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Use when building multi-agent workflows where configs route to each other.\"\nlicense: Apache-2.0\ncompatibility: Requires the remotely hosted LaunchDarkly MCP server\nmetadata:\n  author: launchdarkly\n  version: \"0.1.0\"\n---\n\n# Config Agent Graphs\n\nYou're using a skill that will guide you through creating and managing agent graphs in LaunchDarkly. Your job is to design the graph topology, create it with the right edges and handoffs, and verify the routing between config nodes.\n\n## Prerequisites\n\nThis skill requires the remotely hosted LaunchDarkly MCP server to be configured in your environment.\n\n**Required MCP tools:**\n- `create-agent-graph` -- create a new graph with nodes and edges\n- `get-agent-graph` -- inspect a graph's structure and edges\n- `list-agent-graphs` -- browse existing graphs in the project\n\n**Optional MCP tools:**\n- `update-agent-graph` -- modify edges, root config, or description\n- `delete-agent-graph` -- permanently remove a graph\n- `get-ai-config` -- inspect individual configs that serve as nodes\n- `create-ai-config` -- create new configs to use as graph nodes\n\n## Core Concepts\n\n### What Are Agent Graphs?\n\nAn agent graph is a directed graph where:\n- **Nodes** are configs (each config is an agent with its own model, prompt, and tools)\n- **Edges** define routing between configs (source -> target)\n- **Handoff data** on edges controls how context is passed between agents\n- **Root config** is the entry point — the first agent that receives user input\n\n### When to Use Agent Graphs\n\n| Scenario | Example |\n|----------|---------|\n| **Multi-step workflows** | Triage agent -> Specialist agent -> Summary agent |\n| **Routing by intent** | Router agent decides which specialist handles the request |\n| **Escalation chains** | L1 support -> L2 support -> Human handoff |\n| **Pipeline processing** | Extract -> Transform -> Validate -> Store |\n\n### Graph Structure\n\n```\n[Root Config] --edge--> [Config A] --edge--> [Config C]\n                  \\--edge--> [Config B]\n```\n\nEach edge has:\n- `key` -- unique identifier for the edge\n- `sourceConfig` -- the config key that routes FROM\n- `targetConfig` -- the config key that routes TO\n- `handoff` (optional) -- data\u002Finstructions passed during the transition\n\n## Core Principles\n\n1. **Design Before Building**: Map out nodes and edges on paper\u002Fwhiteboard first\n2. **One Agent, One Job**: Each node should have a clear, focused responsibility\n3. **Root Config Is the Router**: The entry point should understand how to dispatch\n4. **Handoff Data Matters**: Define what context flows between agents\n5. **Verify the Full Path**: Test that routing works end-to-end\n\n## Workflow\n\n### Step 1: Design the Graph\n\nBefore creating anything:\n\n1. Identify the agents (configs) needed — each is a graph node\n2. Map the routing: which agent hands off to which?\n3. Define handoff data: what context does each edge carry?\n4. Identify the root config: which agent receives initial input?\n5. Check existing graphs with `list-agent-graphs` to avoid duplicates\n6. Check existing configs with `get-ai-config` to see what nodes already exist\n\n### Step 2: Ensure Nodes Exist\n\nEach node in the graph must be an existing config. If configs don't exist yet:\n1. Use `create-ai-config` to create each agent config\n2. Set up variations with appropriate models and prompts for each agent's role\n3. Verify each config exists with `get-ai-config`\n\n### Step 3: Create the Graph\n\nUse `create-agent-graph` with:\n- `projectKey` -- the project containing the configs\n- `key` -- unique identifier for the graph\n- `name` -- human-readable display name\n- `description` (optional) -- explain the graph's purpose\n- `rootConfigKey` -- the entry-point config key\n- `edges` -- array of connections between configs\n\n```json\n{\n  \"projectKey\": \"my-project\",\n  \"key\": \"support-triage-graph\",\n  \"name\": \"Customer Support Triage\",\n  \"description\": \"Routes customer queries to the appropriate specialist agent\",\n  \"rootConfigKey\": \"triage-agent\",\n  \"edges\": [\n    {\n      \"key\": \"triage-to-billing\",\n      \"sourceConfig\": \"triage-agent\",\n      \"targetConfig\": \"billing-specialist\",\n      \"handoff\": {\"category\": \"billing\", \"priority\": \"normal\"}\n    },\n    {\n      \"key\": \"triage-to-technical\",\n      \"sourceConfig\": \"triage-agent\",\n      \"targetConfig\": \"technical-specialist\",\n      \"handoff\": {\"category\": \"technical\", \"priority\": \"normal\"}\n    }\n  ]\n}\n```\n\n### Step 4: Verify\n\n1. 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edges",{"type":46,"tag":273,"props":1493,"children":1494},{},[1495,1496,1501],{"type":52,"value":546},{"type":46,"tag":90,"props":1497,"children":1499},{"className":1498},[],[1500],{"type":52,"value":139},{"type":52,"value":1502}," — provide the complete new edge list",{"type":46,"tag":61,"props":1504,"children":1506},{"id":1505},"what-not-to-do",[1507],{"type":52,"value":1508},"What NOT to Do",{"type":46,"tag":82,"props":1510,"children":1511},{},[1512,1517,1522,1527],{"type":46,"tag":86,"props":1513,"children":1514},{},[1515],{"type":52,"value":1516},"Don't create a graph before the config nodes exist",{"type":46,"tag":86,"props":1518,"children":1519},{},[1520],{"type":52,"value":1521},"Don't forget handoff data when agents need context from predecessors",{"type":46,"tag":86,"props":1523,"children":1524},{},[1525],{"type":52,"value":1526},"Don't create overly complex graphs — start simple and add nodes as needed",{"type":46,"tag":86,"props":1528,"children":1529},{},[1530],{"type":52,"value":1531},"Don't delete a graph without understanding if it's actively used in agent workflows",{"type":46,"tag":61,"props":1533,"children":1535},{"id":1534},"other-resources",[1536],{"type":52,"value":1537},"Other Resources",{"type":46,"tag":55,"props":1539,"children":1540},{},[1541,1543,1552],{"type":52,"value":1542},"To learn more, read ",{"type":46,"tag":1544,"props":1545,"children":1549},"a",{"href":1546,"rel":1547},"https:\u002F\u002Flaunchdarkly.com\u002Fdocs\u002Fhome\u002Fagentcontrol\u002Fagent-graphs.md",[1548],"nofollow",[1550],{"type":52,"value":1551},"Agent graphs",{"type":52,"value":1553},".",{"type":46,"tag":1555,"props":1556,"children":1557},"style",{},[1558],{"type":52,"value":1559},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":1561,"total":1637},[1562,1569,1578,1592,1603,1615,1623],{"slug":4,"name":4,"fn":5,"description":6,"org":1563,"tags":1564,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1565,1566,1567,1568],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"slug":1570,"name":1570,"fn":1571,"description":1572,"org":1573,"tags":1574,"stars":23,"repoUrl":24,"updatedAt":1577},"aiconfig-agent-graphs","manage agent graphs","DEPRECATED redirect — this skill was renamed to agent-graphs. Do not use this skill; invoke agent-graphs instead. Kept only so old references to aiconfig-agent-graphs still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1575,1576],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},"2026-05-22T06:55:56.527064",{"slug":1579,"name":1579,"fn":1580,"description":1581,"org":1582,"tags":1583,"stars":23,"repoUrl":24,"updatedAt":1591},"aiconfig-ai-metrics","manage built-in AI metrics","DEPRECATED redirect — this skill was renamed to built-in-metrics. Do not use this skill; invoke built-in-metrics instead. Kept only so old references to aiconfig-ai-metrics still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1584,1587,1588],{"name":1585,"slug":1586,"type":15},"Analytics","analytics",{"name":9,"slug":8,"type":15},{"name":1589,"slug":1590,"type":15},"Metrics","metrics","2026-05-22T06:55:53.858749",{"slug":1593,"name":1593,"fn":1594,"description":1595,"org":1596,"tags":1597,"stars":23,"repoUrl":24,"updatedAt":1602},"aiconfig-create","redirect to configs-create skill","DEPRECATED redirect — this skill was renamed to configs-create. Do not use this skill; invoke configs-create instead. Kept only so old references to aiconfig-create still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1598,1599],{"name":9,"slug":8,"type":15},{"name":1600,"slug":1601,"type":15},"Reference","reference","2026-05-22T06:55:41.790591",{"slug":1604,"name":1604,"fn":1605,"description":1606,"org":1607,"tags":1608,"stars":23,"repoUrl":24,"updatedAt":1614},"aiconfig-custom-metrics","configure custom metrics in LaunchDarkly","DEPRECATED redirect — this skill was renamed to custom-metrics. Do not use this skill; invoke custom-metrics instead. Kept only so old references to aiconfig-custom-metrics still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1609,1610,1613],{"name":1585,"slug":1586,"type":15},{"name":1611,"slug":1612,"type":15},"Feature Flags","feature-flags",{"name":9,"slug":8,"type":15},"2026-05-22T06:55:57.84851",{"slug":1616,"name":1616,"fn":1617,"description":1618,"org":1619,"tags":1620,"stars":23,"repoUrl":24,"updatedAt":1622},"aiconfig-migrate","redirect to migrate skill","DEPRECATED redirect — this skill was renamed to migrate. Do not use this skill; invoke migrate instead. Kept only so old references to aiconfig-migrate still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1621],{"name":1600,"slug":1601,"type":15},"2026-05-22T06:55:44.464733",{"slug":1624,"name":1624,"fn":1625,"description":1626,"org":1627,"tags":1628,"stars":23,"repoUrl":24,"updatedAt":1636},"aiconfig-online-evals","run online evaluations","DEPRECATED redirect — this skill was renamed to online-evals. Do not use this skill; invoke online-evals instead. Kept only so old references to aiconfig-online-evals still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1629,1632,1633],{"name":1630,"slug":1631,"type":15},"Evals","evals",{"name":9,"slug":8,"type":15},{"name":1634,"slug":1635,"type":15},"Testing","testing","2026-05-22T06:55:55.179617",49,{"items":1639,"total":1637},[1640,1647,1652,1658,1663,1669,1673,1679,1690,1699,1709,1718],{"slug":4,"name":4,"fn":5,"description":6,"org":1641,"tags":1642,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1643,1644,1645,1646],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"slug":1570,"name":1570,"fn":1571,"description":1572,"org":1648,"tags":1649,"stars":23,"repoUrl":24,"updatedAt":1577},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1650,1651],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"slug":1579,"name":1579,"fn":1580,"description":1581,"org":1653,"tags":1654,"stars":23,"repoUrl":24,"updatedAt":1591},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1655,1656,1657],{"name":1585,"slug":1586,"type":15},{"name":9,"slug":8,"type":15},{"name":1589,"slug":1590,"type":15},{"slug":1593,"name":1593,"fn":1594,"description":1595,"org":1659,"tags":1660,"stars":23,"repoUrl":24,"updatedAt":1602},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1661,1662],{"name":9,"slug":8,"type":15},{"name":1600,"slug":1601,"type":15},{"slug":1604,"name":1604,"fn":1605,"description":1606,"org":1664,"tags":1665,"stars":23,"repoUrl":24,"updatedAt":1614},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1666,1667,1668],{"name":1585,"slug":1586,"type":15},{"name":1611,"slug":1612,"type":15},{"name":9,"slug":8,"type":15},{"slug":1616,"name":1616,"fn":1617,"description":1618,"org":1670,"tags":1671,"stars":23,"repoUrl":24,"updatedAt":1622},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1672],{"name":1600,"slug":1601,"type":15},{"slug":1624,"name":1624,"fn":1625,"description":1626,"org":1674,"tags":1675,"stars":23,"repoUrl":24,"updatedAt":1636},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1676,1677,1678],{"name":1630,"slug":1631,"type":15},{"name":9,"slug":8,"type":15},{"name":1634,"slug":1635,"type":15},{"slug":1680,"name":1680,"fn":1681,"description":1682,"org":1683,"tags":1684,"stars":23,"repoUrl":24,"updatedAt":1689},"aiconfig-projects","manage AI configuration projects","DEPRECATED redirect — this skill was renamed to projects. Do not use this skill; invoke projects instead. Kept only so old references to aiconfig-projects still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1685,1688],{"name":1686,"slug":1687,"type":15},"Configuration","configuration",{"name":9,"slug":8,"type":15},"2026-05-22T06:55:48.522229",{"slug":1691,"name":1691,"fn":1692,"description":1693,"org":1694,"tags":1695,"stars":23,"repoUrl":24,"updatedAt":1698},"aiconfig-snippets","manage AI configuration snippets","DEPRECATED redirect — this skill was renamed to snippets. Do not use this skill; invoke snippets instead. Kept only so old references to aiconfig-snippets still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1696,1697],{"name":1686,"slug":1687,"type":15},{"name":9,"slug":8,"type":15},"2026-05-22T06:55:47.16557",{"slug":1700,"name":1700,"fn":1701,"description":1702,"org":1703,"tags":1704,"stars":23,"repoUrl":24,"updatedAt":1708},"aiconfig-targeting","configure LaunchDarkly targeting rules","DEPRECATED redirect — this skill was renamed to configs-targeting. Do not use this skill; invoke configs-targeting instead. Kept only so old references to aiconfig-targeting still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1705,1706,1707],{"name":1686,"slug":1687,"type":15},{"name":1611,"slug":1612,"type":15},{"name":9,"slug":8,"type":15},"2026-05-22T06:55:49.845445",{"slug":1710,"name":1710,"fn":1711,"description":1712,"org":1713,"tags":1714,"stars":23,"repoUrl":24,"updatedAt":1717},"aiconfig-tools","redirect to tools skill","DEPRECATED redirect — this skill was renamed to tools. Do not use this skill; invoke tools instead. Kept only so old references to aiconfig-tools still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1715,1716],{"name":9,"slug":8,"type":15},{"name":1600,"slug":1601,"type":15},"2026-05-22T06:55:39.13373",{"slug":1719,"name":1719,"fn":1720,"description":1721,"org":1722,"tags":1723,"stars":23,"repoUrl":24,"updatedAt":1726},"aiconfig-update","redirect to configs-update skill","DEPRECATED redirect — this skill was renamed to configs-update. Do not use this skill; invoke configs-update instead. Kept only so old references to aiconfig-update still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1724,1725],{"name":9,"slug":8,"type":15},{"name":1600,"slug":1601,"type":15},"2026-05-22T06:55:40.464884"]