diff --git a/app/actions.tsx b/app/actions.tsx
index 2de4b2fe..3f87aa9c 100644
--- a/app/actions.tsx
+++ b/app/actions.tsx
@@ -12,13 +12,13 @@ import type { FeatureCollection } from 'geojson'
import { Spinner } from '@/components/ui/spinner'
import { Section } from '@/components/section'
import { FollowupPanel } from '@/components/followup-panel'
-import { inquire, researcher, taskManager, querySuggestor, resolutionSearch } from '@/lib/agents'
-import { mapControlOrchestrator } from '@/lib/agents/map-control-orchestrator'
+import { inquire, researcher, taskManager, querySuggestor, resolutionSearch, runMapGraph } from '@/lib/agents'
import { initializeComposioMapbox } from '@/mapbox_mcp/composio-mapbox'
import { Composio } from '@composio/core'
import { writer } from '@/lib/agents/writer'
import { saveChat, getSystemPrompt } from '@/lib/actions/chat'
import { Chat, AIMessage } from '@/lib/types'
+import { MapStatus } from '@/components/map/map-status'
import { UserMessage } from '@/components/user-message'
import { BotMessage } from '@/components/message'
import { SearchSection } from '@/components/search-section'
@@ -426,13 +426,18 @@ async function submit(formData?: FormData, skip?: boolean) {
try {
// Use the Orchestrator with fallback to basic enricher handled internally if needed
- console.log('🚀 Starting Map Control Orchestrator...');
- locationResponse = await mapControlOrchestrator(answer, {
+ console.log("🚀 Starting LangGraph Map Orchestrator...");
+ const statusStream = createStreamableUI();
+ uiStream.append(statusStream.value);
+
+ locationResponse = await runMapGraph(answer, {
mcpClient,
connectionId,
- enableFeedbackLoop: false // Disable for now to reduce latency
+ onStatusUpdate: (status) => {
+ statusStream.update();
+ }
});
- console.log('✨ Orchestrator finished:', locationResponse);
+ statusStream.done();
} catch (e) {
console.error("Error during map orchestration:", e);
// Fallback to basic enricher
diff --git a/bun.lock b/bun.lock
index 691c7356..7c191c2f 100644
--- a/bun.lock
+++ b/bun.lock
@@ -1,6 +1,5 @@
{
"lockfileVersion": 1,
- "configVersion": 0,
"workspaces": {
"": {
"name": "QCX",
@@ -8,6 +7,7 @@
"@ai-sdk/amazon-bedrock": "^1.1.6",
"@ai-sdk/anthropic": "^1.2.12",
"@ai-sdk/google": "^1.2.22",
+ "@ai-sdk/langchain": "^2.0.82",
"@ai-sdk/openai": "^1.3.24",
"@ai-sdk/xai": "^1.2.18",
"@composio/core": "^0.3.3",
@@ -15,6 +15,10 @@
"@google/generative-ai": "^0.24.1",
"@heroicons/react": "^2.2.0",
"@hookform/resolvers": "3.3.4",
+ "@langchain/core": "^1.1.19",
+ "@langchain/google-genai": "^2.1.15",
+ "@langchain/langgraph": "^1.1.4",
+ "@langchain/openai": "^1.2.5",
"@mapbox/mapbox-gl-draw": "^1.5.0",
"@modelcontextprotocol/sdk": "^1.13.0",
"@radix-ui/react-alert-dialog": "^1.1.10",
@@ -112,8 +116,12 @@
"@ai-sdk/anthropic": ["@ai-sdk/anthropic@1.2.12", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "@ai-sdk/provider-utils": "2.2.8" }, "peerDependencies": { "zod": "^3.0.0" } }, "sha512-YSzjlko7JvuiyQFmI9RN1tNZdEiZxc+6xld/0tq/VkJaHpEzGAb1yiNxxvmYVcjvfu/PcvCxAAYXmTYQQ63IHQ=="],
+ "@ai-sdk/gateway": ["@ai-sdk/gateway@3.0.39", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@ai-sdk/provider-utils": "4.0.14", "@vercel/oidc": "3.1.0" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-SeCZBAdDNbWpVUXiYgOAqis22p5MEYfrjRw0hiBa5hM+7sDGYQpMinUjkM8kbPXMkY+AhKLrHleBl+SuqpzlgA=="],
+
"@ai-sdk/google": ["@ai-sdk/google@1.2.22", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "@ai-sdk/provider-utils": "2.2.8" }, "peerDependencies": { "zod": "^3.0.0" } }, "sha512-Ppxu3DIieF1G9pyQ5O1Z646GYR0gkC57YdBqXJ82qvCdhEhZHu0TWhmnOoeIWe2olSbuDeoOY+MfJrW8dzS3Hw=="],
+ "@ai-sdk/langchain": ["@ai-sdk/langchain@2.0.82", "", { "dependencies": { "ai": "6.0.77" }, "peerDependencies": { "@langchain/core": ">=1.0.0", "@langchain/langgraph": ">=0.2.0" }, "optionalPeers": ["@langchain/langgraph"] }, "sha512-nlK9aJ9H5P4qgCdJi0Jd+7paiEaEzIU/uIV8T57fOSkH+ND7nERkLJ64dZCbbLBWR2E0LysRd0qJpBexZRNBgA=="],
+
"@ai-sdk/openai": ["@ai-sdk/openai@1.3.24", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "@ai-sdk/provider-utils": "2.2.8" }, "peerDependencies": { "zod": "^3.0.0" } }, "sha512-GYXnGJTHRTZc4gJMSmFRgEQudjqd4PUN0ZjQhPwOAYH1yOAvQoG/Ikqs+HyISRbLPCrhbZnPKCNHuRU4OfpW0Q=="],
"@ai-sdk/openai-compatible": ["@ai-sdk/openai-compatible@0.2.16", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "@ai-sdk/provider-utils": "2.2.8" }, "peerDependencies": { "zod": "^3.0.0" } }, "sha512-LkvfcM8slJedRyJa/MiMiaOzcMjV1zNDwzTHEGz7aAsgsQV0maLfmJRi/nuSwf5jmp0EouC+JXXDUj2l94HgQw=="],
@@ -204,6 +212,8 @@
"@borewit/text-codec": ["@borewit/text-codec@0.2.1", "", {}, "sha512-k7vvKPbf7J2fZ5klGRD9AeKfUvojuZIQ3BT5u7Jfv+puwXkUBUT5PVyMDfJZpy30CBDXGMgw7fguK/lpOMBvgw=="],
+ "@cfworker/json-schema": ["@cfworker/json-schema@4.1.1", "", {}, "sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og=="],
+
"@colors/colors": ["@colors/colors@1.6.0", "", {}, "sha512-Ir+AOibqzrIsL6ajt3Rz3LskB7OiMVHqltZmspbW/TJuTVuyOMirVqAkjfY6JISiLHgyNqicAC8AyHHGzNd/dA=="],
"@composio/client": ["@composio/client@0.1.0-alpha.52", "", {}, "sha512-IFPa77R/v4JUX0QeRHRTEkJCBZ+OqMQBh1rIn4Nv5PIP1eP3sZqxlTYJUKPS4qLNnwBJRD+Vn7/jUs5J7pdv5g=="],
@@ -378,6 +388,18 @@
"@jridgewell/trace-mapping": ["@jridgewell/trace-mapping@0.3.31", "", { "dependencies": { "@jridgewell/resolve-uri": "^3.1.0", "@jridgewell/sourcemap-codec": "^1.4.14" } }, "sha512-zzNR+SdQSDJzc8joaeP8QQoCQr8NuYx2dIIytl1QeBEZHJ9uW6hebsrYgbz8hJwUQao3TWCMtmfV8Nu1twOLAw=="],
+ "@langchain/core": ["@langchain/core@1.1.19", "", { "dependencies": { "@cfworker/json-schema": "^4.0.2", "ansi-styles": "^5.0.0", "camelcase": "6", "decamelize": "1.2.0", "js-tiktoken": "^1.0.12", "langsmith": ">=0.4.0 <1.0.0", "mustache": "^4.2.0", "p-queue": "^6.6.2", "uuid": "^10.0.0", "zod": "^3.25.76 || ^4" } }, "sha512-hmNAcgeLLqNLnu8UK+HVTfB8170eCmAfsy4gFLBYeE+kdsnyO0Hd/Kd42pZi8Cgfux4OMX3yxl+g+/a1ktGe0A=="],
+
+ "@langchain/google-genai": ["@langchain/google-genai@2.1.15", "", { "dependencies": { "@google/generative-ai": "^0.24.0", "uuid": "^11.1.0" }, "peerDependencies": { "@langchain/core": "1.1.19" } }, "sha512-Pg+mbMP1q83T/YWjF9E9uKq/D+GhnKS/xOQQuGUIM4wjGlA4BBKtjSzjVnIl66l3CUemVMCu8XYfUnDPbHmm1A=="],
+
+ "@langchain/langgraph": ["@langchain/langgraph@1.1.4", "", { "dependencies": { "@langchain/langgraph-checkpoint": "^1.0.0", "@langchain/langgraph-sdk": "~1.6.0", "@standard-schema/spec": "1.1.0", "uuid": "^10.0.0" }, "peerDependencies": { "@langchain/core": "^1.1.16", "zod": "^3.25.32 || ^4.2.0", "zod-to-json-schema": "^3.x" }, "optionalPeers": ["zod-to-json-schema"] }, "sha512-9OhRF+7Zvcpure8TLtBrxfJDo0PAoHZhfzcPL6M3CsGXiYqLWm5tQe+FYqn9zRIV7IwphqVEl1QDNbOkVgo+kw=="],
+
+ "@langchain/langgraph-checkpoint": ["@langchain/langgraph-checkpoint@1.0.0", "", { "dependencies": { "uuid": "^10.0.0" }, "peerDependencies": { "@langchain/core": "^1.0.1" } }, "sha512-xrclBGvNCXDmi0Nz28t3vjpxSH6UYx6w5XAXSiiB1WEdc2xD2iY/a913I3x3a31XpInUW/GGfXXfePfaghV54A=="],
+
+ "@langchain/langgraph-sdk": ["@langchain/langgraph-sdk@1.6.0", "", { "dependencies": { "@types/json-schema": "^7.0.15", "p-queue": "^9.0.1", "p-retry": "^7.1.1", "uuid": "^13.0.0" }, "peerDependencies": { "@langchain/core": "^1.1.16", "react": "^18 || ^19", "react-dom": "^18 || ^19" }, "optionalPeers": ["@langchain/core", "react", "react-dom"] }, "sha512-J/B1SkCG0U+eXEXH/X89dDHxP8I0eULjLtXYvZ39uk2TxEKjLsrW4LY5J7Qwrf0GCDA+IM/agjKSLXALnctWTw=="],
+
+ "@langchain/openai": ["@langchain/openai@1.2.5", "", { "dependencies": { "js-tiktoken": "^1.0.12", "openai": "^6.18.0", "zod": "^3.25.76 || ^4" }, "peerDependencies": { "@langchain/core": "^1.0.0" } }, "sha512-AtnzS0j8Kv7IIdXywp/N27ytsMIbmncvFckiaWyOGibgqQYZyyR3rFC6P4z2x4/yoMgU7nXcd8dTNf+mABzLUw=="],
+
"@mapbox/geojson-area": ["@mapbox/geojson-area@0.2.2", "", { "dependencies": { "wgs84": "0.0.0" } }, "sha512-bBqqFn1kIbLBfn7Yq1PzzwVkPYQr9lVUeT8Dhd0NL5n76PBuXzOcuLV7GOSbEB1ia8qWxH4COCvFpziEu/yReA=="],
"@mapbox/geojson-normalize": ["@mapbox/geojson-normalize@0.0.1", "", { "bin": { "geojson-normalize": "geojson-normalize" } }, "sha512-82V7YHcle8lhgIGqEWwtXYN5cy0QM/OHq3ypGhQTbvHR57DF0vMHMjjVSQKFfVXBe/yWCBZTyOuzvK7DFFnx5Q=="],
@@ -656,6 +678,8 @@
"@so-ric/colorspace": ["@so-ric/colorspace@1.1.6", "", { "dependencies": { "color": "^5.0.2", "text-hex": "1.0.x" } }, "sha512-/KiKkpHNOBgkFJwu9sh48LkHSMYGyuTcSFK/qMBdnOAlrRJzRSXAOFB5qwzaVQuDl8wAvHVMkaASQDReTahxuw=="],
+ "@standard-schema/spec": ["@standard-schema/spec@1.1.0", "", {}, "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w=="],
+
"@supabase/auth-js": ["@supabase/auth-js@2.90.1", "", { "dependencies": { "tslib": "2.8.1" } }, "sha512-vxb66dgo6h3yyPbR06735Ps+dK3hj0JwS8w9fdQPVZQmocSTlKUW5MfxSy99mN0XqCCuLMQ3jCEiIIUU23e9ng=="],
"@supabase/functions-js": ["@supabase/functions-js@2.90.1", "", { "dependencies": { "tslib": "2.8.1" } }, "sha512-x9mV9dF1Lam9qL3zlpP6mSM5C9iqMPtF5B/tU1Jj/F0ufX5mjDf9ghVBaErVxmrQJRL4+iMKWKY2GnODkpS8tw=="],
@@ -1048,6 +1072,8 @@
"@vercel/analytics": ["@vercel/analytics@1.6.1", "", { "peerDependencies": { "@remix-run/react": "^2", "@sveltejs/kit": "^1 || ^2", "next": ">= 13", "react": "^18 || ^19 || ^19.0.0-rc", "svelte": ">= 4", "vue": "^3", "vue-router": "^4" }, "optionalPeers": ["@remix-run/react", "@sveltejs/kit", "next", "react", "svelte", "vue", "vue-router"] }, "sha512-oH9He/bEM+6oKlv3chWuOOcp8Y6fo6/PSro8hEkgCW3pu9/OiCXiUpRUogDh3Fs3LH2sosDrx8CxeOLBEE+afg=="],
+ "@vercel/oidc": ["@vercel/oidc@3.1.0", "", {}, "sha512-Fw28YZpRnA3cAHHDlkt7xQHiJ0fcL+NRcIqsocZQUSmbzeIKRpwttJjik5ZGanXP+vlA4SbTg+AbA3bP363l+w=="],
+
"@vercel/speed-insights": ["@vercel/speed-insights@1.3.1", "", { "peerDependencies": { "@sveltejs/kit": "^1 || ^2", "next": ">= 13", "react": "^18 || ^19 || ^19.0.0-rc", "svelte": ">= 4", "vue": "^3", "vue-router": "^4" }, "optionalPeers": ["@sveltejs/kit", "next", "react", "svelte", "vue", "vue-router"] }, "sha512-PbEr7FrMkUrGYvlcLHGkXdCkxnylCWePx7lPxxq36DNdfo9mcUjLOmqOyPDHAOgnfqgGGdmE3XI9L/4+5fr+vQ=="],
"@vis.gl/react-google-maps": ["@vis.gl/react-google-maps@1.7.1", "", { "dependencies": { "@types/google.maps": "^3.54.10", "fast-deep-equal": "^3.1.3" }, "peerDependencies": { "react": ">=16.8.0 || ^19.0 || ^19.0.0-rc", "react-dom": ">=16.8.0 || ^19.0 || ^19.0.0-rc" } }, "sha512-F/GJzJyri7Jqf+bkLNxoi2RcH2hCIo1I3//PyiILqQzdzglMoqZVO1DLXlHPifNdebk1/zib6dMJA3i73nwmuQ=="],
@@ -1074,7 +1100,7 @@
"ansi-regex": ["ansi-regex@5.0.1", "", {}, "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="],
- "ansi-styles": ["ansi-styles@4.3.0", "", { "dependencies": { "color-convert": "^2.0.1" } }, "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg=="],
+ "ansi-styles": ["ansi-styles@5.2.0", "", {}, "sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA=="],
"any-promise": ["any-promise@1.3.0", "", {}, "sha512-7UvmKalWRt1wgjL1RrGxoSJW/0QZFIegpeGvZG9kjp8vrRu55XTHbwnqq2GpXm9uLbcuhxm3IqX9OB4MZR1b2A=="],
@@ -1164,6 +1190,8 @@
"callsites": ["callsites@3.1.0", "", {}, "sha512-P8BjAsXvZS+VIDUI11hHCQEv74YT67YUi5JJFNWIqL235sBmjX4+qx9Muvls5ivyNENctx46xQLQ3aTuE7ssaQ=="],
+ "camelcase": ["camelcase@6.3.0", "", {}, "sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA=="],
+
"camelcase-css": ["camelcase-css@2.0.1", "", {}, "sha512-QOSvevhslijgYwRx6Rv7zKdMF8lbRmx+uQGx2+vDc+KI/eBnsy9kit5aj23AgGu3pa4t9AgwbnXWqS+iOY+2aA=="],
"caniuse-lite": ["caniuse-lite@1.0.30001764", "", {}, "sha512-9JGuzl2M+vPL+pz70gtMF9sHdMFbY9FJaQBi186cHKH3pSzDvzoUJUPV6fqiKIMyXbud9ZLg4F3Yza1vJ1+93g=="],
@@ -1226,6 +1254,8 @@
"concaveman": ["concaveman@1.2.1", "", { "dependencies": { "point-in-polygon": "^1.1.0", "rbush": "^3.0.1", "robust-predicates": "^2.0.4", "tinyqueue": "^2.0.3" } }, "sha512-PwZYKaM/ckQSa8peP5JpVr7IMJ4Nn/MHIaWUjP4be+KoZ7Botgs8seAZGpmaOM+UZXawcdYRao/px9ycrCihHw=="],
+ "console-table-printer": ["console-table-printer@2.15.0", "", { "dependencies": { "simple-wcswidth": "^1.1.2" } }, "sha512-SrhBq4hYVjLCkBVOWaTzceJalvn5K1Zq5aQA6wXC/cYjI3frKWNPEMK3sZsJfNNQApvCQmgBcc13ZKmFj8qExw=="],
+
"content-disposition": ["content-disposition@1.0.1", "", {}, "sha512-oIXISMynqSqm241k6kcQ5UwttDILMK4BiurCfGEREw6+X9jkkpEe5T9FZaApyLGGOnFuyMWZpdolTXMtvEJ08Q=="],
"content-type": ["content-type@1.0.5", "", {}, "sha512-nTjqfcBFEipKdXCv4YDQWCfmcLZKm81ldF0pAopTvyrFGVbcR6P/VAAd5G7N+0tTr8QqiU0tFadD6FK4NtJwOA=="],
@@ -1270,6 +1300,8 @@
"debug": ["debug@4.4.3", "", { "dependencies": { "ms": "^2.1.3" } }, "sha512-RGwwWnwQvkVfavKVt22FGLw+xYSdzARwm0ru6DhTVA3umU5hZc28V3kO4stgYryrTlLpuvgI9GiijltAjNbcqA=="],
+ "decamelize": ["decamelize@1.2.0", "", {}, "sha512-z2S+W9X73hAUUki+N+9Za2lBlun89zigOyGrsax+KUQ6wKW4ZoWpEYBkGhQjwAjjDCkWxhY0VKEhk8wzY7F5cA=="],
+
"decode-named-character-reference": ["decode-named-character-reference@1.2.0", "", { "dependencies": { "character-entities": "^2.0.0" } }, "sha512-c6fcElNV6ShtZXmsgNgFFV5tVX2PaV4g+MOAkb8eXHvn6sryJBrZa9r0zV6+dtTyoCKxtDy5tyQ5ZwQuidtd+Q=="],
"deep-is": ["deep-is@0.1.4", "", {}, "sha512-oIPzksmTg4/MriiaYGO+okXDT7ztn/w3Eptv/+gSIdMdKsJo0u4CfYNFJPy+4SKMuCqGw2wxnA+URMg3t8a/bQ=="],
@@ -1412,6 +1444,8 @@
"event-target-shim": ["event-target-shim@5.0.1", "", {}, "sha512-i/2XbnSz/uxRCU6+NdVJgKWDTM427+MqYbkQzD321DuCQJUqOuJKIA0IM2+W2xtYHdKOmZ4dR6fExsd4SXL+WQ=="],
+ "eventemitter3": ["eventemitter3@4.0.7", "", {}, "sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw=="],
+
"eventsource": ["eventsource@3.0.7", "", { "dependencies": { "eventsource-parser": "^3.0.1" } }, "sha512-CRT1WTyuQoD771GW56XEZFQ/ZoSfWid1alKGDYMmkt2yl8UXrVR4pspqWNEcqKvVIzg6PAltWjxcSSPrboA4iA=="],
"eventsource-parser": ["eventsource-parser@3.0.6", "", {}, "sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg=="],
@@ -1668,6 +1702,8 @@
"is-negative-zero": ["is-negative-zero@2.0.3", "", {}, "sha512-5KoIu2Ngpyek75jXodFvnafB6DJgr3u8uuK0LEZJjrU19DrMD3EVERaR8sjz8CCGgpZvxPl9SuE1GMVPFHx1mw=="],
+ "is-network-error": ["is-network-error@1.3.0", "", {}, "sha512-6oIwpsgRfnDiyEDLMay/GqCl3HoAtH5+RUKW29gYkL0QA+ipzpDLA16yQs7/RHCSu+BwgbJaOUqa4A99qNVQVw=="],
+
"is-number": ["is-number@7.0.0", "", {}, "sha512-41Cifkg6e8TylSpdtTpeLVMqvSBEVzTttHvERD741+pnZ8ANv0004MRL43QKPDlK9cGvNp6NZWZUBlbGXYxxng=="],
"is-number-object": ["is-number-object@1.1.1", "", { "dependencies": { "call-bound": "^1.0.3", "has-tostringtag": "^1.0.2" } }, "sha512-lZhclumE1G6VYD8VHe35wFaIif+CTy5SJIi5+3y4psDgWu4wPDoBhF8NxUOinEc7pHgiTsT6MaBb92rKhhD+Xw=="],
@@ -1756,6 +1792,8 @@
"kuler": ["kuler@2.0.0", "", {}, "sha512-Xq9nH7KlWZmXAtodXDDRE7vs6DU1gTU8zYDHDiWLSip45Egwq3plLHzPn27NgvzL2r1LMPC1vdqh98sQxtqj4A=="],
+ "langsmith": ["langsmith@0.4.12", "", { "dependencies": { "@types/uuid": "^10.0.0", "chalk": "^4.1.2", "console-table-printer": "^2.12.1", "p-queue": "^6.6.2", "semver": "^7.6.3", "uuid": "^10.0.0" }, "peerDependencies": { "@opentelemetry/api": "*", "@opentelemetry/exporter-trace-otlp-proto": "*", "@opentelemetry/sdk-trace-base": "*", "openai": "*" }, "optionalPeers": ["@opentelemetry/api", "@opentelemetry/exporter-trace-otlp-proto", "@opentelemetry/sdk-trace-base", "openai"] }, "sha512-YWt0jcGvKqjUgIvd78rd4QcdMss0lUkeUaqp0UpVRq7H2yNDx8H5jOUO/laWUmaPtWGgcip0qturykXe1g9Gqw=="],
+
"language-subtag-registry": ["language-subtag-registry@0.3.23", "", {}, "sha512-0K65Lea881pHotoGEa5gDlMxt3pctLi2RplBb7Ezh4rRdLEOtgi7n4EwK9lamnUCkKBqaeKRVebTq6BAxSkpXQ=="],
"language-tags": ["language-tags@1.0.9", "", { "dependencies": { "language-subtag-registry": "^0.3.20" } }, "sha512-MbjN408fEndfiQXbFQ1vnd+1NoLDsnQW41410oQBXiyXDMYH5z505juWa4KUE1LqxRC7DgOgZDbKLxHIwm27hA=="],
@@ -1928,6 +1966,8 @@
"murmurhash-js": ["murmurhash-js@1.0.0", "", {}, "sha512-TvmkNhkv8yct0SVBSy+o8wYzXjE4Zz3PCesbfs8HiCXXdcTuocApFv11UWlNFWKYsP2okqrhb7JNlSm9InBhIw=="],
+ "mustache": ["mustache@4.2.0", "", { "bin": { "mustache": "bin/mustache" } }, "sha512-71ippSywq5Yb7/tVYyGbkBggbU8H3u5Rz56fH60jGFgr8uHwxs+aSKeqmluIVzM0m0kB7xQjKS6qPfd0b2ZoqQ=="],
+
"mz": ["mz@2.7.0", "", { "dependencies": { "any-promise": "^1.0.0", "object-assign": "^4.0.1", "thenify-all": "^1.0.0" } }, "sha512-z81GNO7nnYMEhrGh9LeymoE4+Yr0Wn5McHIZMK5cfQCl+NDX08sCZgUc9/6MHni9IWuFLm1Z3HTCXu2z9fN62Q=="],
"nanoid": ["nanoid@5.1.6", "", { "bin": { "nanoid": "bin/nanoid.js" } }, "sha512-c7+7RQ+dMB5dPwwCp4ee1/iV/q2P6aK1mTZcfr1BTuVlyW9hJYiMPybJCcnBlQtuSmTIWNeazm/zqNoZSSElBg=="],
@@ -1986,10 +2026,18 @@
"own-keys": ["own-keys@1.0.1", "", { "dependencies": { "get-intrinsic": "^1.2.6", "object-keys": "^1.1.1", "safe-push-apply": "^1.0.0" } }, "sha512-qFOyK5PjiWZd+QQIh+1jhdb9LpxTF0qs7Pm8o5QHYZ0M3vKqSqzsZaEB6oWlxZ+q2sJBMI/Ktgd2N5ZwQoRHfg=="],
+ "p-finally": ["p-finally@1.0.0", "", {}, "sha512-LICb2p9CB7FS+0eR1oqWnHhp0FljGLZCWBE9aix0Uye9W8LTQPwMTYVGWQWIw9RdQiDg4+epXQODwIYJtSJaow=="],
+
"p-limit": ["p-limit@3.1.0", "", { "dependencies": { "yocto-queue": "^0.1.0" } }, "sha512-TYOanM3wGwNGsZN2cVTYPArw454xnXj5qmWF1bEoAc4+cU/ol7GVh7odevjp1FNHduHc3KZMcFduxU5Xc6uJRQ=="],
"p-locate": ["p-locate@5.0.0", "", { "dependencies": { "p-limit": "^3.0.2" } }, "sha512-LaNjtRWUBY++zB5nE/NwcaoMylSPk+S+ZHNB1TzdbMJMny6dynpAGt7X/tl/QYq3TIeE6nxHppbo2LGymrG5Pw=="],
+ "p-queue": ["p-queue@6.6.2", "", { "dependencies": { "eventemitter3": "^4.0.4", "p-timeout": "^3.2.0" } }, "sha512-RwFpb72c/BhQLEXIZ5K2e+AhgNVmIejGlTgiB9MzZ0e93GRvqZ7uSi0dvRF7/XIXDeNkra2fNHBxTyPDGySpjQ=="],
+
+ "p-retry": ["p-retry@7.1.1", "", { "dependencies": { "is-network-error": "^1.1.0" } }, "sha512-J5ApzjyRkkf601HpEeykoiCvzHQjWxPAHhyjFcEUP2SWq0+35NKh8TLhpLw+Dkq5TZBFvUM6UigdE9hIVYTl5w=="],
+
+ "p-timeout": ["p-timeout@3.2.0", "", { "dependencies": { "p-finally": "^1.0.0" } }, "sha512-rhIwUycgwwKcP9yTOOFK/AKsAopjjCakVqLHePO3CC6Mir1Z99xT+R63jZxAT5lFZLa2inS5h+ZS2GvR99/FBg=="],
+
"pako": ["pako@2.1.0", "", {}, "sha512-w+eufiZ1WuJYgPXbV/PO3NCMEc3xqylkKHzp8bxp1uW4qaSNQUkwmLLEc3kKsfz8lpV1F8Ht3U1Cm+9Srog2ug=="],
"parent-module": ["parent-module@1.0.1", "", { "dependencies": { "callsites": "^3.0.0" } }, "sha512-GQ2EWRpQV8/o+Aw8YqtfZZPfNRWZYkbidE9k5rpl/hC3vtHHBfGm2Ifi6qWV+coDGkrUKZAxE3Lot5kcsRlh+g=="],
@@ -2246,6 +2294,8 @@
"signal-exit": ["signal-exit@3.0.7", "", {}, "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ=="],
+ "simple-wcswidth": ["simple-wcswidth@1.1.2", "", {}, "sha512-j7piyCjAeTDSjzTSQ7DokZtMNwNlEAyxqSZeCS+CXH7fJ4jx3FuJ/mTW3mE+6JLs4VJBbcll0Kjn+KXI5t21Iw=="],
+
"skin-tone": ["skin-tone@2.0.0", "", { "dependencies": { "unicode-emoji-modifier-base": "^1.0.0" } }, "sha512-kUMbT1oBJCpgrnKoSr0o6wPtvRWT9W9UKvGLwfJYO2WuahZRHOpEyL1ckyMGgMWh0UdpmaoFqKKD29WTomNEGA=="],
"skmeans": ["skmeans@0.9.7", "", {}, "sha512-hNj1/oZ7ygsfmPZ7ZfN5MUBRoGg1gtpnImuJBgLO0ljQ67DtJuiQaiYdS4lUA6s0KCwnPhGivtC/WRwIZLkHyg=="],
@@ -2546,10 +2596,16 @@
"@ai-sdk/anthropic/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@2.2.8", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "nanoid": "^3.3.8", "secure-json-parse": "^2.7.0" }, "peerDependencies": { "zod": "^3.23.8" } }, "sha512-fqhG+4sCVv8x7nFzYnFo19ryhAa3w096Kmc3hWxMQfW/TubPOmt3A6tYZhl4mUfQWWQMsuSkLrtjlWuXBVSGQA=="],
+ "@ai-sdk/gateway/@ai-sdk/provider": ["@ai-sdk/provider@3.0.8", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ=="],
+
+ "@ai-sdk/gateway/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.14", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-7bzKd9lgiDeXM7O4U4nQ8iTxguAOkg8LZGD9AfDVZYjO5cKYRwBPwVjboFcVrxncRHu0tYxZtXZtiLKpG4pEng=="],
+
"@ai-sdk/google/@ai-sdk/provider": ["@ai-sdk/provider@1.1.3", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-qZMxYJ0qqX/RfnuIaab+zp8UAeJn/ygXXAffR5I4N0n1IrvA6qBsjc8hXLmBiMV2zoXlifkacF7sEFnYnjBcqg=="],
"@ai-sdk/google/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@2.2.8", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "nanoid": "^3.3.8", "secure-json-parse": "^2.7.0" }, "peerDependencies": { "zod": "^3.23.8" } }, "sha512-fqhG+4sCVv8x7nFzYnFo19ryhAa3w096Kmc3hWxMQfW/TubPOmt3A6tYZhl4mUfQWWQMsuSkLrtjlWuXBVSGQA=="],
+ "@ai-sdk/langchain/ai": ["ai@6.0.77", "", { "dependencies": { "@ai-sdk/gateway": "3.0.39", "@ai-sdk/provider": "3.0.8", "@ai-sdk/provider-utils": "4.0.14", "@opentelemetry/api": "1.9.0" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-tyyhrRpCRFVlivdNIFLK8cexSBB2jwTqO0z1qJQagk+UxZ+MW8h5V8xsvvb+xdKDY482Y8KAm0mr7TDnPKvvlw=="],
+
"@ai-sdk/openai/@ai-sdk/provider": ["@ai-sdk/provider@1.1.3", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-qZMxYJ0qqX/RfnuIaab+zp8UAeJn/ygXXAffR5I4N0n1IrvA6qBsjc8hXLmBiMV2zoXlifkacF7sEFnYnjBcqg=="],
"@ai-sdk/openai/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@2.2.8", "", { "dependencies": { "@ai-sdk/provider": "1.1.3", "nanoid": "^3.3.8", "secure-json-parse": "^2.7.0" }, "peerDependencies": { "zod": "^3.23.8" } }, "sha512-fqhG+4sCVv8x7nFzYnFo19ryhAa3w096Kmc3hWxMQfW/TubPOmt3A6tYZhl4mUfQWWQMsuSkLrtjlWuXBVSGQA=="],
@@ -2592,6 +2648,20 @@
"@isaacs/cliui/wrap-ansi": ["wrap-ansi@8.1.0", "", { "dependencies": { "ansi-styles": "^6.1.0", "string-width": "^5.0.1", "strip-ansi": "^7.0.1" } }, "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ=="],
+ "@langchain/core/uuid": ["uuid@10.0.0", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ=="],
+
+ "@langchain/google-genai/uuid": ["uuid@11.1.0", "", { "bin": { "uuid": "dist/esm/bin/uuid" } }, "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A=="],
+
+ "@langchain/langgraph/uuid": ["uuid@10.0.0", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ=="],
+
+ "@langchain/langgraph-checkpoint/uuid": ["uuid@10.0.0", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ=="],
+
+ "@langchain/langgraph-sdk/p-queue": ["p-queue@9.1.0", "", { "dependencies": { "eventemitter3": "^5.0.1", "p-timeout": "^7.0.0" } }, "sha512-O/ZPaXuQV29uSLbxWBGGZO1mCQXV2BLIwUr59JUU9SoH76mnYvtms7aafH/isNSNGwuEfP6W/4xD0/TJXxrizw=="],
+
+ "@langchain/langgraph-sdk/uuid": ["uuid@13.0.0", "", { "bin": { "uuid": "dist-node/bin/uuid" } }, "sha512-XQegIaBTVUjSHliKqcnFqYypAd4S+WCYt5NIeRs6w/UAry7z8Y9j5ZwRRL4kzq9U3sD6v+85er9FvkEaBpji2w=="],
+
+ "@langchain/openai/openai": ["openai@6.18.0", "", { "peerDependencies": { "ws": "^8.18.0", "zod": "^3.25 || ^4.0" }, "optionalPeers": ["ws", "zod"], "bin": { "openai": "bin/cli" } }, "sha512-odLRYyz9rlzz6g8gKn61RM2oP5UUm428sE2zOxZqS9MzVfD5/XW8UoEjpnRkzTuScXP7ZbP/m7fC+bl8jCOZZw=="],
+
"@modelcontextprotocol/sdk/ajv": ["ajv@8.17.1", "", { "dependencies": { "fast-deep-equal": "^3.1.3", "fast-uri": "^3.0.1", "json-schema-traverse": "^1.0.0", "require-from-string": "^2.0.2" } }, "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g=="],
"@radix-ui/react-alert-dialog/@radix-ui/react-slot": ["@radix-ui/react-slot@1.2.3", "", { "dependencies": { "@radix-ui/react-compose-refs": "1.1.2" }, "peerDependencies": { "@types/react": "*", "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc" }, "optionalPeers": ["@types/react"] }, "sha512-aeNmHnBxbi2St0au6VBVC7JXFlhLlOnvIIlePNniyUNAClzmtAUEY8/pBiK3iHjufOlwA+c20/8jngo7xcrg8A=="],
@@ -2642,6 +2712,8 @@
"ajv-formats/ajv": ["ajv@8.17.1", "", { "dependencies": { "fast-deep-equal": "^3.1.3", "fast-uri": "^3.0.1", "json-schema-traverse": "^1.0.0", "require-from-string": "^2.0.2" } }, "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g=="],
+ "chalk/ansi-styles": ["ansi-styles@4.3.0", "", { "dependencies": { "color-convert": "^2.0.1" } }, "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg=="],
+
"chokidar/fsevents": ["fsevents@2.3.3", "", { "os": "darwin" }, "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw=="],
"chokidar/glob-parent": ["glob-parent@5.1.2", "", { "dependencies": { "is-glob": "^4.0.1" } }, "sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow=="],
@@ -2708,6 +2780,10 @@
"jxLoader/js-yaml": ["js-yaml@0.3.7", "", {}, "sha512-/7PsVDNP2tVe2Z1cF9kTEkjamIwz4aooDpRKmN1+g/9eePCgcxsv4QDvEbxO0EH+gdDD7MLyDoR6BASo3hH51g=="],
+ "langsmith/@types/uuid": ["@types/uuid@10.0.0", "", {}, "sha512-7gqG38EyHgyP1S+7+xomFtL+ZNHcKv6DwNaCZmJmo1vgMugyF3TCnXVg4t1uk89mLNwnLtnY3TpOpCOyp1/xHQ=="],
+
+ "langsmith/uuid": ["uuid@10.0.0", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ=="],
+
"marked-terminal/ansi-regex": ["ansi-regex@6.2.2", "", {}, "sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg=="],
"marked-terminal/chalk": ["chalk@5.6.2", "", {}, "sha512-7NzBL0rN6fMUW+f7A6Io4h40qQlG+xGmtMxfbnH/K7TAtt8JQWVQK+6g0UXKMeVJoyV5EkkNsErQ8pVD3bLHbA=="],
@@ -2776,6 +2852,8 @@
"wrap-ansi/strip-ansi": ["strip-ansi@7.1.2", "", { "dependencies": { "ansi-regex": "^6.0.1" } }, "sha512-gmBGslpoQJtgnMAvOVqGZpEz9dyoKTCzy2nfz/n8aIFhN/jCE/rCmcxabB6jOOHV+0WNnylOxaxBQPSvcWklhA=="],
+ "wrap-ansi-cjs/ansi-styles": ["ansi-styles@4.3.0", "", { "dependencies": { "color-convert": "^2.0.1" } }, "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg=="],
+
"wrap-ansi-cjs/string-width": ["string-width@4.2.3", "", { "dependencies": { "emoji-regex": "^8.0.0", "is-fullwidth-code-point": "^3.0.0", "strip-ansi": "^6.0.1" } }, "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g=="],
"yargs/string-width": ["string-width@4.2.3", "", { "dependencies": { "emoji-regex": "^8.0.0", "is-fullwidth-code-point": "^3.0.0", "strip-ansi": "^6.0.1" } }, "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g=="],
@@ -2784,6 +2862,10 @@
"@ai-sdk/google/@ai-sdk/provider-utils/nanoid": ["nanoid@3.3.11", "", { "bin": { "nanoid": "bin/nanoid.cjs" } }, "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w=="],
+ "@ai-sdk/langchain/ai/@ai-sdk/provider": ["@ai-sdk/provider@3.0.8", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ=="],
+
+ "@ai-sdk/langchain/ai/@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.14", "", { "dependencies": { "@ai-sdk/provider": "3.0.8", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-7bzKd9lgiDeXM7O4U4nQ8iTxguAOkg8LZGD9AfDVZYjO5cKYRwBPwVjboFcVrxncRHu0tYxZtXZtiLKpG4pEng=="],
+
"@ai-sdk/openai-compatible/@ai-sdk/provider-utils/nanoid": ["nanoid@3.3.11", "", { "bin": { "nanoid": "bin/nanoid.cjs" } }, "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w=="],
"@ai-sdk/openai/@ai-sdk/provider-utils/nanoid": ["nanoid@3.3.11", "", { "bin": { "nanoid": "bin/nanoid.cjs" } }, "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w=="],
@@ -2850,6 +2932,10 @@
"@isaacs/cliui/wrap-ansi/ansi-styles": ["ansi-styles@6.2.3", "", {}, "sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg=="],
+ "@langchain/langgraph-sdk/p-queue/eventemitter3": ["eventemitter3@5.0.4", "", {}, "sha512-mlsTRyGaPBjPedk6Bvw+aqbsXDtoAyAzm5MO7JgU+yVRyMQ5O8bD4Kcci7BS85f93veegeCPkL8R4GLClnjLFw=="],
+
+ "@langchain/langgraph-sdk/p-queue/p-timeout": ["p-timeout@7.0.1", "", {}, "sha512-AxTM2wDGORHGEkPCt8yqxOTMgpfbEHqF51f/5fJCmwFC3C/zNcGT63SymH2ttOAaiIws2zVg4+izQCjrakcwHg=="],
+
"@modelcontextprotocol/sdk/ajv/json-schema-traverse": ["json-schema-traverse@1.0.0", "", {}, "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug=="],
"@types/request/form-data/mime-types": ["mime-types@2.1.35", "", { "dependencies": { "mime-db": "1.52.0" } }, "sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw=="],
@@ -2870,6 +2956,8 @@
"cliui/string-width/is-fullwidth-code-point": ["is-fullwidth-code-point@3.0.0", "", {}, "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg=="],
+ "cliui/wrap-ansi/ansi-styles": ["ansi-styles@4.3.0", "", { "dependencies": { "color-convert": "^2.0.1" } }, "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg=="],
+
"color/color-convert/color-name": ["color-name@2.1.0", "", {}, "sha512-1bPaDNFm0axzE4MEAzKPuqKWeRaT43U/hyxKPBdqTfmPF+d6n7FSoTFxLVULUJOmiLp01KjhIPPH+HrXZJN4Rg=="],
"form-data/mime-types/mime-db": ["mime-db@1.52.0", "", {}, "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg=="],
diff --git a/components/map/map-status.tsx b/components/map/map-status.tsx
new file mode 100644
index 00000000..bb66fb98
--- /dev/null
+++ b/components/map/map-status.tsx
@@ -0,0 +1,21 @@
+'use client'
+
+import { Spinner } from '@/components/ui/spinner'
+import { Map } from 'lucide-react'
+
+export function MapStatus({ status }: { status: string }) {
+ return (
+
+
+
+
+
+
Map Engine
+
+ {status}
+
+
+
+
+ )
+}
diff --git a/lib/agents/index.tsx b/lib/agents/index.tsx
index 7f207e4f..7d26e9e1 100644
--- a/lib/agents/index.tsx
+++ b/lib/agents/index.tsx
@@ -3,3 +3,4 @@ export * from './inquire'
export * from './query-suggestor'
export * from './researcher'
export * from './resolution-search'
+export * from './map-langgraph'
diff --git a/lib/agents/map-langgraph.tsx b/lib/agents/map-langgraph.tsx
new file mode 100644
index 00000000..f40258e4
--- /dev/null
+++ b/lib/agents/map-langgraph.tsx
@@ -0,0 +1,222 @@
+import { Annotation, StateGraph, START, END } from "@langchain/langgraph";
+import {
+ QueryClassification,
+ QueryClassificationSchema,
+ MCPResult,
+ GeoJSONFeature,
+ GeoJSONFeatureCollection,
+ MapCommand,
+ MapStateFeedback,
+ LocationResponse
+} from "@/lib/types/map-schemas";
+import { geojsonParser } from "./map-workers/geojson-parser";
+import { mapCommandGenerator } from "./map-workers/map-command-generator";
+import { generateObject } from "ai";
+import { getModel } from "../utils";
+
+// Define the state schema
+const MapGraphState = Annotation.Root({
+ researcherResponse: Annotation,
+ classification: Annotation,
+ mcpData: Annotation({
+ reducer: (x, y) => x.concat(y),
+ default: () => [],
+ }),
+ geocodedFeatures: Annotation({
+ reducer: (x, y) => x.concat(y),
+ default: () => [],
+ }),
+ geojson: Annotation({
+ reducer: (x, y) => y ?? x,
+ default: () => null,
+ }),
+ commands: Annotation({
+ reducer: (x, y) => y ?? x,
+ default: () => [],
+ }),
+ iteration: Annotation({
+ reducer: (x, y) => x + y,
+ default: () => 0,
+ }),
+ feedback: Annotation,
+ error: Annotation,
+ mcpClient: Annotation,
+ connectionId: Annotation,
+});
+
+// Nodes
+const classifierNode = async (state: typeof MapGraphState.State) => {
+ console.log("--- NODE: CLASSIFIER ---");
+ const model = await getModel();
+ const ORCHESTRATOR_CLASSIFICATION_PROMPT = `Analyze the following response from a researcher agent and determine if it requires Mapbox MCP tool intervention.
+
+ Classification Criteria:
+ - simple_location: Researcher mentions one or two specific places.
+ - route_distance: Researcher mentions travel between points or distances.
+ - multi_location: Researcher lists many places (e.g., "top 10 museums").
+ - nearby_search: Researcher mentions things "near" a location.
+ - complex_operation: Requires multiple steps or logic.
+
+ Response to analyze:
+ ${state.researcherResponse}`;
+
+ const { object } = await generateObject({
+ model,
+ schema: QueryClassificationSchema,
+ prompt: ORCHESTRATOR_CLASSIFICATION_PROMPT,
+ });
+
+ return { classification: object };
+};
+
+const mcpExecutorNode = async (state: typeof MapGraphState.State) => {
+ console.log("--- NODE: MCP_EXECUTOR ---");
+ if (!state.classification || !state.mcpClient || !state.connectionId) {
+ return { mcpData: [], geocodedFeatures: [] };
+ }
+
+ const operations = state.classification.mcpOperations || [];
+ const mcpData: MCPResult[] = [];
+ const geocodedFeatures: GeoJSONFeature[] = [];
+
+ for (const operation of operations) {
+ try {
+ let result;
+ switch (operation) {
+ case 'geocode':
+ result = await state.mcpClient.tools.execute('mapbox_geocode_location', {
+ arguments: { query: state.researcherResponse, includeMapPreview: true },
+ connectedAccountId: state.connectionId
+ });
+ break;
+ case 'search_nearby':
+ result = await state.mcpClient.tools.execute('mapbox_search_box_text_search', {
+ arguments: { q: state.researcherResponse },
+ connectedAccountId: state.connectionId
+ });
+ break;
+ }
+
+ if (result) {
+ const data = (result as any).data || result;
+ mcpData.push({ tool: operation, result: data, timestamp: Date.now() });
+
+ if (data.features) {
+ geocodedFeatures.push(...data.features);
+ }
+ }
+ } catch (e) {
+ console.error(`MCP error (${operation}):`, e);
+ }
+ }
+
+ return { mcpData, geocodedFeatures };
+};
+
+const parserNode = async (state: typeof MapGraphState.State) => {
+ console.log("--- NODE: PARSER ---");
+ const parserOutput = await geojsonParser(state.researcherResponse);
+
+ let finalGeojson = parserOutput.geojson;
+
+ if (state.geocodedFeatures.length > 0) {
+ if (!finalGeojson) {
+ finalGeojson = { type: 'FeatureCollection', features: state.geocodedFeatures };
+ } else {
+ finalGeojson.features = [...finalGeojson.features, ...state.geocodedFeatures];
+ }
+ }
+
+ return { geojson: finalGeojson };
+};
+
+const commandGeneratorNode = async (state: typeof MapGraphState.State) => {
+ console.log("--- NODE: COMMAND_GENERATOR ---");
+ if (!state.geojson) return { commands: [] };
+
+ const { commands } = await mapCommandGenerator({
+ text: state.researcherResponse,
+ geojson: state.geojson
+ });
+
+ return { commands };
+};
+
+const validatorNode = async (state: typeof MapGraphState.State) => {
+ console.log("--- NODE: VALIDATOR ---");
+ return { iteration: 1 };
+};
+
+// Router for conditional edge
+const shouldContinue = (state: typeof MapGraphState.State) => {
+ const isSpatial = state.classification?.type !== undefined;
+ const hasGeoJSON = state.geojson !== null && state.geojson.features.length > 0;
+
+ if (isSpatial && !hasGeoJSON && (state.iteration || 0) < 2) {
+ return "classifier";
+ }
+ return END;
+};
+
+// Define the graph
+const workflow = new StateGraph(MapGraphState)
+ .addNode("classifier", classifierNode)
+ .addNode("mcp_executor", mcpExecutorNode)
+ .addNode("parser", parserNode)
+ .addNode("command_generator", commandGeneratorNode)
+ .addNode("validator", validatorNode)
+ .addEdge(START, "classifier")
+ .addEdge("classifier", "mcp_executor")
+ .addEdge("mcp_executor", "parser")
+ .addEdge("parser", "command_generator")
+ .addEdge("command_generator", "validator")
+ .addConditionalEdges("validator", shouldContinue as any, {
+ classifier: "classifier",
+ [END]: END
+ });
+
+export const mapGraph = workflow.compile();
+
+/**
+ * Bridge to run the graph and return results
+ */
+export async function runMapGraph(
+ researcherResponse: string,
+ options: { mcpClient?: any, connectionId?: string, onStatusUpdate?: (status: string) => void }
+): Promise {
+ const initialState = {
+ researcherResponse,
+ iteration: 0,
+ mcpData: [] as MCPResult[],
+ geocodedFeatures: [] as GeoJSONFeature[],
+ commands: [] as MapCommand[],
+ geojson: null as GeoJSONFeatureCollection | null,
+ mcpClient: options.mcpClient,
+ connectionId: options.connectionId,
+ };
+
+ const stream = await mapGraph.stream(initialState, { streamMode: "values" });
+
+ let finalResult: any = initialState;
+
+ for await (const update of stream) {
+ finalResult = update;
+
+ if (options.onStatusUpdate) {
+ if (update.classification && (!update.mcpData || update.mcpData.length === 0)) options.onStatusUpdate("Classifying query...");
+ if (update.mcpData?.length > 0 && !update.geojson) options.onStatusUpdate("Geocoding locations...");
+ if (update.geojson && (!update.commands || update.commands.length === 0)) options.onStatusUpdate("Generating map data...");
+ if (update.commands?.length > 0) options.onStatusUpdate("Finalizing map...");
+ }
+ }
+
+ return {
+ text: researcherResponse,
+ geojson: finalResult.geojson,
+ map_commands: finalResult.commands && finalResult.commands.length > 0 ? finalResult.commands : null,
+ metadata: {
+ iterationCount: finalResult.iteration,
+ mcpQueriesUsed: finalResult.mcpData?.map((d: any) => d.tool) || [],
+ }
+ };
+}
diff --git a/package.json b/package.json
index c4b54e08..057be433 100644
--- a/package.json
+++ b/package.json
@@ -19,6 +19,7 @@
"@ai-sdk/amazon-bedrock": "^1.1.6",
"@ai-sdk/anthropic": "^1.2.12",
"@ai-sdk/google": "^1.2.22",
+ "@ai-sdk/langchain": "^2.0.82",
"@ai-sdk/openai": "^1.3.24",
"@ai-sdk/xai": "^1.2.18",
"@composio/core": "^0.3.3",
@@ -26,6 +27,10 @@
"@google/generative-ai": "^0.24.1",
"@heroicons/react": "^2.2.0",
"@hookform/resolvers": "3.3.4",
+ "@langchain/core": "^1.1.19",
+ "@langchain/google-genai": "^2.1.15",
+ "@langchain/langgraph": "^1.1.4",
+ "@langchain/openai": "^1.2.5",
"@mapbox/mapbox-gl-draw": "^1.5.0",
"@modelcontextprotocol/sdk": "^1.13.0",
"@radix-ui/react-alert-dialog": "^1.1.10",