300, "iterationsFromHistoryCount": "0" }, "timeout": "", "outputType": "text" }, "metadata": { "designer": { "x": -377, "y": 271, "name": "Memory Agent" }, "restore": { "expect": { "defaultModel": { "mode": "chose", "label": "Claude Sonnet 5Frontier model for complex reasoning, advanced agents, and coding" }, "reasoningEffort": { "mode": "chose", "label": "Low" }, "message": { "extra": { "aiHelp": "This is the incoming data or task your agent will work on. You can map values from previous modules here, such as new chat messages or emails." } }, "files": { "mode": "chose" }, "outputType": { "label": "Text" } } }, "parameters": [ { "name": "makeConnectionId", "type": "account:ai-provider,openai-gpt-3,anthropic-claude,gemini-ai-q9zyjp,ai-agent-foundry-openai,ai-agent-foundry-non-openai,mistral-ai,cohere,groq,ai-agent-xai,amazon-bedrock,ai-agent-openai-compatible", "label": "Connection", "required": true } ], "expect": [ { "name": "defaultModel", "type": "select", "label": "Model", "required": true }, { "name": "reasoningEffort", "type": "select", "label": "Reasoning effort", "validate": { "enum": [ "low", "medium", "high" ] } }, { "name": "systemPrompt", "type": "text", "label": "Instructions" }, { "name": "message", "type": "text", "label": "Input", "required": true }, { "name": "files", "type": "array", "label": "Input files", "spec": [ { "name": "fileName", "type": "filename", "label": "File name", "semantic": "file:name" }, { "name": "data", "type": "buffer", "label": "Data", "semantic": "file:data" } ] }, { "name": "threadId", "type": "text", "label": "Conversation ID", "validate": { "max": 256 } }, { "name": "modelConfig", "type": "collection", "label": "Model configuration", "spec": [ { "name": "tokenLimit", "type": "hidden", "label": "Max output tokens" }, { "name": "recursionLimit", "type": "hidden", "label": "Steps per agent call" }, { "name": "iterationsFromHistoryCount", "type": "number", "label": "Maximum conversation history" } ] }, { "name": "timeout", "type": "number", "label": "Step timeout", "validate": { "min": 120, "max": 600 } }, { "name": "outputType", "type": "select", "label": "Response format", "required": true, "validate": { "enum": [ "text", "make-schema", "udt-schema" ] } } ], "advanced": true }, "tools": [ { "name": "Add a record", "description": "Create a new record. Use only for something that does not exist yet.\nFails if the key is already taken.", "flow": [ { "id": 5, "module": "datastore:AddRecord", "version": 1, "parameters": { "datastore": 176449 }, "mapper": { "key": "{{4.key}}", "data": { "due": "", "type": "memory", "title": "", "status": "", "content": "{{4.data.content}}", "context": "", "subject": "{{4.data.subject}}", "category": "{{4.data.category}}", "source_id": "", "recorded_on": "{{formatDate(now; \"YYYY-MM-DD\")}}", "last_updated": "{{formatDate(now; \"YYYY-MM-DD HH:mm:ss\")}}" }, "overwrite": false }, "metadata": { "designer": { "x": -639, "y": 118 }, "restore": { "expect": { "key": { "extra": { "aiHelp": "You assign a unique key that can be used later to retrieve the record. If you leave this field blank, a key will be generated." } }, "data": { "nested": { "content": { "extra": { "aiInstruction": "The memory itself, 1-3 sentences. Include names, numbers and dates. Never refer back to this conversation." } }, "subject": { "extra": { "aiInstruction": "\"Name, Company\". Example: Laura Bennett, Kestrel Systems" } }, "category": { "extra": { "aiInstruction": "One lowercase word: agreement, preference, decision or note." } }, "recorded_on": { "extra": {} } } }, "overwrite": { "mode": "chose" } }, "parameters": { "datastore": { "label": "Nested Agent Skeleton" } } }, "parameters": [ { "name": "datastore", "type": "datastore", "label": "Data store", "required": true } ], "expect": [ { "name": "key", "type": "text", "label": "Key" }, { "name": "overwrite", "type": "boolean", "label": "Overwrite an existing record", "required": true }, { "name": "data", "spec": [ { "name": "type", "type": "text", "label": "Type" }, { "name": "subject", "type": "text", "label": "Subject" }, { "name": "category", "type": "text", "label": "Category" }, { "name": "content", "type": "text", "label": "Content" }, { "name": "recorded_on", "type": "text", "label": "Recorded on" }, { "name": "title", "type": "text", "label": "Title" }, { "name": "status", "type": "text", "label": "Status" }, { "name": "due", "type": "text", "label": "Due" }, { "name": "source_id", "type": "text", "label": "Source ID" }, { "name": "context", "type": "text", "label": "Context" }, { "name": "last_updated", "type": "text", "label": "Last updated" } ], "type": "collection", "label": "Record" } ] } } ] }, { "name": "Search records", "description": "Find memories by keyword. Pass one distinctive term such as a person's name or a company. Leave the value empty to list every memory. Use this whenever you are asked what is known about someone or something.", "flow": [ { "id": 6, "module": "datastore:SearchRecord", "version": 1, "parameters": { "limit": 20, "datastore": 176449, "continueWhenNoRes": true }, "mapper": { "sort": [], "filter": [ [ { "a": "subject", "b": "{{4.filter[0]}}", "o": "text:contain:ci" } ], [ { "a": "content", "b": "{{4.filter[1]}}", "o": "text:contain:ci" } ], [ { "a": "recorded_on", "b": "{{4.filter[2]}}", "o": "text:contain:ci" } ] ], "mappAbleLimit": "" }, "metadata": { "designer": { "x": -638, "y": 235 }, "restore": { "expect": { "filter": { "extra": { "aiInstruction": [ "Keyword for the subject, e.g. a name or company. Empty = no restriction.", "Keyword inside the memory text. Empty = no restriction.", "Date as YYYY-MM-DD. Empty = no restriction." ] } } }, "parameters": { "datastore": { "label": "Nested Agent Skeleton" } } }, "parameters": [ { "name": "datastore", "type": "datastore", "label": "Data store", "required": true }, { "name": "continueWhenNoRes", "type": "boolean", "label": "Continue the execution of the route even if the module returns no results" }, { "name": "limit", "type": "uinteger", "label": "Limit" } ], "expect": [ { "name": "filter", "type": "filter", "label": "Filter", "options": { "store": [ { "label": "type", "value": "type", "filter": "text:*" }, { "label": "subject", "value": "subject", "filter": "text:*" }, { "label": "category", "value": "category", "filter": "text:*" }, { "label": "content", "value": "content", "filter": "text:*" }, { "label": "recorded_on", "value": "recorded_on", "filter": "text:*" }, { "label": "title", "value": "title", "filter": "text:*" }, { "label": "status", "value": "status", "filter": "text:*" }, { "label": "due", "value": "due", "filter": "text:*" }, { "label": "source_id", "value": "source_id", "filter": "text:*" }, { "label": "context", "value": "context", "filter": "text:*" }, { "label": "last_updated", "value": "last_updated", "filter": "text:*" } ], "operators": [ { "label": "Basic operators", "options": [ { "label": "Exists", "value": "exist" }, { "label": "Does not exist", "value": "notexist" } ] }, { "label": "Text operators", "options": [ { "label": "Equal to", "value": "text:equal" }, { "label": "Equal to (case insensitive)", "value": "text:equal:ci" }, { "label": "Not equal to", "value": "text:notequal" }, { "label": "Not equal to (case insensitive)", "value": "text:notequal:ci" }, { "label": "Contains", "value": "text:contain" }, { "label": "Contains (case insensitive)", "value": "text:contain:ci" }, { "label": "Does not contain", "value": "text:notcontain" }, { "label": "Does not contain (case insensitive)", "value": "text:notcontain:ci" }, { "label": "Starts with", "value": "text:startwith" }, { "label": "Starts with (case insensitive)", "value": "text:startwith:ci" }, { "label": "Does not start with", "value": "text:notstartwith" }, { "label": "Does not start with (case insensitive)", "value": "text:notstartwith:ci" }, { "label": "Ends with", "value": "text:endwith" }, { "label": "Ends with (case insensitive)", "value": "text:endwith:ci" }, { "label": "Does not end with", "value": "text:notendwith" }, { "label": "Does not end with (case insensitive)", "value": "text:notendwith:ci" } ] }, { "label": "Numeric operators", "options": [ { "label": "Equal to", "value": "number:equal" }, { "label": "Not equal to", "value": "number:notequal" }, { "label": "Greater than", "value": "number:greater" }, { "label": "Less than", "value": "number:less" }, { "label": "Greater than or equal to", "value": "number:greaterorequal" }, { "label": "Less than or equal to", "value": "number:lessorequal" } ] }, { "label": "Datetime operators", "options": [ { "label": "Equal to", "value": "date:equal" }, { "label": "Not equal to", "value": "date:notequal" }, { "label": "Later than", "value": "date:greater" }, { "label": "Earlier than", "value": "date:less" }, { "label": "Later than or equal to", "value": "date:greaterorequal" }, { "label": "Earlier than or equal to", "value": "date:lessorequal" } ] }, { "label": "Boolean operators", "options": [ { "label": "Equal to", "value": "boolean:equal" }, { "label": "Not equal to", "value": "boolean:notequal" }, { "label": "Is true", "value": "boolean:istrue" }, { "label": "Is false", "value": "boolean:isfalse" } ] }, { "label": "Array operators", "options": [ { "label": "Contains", "value": "array:contain" }, { "label": "Contains (case insensitive)", "value": "array:contain:ci" }, { "label": "Does not contain", "value": "array:notcontain" }, { "label": "Does not contain (case insensitive)", "value": "array:notcontain:ci" }, { "label": "Array length equal to", "value": "array:equal" }, { "label": "Array length not equal to", "value": "array:notequal" }, { "label": "Array length greater than", "value": "array:greater" }, { "label": "Array length less than", "value": "array:less" }, { "label": "Array length greater than or equal to", "value": "array:greaterorequal" }, { "label": "Array length less than or equal to", "value": "array:lessorequal" } ] } ] }, "required": true }, { "name": "sort", "spec": [ { "name": "key", "type": "select", "label": "Key", "dynamic": true, "options": [], "required": true }, { "name": "order", "type": "select", "label": "Order", "options": [ { "label": "Ascending", "value": 1 }, { "label": "Descending", "value": -1 } ], "required": true } ], "type": "array", "label": "Sort" }, { "name": "mappAbleLimit", "type": "uinteger", "label": "Mappable Limit" } ], "interface": [ { "name": "key", "type": "text", "label": "Key" }, { "name": "data", "spec": [ { "help": "", "name": "type", "type": "text", "label": "Type", "default": null, "required": false, "multiline": false }, { "help": "", "name": "subject", "type": "text", "label": "Subject", "default": null, "required": false, "multiline": false }, { "help": "", "name": "category", "type": "text", "label": "Category", "default": null, "required": false, "multiline": false }, { "help": "", "name": "content", "type": "text", "label": "Content", "default": null, "required": false, "multiline": false }, { "help": "", "name": "recorded_on", "type": "text", "label": "Recorded on", "default": null, "required": false, "multiline": false }, { "help": "", "name": "title", "type": "text", "label": "Title", "default": null, "required": false, "multiline": false }, { "help": "", "name": "status", "type": "text", "label": "Status", "default": null, "required": false, "multiline": false }, { "help": "", "name": "due", "type": "text", "label": "Due", "default": null, "required": false, "multiline": false }, { "help": "", "name": "source_id", "type": "text", "label": "Source ID", "default": null, "required": false, "multiline": false }, { "help": "", "name": "context", "type": "text", "label": "Context", "default": null, "required": false, "multiline": false }, { "help": "", "name": "last_updated", "type": "text", "label": "Last updated", "default": null, "required": false, "multiline": false } ], "type": "collection", "label": "Record" } ], "advanced": true } } ] }, { "name": "Get a single record", "description": "Retrieve one memory when you already know its exact key. If you only have a keyword, search instead.", "flow": [ { "id": 7, "module": "datastore:GetRecord", "version": 1, "parameters": { "datastore": 176449 }, "mapper": { "key": "{{4.key}}", "returnWrapped": false }, "metadata": { "designer": { "x": -638, "y": 350 }, "restore": { "expect": { "key": { "extra": { "aiInstruction": "Exact record key. If you only have a keyword, use Search records instead." } } }, "parameters": { "datastore": { "label": "Nested Agent Skeleton" } } }, "parameters": [ { "name": "datastore", "type": "datastore", "label": "Data store", "required": true } ], "expect": [ { "name": "key", "type": "text", "label": "Key", "required": true }, { "name": "returnWrapped", "type": "boolean", "label": "Return Wrapped Output", "required": true } ], "interface": [ { "help": "", "name": "type", "type": "text", "label": "Type", "default": null, "required": false, "multiline": false }, { "help": "", "name": "subject", "type": "text", "label": "Subject", "default": null, "required": false, "multiline": false }, { "help": "", "name": "category", "type": "text", "label": "Category", "default": null, "required": false, "multiline": false }, { "help": "", "name": "content", "type": "text", "label": "Content", "default": null, "required": false, "multiline": false }, { "help": "", "name": "recorded_on", "type": "text", "label": "Recorded on", "default": null, "required": false, "multiline": false }, { "help": "", "name": "title", "type": "text", "label": "Title", "default": null, "required": false, "multiline": false }, { "help": "", "name": "status", "type": "text", "label": "Status", "default": null, "required": false, "multiline": false }, { "help": "", "name": "due", "type": "text", "label": "Due", "default": null, "required": false, "multiline": false }, { "help": "", "name": "source_id", "type": "text", "label": "Source ID", "default": null, "required": false, "multiline": false }, { "help": "", "name": "context", "type": "text", "label": "Context", "default": null, "required": false, "multiline": false }, { "help": "", "name": "last_updated", "type": "text", "label": "Last updated", "default": null, "required": false, "multiline": false } ], "advanced": true } } ], "options": { "excludedOutputFields": [ "title", "status", "due", "source_id", "context" ] } }, { "name": "Delete a single record", "description": "Permanently remove one memory by its key. Only use this when explicitly asked to forget something.", "flow": [ { "id": 15, "module": "datastore:DeleteRecord", "version": 1, "parameters": { "datastore": 176449 }, "mapper": { "key": "{{4.key}}" }, "metadata": { "designer": { "x": -640, "y": 463 }, "restore": { "expect": { "key": { "extra": { "aiInstruction": "Exact record key. Only when the user explicitly asked to forget this memory." } } }, "parameters": { "datastore": { "label": "Nested Agent Skeleton" } } }, "parameters": [ { "name": "datastore", "type": "datastore", "label": "Data store", "required": true } ], "expect": [ { "name": "key", "type": "text", "label": "Key", "required": true } ] } } ] }, { "name": "Update a record", "description": "Change an existing memory, for example when a fact has changed.\nUse only when you already know the key. Fails if the key does not exist.", "flow": [ { "id": 20, "module": "datastore:UpdateRecord", "version": 1, "parameters": { "datastore": 176449 }, "mapper": { "key": "{{4.key}}", "data": { "due": "", "type": "", "title": "", "status": "", "content": "{{4.data.content}}", "context": "", "subject": "{{4.data.subject}}", "category": "{{4.data.category}}", "source_id": "", "recorded_on": "", "last_updated": "{{formatDate(now; \"YYYY-MM-DD HH:mm:ss\")}}" }, "upsert": false, "overwriteArrays": true }, "metadata": { "designer": { "x": -638, "y": 3 }, "restore": { "expect": { "key": { "extra": { "aiHelp": "The key to retrieve the record by.", "aiInstruction": "Exact record key of the memory to change. Search first if you only have a keyword." } }, "data": { "nested": { "content": { "extra": { "aiInstruction": "The memory itself, 1-3 sentences. Include names, numbers and dates. Never refer back to this conversation." } }, "subject": { "extra": { "aiInstruction": "\"Name, Company\". Example: Laura Bennett, Kestrel Systems" } }, "category": { "extra": { "aiInstruction": "One lowercase word: agreement, preference, decision or note." } } } }, "upsert": { "mode": "chose" }, "overwriteArrays": { "mode": "chose" } }, "parameters": { "datastore": { "label": "Nested Agent Skeleton" } } }, "parameters": [ { "name": "datastore", "type": "datastore", "label": "Data store", "required": true } ], "expect": [ { "name": "key", "type": "text", "label": "Key", "required": true }, { "name": "upsert", "type": "boolean", "label": "Insert missing record", "required": true }, { "name": "overwriteArrays", "type": "boolean", "label": "Overwrite an existing array in the record", "required": true }, { "name": "data", "spec": [ { "name": "type", "type": "text", "label": "Type" }, { "name": "subject", "type": "text", "label": "Subject" }, { "name": "category", "type": "text", "label": "Category" }, { "name": "content", "type": "text", "label": "Content" }, { "name": "recorded_on", "type": "text", "label": "Recorded on" }, { "name": "title", "type": "text", "label": "Title" }, { "name": "status", "type": "text", "label": "Status" }, { "name": "due", "type": "text", "label": "Due" }, { "name": "source_id", "type": "text", "label": "Source ID" }, { "name": "context", "type": "text", "label": "Context" }, { "name": "last_updated", "type": "text", "label": "Last updated" } ], "type": "collection", "label": "Record" } ] } } ] } ] } ], "options": { "excludedOutputFields": [ "jsonResponse", "reasoning", "threadId", "files", "metadata" ] } } ] } ], "metadata": { "instant": false, "version": 1, "scenario": { "roundtrips": 1, "maxErrors": 3, "autoCommit": true, "autoCommitTriggerLast": true, "sequential": false, "slots": null, "confidential": false, "dataloss": false, "dlq": false, "freshVariables": false }, "designer": { "orphans": [] }, "zone": "eu2.make.com", "notes": [] }, "io": { "input_spec": [ { "help": "", "name": "input", "type": "text", "label": "", "default": "", "required": false, "multiline": false } ], "output_spec": [] } }