added observability and evals

2026-06-08 13:41:06 +01:00
parent 0d6ae2a127
commit c2992c8c68
58 changed files with 3399 additions and 81 deletions
--- a/.bt/config.json
+++ b/.bt/config.json
@@ -0,0 +1,6 @@
+{
+  "profile": null,
+  "org": "autumn",
+  "project": "leaf",
+  "project_id": "b5592c45-a906-4b43-93b7-bd05a8172b0b"
+}
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -4,21 +4,21 @@
 		{
 			"label": "Run Test Pattern",
 			"type": "shell",
-			"command": "infisical run --env=dev --recursive -- bun test ${relativeFile} -t \"${input:testPattern}\"",
+			"command": "./run.sh \"${file}\" -t \"${input:testPattern}\"",
 			"options": { "env": { "NODE_ENV": "development" } },
 			"problemMatcher": []
 		},
 		{
 			"label": "Run Describe at Cursor",
 			"type": "shell",
-			"command": "infisical run --env=dev --recursive -- bun test ${relativeFile} --timeout 0 -t \"$(bun scripts/testScripts/getDescribeAtCursor.ts ${file} ${lineNumber})\"",
+			"command": "./run.sh \"${file}\" ${lineNumber}",
 			"options": { "env": { "NODE_ENV": "development" } },
 			"problemMatcher": []
 		},
 		{
 			"label": "Run Current Test File",
 			"type": "shell",
-			"command": "infisical run --env=dev --recursive -- bun test ${relativeFile}",
+			"command": "./run.sh \"${file}\"",
 			"options": { "env": { "NODE_ENV": "development" } },
 			"problemMatcher": []
 		}
--- a/apps/leaf/package.json
+++ b/apps/leaf/package.json
@@ -5,6 +5,8 @@
 	"type": "module",
 	"scripts": {
 		"dev": "bun --watch src/index.ts",
+		"eval": "zsh -lc 'braintrust eval tests/evals/**/*.eval.ts --external-packages @mastra/mcp @mastra/core @mastra/braintrust @mastra/observability \"$@\"' --",
+		"eval:mcp": "zsh -lc 'braintrust eval tests/evals/mcp/**/*.eval.ts --external-packages @mastra/mcp @mastra/core @mastra/braintrust @mastra/observability \"$@\"' --",
 		"start": "bun src/index.ts",
 		"test": "bun test tests/unit",
 		"ts": "tsc --noEmit"
@@ -17,9 +19,13 @@
 		"@chat-adapter/slack": "^4.29.0",
 		"@chat-adapter/state-pg": "^4.29.0",
 		"@hono/node-server": "^1.19.5",
+		"@mastra/braintrust": "^1.1.3",
 		"@mastra/core": "^1.36.0",
 		"@mastra/mcp": "^1.8.0",
+		"@mastra/observability": "^1.14.1",
 		"@mendable/firecrawl-js": "^4.25.1",
+		"autoevals": "^0.0.132",
+		"braintrust": "^3.14.0",
 		"chat": "^4.29.0",
 		"date-fns": "^4.1.0",
 		"drizzle-orm": "catalog:",
--- a/apps/leaf/src/agent/agent.ts
+++ b/apps/leaf/src/agent/agent.ts
@@ -2,9 +2,13 @@ import type { AutumnLogger } from "@autumn/logging";
 import { AppEnv } from "@autumn/shared";
 import { Agent } from "@mastra/core/agent";
 import type { MessageListInput } from "@mastra/core/agent/message-list";
+import { Mastra } from "@mastra/core/mastra";
+import { InMemoryStore } from "@mastra/core/storage";
 import { z } from "zod";
+import { createLeafTracingOptions } from "../internal/observability/leafTracingOptions.js";
 import { env as chatEnv } from "../lib/env.js";
 import { logger as rootLogger } from "../lib/logger.js";
+import { createMastraBraintrustObservability } from "../providers/braintrust/index.js";
 import { createE2bSandboxProvider } from "../providers/e2b/e2bSandboxProvider.js";
 import type { ChatContextMessage } from "../types.js";
 import { createFirecrawlTools } from "./firecrawl.js";
@@ -123,6 +127,8 @@ export const runChatAgent = async ({
 	provider,
 	workspaceId,
 	recentMessages,
+	agentRunId,
+	orgSlug,
 }: {
 	token: string;
 	env: AppEnv;
@@ -134,6 +140,8 @@ export const runChatAgent = async ({
 	resourceId: string;
 	provider: string;
 	workspaceId: string;
+	agentRunId?: string;
+	orgSlug?: string | null;
 	recentMessages?: ChatContextMessage[];
 }) => {
 	const mcp = createAutumnMcpClient({
@@ -211,8 +219,16 @@ export const runChatAgent = async ({
 			model: chatEnv.CHAT_MODEL,
 			tools: { ...tools, ...firecrawlTools, ...sandboxTools },
 		});
+		const mastra = new Mastra({
+			agents: { chat: agent },
+			environment: process.env.NODE_ENV,
+			logger: false,
+			observability: createMastraBraintrustObservability(),
+			storage: new InMemoryStore({ id: `leaf-chat-${crypto.randomUUID()}` }),
+		});
+		const chatAgent = mastra.getAgent("chat");

-		const output = await agent.generate(message, {
+		const output = await chatAgent.generate(message, {
 			maxSteps: 8,
 			context: [
 				{
@@ -226,6 +242,17 @@ export const runChatAgent = async ({
 				},
 				...recentMessageContext(recentMessages),
 			],
+			tracingOptions: createLeafTracingOptions({
+				agentRunId,
+				channelId,
+				env,
+				orgId: resourceId,
+				orgSlug,
+				provider,
+				source: "prod",
+				threadId,
+				workspaceId,
+			}),
 		});
 		logger.info("Completed chat agent", {
 			event: "leaf.agent_completed",
--- a/apps/leaf/src/agent/messages.ts
+++ b/apps/leaf/src/agent/messages.ts
@@ -14,6 +14,7 @@ const withTimeout = <T>(promise: Promise<T>, ms: number) =>
 	});

 export const runMessage = async ({
+	agentRunId,
 	attachmentFetchFallback,
 	attachments,
 	installation,
@@ -58,7 +59,9 @@ export const runMessage = async ({
 					onAction,
 					channelId,
 					threadId,
+					agentRunId,
 					resourceId: installation.org_id,
+					orgSlug: installation.org_slug,
 					provider: installation.provider,
 					workspaceId: installation.workspace_id,
 					recentMessages,
--- a/apps/leaf/src/bot.ts
+++ b/apps/leaf/src/bot.ts
@@ -16,7 +16,7 @@ import {
 	fetchSlackAttachmentFallback,
 	getSlackFilesFromRaw,
 } from "./providers/slack/files.js";
-import { findInstallation } from "./providers/slack/installations.js";
+import { findInstallationWithOrg } from "./providers/slack/installations.js";
 import { getRecentMessages } from "./providers/slack/threadContext.js";
 import type { ChatContextMessage } from "./types.js";
 import {
@@ -38,8 +38,8 @@ const findSlackInstallationForWorkspace = async ({
 	workspaceId: string;
 }) => {
 	return (
-		(await findInstallation(getSlackAdminProvider(), workspaceId)) ??
-		(await findInstallation("slack", workspaceId))
+		(await findInstallationWithOrg(getSlackAdminProvider(), workspaceId)) ??
+		(await findInstallationWithOrg("slack", workspaceId))
 	);
 };

@@ -116,6 +116,8 @@ const runAndReply = async ({
 		logger = addLeafContext(rootLogger, {
 			...session.context,
 			agent_run_id: session.agentRunId,
+			org_id: installation.org_id,
+			org_slug: installation.org_slug,
 		});
 		logger.info("Received Slack message", {
 			event: "leaf.slack_message_received",
@@ -137,6 +139,7 @@ const runAndReply = async ({
 		const rawFiles = getSlackFilesFromRaw({ raw });
 		const botToken = decrypt(installation.bot_access_token);
 		const output = await runMessage({
+			agentRunId: session.agentRunId,
 			attachmentFetchFallback: ({ attachment }) =>
 				fetchSlackAttachmentFallback({
 					attachment,
--- a/apps/leaf/src/internal/observability/leafTracingOptions.ts
+++ b/apps/leaf/src/internal/observability/leafTracingOptions.ts
@@ -0,0 +1,49 @@
+import type { AppEnv } from "@autumn/shared";
+import type { TracingOptions } from "@mastra/core/observability";
+
+const compact = (values: Array<string | null | undefined>) =>
+	values.filter((value): value is string => Boolean(value));
+
+export const createLeafTracingOptions = ({
+	agentRunId,
+	channelId,
+	env,
+	orgId,
+	orgSlug,
+	provider,
+	source,
+	threadId,
+	workspaceId,
+	setup,
+}: {
+	agentRunId?: string;
+	channelId?: string;
+	env?: AppEnv | string;
+	orgId?: string;
+	orgSlug?: string | null;
+	provider?: string;
+	source: "eval" | "prod";
+	threadId?: string;
+	workspaceId?: string;
+	setup?: string;
+}): TracingOptions => ({
+	metadata: {
+		agent_run_id: agentRunId,
+		autumn_env: env,
+		org_id: orgId,
+		org_slug: orgSlug,
+		provider,
+		setup,
+		slack_channel_id: channelId,
+		slack_thread_id: threadId,
+		slack_workspace_id: workspaceId,
+		source,
+	},
+	tags: compact([
+		source,
+		env ? `autumn:${env}` : undefined,
+		orgSlug ? `org:${orgSlug}` : undefined,
+		provider ? `provider:${provider}` : undefined,
+		setup ? `setup:${setup}` : undefined,
+	]),
+});
--- a/apps/leaf/src/providers/braintrust/config.ts
+++ b/apps/leaf/src/providers/braintrust/config.ts
@@ -0,0 +1,8 @@
+export const braintrustConfig = {
+	enabled:
+		process.env.LEAF_BRAINTRUST_ENABLED === "true" ||
+		(process.env.NODE_ENV !== "production" &&
+			process.env.LEAF_BRAINTRUST_ENABLED !== "false"),
+	projectName: process.env.LEAF_BRAINTRUST_PROJECT ?? "leaf",
+	serviceName: process.env.LEAF_BRAINTRUST_SERVICE ?? "leaf",
+};
--- a/apps/leaf/src/providers/braintrust/createBraintrustLogger.ts
+++ b/apps/leaf/src/providers/braintrust/createBraintrustLogger.ts
@@ -0,0 +1,15 @@
+import { initLogger, type Logger } from "braintrust";
+import { braintrustConfig } from "./config.js";
+
+export const createBraintrustLogger = ({
+	apiKey = process.env.BRAINTRUST_API_KEY,
+	enabled = braintrustConfig.enabled,
+	projectName = braintrustConfig.projectName,
+}: {
+	apiKey?: string;
+	enabled?: boolean;
+	projectName?: string;
+} = {}): Logger<true> | undefined => {
+	if (!enabled || !apiKey) return undefined;
+	return initLogger({ apiKey, projectName });
+};
--- a/apps/leaf/src/providers/braintrust/createMastraBraintrustObservability.ts
+++ b/apps/leaf/src/providers/braintrust/createMastraBraintrustObservability.ts
@@ -0,0 +1,44 @@
+import { BraintrustExporter } from "@mastra/braintrust";
+import { SpanType } from "@mastra/core/observability";
+import { Observability, SamplingStrategyType } from "@mastra/observability";
+import { currentSpan } from "braintrust";
+import { braintrustConfig } from "./config.js";
+
+export const createMastraBraintrustObservability = ({
+	apiKey = process.env.BRAINTRUST_API_KEY,
+	braintrustLogger,
+	enabled = braintrustConfig.enabled,
+	projectName = braintrustConfig.projectName,
+	serviceName = braintrustConfig.serviceName,
+}: {
+	apiKey?: string;
+	braintrustLogger?: unknown;
+	enabled?: boolean;
+	projectName?: string;
+	serviceName?: string;
+} = {}): Observability | undefined => {
+	if (!enabled) return undefined;
+	const exporterConfig = {
+		apiKey,
+		braintrustLogger,
+		currentSpan: () => currentSpan(),
+		projectName,
+	} as unknown as ConstructorParameters<typeof BraintrustExporter>[0];
+
+	return new Observability({
+		configs: {
+			braintrust: {
+				excludeSpanTypes: [SpanType.MODEL_CHUNK],
+				exporters: [new BraintrustExporter(exporterConfig)],
+				sampling: { type: SamplingStrategyType.ALWAYS },
+				serializationOptions: {
+					maxArrayLength: 50,
+					maxDepth: 6,
+					maxObjectKeys: 80,
+					maxStringLength: 8_000,
+				},
+				serviceName,
+			},
+		},
+	});
+};
--- a/apps/leaf/src/providers/braintrust/index.ts
+++ b/apps/leaf/src/providers/braintrust/index.ts
@@ -0,0 +1,3 @@
+export { braintrustConfig } from "./config.js";
+export { createBraintrustLogger } from "./createBraintrustLogger.js";
+export { createMastraBraintrustObservability } from "./createMastraBraintrustObservability.js";
--- a/apps/leaf/src/providers/slack/installations.ts
+++ b/apps/leaf/src/providers/slack/installations.ts
@@ -6,6 +6,7 @@ import {
 	type ChatInstallState,
 	type ChatProvider,
 	chatInstallations,
+	organizations,
 } from "@autumn/shared";
 import { and, eq, or } from "drizzle-orm";
 import { replaceInstallationOAuthCredentials } from "../../internal/installations/actions/replaceInstallationOAuthCredentials.js";
@@ -25,6 +26,37 @@ export const findInstallation = (provider: ChatProvider, workspaceId: string) =>
 		),
 	});

+export type ChatInstallationWithOrg = ChatInstallation & {
+	org_slug?: string;
+};
+
+export const findInstallationWithOrg = async (
+	provider: ChatProvider,
+	workspaceId: string,
+): Promise<ChatInstallationWithOrg | undefined> => {
+	const [row] = await db
+		.select({
+			installation: chatInstallations,
+			orgSlug: organizations.slug,
+		})
+		.from(chatInstallations)
+		.innerJoin(organizations, eq(organizations.id, chatInstallations.org_id))
+		.where(
+			and(
+				eq(chatInstallations.provider, provider),
+				eq(chatInstallations.workspace_id, workspaceId),
+			),
+		)
+		.limit(1);
+
+	return row
+		? {
+				...row.installation,
+				org_slug: row.orgSlug,
+			}
+		: undefined;
+};
+
 export const getInstallationKey = (
 	installation: ChatInstallation,
 	env: AppEnv,
--- a/apps/leaf/src/types.ts
+++ b/apps/leaf/src/types.ts
@@ -3,6 +3,10 @@ import { AppEnv, type ChatInstallation } from "@autumn/shared";
 import type { Attachment } from "chat";
 import { z } from "zod";

+export type LeafChatInstallation = ChatInstallation & {
+	org_slug?: string;
+};
+
 export const agentOutputSchema = z.preprocess(
 	(value) => {
 		const payload =
@@ -63,11 +67,12 @@ export type SignatureArgs = {
 };

 export type BotMessage = {
+	agentRunId?: string;
 	attachmentFetchFallback?: (params: {
 		attachment: Attachment;
 	}) => Promise<Buffer | null>;
 	attachments?: Attachment[];
-	installation: ChatInstallation;
+	installation: LeafChatInstallation;
 	logger?: AutumnLogger;
 	onAction?: (message: string) => Promise<void> | void;
 	recentMessages?: ChatContextMessage[];
--- a/apps/leaf/tests/evals/README.md
+++ b/apps/leaf/tests/evals/README.md
@@ -0,0 +1,39 @@
+# Leaf Evals
+
+Braintrust evals for Leaf and Autumn MCP behavior.
+
+## Run
+
+```sh
+bun -F @autumn/leaf eval:mcp
+```
+
+Eval files set `noSendLogs` when `BRAINTRUST_API_KEY` is absent, but agent
+model calls still need the normal model provider environment.
+
+## Pattern
+
+- Build setup state with `fixtures/*` builders.
+- Create runtime state with `context/createEvalContext`.
+- Use a driver factory, usually `createGenericMcpAgentDriver`, to exercise the runtime.
+- Assert behavior with deterministic scorers before adding LLM judges.
+- Keep real customer/org names out of fixtures; use setup tags like
+  `invoice-mode-customer-missing-email`.
+- Keep `trace.event(...)` terminal-only. Braintrust spans should come from the
+  Mastra observability exporter unless a test explicitly needs custom spans.
+
+## Context
+
+The eval context is intentionally split by responsibility:
+
+- `harness/context` owns the mock Autumn API and local MCP server.
+- `harness/configs` owns defaults and reusable eval configuration objects.
+- `harness/drivers` owns agent/client variants that talk to the MCP server.
+- `harness/tracing` owns local terminal visibility for user turns, tool calls,
+  API calls, and approvals.
+
+Eval files should read like scenarios: choose a fixture setup, create a context,
+run conversation turns, return scorer output.
+
+The old MCP evals under `packages/mcp/tests/evals` are intentionally left in
+place while this structure is proven out.
--- a/apps/leaf/tests/evals/fixtures/createSetup.ts
+++ b/apps/leaf/tests/evals/fixtures/createSetup.ts
@@ -0,0 +1,230 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiCustomerSchedule } from "@api/customers/components/apiCustomerSchedule";
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+import {
+	balances as balanceFixtures,
+	customers as customerFixtures,
+	customerList as customerListFixture,
+	schedules as scheduleFixtures,
+	subscriptions as subscriptionFixtures,
+} from "./customers/index.js";
+import {
+	basePrice as basePriceFixture,
+	features as featureFixtures,
+	featureList as featureListFixture,
+	items as itemFixtures,
+	itemList as itemListFixture,
+	plan as planFixture,
+	planList as planListFixture,
+} from "./plans/index.js";
+import type { EvalSetup, EvalSetupIds, PlanRef, ScheduleRef } from "./types.js";
+
+const flattenRecordValues = <Value>(record: Record<string, Value | Value[]>) =>
+	Object.values(record).flatMap((value) =>
+		Array.isArray(value) ? value : [value],
+	);
+
+const refIds = <Value extends { id?: string | null }>(
+	record: Record<string, Value | Value[]>,
+) =>
+	Object.fromEntries(
+		Object.entries(record).map(([key, value]) => [
+			key,
+			Array.isArray(value) ? value.map((item) => item.id) : value.id,
+		]),
+	);
+
+const setupIds = <
+	Features extends Record<string, ApiFeatureV1>,
+	Plans extends Record<string, PlanRef>,
+	Customers extends Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+	Schedules extends Record<string, ScheduleRef>,
+>({
+	customers,
+	features,
+	plans,
+	schedules,
+}: {
+	customers: Customers;
+	features: Features;
+	plans: Plans;
+	schedules: Schedules;
+}) =>
+	({
+		customers: refIds(customers),
+		features: refIds(features),
+		plans: refIds(plans),
+		schedules: refIds(schedules),
+	}) as unknown as EvalSetupIds<Features, Plans, Customers, Schedules>;
+
+/**
+ * Compose a mock Autumn org for evals from keyed feature, plan, and customer refs.
+ * The returned arrays feed the mock API; refs keep setup assertions readable.
+ */
+export const createSetup = <
+	Features extends Record<string, ApiFeatureV1>,
+	Plans extends Record<string, PlanRef>,
+	Customers extends Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+	Schedules extends Record<string, ScheduleRef> = Record<string, never>,
+>({
+	customers: createCustomers,
+	features: createFeatures,
+	plans: createPlans,
+	schedules: createSchedules,
+	tag,
+}: {
+	tag: string;
+	features: ({
+		featureList,
+		features,
+	}: {
+		featureList: typeof featureListFixture;
+		features: typeof featureFixtures;
+	}) => Features;
+	plans: ({
+		basePrice,
+		features,
+		itemList,
+		items,
+		plan,
+		planList,
+	}: {
+		basePrice: typeof basePriceFixture;
+		features: Features;
+		itemList: typeof itemListFixture;
+		items: typeof itemFixtures;
+		plan: typeof planFixture;
+		planList: typeof planListFixture;
+	}) => Plans;
+	customers: ({
+		balances,
+		customerList,
+		customers,
+		features,
+		plans,
+		subscriptions,
+	}: {
+		balances: typeof balanceFixtures;
+		customerList: typeof customerListFixture;
+		customers: typeof customerFixtures;
+		features: Features;
+		plans: Plans;
+		subscriptions: typeof subscriptionFixtures;
+	}) => Customers;
+	schedules?: ({
+		customers,
+		plans,
+		schedules,
+	}: {
+		customers: Customers;
+		plans: Plans;
+		schedules: typeof scheduleFixtures;
+	}) => Schedules;
+}): EvalSetup<Features, Plans, Customers, Schedules> => {
+	const featureRefs = createFeatures({
+		featureList: featureListFixture,
+		features: featureFixtures,
+	});
+	const planRefs = createPlans({
+		basePrice: basePriceFixture,
+		features: featureRefs,
+		itemList: itemListFixture,
+		items: itemFixtures,
+		plan: planFixture,
+		planList: planListFixture,
+	});
+	const customerRefs = createCustomers({
+		balances: balanceFixtures,
+		customerList: customerListFixture,
+		customers: customerFixtures,
+		features: featureRefs,
+		plans: planRefs,
+		subscriptions: subscriptionFixtures,
+	});
+	const scheduleRefs = createSchedules?.({
+		customers: customerRefs,
+		plans: planRefs,
+		schedules: scheduleFixtures,
+	});
+
+	return {
+		tag,
+		ids: setupIds({
+			customers: customerRefs,
+			features: featureRefs,
+			plans: planRefs,
+			schedules: (scheduleRefs ?? {}) as Schedules,
+		}),
+		features: Object.values(featureRefs),
+		plans: flattenRecordValues<ApiPlanV1>(planRefs),
+		customers: flattenRecordValues<BaseApiCustomerV5>(customerRefs),
+		schedules: flattenRecordValues<ApiCustomerSchedule>(
+			(scheduleRefs ?? {}) as Schedules,
+		),
+		refs: {
+			features: featureRefs,
+			plans: planRefs,
+			customers: customerRefs,
+			schedules: (scheduleRefs ?? {}) as Schedules,
+		},
+	};
+};
+
+/** Extend an org setup with eval-specific customers while preserving typed refs. */
+export const withCustomers = <
+	Setup extends EvalSetup,
+	Customers extends Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+>({
+	customers: createCustomers,
+	setup,
+}: {
+	setup: Setup;
+	customers: ({
+		balances,
+		customerList,
+		customers,
+		features,
+		plans,
+		subscriptions,
+	}: {
+		balances: typeof balanceFixtures;
+		customerList: typeof customerListFixture;
+		customers: typeof customerFixtures;
+		features: Setup["refs"]["features"];
+		plans: Setup["refs"]["plans"];
+		subscriptions: typeof subscriptionFixtures;
+	}) => Customers;
+}): EvalSetup<
+	Setup["refs"]["features"],
+	Setup["refs"]["plans"],
+	Customers,
+	Setup["refs"]["schedules"]
+> => {
+	const customerRefs = createCustomers({
+		balances: balanceFixtures,
+		customerList: customerListFixture,
+		customers: customerFixtures,
+		features: setup.refs.features,
+		plans: setup.refs.plans,
+		subscriptions: subscriptionFixtures,
+	});
+
+	return {
+		...setup,
+		ids: setupIds({
+			customers: customerRefs,
+			features: setup.refs.features,
+			plans: setup.refs.plans,
+			schedules: setup.refs.schedules,
+		}),
+		customers: [
+			...setup.customers,
+			...flattenRecordValues<BaseApiCustomerV5>(customerRefs),
+		],
+		refs: {
+			...setup.refs,
+			customers: customerRefs,
+		},
+	};
+};
--- a/apps/leaf/tests/evals/fixtures/customers/base/baseBalance.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/base/baseBalance.ts
@@ -0,0 +1,60 @@
+import type { ApiBalanceV1 } from "@api/customers/cusFeatures/apiBalanceV1.js";
+import { ResetInterval } from "@models/productModels/intervals/resetInterval.js";
+
+const dateToEpochMs = (date: Date | null) => date?.getTime() ?? null;
+
+/** Base balance fixture with matching top-level values and one simple breakdown row. */
+export const baseBalance = ({
+	featureId = "credits",
+	granted = 0,
+	remaining = granted,
+	reset = { interval: ResetInterval.Month },
+	nextResetAt = null,
+	planId = null,
+	usage = granted - remaining,
+}: {
+	featureId?: string;
+	granted?: number;
+	remaining?: number;
+	usage?: number;
+	nextResetAt?: Date | null;
+	reset?: { interval?: ResetInterval; intervalCount?: number } | null;
+	planId?: string | null;
+} = {}): ApiBalanceV1 => {
+	const nextResetAtMs = dateToEpochMs(nextResetAt);
+	const resetValue = reset
+		? {
+				interval: reset.interval ?? ResetInterval.Month,
+				interval_count: reset.intervalCount,
+				resets_at: nextResetAtMs,
+			}
+		: null;
+
+	return {
+		object: "balance",
+		feature_id: featureId,
+		granted,
+		remaining,
+		usage,
+		unlimited: false,
+		overage_allowed: false,
+		max_purchase: null,
+		next_reset_at: nextResetAtMs,
+		breakdown: [
+			{
+				object: "balance_breakdown",
+				id: `balance_${featureId}`,
+				plan_id: planId,
+				included_grant: granted,
+				prepaid_grant: 0,
+				remaining,
+				usage,
+				unlimited: false,
+				reset: resetValue,
+				price: null,
+				expires_at: null,
+				overage: 0,
+			},
+		],
+	};
+};
--- a/apps/leaf/tests/evals/fixtures/customers/base/baseCustomer.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/base/baseCustomer.ts
@@ -0,0 +1,39 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiBalanceV1 } from "@api/customers/cusFeatures/apiBalanceV1.js";
+import type { ApiSubscriptionV1 } from "@api/customers/cusPlans/apiSubscriptionV1.js";
+import { AppEnv } from "@models/genModels/genEnums.js";
+
+const defaultCreatedAt = new Date("2026-01-01T00:00:00.000Z");
+
+/** Base customer API fixture; prefer presets unless you need direct shape control. */
+export const baseCustomer = ({
+	balances = {},
+	createdAt = defaultCreatedAt,
+	email = "billing@example.com",
+	id = "customer_active",
+	name = "Active Customer",
+	subscriptions = [],
+}: {
+	id?: string | null;
+	name?: string | null;
+	email?: string | null;
+	createdAt?: Date;
+	subscriptions?: ApiSubscriptionV1[];
+	balances?: Record<string, ApiBalanceV1>;
+} = {}): BaseApiCustomerV5 => ({
+	balances,
+	billing_controls: {},
+	config: { disable_pooled_balance: false },
+	created_at: createdAt.getTime(),
+	env: AppEnv.Sandbox,
+	id,
+	email,
+	fingerprint: null,
+	flags: {},
+	metadata: {},
+	name,
+	purchases: [],
+	send_email_receipts: false,
+	stripe_id: null,
+	subscriptions,
+});
--- a/apps/leaf/tests/evals/fixtures/customers/base/baseSchedule.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/base/baseSchedule.ts
@@ -0,0 +1,35 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiCustomerSchedule } from "@api/customers/components/apiCustomerSchedule";
+
+const defaultCreatedAt = new Date("2026-01-01T00:00:00.000Z");
+
+export const baseSchedule = ({
+	createdAt = defaultCreatedAt,
+	customer,
+	customerId = customer?.id ?? "customer",
+	entityId = null,
+	id = `sched_${customerId}`,
+	phases,
+}: {
+	createdAt?: Date;
+	customer?: BaseApiCustomerV5;
+	customerId?: string;
+	entityId?: string | null;
+	id?: string;
+	phases: Array<{
+		customerProductIds?: string[];
+		id?: string;
+		startsAt: Date;
+	}>;
+}): ApiCustomerSchedule => ({
+	id,
+	customer_id: customerId,
+	entity_id: entityId,
+	created_at: createdAt.getTime(),
+	phases: phases.map((phase, index) => ({
+		id: phase.id ?? `${id}_phase_${index + 1}`,
+		created_at: createdAt.getTime(),
+		customer_product_ids: phase.customerProductIds ?? [],
+		starts_at: phase.startsAt.getTime(),
+	})),
+});
--- a/apps/leaf/tests/evals/fixtures/customers/base/baseSubscription.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/base/baseSubscription.ts
@@ -0,0 +1,39 @@
+import type { ApiSubscriptionV1 } from "@api/customers/cusPlans/apiSubscriptionV1.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+
+const defaultStartedAt = new Date("2026-01-01T00:00:00.000Z");
+const dateToEpochMs = (date: Date | null) => date?.getTime() ?? null;
+
+/** Base subscription fixture; pass plan to include the expanded plan response. */
+export const baseSubscription = ({
+	id,
+	plan,
+	planId = plan?.id ?? "pro",
+	status = "active",
+	startedAt = defaultStartedAt,
+	currentPeriodStart = startedAt,
+	currentPeriodEnd = null,
+}: {
+	id?: string;
+	plan?: ApiPlanV1;
+	planId?: string;
+	status?: ApiSubscriptionV1["status"];
+	startedAt?: Date;
+	currentPeriodStart?: Date | null;
+	currentPeriodEnd?: Date | null;
+}): ApiSubscriptionV1 => ({
+	id: id ?? `sub_${planId}`,
+	plan,
+	plan_id: planId,
+	auto_enable: false,
+	add_on: false,
+	status,
+	past_due: false,
+	canceled_at: null,
+	expires_at: null,
+	trial_ends_at: null,
+	started_at: startedAt.getTime(),
+	current_period_start: dateToEpochMs(currentPeriodStart),
+	current_period_end: dateToEpochMs(currentPeriodEnd),
+	quantity: 1,
+});
--- a/apps/leaf/tests/evals/fixtures/customers/base/index.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/base/index.ts
@@ -0,0 +1,4 @@
+export { baseBalance } from "./baseBalance.js";
+export { baseCustomer } from "./baseCustomer.js";
+export { baseSchedule } from "./baseSchedule.js";
+export { baseSubscription } from "./baseSubscription.js";
--- a/apps/leaf/tests/evals/fixtures/customers/index.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/index.ts
@@ -0,0 +1,13 @@
+export {
+	baseBalance,
+	baseCustomer,
+	baseSchedule,
+	baseSubscription,
+} from "./base/index.js";
+export {
+	balances,
+	customerList,
+	customers,
+	schedules,
+	subscriptions,
+} from "./presets/index.js";
--- a/apps/leaf/tests/evals/fixtures/customers/presets/balances.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/balances.ts
@@ -0,0 +1,6 @@
+import { baseBalance } from "../base/baseBalance.js";
+
+export const balances = {
+	empty: baseBalance,
+	metered: baseBalance,
+} as const;
--- a/apps/leaf/tests/evals/fixtures/customers/presets/customerList.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/customerList.ts
@@ -0,0 +1,34 @@
+import type { ApiSubscriptionV1 } from "@api/customers/cusPlans/apiSubscriptionV1.js";
+import { baseCustomer } from "../base/baseCustomer.js";
+
+/** Generate deterministic customers for broad list/search evals. */
+export const customerList = ({
+	count,
+	emailDomain = "example.test",
+	idPrefix = "customer",
+	namePrefix = "Customer",
+	subscription,
+}: {
+	count: number;
+	emailDomain?: string;
+	idPrefix?: string;
+	namePrefix?: string;
+	subscription?: ({
+		index,
+	}: {
+		index: number;
+	}) => ApiSubscriptionV1 | undefined;
+}) =>
+	Array.from({ length: count }, (_, index) => {
+		const number = index + 1;
+		const padded = String(number).padStart(3, "0");
+		const id = `${idPrefix}_${padded}`;
+		const maybeSubscription = subscription?.({ index });
+
+		return baseCustomer({
+			id,
+			email: `${id}@${emailDomain}`,
+			name: `${namePrefix} ${number}`,
+			subscriptions: maybeSubscription ? [maybeSubscription] : [],
+		});
+	});
--- a/apps/leaf/tests/evals/fixtures/customers/presets/customers.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/customers.ts
@@ -0,0 +1,19 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+import { baseCustomer } from "../base/baseCustomer.js";
+import { subscriptions } from "./subscriptions.js";
+
+type CustomerArgs = Parameters<typeof baseCustomer>[0];
+
+/** Customer presets for common eval scenarios; compose subscriptions explicitly. */
+export const customers = {
+	active: (args?: CustomerArgs): BaseApiCustomerV5 => baseCustomer(args),
+	withPlan: ({
+		plan,
+		...args
+	}: CustomerArgs & { plan: ApiPlanV1 }): BaseApiCustomerV5 =>
+		baseCustomer({
+			...args,
+			subscriptions: [subscriptions.active({ plan })],
+		}),
+} as const;
--- a/apps/leaf/tests/evals/fixtures/customers/presets/index.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/index.ts
@@ -0,0 +1,5 @@
+export { balances } from "./balances.js";
+export { customerList } from "./customerList.js";
+export { customers } from "./customers.js";
+export { schedules } from "./schedules.js";
+export { subscriptions } from "./subscriptions.js";
--- a/apps/leaf/tests/evals/fixtures/customers/presets/schedules.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/schedules.ts
@@ -0,0 +1,9 @@
+import { baseSchedule } from "../base/baseSchedule.js";
+
+type ScheduleArgs = Parameters<typeof baseSchedule>[0];
+
+export const schedules = {
+	customer: (args: ScheduleArgs) => baseSchedule(args),
+	entity: (args: Omit<ScheduleArgs, "entityId"> & { entityId: string }) =>
+		baseSchedule(args),
+} as const;
--- a/apps/leaf/tests/evals/fixtures/customers/presets/subscriptions.ts
+++ b/apps/leaf/tests/evals/fixtures/customers/presets/subscriptions.ts
@@ -0,0 +1,10 @@
+import { baseSubscription } from "../base/baseSubscription.js";
+
+type SubscriptionArgs = Omit<Parameters<typeof baseSubscription>[0], "status">;
+
+export const subscriptions = {
+	active: (args: SubscriptionArgs) =>
+		baseSubscription({ ...args, status: "active" }),
+	scheduled: (args: SubscriptionArgs) =>
+		baseSubscription({ ...args, status: "scheduled" }),
+} as const;
--- a/apps/leaf/tests/evals/fixtures/orgSetups.ts
+++ b/apps/leaf/tests/evals/fixtures/orgSetups.ts
@@ -0,0 +1,7 @@
+import { knowledgePlatformSetup } from "./setups/knowledgePlatformSetup.js";
+
+export type { EvalSetup as EvalOrgSetup } from "./types.js";
+
+export const orgSetups = {
+	knowledgePlatform: knowledgePlatformSetup,
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/featureList.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/featureList.ts
@@ -0,0 +1,19 @@
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import { features } from "./features.js";
+
+/** Build keyed feature records for org-like setups with many boolean flags. */
+export const featureList = {
+	boolean: <const FeatureId extends string>({
+		featureIds,
+		names = {},
+	}: {
+		featureIds: readonly FeatureId[];
+		names?: Partial<Record<FeatureId, string>>;
+	}): Record<FeatureId, ApiFeatureV1> =>
+		Object.fromEntries(
+			featureIds.map((featureId) => [
+				featureId,
+				features.boolean({ featureId, name: names[featureId] }),
+			]),
+		) as Record<FeatureId, ApiFeatureV1>,
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/features.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/features.ts
@@ -0,0 +1,94 @@
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import { FeatureType } from "@models/featureModels/featureEnums.js";
+
+const feature = ({
+	archived = false,
+	consumable,
+	eventNames,
+	featureId,
+	name,
+	type,
+}: {
+	archived?: boolean;
+	consumable: boolean;
+	eventNames?: string[];
+	featureId: string;
+	name: string;
+	type: ApiFeatureV1["type"];
+}): ApiFeatureV1 => ({
+	archived,
+	consumable,
+	event_names: eventNames,
+	id: featureId,
+	name,
+	type,
+});
+
+const nameFromId = (featureId: string) =>
+	featureId
+		.split(/[-_]/)
+		.map((word) => `${word.charAt(0).toUpperCase()}${word.slice(1)}`)
+		.join(" ");
+
+/** Feature fixtures for plan scenarios; pass feature objects into item fixtures. */
+export const features = {
+	allocated: ({
+		featureId = "seats",
+		name = featureId === "seats" ? "Seats" : nameFromId(featureId),
+	}: {
+		featureId?: string;
+		name?: string;
+	} = {}): ApiFeatureV1 =>
+		feature({
+			consumable: false,
+			featureId,
+			name,
+			type: FeatureType.Metered,
+		}),
+	boolean: ({
+		featureId = "admin_dashboard",
+		name = featureId === "admin_dashboard"
+			? "Admin Dashboard"
+			: nameFromId(featureId),
+	}: {
+		featureId?: string;
+		name?: string;
+	} = {}): ApiFeatureV1 =>
+		feature({
+			consumable: false,
+			featureId,
+			name,
+			type: FeatureType.Boolean,
+		}),
+	consumable: ({
+		featureId = "api_calls",
+		name = featureId === "api_calls" ? "API Calls" : nameFromId(featureId),
+	}: {
+		featureId?: string;
+		name?: string;
+	} = {}): ApiFeatureV1 =>
+		feature({
+			consumable: true,
+			eventNames: [featureId],
+			featureId,
+			name,
+			type: FeatureType.Metered,
+		}),
+	creditSystem: ({
+		featureId = "credits",
+		meteredFeatureId = "api_calls",
+		name = featureId === "credits" ? "Credits" : nameFromId(featureId),
+	}: {
+		featureId?: string;
+		meteredFeatureId?: string;
+		name?: string;
+	} = {}): ApiFeatureV1 => ({
+		...feature({
+			consumable: true,
+			featureId,
+			name,
+			type: FeatureType.CreditSystem,
+		}),
+		credit_schema: [{ metered_feature_id: meteredFeatureId, credit_cost: 1 }],
+	}),
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/index.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/index.ts
@@ -0,0 +1,6 @@
+export { featureList } from "./featureList.js";
+export { features } from "./features.js";
+export { itemList } from "./itemList.js";
+export { items } from "./items.js";
+export { planList } from "./planList.js";
+export { basePrice, plan } from "./plans.js";
--- a/apps/leaf/tests/evals/fixtures/plans/itemList.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/itemList.ts
@@ -0,0 +1,17 @@
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import type { ApiPlanItemV1 } from "@api/products/items/apiPlanItemV1.js";
+import { items } from "./items.js";
+
+/** Build repeated plan item lists from keyed feature refs. */
+export const itemList = {
+	boolean: <const FeatureId extends string>({
+		featureIds,
+		features,
+	}: {
+		featureIds: readonly FeatureId[];
+		features: Record<FeatureId, ApiFeatureV1>;
+	}): ApiPlanItemV1[] =>
+		featureIds.map((featureId) =>
+			items.boolean({ feature: features[featureId] }),
+		),
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/items.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/items.ts
@@ -0,0 +1,176 @@
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import { BillingMethod } from "@api/products/components/billingMethod.js";
+import type { ApiPlanItemV1 } from "@api/products/items/apiPlanItemV1.js";
+import { FeatureType } from "@models/featureModels/featureEnums.js";
+import { RolloverExpiryDurationType } from "@models/productModels/durationTypes/rolloverExpiryDurationType.js";
+import { BillingInterval } from "@models/productModels/intervals/billingInterval.js";
+import { ResetInterval } from "@models/productModels/intervals/resetInterval.js";
+import { TierBehavior } from "@models/productModels/priceModels/priceConfig/usagePriceConfig.js";
+
+type PlanItemPrice = NonNullable<ApiPlanItemV1["price"]>;
+type Rollover = NonNullable<ApiPlanItemV1["rollover"]>;
+type UsageTier = NonNullable<PlanItemPrice["tiers"]>[number];
+
+const resetInterval = {
+	month: ResetInterval.Month,
+	year: ResetInterval.Year,
+} as const;
+
+const billingInterval = {
+	month: BillingInterval.Month,
+	year: BillingInterval.Year,
+} as const;
+
+const defaultCreditTiers: UsageTier[] = [
+	{ to: 10_000, amount: 0, flat_amount: 100 },
+	{ to: 50_000, amount: 0, flat_amount: 400 },
+	{ to: 100_000, amount: 0, flat_amount: 750 },
+	{ to: "inf", amount: 0, flat_amount: 1_000 },
+];
+
+const defaultRollover: Rollover = {
+	expiry_duration_length: 1,
+	expiry_duration_type: RolloverExpiryDurationType.Month,
+	max: null,
+	max_percentage: 50,
+};
+
+const assertFeatureType = ({
+	feature,
+	expected,
+	item,
+}: {
+	feature: ApiFeatureV1;
+	expected: ApiFeatureV1["type"] | ApiFeatureV1["type"][];
+	item: string;
+}) => {
+	const expectedTypes = Array.isArray(expected) ? expected : [expected];
+	if (expectedTypes.includes(feature.type)) return;
+
+	throw new Error(
+		`${item} item requires ${expectedTypes.join(" or ")} feature, got ${feature.type} (${feature.id}).`,
+	);
+};
+
+/** Plan item fixtures validate feature compatibility to avoid impossible setups. */
+export const items = {
+	boolean: ({ feature }: { feature: ApiFeatureV1 }): ApiPlanItemV1 => {
+		assertFeatureType({
+			expected: FeatureType.Boolean,
+			feature,
+			item: "boolean",
+		});
+
+		return {
+			display: {
+				primary_text: feature.name,
+			},
+			feature_id: feature.id,
+			included: 1,
+			price: null,
+			reset: null,
+			unlimited: true,
+		};
+	},
+	included: ({
+		feature,
+		included = 0,
+		interval = feature.consumable ? "month" : null,
+	}: {
+		feature: ApiFeatureV1;
+		included?: number;
+		interval?: "month" | "year" | null;
+	}): ApiPlanItemV1 => {
+		assertFeatureType({
+			expected: [FeatureType.Metered, FeatureType.CreditSystem],
+			feature,
+			item: "included",
+		});
+
+		return {
+			display: {
+				primary_text: `${included.toLocaleString()} ${feature.name}`,
+				secondary_text: interval ? `resets every ${interval}` : undefined,
+			},
+			feature_id: feature.id,
+			included,
+			price: null,
+			reset: interval ? { interval: resetInterval[interval] } : null,
+			unlimited: false,
+		};
+	},
+	prepaidCredits: ({
+		feature,
+		included = 5_000,
+		interval = "month",
+		rollover = defaultRollover,
+		tiers = defaultCreditTiers,
+	}: {
+		feature: ApiFeatureV1;
+		included?: number;
+		interval?: "month" | "year";
+		rollover?: Rollover;
+		tiers?: UsageTier[];
+	}): ApiPlanItemV1 => {
+		assertFeatureType({
+			expected: FeatureType.CreditSystem,
+			feature,
+			item: "prepaidCredits",
+		});
+
+		return {
+			display: {
+				primary_text: `${included.toLocaleString()} ${feature.name}`,
+				secondary_text: "then prepaid volume tiers",
+			},
+			feature_id: feature.id,
+			included,
+			price: {
+				billing_method: BillingMethod.Prepaid,
+				billing_units: 1,
+				interval: billingInterval[interval],
+				max_purchase: null,
+				tier_behavior: TierBehavior.VolumeBased,
+				tiers,
+			},
+			reset: { interval: resetInterval[interval] },
+			rollover,
+			unlimited: false,
+		};
+	},
+	consumableCredits: ({
+		amount = 0.01,
+		feature,
+		interval = "month",
+		rollover = defaultRollover,
+	}: {
+		amount?: number;
+		feature: ApiFeatureV1;
+		interval?: "month" | "year";
+		rollover?: Rollover;
+	}): ApiPlanItemV1 => {
+		assertFeatureType({
+			expected: FeatureType.CreditSystem,
+			feature,
+			item: "consumableCredits",
+		});
+
+		return {
+			display: {
+				primary_text: `$${amount} per ${feature.name}`,
+			},
+			feature_id: feature.id,
+			included: 0,
+			price: {
+				amount,
+				billing_method: BillingMethod.UsageBased,
+				billing_units: 1,
+				interval: billingInterval[interval],
+				max_purchase: null,
+			},
+			reset: { interval: resetInterval[interval] },
+			rollover,
+			unlimited: false,
+		};
+	},
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/planList.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/planList.ts
@@ -0,0 +1,57 @@
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+import { items } from "./items.js";
+import { basePrice, plan } from "./plans.js";
+
+type AddOnConfig = {
+	amount?: number | null;
+	feature: ApiFeatureV1;
+	interval?: "month" | "year";
+	key: string;
+	name?: string;
+	planId: string;
+};
+
+const addOnPrice = ({
+	amount,
+	interval,
+}: {
+	amount?: number | null;
+	interval: "month" | "year";
+}) => {
+	if (amount == null) return null;
+	return interval === "month"
+		? basePrice.monthly({ amount })
+		: basePrice.annual({ amount });
+};
+
+/** Build keyed one-feature add-on plans for org setups with many add-ons. */
+export const planList = {
+	addOns: <const AddOn extends AddOnConfig>({
+		addOns,
+		defaultInterval = "month",
+	}: {
+		addOns: readonly AddOn[];
+		defaultInterval?: "month" | "year";
+	}): { [Item in AddOn as Item["key"]]: ApiPlanV1 } =>
+		Object.fromEntries(
+			addOns.map(
+				({
+					amount = null,
+					feature,
+					interval = defaultInterval,
+					key,
+					name,
+					planId,
+				}) => [
+					key,
+					plan.addOn({
+						basePrice: addOnPrice({ amount, interval }),
+						items: [items.boolean({ feature })],
+						name,
+						planId,
+					}),
+				],
+			),
+		) as { [Item in AddOn as Item["key"]]: ApiPlanV1 },
+} as const;
--- a/apps/leaf/tests/evals/fixtures/plans/plans.ts
+++ b/apps/leaf/tests/evals/fixtures/plans/plans.ts
@@ -0,0 +1,219 @@
+import type { CustomizePlanV1 } from "@api/billing/common/customizePlan/customizePlanV1";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+import type { ApiPlanItemV1 } from "@api/products/items/apiPlanItemV1.js";
+import type { PlanItemFilter } from "@api/products/items/filter/planItemFilter";
+import { AppEnv } from "@models/genModels/genEnums.js";
+import { BillingInterval } from "@models/productModels/intervals/billingInterval.js";
+
+type PlanPrice = NonNullable<ApiPlanV1["price"]>;
+type EvalCustomizePlan = Omit<
+	CustomizePlanV1,
+	"add_items" | "items" | "price"
+> & {
+	add_items?: ApiPlanV1["items"];
+	items?: ApiPlanV1["items"];
+	price?: CustomizePlanV1["price"] | PlanPrice | null;
+};
+
+const dollarsToCents = (amount: number) => amount * 100;
+const displayAmount = (amount: number) => `$${amount}`;
+
+const planNameFromId = (planId: string) =>
+	planId
+		.split(/[-_]/)
+		.map((word) => `${word.charAt(0).toUpperCase()}${word.slice(1)}`)
+		.join(" ");
+
+const itemMatchesFilter = ({
+	filter,
+	item,
+}: {
+	filter: PlanItemFilter;
+	item: ApiPlanItemV1;
+}) => {
+	if (filter.feature_id !== undefined && item.feature_id !== filter.feature_id)
+		return false;
+	if (
+		filter.billing_method !== undefined &&
+		item.price?.billing_method !== filter.billing_method
+	)
+		return false;
+	if (filter.interval !== undefined) {
+		const itemInterval = item.price?.interval ?? item.reset?.interval;
+		if (String(itemInterval) !== String(filter.interval)) return false;
+	}
+	return true;
+};
+
+const assertNoDuplicateItems = (items: ApiPlanV1["items"]) => {
+	const featureIds = items.map((item) => item.feature_id);
+	const duplicateFeatureId = featureIds.find(
+		(featureId, index) => featureIds.indexOf(featureId) !== index,
+	);
+	if (!duplicateFeatureId) return;
+
+	throw new Error(
+		`Customized plan has duplicate item for feature ${duplicateFeatureId}; remove or update the original item first.`,
+	);
+};
+
+const applyCustomizeItems = ({
+	customize,
+	items,
+}: {
+	customize: EvalCustomizePlan;
+	items: ApiPlanV1["items"];
+}) => {
+	if (
+		customize.items !== undefined &&
+		(customize.add_items !== undefined ||
+			customize.remove_items !== undefined ||
+			customize.update_items !== undefined)
+	) {
+		throw new Error(
+			"customize.items cannot be combined with add_items, remove_items, or update_items.",
+		);
+	}
+
+	const nextItems =
+		customize.items ??
+		[
+			...items
+				.filter(
+					(item) =>
+						!(customize.remove_items ?? []).some((filter) =>
+							itemMatchesFilter({ filter, item }),
+						),
+				)
+				.map((item) => {
+					const update = (customize.update_items ?? []).find((update) =>
+						itemMatchesFilter({ filter: update.filter, item }),
+					);
+					return update?.included !== undefined
+						? { ...item, included: update.included }
+						: item;
+				}),
+			...(customize.add_items ?? []),
+		];
+	assertNoDuplicateItems(nextItems);
+	return nextItems;
+};
+
+/** Base price amounts are in dollars; returned API price.amount is cents. */
+export const basePrice = {
+	annual: ({ amount = 200 } = {}): PlanPrice => ({
+		amount: dollarsToCents(amount),
+		display: {
+			primary_text: displayAmount(amount),
+			secondary_text: "per year",
+		},
+		interval: BillingInterval.Year,
+	}),
+	monthly: ({ amount = 20 } = {}): PlanPrice => ({
+		amount: dollarsToCents(amount),
+		display: {
+			primary_text: displayAmount(amount),
+			secondary_text: "per month",
+		},
+		interval: BillingInterval.Month,
+	}),
+};
+
+const createPlan = ({
+	addOn = false,
+	basePrice,
+	items = [],
+	name,
+	planId,
+	version = 1,
+}: {
+	addOn?: boolean;
+	basePrice: PlanPrice | null;
+	items?: ApiPlanV1["items"];
+	name?: string;
+	planId: string;
+	version?: number;
+}): ApiPlanV1 => ({
+	add_on: addOn,
+	archived: false,
+	auto_enable: false,
+	base_variant_id: null,
+	config: { ignore_past_due: false },
+	created_at: 1_767_225_600_000,
+	description: null,
+	env: AppEnv.Sandbox,
+	group: null,
+	id: planId,
+	items,
+	name: name ?? planNameFromId(planId),
+	price: basePrice,
+	version,
+});
+
+/** Plan fixtures default to realistic base prices and accept plan items directly. */
+export const plan = {
+	addOn: ({
+		basePrice: price = null,
+		planId,
+		...args
+	}: {
+		basePrice?: PlanPrice | null;
+		items?: ApiPlanV1["items"];
+		name?: string;
+		planId: string;
+		version?: number;
+	}): ApiPlanV1 =>
+		createPlan({ ...args, addOn: true, basePrice: price, planId }),
+	annual: ({
+		basePrice: price = basePrice.annual(),
+		planId = "enterprise",
+		...args
+	}: {
+		basePrice?: PlanPrice | null;
+		items?: ApiPlanV1["items"];
+		name?: string;
+		planId?: string;
+		version?: number;
+	} = {}): ApiPlanV1 => createPlan({ ...args, basePrice: price, planId }),
+	monthly: ({
+		basePrice: price = basePrice.monthly(),
+		planId = "pro",
+		...args
+	}: {
+		basePrice?: PlanPrice | null;
+		items?: ApiPlanV1["items"];
+		name?: string;
+		planId?: string;
+		version?: number;
+	} = {}): ApiPlanV1 => createPlan({ ...args, basePrice: price, planId }),
+	customized: ({
+		customize,
+		name,
+		plan: basePlan,
+		planId = `${basePlan.id}_custom`,
+		version = basePlan.version,
+	}: {
+		customize: EvalCustomizePlan;
+		name?: string;
+		plan: ApiPlanV1;
+		planId?: string;
+		version?: number;
+	}): ApiPlanV1 => ({
+		...basePlan,
+		base_variant_id: basePlan.base_variant_id ?? basePlan.id,
+		id: planId,
+		items: applyCustomizeItems({
+			customize,
+			items: basePlan.items,
+		}),
+		name: name ?? basePlan.name,
+		price:
+			customize.price === undefined
+				? basePlan.price
+				: (customize.price as PlanPrice | null),
+		version,
+		...(customize.free_trial !== undefined
+			? { free_trial: customize.free_trial ?? undefined }
+			: {}),
+	}),
+};
--- a/apps/leaf/tests/evals/fixtures/responses.ts
+++ b/apps/leaf/tests/evals/fixtures/responses.ts
@@ -0,0 +1,33 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+
+const planAmount = (plan: ApiPlanV1) => plan.price?.amount ?? 0;
+
+export const responses = {
+	attachPreview: ({
+		customer,
+		plan,
+	}: {
+		customer: BaseApiCustomerV5;
+		plan: ApiPlanV1;
+	}) => ({
+		customer_id: customer.id,
+		plan_id: plan.id,
+		currency: "usd",
+		line_items: [
+			{ description: `${plan.name} annual`, total: planAmount(plan) },
+		],
+		total: planAmount(plan),
+	}),
+	attachSuccess: ({
+		customer,
+		plan,
+	}: {
+		customer: BaseApiCustomerV5;
+		plan: ApiPlanV1;
+	}) => ({
+		customer_id: customer.id,
+		plan_id: plan.id,
+		status: "created",
+	}),
+};
--- a/apps/leaf/tests/evals/fixtures/setups/knowledgePlatformSetup.ts
+++ b/apps/leaf/tests/evals/fixtures/setups/knowledgePlatformSetup.ts
@@ -0,0 +1,167 @@
+import { createSetup } from "../createSetup.js";
+
+const featureIds = {
+	activity_events: "activity_events",
+	approval_chains: "approval_chains",
+	automation_rules: "automation_rules",
+	brand_controls: "brand_controls",
+	compliance_controls: "compliance_controls",
+	credits: "credits",
+	export_center: "export_center",
+	insight_reports: "insight_reports",
+	member_slots: "member_slots",
+	outbound_hooks: "outbound_hooks",
+	platform_api: "platform_api",
+	priority_queue: "priority_queue",
+	private_spaces: "private_spaces",
+	project_slots: "project_slots",
+	revision_history: "revision_history",
+	team_policies: "team_policies",
+} as const;
+
+const planIds = {
+	automationPack: "automation_pack",
+	enterprise: "enterprise",
+	launch: "launch",
+	scale: "scale",
+	scaleYearly: "scale_yearly",
+	securityPack: "security_pack",
+	trial: "trial",
+	whiteLabelPack: "white_label_pack",
+} as const;
+
+const platformFeatureIds = [
+	featureIds.insight_reports,
+	featureIds.team_policies,
+	featureIds.private_spaces,
+	featureIds.export_center,
+	featureIds.priority_queue,
+	featureIds.automation_rules,
+	featureIds.outbound_hooks,
+	featureIds.platform_api,
+	featureIds.approval_chains,
+	featureIds.brand_controls,
+	featureIds.compliance_controls,
+	featureIds.revision_history,
+] as const;
+
+/** Anonymized org setup with credits, many feature flags, core plans, and add-ons. */
+export const knowledgePlatformSetup = () =>
+	createSetup({
+		tag: "knowledge-platform",
+		features: ({ featureList, features }) => ({
+			activity_events: features.consumable({
+				featureId: featureIds.activity_events,
+				name: "Activity Events",
+			}),
+			credits: features.creditSystem({
+				featureId: featureIds.credits,
+				meteredFeatureId: featureIds.activity_events,
+			}),
+			member_slots: features.allocated({ featureId: featureIds.member_slots }),
+			project_slots: features.allocated({
+				featureId: featureIds.project_slots,
+			}),
+			...featureList.boolean({ featureIds: platformFeatureIds }),
+		}),
+		plans: ({ basePrice, features, itemList, items, plan, planList }) => {
+			const creditItems = [
+				items.prepaidCredits({ feature: features.credits }),
+				items.consumableCredits({ feature: features.credits }),
+			];
+			const coreFeatures = [
+				featureIds.insight_reports,
+				featureIds.team_policies,
+				featureIds.private_spaces,
+				featureIds.export_center,
+				featureIds.automation_rules,
+				featureIds.platform_api,
+			];
+			const expandedFeatures = [
+				...coreFeatures,
+				featureIds.priority_queue,
+				featureIds.outbound_hooks,
+				featureIds.approval_chains,
+				featureIds.brand_controls,
+				featureIds.compliance_controls,
+				featureIds.revision_history,
+			];
+
+			return {
+				launch: plan.monthly({
+					basePrice: basePrice.monthly({ amount: 300 }),
+					items: [
+						...creditItems,
+						...itemList.boolean({ featureIds: coreFeatures, features }),
+					],
+					planId: planIds.launch,
+				}),
+				scale: plan.monthly({
+					basePrice: basePrice.monthly({ amount: 500 }),
+					items: [
+						...creditItems,
+						...itemList.boolean({ featureIds: expandedFeatures, features }),
+					],
+					planId: planIds.scale,
+				}),
+				scaleYearly: plan.annual({
+					basePrice: basePrice.annual({ amount: 5_000 }),
+					items: [
+						...creditItems,
+						...itemList.boolean({ featureIds: expandedFeatures, features }),
+					],
+					planId: planIds.scaleYearly,
+				}),
+				trial: plan.monthly({
+					basePrice: null,
+					items: [
+						items.included({ feature: features.credits, included: 1_000 }),
+						...itemList.boolean({
+							featureIds: [
+								featureIds.insight_reports,
+								featureIds.private_spaces,
+								featureIds.platform_api,
+							],
+							features,
+						}),
+					],
+					planId: planIds.trial,
+				}),
+				enterprise: plan.monthly({
+					basePrice: null,
+					items: [
+						...creditItems,
+						items.included({ feature: features.member_slots, included: 25 }),
+						items.included({ feature: features.project_slots, included: 100 }),
+						...itemList.boolean({ featureIds: expandedFeatures, features }),
+					],
+					planId: planIds.enterprise,
+				}),
+				...planList.addOns({
+					addOns: [
+						{
+							amount: 75,
+							feature: features.automation_rules,
+							key: "automationPack",
+							planId: planIds.automationPack,
+						},
+						{
+							amount: 2_400,
+							feature: features.compliance_controls,
+							interval: "year",
+							key: "securityPack",
+							planId: planIds.securityPack,
+						},
+						{
+							amount: 3_000,
+							feature: features.brand_controls,
+							interval: "year",
+							key: "whiteLabelPack",
+							planId: planIds.whiteLabelPack,
+						},
+					],
+				}),
+			};
+		},
+		customers: () => ({}),
+	});
--- a/apps/leaf/tests/evals/fixtures/types.ts
+++ b/apps/leaf/tests/evals/fixtures/types.ts
@@ -0,0 +1,79 @@
+import type { BaseApiCustomerV5 } from "@api/customers/apiCustomerV5.js";
+import type { ApiCustomerSchedule } from "@api/customers/components/apiCustomerSchedule";
+import type { ApiFeatureV1 } from "@api/features/apiFeatureV1.js";
+import type { ApiPlanV1 } from "@api/products/apiPlanV1.js";
+
+export type PlanRef = ApiPlanV1 | ApiPlanV1[];
+export type ScheduleRef = ApiCustomerSchedule | ApiCustomerSchedule[];
+type RefId<Value extends { id?: string | null }> = Value["id"];
+type RefIds<Value extends { id?: string | null }> = Value extends unknown[]
+	? never
+	: RefId<Value>;
+
+export type EvalSetupIds<
+	Features extends Record<string, ApiFeatureV1> = Record<string, ApiFeatureV1>,
+	Plans extends Record<string, PlanRef> = Record<string, PlanRef>,
+	Customers extends Record<
+		string,
+		BaseApiCustomerV5 | BaseApiCustomerV5[]
+	> = Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+	Schedules extends Record<string, ScheduleRef> = Record<string, ScheduleRef>,
+> = {
+	features: {
+		[Key in keyof Features]: RefIds<Features[Key]>;
+	};
+	plans: {
+		[Key in keyof Plans]: Plans[Key] extends ApiPlanV1[]
+			? Array<RefIds<Plans[Key][number]>>
+			: Plans[Key] extends ApiPlanV1
+				? RefIds<Plans[Key]>
+				: never;
+	};
+	customers: {
+		[Key in keyof Customers]: Customers[Key] extends BaseApiCustomerV5[]
+			? Array<RefIds<Customers[Key][number]>>
+			: Customers[Key] extends BaseApiCustomerV5
+				? RefIds<Customers[Key]>
+				: never;
+	};
+	schedules: {
+		[Key in keyof Schedules]: Schedules[Key] extends ApiCustomerSchedule[]
+			? Array<RefIds<Schedules[Key][number]>>
+			: Schedules[Key] extends ApiCustomerSchedule
+				? RefIds<Schedules[Key]>
+				: never;
+	};
+};
+
+export type EvalSetupRefs<
+	Features extends Record<string, ApiFeatureV1> = Record<string, ApiFeatureV1>,
+	Plans extends Record<string, PlanRef> = Record<string, PlanRef>,
+	Customers extends Record<
+		string,
+		BaseApiCustomerV5 | BaseApiCustomerV5[]
+	> = Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+	Schedules extends Record<string, ScheduleRef> = Record<string, ScheduleRef>,
+> = {
+	features: Features;
+	plans: Plans;
+	customers: Customers;
+	schedules: Schedules;
+};
+
+export type EvalSetup<
+	Features extends Record<string, ApiFeatureV1> = Record<string, ApiFeatureV1>,
+	Plans extends Record<string, PlanRef> = Record<string, PlanRef>,
+	Customers extends Record<
+		string,
+		BaseApiCustomerV5 | BaseApiCustomerV5[]
+	> = Record<string, BaseApiCustomerV5 | BaseApiCustomerV5[]>,
+	Schedules extends Record<string, ScheduleRef> = Record<string, ScheduleRef>,
+> = {
+	tag: string;
+	ids: EvalSetupIds<Features, Plans, Customers, Schedules>;
+	features: ApiFeatureV1[];
+	plans: ApiPlanV1[];
+	customers: BaseApiCustomerV5[];
+	schedules: ApiCustomerSchedule[];
+	refs: EvalSetupRefs<Features, Plans, Customers, Schedules>;
+};
--- a/apps/leaf/tests/evals/harness/configs/genericMcpAgentConfig.ts
+++ b/apps/leaf/tests/evals/harness/configs/genericMcpAgentConfig.ts
@@ -0,0 +1,12 @@
+export type GenericMcpAgentDriverConfig = {
+	maxSteps?: number;
+	model?: string;
+};
+
+export const genericMcpAgentInstructions =
+	"Use Autumn MCP tools. Preview destructive writes before applying them.";
+
+export const defaultGenericMcpAgentConfig = {
+	maxSteps: 6,
+	model: "anthropic/claude-sonnet-4-6",
+} satisfies Required<GenericMcpAgentDriverConfig>;
--- a/apps/leaf/tests/evals/harness/context/createAutumnApiMock.ts
+++ b/apps/leaf/tests/evals/harness/context/createAutumnApiMock.ts
@@ -0,0 +1,175 @@
+import { customers } from "../../fixtures/customers/index.js";
+import { responses } from "../../fixtures/responses.js";
+import type { EvalTrace } from "../tracing/types.js";
+import type { AutumnApiMock, AutumnApiMockOverrides } from "./types.js";
+
+const serverURL = "http://localhost:8080";
+
+const endpointToTool = {
+	"/v1/balances.create": "createBalance",
+	"/v1/billing.attach": "attach",
+	"/v1/billing.preview_attach": "previewAttach",
+	"/v1/customers.get": "getCustomer",
+	"/v1/customers.get_or_create": "getOrCreateCustomer",
+	"/v1/customers.list": "listCustomers",
+	"/v1/customers.update": "updateCustomer",
+	"/v1/features.list": "listFeatures",
+	"/v1/plans.get": "getPlan",
+	"/v1/plans.list": "listPlans",
+} as const;
+
+const getString = (body: Record<string, unknown>, key: string) =>
+	typeof body[key] === "string" ? body[key] : "";
+
+const defaultHandlers = {
+	attach: ({ body, setup }) => {
+		const customer = setup.customers.find(
+			(customer) => customer.id === getString(body, "customer_id"),
+		);
+		const plan = setup.plans.find(
+			(plan) => plan.id === getString(body, "plan_id"),
+		);
+		if (!customer || !plan) return { error: "missing customer or plan" };
+		customer.subscriptions = [
+			...customer.subscriptions,
+			{
+				add_on: plan.add_on,
+				auto_enable: plan.auto_enable,
+				canceled_at: null,
+				current_period_end: null,
+				current_period_start: 1_767_225_600_000,
+				expires_at: null,
+				id: `sub_${plan.id}`,
+				past_due: false,
+				plan_id: plan.id,
+				quantity: 1,
+				started_at: 1_767_225_600_000,
+				status: "active",
+				trial_ends_at: null,
+			},
+		];
+		return responses.attachSuccess({ customer, plan });
+	},
+	createBalance: () => ({ status: "created" }),
+	getCustomer: ({ body, setup }) => {
+		const customer = setup.customers.find(
+			(customer) => customer.id === getString(body, "customer_id"),
+		);
+		return customer ?? { error: "customer not found" };
+	},
+	getOrCreateCustomer: ({ body, setup }) => {
+		const customerId = getString(body, "customer_id");
+		const customer = setup.customers.find(
+			(customer) => customer.id === customerId,
+		);
+		if (customer) return customer;
+
+		const created = customers.active({ id: customerId });
+		setup.customers.push(created);
+		return created;
+	},
+	getPlan: ({ body, setup }) => {
+		const plan = setup.plans.find(
+			(plan) => plan.id === getString(body, "plan_id"),
+		);
+		return plan ?? { error: "plan not found" };
+	},
+	listCustomers: ({ body, setup }) => {
+		const search = getString(body, "search").toLowerCase();
+		const list = search
+			? setup.customers.filter((customer) =>
+					[customer.id, customer.name, customer.email].some(
+						(value) =>
+							typeof value === "string" && value.toLowerCase().includes(search),
+					),
+				)
+			: setup.customers;
+
+		return {
+			limit: list.length,
+			list,
+			offset: 0,
+			total: setup.customers.length,
+			total_count: setup.customers.length,
+			total_filtered_count: list.length,
+		};
+	},
+	listFeatures: ({ setup }) => ({ list: setup.features }),
+	listPlans: ({ setup }) => ({
+		list: setup.plans,
+	}),
+	previewAttach: ({ body, setup }) => {
+		const customer = setup.customers.find(
+			(customer) => customer.id === getString(body, "customer_id"),
+		);
+		const plan = setup.plans.find(
+			(plan) => plan.id === getString(body, "plan_id"),
+		);
+		if (!customer || !plan) return { error: "missing customer or plan" };
+		return responses.attachPreview({ customer, plan });
+	},
+	updateCustomer: ({ body, setup }) => {
+		const customer = setup.customers.find(
+			(customer) => customer.id === getString(body, "customer_id"),
+		);
+		if (!customer) return { error: "customer not found" };
+		if (typeof body.email === "string") customer.email = body.email;
+		if (typeof body.name === "string") customer.name = body.name;
+		return customer;
+	},
+} satisfies AutumnApiMockOverrides;
+
+export const createAutumnApiMock = ({
+	overrides = {},
+	setup,
+	trace,
+}: {
+	overrides?: AutumnApiMockOverrides;
+	setup: AutumnApiMock["setup"];
+	trace?: EvalTrace;
+}): AutumnApiMock => {
+	const calls: AutumnApiMock["calls"] = [];
+	const originalFetch = globalThis.fetch;
+	const handlers = { ...defaultHandlers, ...overrides };
+
+	globalThis.fetch = (async (input, init) => {
+		const url = new URL(String(input));
+		if (url.origin !== serverURL) return originalFetch(input, init);
+
+		const endpoint = url.pathname;
+		const toolName =
+			endpointToTool[endpoint as keyof typeof endpointToTool] ?? null;
+		const body = JSON.parse(String(init?.body ?? "{}"));
+		const call = { body, endpoint, toolName };
+		calls.push(call);
+		trace?.event({ call, type: "api_call" });
+
+		if (!toolName) {
+			return Response.json(
+				{ error: `Unhandled endpoint: ${endpoint}` },
+				{ status: 500 },
+			);
+		}
+
+		const handler = handlers[toolName];
+		if (!handler) {
+			return Response.json(
+				{ error: `No handler for ${toolName}` },
+				{ status: 500 },
+			);
+		}
+
+		const response = handler({ body, setup });
+		trace?.event({ endpoint, response, type: "api_response" });
+		return Response.json(response);
+	}) as typeof fetch;
+
+	return {
+		calls,
+		restore: () => {
+			globalThis.fetch = originalFetch;
+		},
+		serverURL,
+		setup,
+	};
+};
--- a/apps/leaf/tests/evals/harness/context/createAutumnMcpServer.ts
+++ b/apps/leaf/tests/evals/harness/context/createAutumnMcpServer.ts
@@ -0,0 +1,53 @@
+import { createServer, type IncomingMessage, type Server } from "node:http";
+import { MCPServer } from "@mastra/mcp";
+import { setAnalyticsSink } from "../../../../../../packages/mcp/src/analytics/analyticsSink.js";
+import type { AutumnMcpAuth } from "../../../../../../packages/mcp/src/server/auth/auth.js";
+import { createRawAutumnOperationTools } from "../../../../../../packages/mcp/src/tools/index.js";
+import type { EvalMcpServer } from "./types.js";
+
+const closeServer = (server: Server) =>
+	new Promise<void>((resolve, reject) => {
+		server.close((error) => (error ? reject(error) : resolve()));
+	});
+
+const createEvalMcpServer = () =>
+	new MCPServer({
+		id: "autumn-mcp-eval",
+		name: "Autumn MCP Eval",
+		version: "0.0.1",
+		description: "Operate on Autumn customers, plans, and billing.",
+		instructions:
+			"Use preview tools before billing writes. Write tools are destructive and should only be called after explicit user confirmation.",
+		tools: createRawAutumnOperationTools(),
+	});
+
+export const createAutumnMcpServer = (auth: AutumnMcpAuth) =>
+	new Promise<EvalMcpServer>((resolve) => {
+		setAnalyticsSink(null);
+		const server = createServer(async (req, res) => {
+			const url = new URL(req.url ?? "/mcp", `http://${req.headers.host}`);
+			if (url.pathname !== "/mcp") {
+				res.writeHead(404).end();
+				return;
+			}
+
+			(req as IncomingMessage & { auth?: AutumnMcpAuth }).auth = auth;
+			await createEvalMcpServer().startHTTP({
+				httpPath: "/mcp",
+				options: { serverless: true },
+				req,
+				res,
+				url,
+			});
+		});
+		server.listen(0, "127.0.0.1", () => {
+			const address = server.address();
+			if (!address || typeof address === "string") {
+				throw new Error("MCP eval server did not bind to a TCP port.");
+			}
+			resolve({
+				close: () => closeServer(server),
+				url: new URL(`http://127.0.0.1:${address.port}/mcp`),
+			});
+		});
+	});
--- a/apps/leaf/tests/evals/harness/context/createEvalRuntimeContext.ts
+++ b/apps/leaf/tests/evals/harness/context/createEvalRuntimeContext.ts
@@ -0,0 +1,52 @@
+import type { AutumnMcpAuth } from "../../../../../../packages/mcp/src/server/auth/auth.js";
+import type { EvalSetup } from "../../fixtures/types.js";
+import type { EvalTrace } from "../tracing/types.js";
+import { createAutumnApiMock } from "./createAutumnApiMock.js";
+import { createAutumnMcpServer } from "./createAutumnMcpServer.js";
+import type { AutumnApiMockOverrides, EvalRuntimeContext } from "./types.js";
+
+const defaultAuth: AutumnMcpAuth = {
+	apiKey: "sk_test",
+	env: "sandbox",
+	principalId: "eval-user",
+	resource: "http://localhost:2718/mcp",
+	scopes: [
+		"customers:read",
+		"customers:write",
+		"plans:read",
+		"billing:read",
+		"billing:write",
+		"balances:write",
+	],
+	serverURL: "http://localhost:8080",
+};
+
+export const createEvalRuntimeContext = async ({
+	auth = {},
+	autumnApiOverrides,
+	setup,
+	trace,
+}: {
+	auth?: Partial<AutumnMcpAuth>;
+	autumnApiOverrides?: AutumnApiMockOverrides;
+	setup: EvalSetup;
+	trace: EvalTrace;
+}): Promise<EvalRuntimeContext> => {
+	const resolvedAuth = { ...defaultAuth, ...auth };
+	const autumnApi = createAutumnApiMock({
+		overrides: autumnApiOverrides,
+		setup,
+		trace,
+	});
+	const mcpServer = await createAutumnMcpServer(resolvedAuth);
+
+	return {
+		auth: resolvedAuth,
+		autumnApi,
+		cleanup: async () => {
+			autumnApi.restore();
+			await mcpServer.close();
+		},
+		mcpServer,
+	};
+};
--- a/apps/leaf/tests/evals/harness/context/types.ts
+++ b/apps/leaf/tests/evals/harness/context/types.ts
@@ -0,0 +1,51 @@
+import type { AutumnMcpAuth } from "../../../../../../packages/mcp/src/server/auth/auth.js";
+import type { EvalSetup } from "../../fixtures/types.js";
+
+export type AutumnEvalToolName =
+	| "attach"
+	| "createBalance"
+	| "getCustomer"
+	| "getOrCreateCustomer"
+	| "getPlan"
+	| "listCustomers"
+	| "listFeatures"
+	| "listPlans"
+	| "previewAttach"
+	| "updateCustomer";
+
+export type AutumnApiCall = {
+	toolName: AutumnEvalToolName | null;
+	endpoint: string;
+	body: Record<string, unknown>;
+};
+
+export type AutumnApiMockHandler = ({
+	body,
+	setup,
+}: {
+	body: Record<string, unknown>;
+	setup: EvalSetup;
+}) => unknown;
+
+export type AutumnApiMockOverrides = Partial<
+	Record<AutumnEvalToolName, AutumnApiMockHandler>
+>;
+
+export type AutumnApiMock = {
+	calls: AutumnApiCall[];
+	restore(): void;
+	serverURL: string;
+	setup: EvalSetup;
+};
+
+export type EvalMcpServer = {
+	close(): Promise<void>;
+	url: URL;
+};
+
+export type EvalRuntimeContext = {
+	auth: AutumnMcpAuth;
+	autumnApi: AutumnApiMock;
+	cleanup(): Promise<void>;
+	mcpServer: EvalMcpServer;
+};
--- a/apps/leaf/tests/evals/harness/createEvalContext.ts
+++ b/apps/leaf/tests/evals/harness/createEvalContext.ts
@@ -0,0 +1,107 @@
+import type { AutumnMcpAuth } from "../../../../../packages/mcp/src/server/auth/auth.js";
+import type { EvalSetup } from "../fixtures/types.js";
+import { createEvalRuntimeContext } from "./context/createEvalRuntimeContext.js";
+import type {
+	AutumnApiMockOverrides,
+	EvalRuntimeContext,
+} from "./context/types.js";
+import type { EvalAgentDriver } from "./drivers/types.js";
+import { createEvalTrace } from "./tracing/createEvalTrace.js";
+import type { EvalTrace, EvalTraceLevel } from "./tracing/types.js";
+
+export type EvalTurn =
+	| { maxSteps?: number; message: string; type: "user" }
+	| { maxSteps?: number; optional?: boolean; type: "approve" };
+
+export type EvalTurnResult = {
+	text?: string;
+	type: EvalTurn["type"];
+};
+
+export type EvalRunResult = {
+	apiCalls: EvalRuntimeContext["autumnApi"]["calls"];
+	finalText: string;
+	toolCalls: ReturnType<
+		Awaited<ReturnType<EvalAgentDriver["start"]>>["getToolCalls"]
+	>;
+	turns: EvalTurnResult[];
+};
+
+export const createEvalContext = async ({
+	auth,
+	autumnApiOverrides,
+	driver,
+	name,
+	setup,
+	today,
+	trace: traceConfig = {},
+}: {
+	auth?: Partial<AutumnMcpAuth>;
+	autumnApiOverrides?: AutumnApiMockOverrides;
+	driver: EvalAgentDriver;
+	name?: string;
+	setup: EvalSetup;
+	today?: Date;
+	trace?: { level?: EvalTraceLevel };
+}) => {
+	const trace: EvalTrace = createEvalTrace(traceConfig);
+	trace.event({ name, type: "eval_started" });
+	const runtimeContext = await createEvalRuntimeContext({
+		auth,
+		autumnApiOverrides,
+		setup,
+		trace,
+	});
+	const runningDriver = await driver.start({
+		context: runtimeContext,
+		name,
+		setup,
+		today,
+		trace,
+	});
+
+	const runConversation = async (turns: EvalTurn[]): Promise<EvalRunResult> => {
+		const turnResults: EvalTurnResult[] = [];
+		for (const turn of turns) {
+			if (turn.type === "user") {
+				trace.event({ message: turn.message, type: "user_turn" });
+				const output = await runningDriver.send(turn.message, {
+					maxSteps: turn.maxSteps,
+				});
+				turnResults.push({ text: output.text, type: turn.type });
+				continue;
+			}
+
+			if (!runningDriver.hasPendingApproval()) {
+				if (turn.optional) {
+					turnResults.push({ type: turn.type });
+					continue;
+				}
+				throw new Error("No pending approval to approve.");
+			}
+			const output = await runningDriver.approve({ maxSteps: turn.maxSteps });
+			turnResults.push({ text: output.text, type: turn.type });
+		}
+
+		trace.event({ type: "eval_finished" });
+		return {
+			apiCalls: runtimeContext.autumnApi.calls,
+			finalText: turnResults
+				.map((turn) => turn.text)
+				.filter(Boolean)
+				.join("\n"),
+			toolCalls: runningDriver.getToolCalls(),
+			turns: turnResults,
+		};
+	};
+
+	return {
+		cleanup: async () => {
+			await runningDriver.cleanup();
+			await runtimeContext.cleanup();
+		},
+		runConversation,
+		runtimeContext,
+		trace,
+	};
+};
--- a/apps/leaf/tests/evals/harness/drivers/genericMcpAgent.ts
+++ b/apps/leaf/tests/evals/harness/drivers/genericMcpAgent.ts
@@ -0,0 +1,179 @@
+import { Agent } from "@mastra/core/agent";
+import type { MessageListItem } from "@mastra/core/agent/message-list";
+import { Mastra } from "@mastra/core/mastra";
+import { InMemoryStore } from "@mastra/core/storage";
+import { MCPClient } from "@mastra/mcp";
+import { createRequestContext } from "../../../../../../packages/mcp/src/server/auth/auth.js";
+import { createLeafTracingOptions } from "../../../../src/internal/observability/leafTracingOptions.js";
+import { createMastraBraintrustObservability } from "../../../../src/providers/braintrust/index.js";
+import {
+	defaultGenericMcpAgentConfig,
+	type GenericMcpAgentDriverConfig,
+	genericMcpAgentInstructions,
+} from "../configs/genericMcpAgentConfig.js";
+import type {
+	EvalAgentDriver,
+	EvalDriverStartInput,
+	EvalToolCall,
+} from "./types.js";
+
+type ToolWithApproval = {
+	execute?: unknown;
+	mcp?: { annotations?: { destructiveHint?: boolean } };
+	needsApprovalFn?: unknown;
+	requireApproval?: unknown;
+};
+
+const applyToolApprovalPolicy = (tools: Record<string, ToolWithApproval>) => {
+	for (const tool of Object.values(tools)) {
+		const requiresApproval = tool.mcp?.annotations?.destructiveHint === true;
+		tool.requireApproval = requiresApproval;
+		if (!requiresApproval) tool.needsApprovalFn = undefined;
+	}
+};
+
+const toEvalToolCall = (call: {
+	args?: Record<string, unknown>;
+	name: string;
+}): EvalToolCall => ({
+	args: call.args ?? {},
+	name: call.name,
+});
+
+const instrumentToolCalls = ({
+	tools,
+	toolCalls,
+	trace,
+}: {
+	tools: Record<string, ToolWithApproval>;
+	toolCalls: EvalToolCall[];
+	trace: EvalDriverStartInput["trace"];
+}) => {
+	for (const [name, tool] of Object.entries(tools)) {
+		if (typeof tool.execute !== "function") continue;
+		const execute = tool.execute.bind(tool) as (
+			args: Record<string, unknown>,
+			...rest: unknown[]
+		) => Promise<unknown>;
+		tool.execute = async (
+			args: Record<string, unknown>,
+			...rest: unknown[]
+		) => {
+			const call = toEvalToolCall({ args, name });
+			toolCalls.push(call);
+			trace.event({ call, type: "tool_call" });
+			return execute(args, ...rest);
+		};
+	}
+};
+
+export const createGenericMcpAgentDriver = ({
+	maxSteps = defaultGenericMcpAgentConfig.maxSteps,
+	model = defaultGenericMcpAgentConfig.model,
+}: GenericMcpAgentDriverConfig = {}): EvalAgentDriver => ({
+	name: "generic-mcp-agent",
+	start: async ({ context, setup, today, trace }: EvalDriverStartInput) => {
+		const mcpClient = new MCPClient({
+			id: `leaf-eval-${crypto.randomUUID()}`,
+			servers: {
+				autumn: {
+					requireToolApproval: ({ annotations }) =>
+						annotations?.destructiveHint === true,
+					url: context.mcpServer.url,
+				},
+			},
+		});
+		const { toolsets, errors } = await mcpClient.listToolsetsWithErrors();
+		if (Object.keys(errors).length) {
+			throw new Error(`MCP tool discovery failed: ${JSON.stringify(errors)}`);
+		}
+
+		const tools = toolsets.autumn ?? {};
+		applyToolApprovalPolicy(tools);
+		const toolCalls: EvalToolCall[] = [];
+		instrumentToolCalls({ toolCalls, tools, trace });
+
+		const agent = new Agent({
+			id: "leaf-mcp-eval-agent",
+			name: "Leaf MCP Eval Agent",
+			description: "A generic agent using Autumn MCP tools.",
+			instructions: genericMcpAgentInstructions,
+			model,
+			tools,
+		});
+		const mastra = new Mastra({
+			agents: { eval: agent },
+			logger: false,
+			observability: createMastraBraintrustObservability(),
+			storage: new InMemoryStore({ id: `leaf-eval-${crypto.randomUUID()}` }),
+		});
+		const evalAgent = mastra.getAgent("eval");
+		let messages: MessageListItem[] = [];
+		let pendingApproval: { runId: string; toolCallId?: string } | null = null;
+
+		const options = (stepLimit?: number) => ({
+			context: today
+				? [
+						{
+							content: `Current date: ${today.toISOString()}.`,
+							role: "system" as const,
+						},
+					]
+				: undefined,
+			maxSteps: stepLimit ?? maxSteps,
+			requestContext: createRequestContext(context.auth),
+			tracingOptions: createLeafTracingOptions({
+				env: context.auth.env,
+				orgId: context.auth.orgId,
+				setup: setup.tag,
+				source: "eval",
+			}),
+		});
+
+		const rememberApproval = (output: {
+			finishReason?: string;
+			runId?: string;
+			suspendPayload?: { toolCallId?: string };
+		}) => {
+			pendingApproval =
+				output.finishReason === "suspended" && output.runId
+					? {
+							runId: output.runId,
+							toolCallId: output.suspendPayload?.toolCallId,
+						}
+					: null;
+			if (pendingApproval) trace.event({ type: "approval_pending" });
+		};
+
+		return {
+			approve: async ({ maxSteps: stepLimit } = {}) => {
+				if (!pendingApproval) {
+					throw new Error("No pending approval to approve.");
+				}
+				trace.event({ type: "approval_approved" });
+				const output = await evalAgent.approveToolCallGenerate({
+					...options(stepLimit),
+					runId: pendingApproval.runId,
+					toolCallId: pendingApproval.toolCallId,
+				});
+				messages = output.messages;
+				rememberApproval(output);
+				trace.event({ text: output.text ?? "", type: "agent_text" });
+				return { text: output.text };
+			},
+			cleanup: async () => {
+				await mcpClient.disconnect();
+			},
+			getToolCalls: () => [...toolCalls],
+			hasPendingApproval: () => pendingApproval !== null,
+			send: async (message, { maxSteps: stepLimit } = {}) => {
+				messages.push({ content: message, role: "user" });
+				const output = await evalAgent.generate(messages, options(stepLimit));
+				messages = output.messages;
+				rememberApproval(output);
+				trace.event({ text: output.text ?? "", type: "agent_text" });
+				return { text: output.text };
+			},
+		};
+	},
+});
--- a/apps/leaf/tests/evals/harness/drivers/types.ts
+++ b/apps/leaf/tests/evals/harness/drivers/types.ts
@@ -0,0 +1,36 @@
+import type { EvalSetup } from "../../fixtures/types.js";
+import type { EvalRuntimeContext } from "../context/types.js";
+import type { EvalTrace } from "../tracing/types.js";
+
+export type EvalToolCall = {
+	args: Record<string, unknown>;
+	name: string;
+};
+
+export type EvalAgentOutput = {
+	text?: string;
+};
+
+export type EvalDriverStartInput = {
+	context: EvalRuntimeContext;
+	name?: string;
+	setup: EvalSetup;
+	today?: Date;
+	trace: EvalTrace;
+};
+
+export type RunningEvalDriver = {
+	approve(options?: { maxSteps?: number }): Promise<EvalAgentOutput>;
+	cleanup(): Promise<void>;
+	getToolCalls(): EvalToolCall[];
+	hasPendingApproval(): boolean;
+	send(
+		message: string,
+		options?: { maxSteps?: number },
+	): Promise<EvalAgentOutput>;
+};
+
+export type EvalAgentDriver = {
+	name: string;
+	start(input: EvalDriverStartInput): Promise<RunningEvalDriver>;
+};
--- a/apps/leaf/tests/evals/harness/index.ts
+++ b/apps/leaf/tests/evals/harness/index.ts
@@ -0,0 +1,36 @@
+export {
+	defaultGenericMcpAgentConfig,
+	type GenericMcpAgentDriverConfig,
+	genericMcpAgentInstructions,
+} from "./configs/genericMcpAgentConfig.js";
+export { createAutumnApiMock } from "./context/createAutumnApiMock.js";
+export { createAutumnMcpServer } from "./context/createAutumnMcpServer.js";
+export { createEvalRuntimeContext } from "./context/createEvalRuntimeContext.js";
+export type {
+	AutumnApiCall,
+	AutumnApiMock,
+	AutumnApiMockHandler,
+	AutumnApiMockOverrides,
+	AutumnEvalToolName,
+	EvalMcpServer,
+	EvalRuntimeContext,
+} from "./context/types.js";
+export type {
+	EvalRunResult,
+	EvalTurn,
+	EvalTurnResult,
+} from "./createEvalContext.js";
+export { createEvalContext } from "./createEvalContext.js";
+export { createGenericMcpAgentDriver } from "./drivers/genericMcpAgent.js";
+export type {
+	EvalAgentDriver,
+	EvalAgentOutput,
+	EvalToolCall,
+	RunningEvalDriver,
+} from "./drivers/types.js";
+export { createEvalTrace } from "./tracing/createEvalTrace.js";
+export type {
+	EvalTrace,
+	EvalTraceEvent,
+	EvalTraceLevel,
+} from "./tracing/types.js";
--- a/apps/leaf/tests/evals/harness/tracing/createEvalTrace.ts
+++ b/apps/leaf/tests/evals/harness/tracing/createEvalTrace.ts
@@ -0,0 +1,26 @@
+import { formatTraceEvent } from "./formatTrace.js";
+import type { EvalTrace, EvalTraceEvent, EvalTraceLevel } from "./types.js";
+
+export const createEvalTrace = ({
+	level = "steps",
+}: {
+	level?: EvalTraceLevel;
+} = {}): EvalTrace => {
+	const events: EvalTraceEvent[] = [];
+	const printEvent = (event: EvalTraceEvent) => {
+		if (level === "off") return;
+		const line = formatTraceEvent(event);
+		if (line) console.error(line);
+	};
+
+	return {
+		entries: () => [...events],
+		event: (event) => {
+			events.push(event);
+			printEvent(event);
+		},
+		print: () => {
+			for (const event of events) printEvent(event);
+		},
+	};
+};
--- a/apps/leaf/tests/evals/harness/tracing/formatTrace.ts
+++ b/apps/leaf/tests/evals/harness/tracing/formatTrace.ts
@@ -0,0 +1,108 @@
+import type { AutumnApiCall } from "../context/types.js";
+import type { EvalToolCall } from "../drivers/types.js";
+import type { EvalTraceEvent } from "./types.js";
+
+const truncate = ({ text, max = 160 }: { text: string; max?: number }) =>
+	text.length > max ? `${text.slice(0, max - 3)}...` : text;
+
+const bodyOf = (value: Record<string, unknown>) =>
+	value.request && typeof value.request === "object"
+		? (value.request as Record<string, unknown>)
+		: value;
+
+const compactFields = (body: Record<string, unknown>) =>
+	[
+		["customer", body.customer_id],
+		["plan", body.plan_id],
+		["entity", body.entity_id],
+		["feature", body.feature_id],
+		["email", body.email],
+		["search", body.search],
+		[
+			"invoice_mode",
+			typeof body.invoice_mode === "object" && body.invoice_mode !== null
+				? "true"
+				: undefined,
+		],
+	]
+		.flatMap(([key, value]) =>
+			typeof value === "string" && value ? [`${key}=${value}`] : [],
+		)
+		.join(" ");
+
+const formatToolCall = (call: EvalToolCall) => {
+	const fields = compactFields(bodyOf(call.args));
+	return `[tool] ${call.name}${fields ? ` ${fields}` : ""}`;
+};
+
+const formatApiCall = (call: AutumnApiCall) => {
+	const fields = compactFields(call.body);
+	return `[api] POST ${call.endpoint}${fields ? ` ${fields}` : ""}`;
+};
+
+const summarizeRecord = (record: Record<string, unknown>) =>
+	[
+		["id", record.id],
+		["name", record.name],
+		[
+			"subscriptions",
+			Array.isArray(record.subscriptions)
+				? record.subscriptions.length
+				: undefined,
+		],
+		["plan_id", record.plan_id],
+	]
+		.flatMap(([key, value]) =>
+			typeof value === "string" || typeof value === "number"
+				? [`${key}=${value}`]
+				: [],
+		)
+		.join(" ");
+
+const formatApiResponse = ({
+	endpoint,
+	response,
+}: {
+	endpoint: string;
+	response: unknown;
+}) => {
+	if (!response || typeof response !== "object") {
+		return `[api:response] ${endpoint} ${String(response)}`;
+	}
+
+	const record = response as Record<string, unknown>;
+	if (Array.isArray(record.list)) {
+		const first = record.list[0];
+		const firstSummary =
+			first && typeof first === "object"
+				? summarizeRecord(first as Record<string, unknown>)
+				: "";
+		return `[api:response] ${endpoint} list=${record.list.length}${firstSummary ? ` first(${firstSummary})` : ""}`;
+	}
+
+	const summary = summarizeRecord(record);
+	return `[api:response] ${endpoint}${summary ? ` ${summary}` : ""}`;
+};
+
+export const formatTraceEvent = (event: EvalTraceEvent): string | null => {
+	switch (event.type) {
+		case "agent_text":
+			return event.text ? `[agent] ${truncate({ text: event.text })}` : null;
+		case "api_call":
+			return formatApiCall(event.call);
+		case "api_response":
+			return formatApiResponse(event);
+		case "approval_approved":
+			return "[approval] approved pending tool call";
+		case "approval_pending":
+			return "[approval] pending";
+		case "eval_finished":
+			return "[eval] finished";
+		case "eval_started":
+			return `[eval] ${event.name ?? "started"}`;
+		case "tool_call":
+			return formatToolCall(event.call);
+		case "user_turn":
+			return `[user] ${truncate({ text: event.message })}`;
+	}
+};
--- a/apps/leaf/tests/evals/harness/tracing/types.ts
+++ b/apps/leaf/tests/evals/harness/tracing/types.ts
@@ -0,0 +1,21 @@
+import type { AutumnApiCall } from "../context/types.js";
+import type { EvalToolCall } from "../drivers/types.js";
+
+export type EvalTraceLevel = "off" | "steps";
+
+export type EvalTraceEvent =
+	| { type: "eval_started"; name?: string }
+	| { type: "user_turn"; message: string }
+	| { type: "agent_text"; text: string }
+	| { type: "tool_call"; call: EvalToolCall }
+	| { type: "api_call"; call: AutumnApiCall }
+	| { type: "api_response"; endpoint: string; response: unknown }
+	| { type: "approval_pending" }
+	| { type: "approval_approved" }
+	| { type: "eval_finished" };
+
+export type EvalTrace = {
+	event(event: EvalTraceEvent): void;
+	entries(): EvalTraceEvent[];
+	print(): void;
+};
--- a/apps/leaf/tests/evals/mcp/billing/customer-plan-summary.eval.ts
+++ b/apps/leaf/tests/evals/mcp/billing/customer-plan-summary.eval.ts
@@ -0,0 +1,106 @@
+import { Eval } from "braintrust";
+import { withCustomers } from "../../fixtures/createSetup.js";
+import { orgSetups } from "../../fixtures/orgSetups.js";
+import {
+	createEvalContext,
+	createGenericMcpAgentDriver,
+} from "../../harness/index.js";
+import {
+	type EvalExpected,
+	type EvalOutput,
+	expectedApiCalls,
+	expectedToolCalls,
+	finalTextIncludes,
+} from "../../utils/scorers.js";
+
+type EvalInput = {
+	confirmation: string;
+	prompt: string;
+};
+
+type EvalMetadata = {
+	domain: "billing";
+	setup: string;
+};
+
+const experimentName = "customer-plan";
+
+const setup = withCustomers({
+	setup: orgSetups.knowledgePlatform(),
+	customers: ({ customers, plans, subscriptions }) => ({
+		joe: customers.active({
+			id: "joe_customer",
+			name: "Joe",
+			subscriptions: [
+				subscriptions.active({
+					currentPeriodEnd: new Date("2026-02-07T00:00:00.000Z"),
+					currentPeriodStart: new Date("2026-01-01T00:00:00.000Z"),
+					id: "sub_joe_scale_custom",
+					plan: plans.scale,
+				}),
+			],
+		}),
+	}),
+});
+const customer = setup.refs.customers.joe;
+
+Eval<EvalInput, EvalOutput, EvalExpected, EvalMetadata>(
+	"leaf",
+	{
+		experimentName,
+		data: [
+			{
+				expected: {
+					apiCalls: [{ toolName: "listCustomers" }],
+					finalTextIncludes: [
+						"Joe",
+						"Scale",
+						"$500",
+						"Credits",
+						"Insight Reports",
+					],
+					toolCalls: ["listCustomers"],
+				},
+				input: {
+					confirmation: `Yes, use ${customer.id}.`,
+					prompt: "what plan is Joe on?",
+				},
+				metadata: {
+					domain: "billing",
+					setup: setup.tag,
+				},
+			},
+		],
+		scores: [
+			(args) => ({
+				name: "Expected tool calls",
+				score: expectedToolCalls(args),
+			}),
+			(args) => ({
+				name: "Expected API calls",
+				score: expectedApiCalls(args),
+			}),
+			(args) => ({
+				name: "Final text includes",
+				score: finalTextIncludes(args),
+			}),
+		],
+		task: async (input) => {
+			const context = await createEvalContext({
+				driver: createGenericMcpAgentDriver(),
+				name: experimentName,
+				setup,
+			});
+			try {
+				return await context.runConversation([
+					{ message: input.prompt, type: "user" },
+					{ message: input.confirmation, type: "user" },
+				]);
+			} finally {
+				await context.cleanup();
+			}
+		},
+		timeout: 45_000,
+	},
+	{ noSendLogs: !process.env.BRAINTRUST_API_KEY },
+);
--- a/apps/leaf/tests/evals/utils/scorers.ts
+++ b/apps/leaf/tests/evals/utils/scorers.ts
@@ -0,0 +1,91 @@
+import type {
+	AutumnApiCall,
+	AutumnEvalToolName,
+} from "../harness/context/types.js";
+
+export type EvalOutput = {
+	apiCalls: AutumnApiCall[];
+	finalText: string;
+	toolCalls: Array<{ name: string; args: Record<string, unknown> }>;
+};
+
+export type EvalExpected = {
+	apiCalls?: Array<{
+		body?: Record<string, unknown>;
+		toolName: AutumnEvalToolName;
+	}>;
+	finalTextIncludes?: string[];
+	toolCalls?: AutumnEvalToolName[];
+};
+
+const includesObject = (
+	actual: Record<string, unknown>,
+	expected: Record<string, unknown>,
+) =>
+	Object.entries(expected).every(([key, value]) =>
+		typeof value === "object" && value !== null
+			? JSON.stringify(actual[key]) === JSON.stringify(value)
+			: actual[key] === value,
+	);
+
+export const expectedApiCalls = ({
+	expected,
+	output,
+}: {
+	expected?: EvalExpected;
+	output: EvalOutput;
+}) => {
+	const expectedCalls = expected?.apiCalls ?? [];
+	if (!expectedCalls.length) return 1;
+	return expectedCalls.every((expectedCall) =>
+		output.apiCalls.some(
+			(call) =>
+				call.toolName === expectedCall.toolName &&
+				(!expectedCall.body || includesObject(call.body, expectedCall.body)),
+		),
+	)
+		? 1
+		: 0;
+};
+
+export const expectedToolCalls = ({
+	expected,
+	output,
+}: {
+	expected?: EvalExpected;
+	output: EvalOutput;
+}) => {
+	const expectedTools = expected?.toolCalls ?? [];
+	if (!expectedTools.length) return 1;
+	return expectedTools.every((toolName) =>
+		output.toolCalls.some((call) => call.name === toolName),
+	)
+		? 1
+		: 0;
+};
+
+export const finalTextIncludes = ({
+	expected,
+	output,
+}: {
+	expected?: EvalExpected;
+	output: EvalOutput;
+}) => {
+	const phrases = expected?.finalTextIncludes ?? [];
+	if (!phrases.length) return 1;
+	const text = output.finalText.toLowerCase();
+	return phrases.every((phrase) => text.includes(phrase.toLowerCase())) ? 1 : 0;
+};
+
+export const noAttachBeforePreview = ({ output }: { output: EvalOutput }) => {
+	const attachIndex = output.apiCalls.findIndex(
+		(call) => call.toolName === "attach",
+	);
+	const previewIndex = output.apiCalls.findIndex(
+		(call) => call.toolName === "previewAttach",
+	);
+	return attachIndex === -1 ||
+		(previewIndex !== -1 && previewIndex < attachIndex)
+		? 1
+		: 0;
+};
--- a/apps/leaf/tests/unit/evals/mock-autumn-server.test.ts
+++ b/apps/leaf/tests/unit/evals/mock-autumn-server.test.ts
@@ -0,0 +1,381 @@
+import { describe, expect, test } from "bun:test";
+import { BillingMethod } from "@api/products/components/billingMethod.js";
+import { FeatureType } from "@models/featureModels/featureEnums.js";
+import { TierBehavior } from "@models/productModels/priceModels/priceConfig/usagePriceConfig.js";
+import {
+	createSetup,
+	withCustomers,
+} from "../../evals/fixtures/createSetup.js";
+import { orgSetups } from "../../evals/fixtures/orgSetups.js";
+import { createAutumnApiMock } from "../../evals/harness/index.js";
+import {
+	expectedApiCalls,
+	expectedToolCalls,
+} from "../../evals/utils/scorers.js";
+
+const createCustomerPlanSetup = () =>
+	createSetup({
+		tag: "joe-customized-pro-plan",
+		features: ({ features }) => ({
+			credits: features.creditSystem(),
+			dashboard: features.boolean(),
+		}),
+		plans: ({ basePrice, features, items, plan }) => ({
+			pro: plan.monthly({
+				basePrice: basePrice.monthly({ amount: 79 }),
+				items: [
+					items.included({ feature: features.credits, included: 25_000 }),
+					items.boolean({ feature: features.dashboard }),
+				],
+				planId: "pro",
+			}),
+		}),
+		customers: ({ customers, plans, subscriptions }) => ({
+			joe: customers.active({
+				id: "joe_customer",
+				name: "Joe",
+				subscriptions: [subscriptions.active({ plan: plans.pro })],
+			}),
+		}),
+	});
+
+describe("eval mock Autumn server", () => {
+	test("composes boolean feature lists into setup refs", () => {
+		const setup = createSetup({
+			tag: "boolean-feature-list",
+			features: ({ featureList }) => ({
+				...featureList.boolean({
+					featureIds: ["sso", "audit_logs"],
+					names: { sso: "SSO" },
+				}),
+			}),
+			plans: ({ features, items, plan }) => ({
+				pro: plan.monthly({
+					items: [items.boolean({ feature: features.sso })],
+					planId: "pro",
+				}),
+			}),
+			customers: () => ({}),
+		});
+
+		expect(setup.refs.features.sso).toMatchObject({
+			id: "sso",
+			name: "SSO",
+			type: FeatureType.Boolean,
+		});
+		expect(setup.ids.features.sso).toBe("sso");
+		expect(setup.refs.features.audit_logs).toMatchObject({
+			id: "audit_logs",
+			name: "Audit Logs",
+			type: FeatureType.Boolean,
+		});
+		expect(setup.plans[0]?.items[0]?.feature_id).toBe("sso");
+	});
+
+	test("composes anonymized knowledge platform org setup", () => {
+		const setup = orgSetups.knowledgePlatform();
+		const enterprise = setup.refs.plans.enterprise;
+		const automationPack = setup.plans.find(
+			(plan) => plan.id === setup.ids.plans.automationPack,
+		);
+		if (Array.isArray(enterprise) || !automationPack) {
+			throw new Error("Expected single plan refs.");
+		}
+
+		const creditItems = enterprise.items.filter(
+			(item) => item.feature_id === "credits",
+		);
+		const featureIds = setup.features.map((feature) => feature.id);
+
+		expect(setup.refs.features.credits).toMatchObject({
+			type: FeatureType.CreditSystem,
+		});
+		expect(enterprise.price).toBeNull();
+		expect(setup.ids.features.insight_reports).toBe("insight_reports");
+		expect(setup.ids.plans.enterprise).toBe("enterprise");
+		expect(creditItems).toEqual(
+			expect.arrayContaining([
+				expect.objectContaining({
+					price: expect.objectContaining({
+						billing_method: BillingMethod.Prepaid,
+						tier_behavior: TierBehavior.VolumeBased,
+					}),
+				}),
+				expect.objectContaining({
+					price: expect.objectContaining({
+						billing_method: BillingMethod.UsageBased,
+					}),
+				}),
+			]),
+		);
+		expect(featureIds.filter((id) => id !== "credits").length).toBeGreaterThan(
+			10,
+		);
+		expect(automationPack).toMatchObject({
+			add_on: true,
+			items: [{ feature_id: "automation_rules" }],
+		});
+		expect(featureIds).not.toContain("AI_CHAT");
+		expect(featureIds).not.toContain("AI_CREDITS");
+	});
+
+	test("extends reusable org setup with typed eval customers", () => {
+		const setup = withCustomers({
+			setup: orgSetups.knowledgePlatform(),
+			customers: ({ customers, plans, subscriptions }) => ({
+				joe: customers.active({
+					id: "joe_customer",
+					subscriptions: [subscriptions.active({ plan: plans.scale })],
+				}),
+			}),
+		});
+
+		expect(setup.ids.customers.joe).toBe("joe_customer");
+		expect(setup.refs.customers.joe.subscriptions[0]?.plan_id).toBe(
+			setup.ids.plans.scale,
+		);
+	});
+
+	test("creates customized plan variants for customer subscriptions", () => {
+		const setup = createSetup({
+			tag: "custom-plan-version",
+			features: ({ features }) => ({
+				audit_logs: features.boolean({ featureId: "audit_logs" }),
+				credits: features.creditSystem(),
+				dashboard: features.boolean(),
+			}),
+			plans: ({ basePrice, features, items, plan }) => {
+				const pro = plan.monthly({
+					basePrice: basePrice.monthly({ amount: 79 }),
+					items: [
+						items.included({ feature: features.credits, included: 25_000 }),
+						items.boolean({ feature: features.dashboard }),
+					],
+					planId: "pro",
+				});
+
+				return {
+					pro,
+					proCustom: plan.customized({
+						customize: {
+							add_items: [items.boolean({ feature: features.audit_logs })],
+							price: basePrice.monthly({ amount: 99 }),
+							remove_items: [{ feature_id: features.dashboard.id }],
+						},
+						plan: pro,
+						planId: "pro_custom",
+					}),
+				};
+			},
+			customers: ({ customers, plans, subscriptions }) => ({
+				joe: customers.active({
+					id: "joe_customer",
+					subscriptions: [subscriptions.active({ plan: plans.proCustom })],
+				}),
+			}),
+		});
+
+		const subscription = setup.refs.customers.joe.subscriptions[0];
+		expect(subscription?.plan_id).toBe("pro_custom");
+		expect(subscription?.plan).toMatchObject({
+			base_variant_id: "pro",
+			id: "pro_custom",
+			price: { amount: 9_900 },
+		});
+		expect(subscription?.plan?.items.map((item) => item.feature_id)).toEqual([
+			"credits",
+			"audit_logs",
+		]);
+	});
+
+	test("requires customized plan replacements to remove original items", () => {
+		const setup = createSetup({
+			tag: "custom-plan-duplicate-item",
+			features: ({ features }) => ({
+				credits: features.creditSystem(),
+			}),
+			plans: ({ features, items, plan }) => {
+				const pro = plan.monthly({
+					items: [items.included({ feature: features.credits, included: 100 })],
+					planId: "pro",
+				});
+
+				expect(() =>
+					plan.customized({
+						customize: {
+							add_items: [
+								items.included({ feature: features.credits, included: 1_000 }),
+							],
+						},
+						plan: pro,
+					}),
+				).toThrow("duplicate item");
+
+				return { pro };
+			},
+			customers: () => ({}),
+		});
+
+		expect(setup.ids.plans.pro).toBe("pro");
+	});
+
+	test("composes customer schedule refs alongside scheduled subscriptions", () => {
+		const setup = createSetup({
+			tag: "customer-schedule",
+			features: ({ features }) => ({
+				credits: features.creditSystem(),
+			}),
+			plans: ({ features, items, plan }) => ({
+				yearOne: plan.annual({
+					items: [items.included({ feature: features.credits, included: 5_000 })],
+					planId: "year_one",
+				}),
+				yearTwo: plan.annual({
+					items: [
+						items.included({ feature: features.credits, included: 10_000 }),
+					],
+					planId: "year_two",
+				}),
+			}),
+			customers: ({ customers, plans, subscriptions }) => ({
+				joe: customers.active({
+					id: "joe_customer",
+					subscriptions: [
+						subscriptions.active({ plan: plans.yearOne }),
+						subscriptions.scheduled({
+							plan: plans.yearTwo,
+							startedAt: new Date("2027-01-01T00:00:00.000Z"),
+						}),
+					],
+				}),
+			}),
+			schedules: ({ customers, schedules }) => ({
+				joeContract: schedules.customer({
+					customer: customers.joe,
+					id: "sched_joe_contract",
+					phases: [
+						{
+							customerProductIds: ["cus_prod_year_one"],
+							startsAt: new Date("2026-01-01T00:00:00.000Z"),
+						},
+						{
+							customerProductIds: ["cus_prod_year_two"],
+							startsAt: new Date("2027-01-01T00:00:00.000Z"),
+						},
+					],
+				}),
+			}),
+		});
+
+		expect(setup.ids.schedules.joeContract).toBe("sched_joe_contract");
+		expect(setup.schedules[0]?.phases.map((phase) => phase.starts_at)).toEqual([
+			1_767_225_600_000,
+			1_798_761_600_000,
+		]);
+		expect(setup.refs.customers.joe.subscriptions).toEqual(
+			expect.arrayContaining([
+				expect.objectContaining({ plan_id: "year_two", status: "scheduled" }),
+			]),
+		);
+	});
+
+	test("generates customer search and get-or-create responses from setup state", async () => {
+		const setup = createCustomerPlanSetup();
+		const server = createAutumnApiMock({ setup });
+		const customer = setup.refs.customers.joe;
+		if (!customer) throw new Error("Eval setup is missing customer.");
+
+		try {
+			const listed = await fetch(`${server.serverURL}/v1/customers.list`, {
+				body: JSON.stringify({ search: "Joe" }),
+				method: "POST",
+			}).then((response) => response.json());
+			const fetched = await fetch(
+				`${server.serverURL}/v1/customers.get_or_create`,
+				{
+					body: JSON.stringify({ customer_id: customer.id }),
+					method: "POST",
+				},
+			).then((response) => response.json());
+
+			expect(listed).toMatchObject({
+				list: [{ id: customer.id, subscriptions: [{ plan_id: "pro" }] }],
+				total_filtered_count: 1,
+			});
+			expect(fetched).toMatchObject({
+				id: customer.id,
+				subscriptions: [{ plan: { id: "pro", name: "Pro" } }],
+			});
+			expect(server.calls.map((call) => call.toolName)).toEqual([
+				"listCustomers",
+				"getOrCreateCustomer",
+			]);
+		} finally {
+			server.restore();
+		}
+	});
+
+	test("creates a customer through get-or-create when missing", async () => {
+		const setup = createCustomerPlanSetup();
+		const server = createAutumnApiMock({ setup });
+
+		try {
+			const created = await fetch(
+				`${server.serverURL}/v1/customers.get_or_create`,
+				{
+					body: JSON.stringify({ customer_id: "new_customer" }),
+					method: "POST",
+				},
+			).then((response) => response.json());
+
+			expect(created).toMatchObject({ id: "new_customer" });
+			expect(setup.customers.map((customer) => customer.id)).toContain(
+				"new_customer",
+			);
+		} finally {
+			server.restore();
+		}
+	});
+
+	test("scores expected tool and API calls", () => {
+		const output = {
+			apiCalls: [
+				{
+					body: { search: "Joe" },
+					endpoint: "/v1/customers.list",
+					toolName: "listCustomers" as const,
+				},
+				{
+					body: { customer_id: "joe_customer" },
+					endpoint: "/v1/customers.get_or_create",
+					toolName: "getOrCreateCustomer" as const,
+				},
+			],
+			finalText: "Joe is on Pro for $79 per month.",
+			toolCalls: [
+				{ args: {}, name: "listCustomers" },
+				{ args: {}, name: "getOrCreateCustomer" },
+			],
+		};
+
+		expect(
+			expectedApiCalls({
+				expected: {
+					apiCalls: [
+						{
+							body: { customer_id: "joe_customer" },
+							toolName: "getOrCreateCustomer",
+						},
+					],
+				},
+				output,
+			}),
+		).toBe(1);
+		expect(
+			expectedToolCalls({
+				expected: { toolCalls: ["listCustomers", "getOrCreateCustomer"] },
+				output,
+			}),
+		).toBe(1);
+	});
+});
--- a/bun.lock
+++ b/bun.lock
@@ -95,9 +95,13 @@
        "@chat-adapter/slack": "^4.29.0",
        "@chat-adapter/state-pg": "^4.29.0",
        "@hono/node-server": "^1.19.5",
+        "@mastra/braintrust": "^1.1.3",
        "@mastra/core": "^1.36.0",
        "@mastra/mcp": "^1.8.0",
+        "@mastra/observability": "^1.14.1",
        "@mendable/firecrawl-js": "^4.25.1",
+        "autoevals": "^0.0.132",
+        "braintrust": "^3.14.0",
        "chat": "^4.29.0",
        "date-fns": "^4.1.0",
        "drizzle-orm": "catalog:",
@@ -724,7 +728,7 @@

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+    "@apm-js-collab/code-transformer": ["@apm-js-collab/code-transformer@0.12.0", "", { "dependencies": { "@types/estree": "^1.0.8", "astring": "^1.9.0", "esquery": "^1.7.0", "meriyah": "^6.1.4", "semifies": "^1.0.0", "source-map": "^0.6.0" } }, "sha512-5F2ob4cMYezbaUGAk+YltbDvb9BFIghN92ubct9Ho/0MFx4FkChCxYV99NkU6Kx+RAgaqBV6yxKuWreQ6K8SOw=="],

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@@ -1384,6 +1388,10 @@

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+    "@kwsites/file-exists": ["@kwsites/file-exists@1.1.1", "", { "dependencies": { "debug": "^4.1.1" } }, "sha512-m9/5YGR18lIwxSFDwfE3oA7bWuq9kdau6ugN4H2rJeyhFQZcG9AgSHkQtSD15a8WvTgfz9aikZMrKPHvbpqFiw=="],
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@@ -1402,10 +1410,14 @@

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+
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+    "@mastra/observability": ["@mastra/observability@1.14.1", "", { "peerDependencies": { "@mastra/core": ">=1.16.0-0 <2.0.0-0", "zod": "^3.25.0 || ^4.0.0" } }, "sha512-VKfn3mE1mNFOXgY9Pr9sy5L4q4xLnoLj501gFMOr0teNnRMvAiANVB+p4rnooDfM4i8nzLDG9icM80uMsgXTzQ=="],
+
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@@ -1468,7 +1480,7 @@

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+    "@next/env": ["@next/env@14.2.35", "", {}, "sha512-DuhvCtj4t9Gwrx80dmz2F4t/zKQ4ktN8WrMwOuVzkJfBilwAwGr6v16M5eI8yCuZ63H9TTuEU09Iu2HqkzFPVQ=="],

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@@ -2132,6 +2144,10 @@

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+    "@simple-git/args-pathspec": ["@simple-git/args-pathspec@1.0.3", "", {}, "sha512-ngJMaHlsWDTfjyq9F3VIQ8b7NXbBLq5j9i5bJ6XLYtD6qlDXT7fdKY2KscWWUF8t18xx052Y/PUO1K1TRc9yKA=="],
+
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+
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    "@simplewebauthn/server": ["@simplewebauthn/server@13.3.0", "", { "dependencies": { "@hexagon/base64": "^1.1.27", "@levischuck/tiny-cbor": "^0.2.2", "@peculiar/asn1-android": "^2.6.0", "@peculiar/asn1-ecc": "^2.6.1", "@peculiar/asn1-rsa": "^2.6.1", "@peculiar/asn1-schema": "^2.6.0", "@peculiar/asn1-x509": "^2.6.1", "@peculiar/x509": "^1.14.3" } }, "sha512-MLHYFrYG8/wK2i+86XMhiecK72nMaHKKt4bo+7Q1TbuG9iGjlSdfkPWKO5ZFE/BX+ygCJ7pr8H/AJeyAj1EaTQ=="],
@@ -2556,6 +2572,8 @@

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+    "@types/nunjucks": ["@types/nunjucks@3.2.6", "", {}, "sha512-pHiGtf83na1nCzliuAdq8GowYiXvH5l931xZ0YEHaLMNFgynpEqx+IPStlu7UaDkehfvl01e4x/9Tpwhy7Ue3w=="],
+
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@@ -2714,6 +2732,8 @@

    "@vercel/analytics": ["@vercel/analytics@2.0.1", "", { "peerDependencies": { "@remix-run/react": "^2", "@sveltejs/kit": "^1 || ^2", "next": ">= 13", "nuxt": ">= 3", "react": "^18 || ^19 || ^19.0.0-rc", "svelte": ">= 4", "vue": "^3", "vue-router": "^4" }, "optionalPeers": ["@remix-run/react", "@sveltejs/kit", "next", "nuxt", "react", "svelte", "vue", "vue-router"] }, "sha512-MTQG6V9qQrt1tsDeF+2Uoo5aPjqbVPys1xvnIftXSJYG2SrwXRHnqEvVoYID7BTruDz4lCd2Z7rM1BdkUehk2g=="],

+    "@vercel/functions": ["@vercel/functions@1.6.0", "", { "peerDependencies": { "@aws-sdk/credential-provider-web-identity": "*" }, "optionalPeers": ["@aws-sdk/credential-provider-web-identity"] }, "sha512-R6FKQrYT5MZs5IE1SqeCJWxMuBdHawFcCZboKKw8p7s+6/mcd55Gx6tWmyKnQTyrSEA04NH73Tc9CbqpEle8RA=="],
+
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    "@vercel/sdk": ["@vercel/sdk@1.21.5", "", { "dependencies": { "@modelcontextprotocol/sdk": "^1.26.0", "zod": "^3.25.0 || ^4.0.0" }, "bin": { "mcp": "bin/mcp-server.js" } }, "sha512-R1/j1ixylaHQ+d3y+QhG9848Ruv8XBH0g2MChzNek6F1SKNGvgHaG2hX0crndIYTVplB11Ynt3g2mKIkEKBAPQ=="],
@@ -2758,6 +2778,8 @@

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+    "a-sync-waterfall": ["a-sync-waterfall@1.0.1", "", {}, "sha512-RYTOHHdWipFUliRFMCS4X2Yn2X8M87V/OpSqWzKKOGhzqyUxzyVmhHDH9sAvG+ZuQf/TAOFsLCpMw09I1ufUnA=="],
+
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    "abort-controller-x": ["abort-controller-x@0.4.3", "", {}, "sha512-VtUwTNU8fpMwvWGn4xE93ywbogTYsuT+AUxAXOeelbXuQVIwNmC5YLeho9sH4vZ4ITW8414TTAOG1nW6uIVHCA=="],
@@ -2806,6 +2828,8 @@

    "ajv-keywords": ["ajv-keywords@5.1.0", "", { "dependencies": { "fast-deep-equal": "^3.1.3" }, "peerDependencies": { "ajv": "^8.8.2" } }, "sha512-YCS/JNFAUyr5vAuhk1DWm1CBxRHW9LbJ2ozWeemrIqpbsqKjHVxYPyi5GC0rjZIT5JxJ3virVTS8wk4i/Z+krw=="],

+    "ansi-align": ["ansi-align@3.0.1", "", { "dependencies": { "string-width": "^4.1.0" } }, "sha512-IOfwwBF5iczOjp/WeY4YxyjqAFMQoZufdQWDd19SEExbVLNXqvpzSJ/M7Za4/sCPmQ0+GRquoA7bGcINcxew6w=="],
+
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    "ansi-regex": ["ansi-regex@6.2.2", "", {}, "sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg=="],
@@ -2822,7 +2846,7 @@

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-    "argparse": ["argparse@1.0.10", "", { "dependencies": { "sprintf-js": "~1.0.2" } }, "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg=="],
+    "argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],

    "aria-hidden": ["aria-hidden@1.2.6", "", { "dependencies": { "tslib": "^2.0.0" } }, "sha512-ik3ZgC9dY/lYVVM++OISsaYDeg1tb0VtP5uL3ouh1koGOaUMDPpbFIei4JkFimWUFPn90sbMNMXQAIVOlnYKJA=="],

@@ -2908,6 +2932,8 @@

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+    "autoevals": ["autoevals@0.0.132", "", { "dependencies": { "ajv": "^8.17.1", "compute-cosine-similarity": "^1.1.0", "js-levenshtein": "^1.1.6", "js-yaml": "^4.1.0", "linear-sum-assignment": "^1.0.7", "mustache": "^4.2.0", "openai": "^6.3.0", "zod": "^3.25.76", "zod-to-json-schema": "^3.24.6" } }, "sha512-x033hXLO1Vyggbv68Y1QeoZlrdKHcNexcutPhVaDhDJ4SO6TU1rG6vME77g/zKvH4VWFVBPDWM1pRbPxAFF+sA=="],
+
    "autumn-js": ["autumn-js@workspace:packages/autumn-js"],

    "ava": ["ava@5.3.1", "", { "dependencies": { "acorn": "^8.8.2", "acorn-walk": "^8.2.0", "ansi-styles": "^6.2.1", "arrgv": "^1.0.2", "arrify": "^3.0.0", "callsites": "^4.0.0", "cbor": "^8.1.0", "chalk": "^5.2.0", "chokidar": "^3.5.3", "chunkd": "^2.0.1", "ci-info": "^3.8.0", "ci-parallel-vars": "^1.0.1", "clean-yaml-object": "^0.1.0", "cli-truncate": "^3.1.0", "code-excerpt": "^4.0.0", "common-path-prefix": "^3.0.0", "concordance": "^5.0.4", "currently-unhandled": "^0.4.1", "debug": "^4.3.4", "emittery": "^1.0.1", "figures": "^5.0.0", "globby": "^13.1.4", "ignore-by-default": "^2.1.0", "indent-string": "^5.0.0", "is-error": "^2.2.2", "is-plain-object": "^5.0.0", "is-promise": "^4.0.0", "matcher": "^5.0.0", "mem": "^9.0.2", "ms": "^2.1.3", "p-event": "^5.0.1", "p-map": "^5.5.0", "picomatch": "^2.3.1", "pkg-conf": "^4.0.0", "plur": "^5.1.0", "pretty-ms": "^8.0.0", "resolve-cwd": "^3.0.0", "stack-utils": "^2.0.6", "strip-ansi": "^7.0.1", "supertap": "^3.0.1", "temp-dir": "^3.0.0", "write-file-atomic": "^5.0.1", "yargs": "^17.7.2" }, "peerDependencies": { "@ava/typescript": "*" }, "optionalPeers": ["@ava/typescript"], "bin": { "ava": "entrypoints/cli.mjs" } }, "sha512-Scv9a4gMOXB6+ni4toLuhAm9KYWEjsgBglJl+kMGI5+IVDt120CCDZyB5HNU9DjmLI2t4I0GbnxGLmmRfGTJGg=="],
@@ -2966,6 +2992,8 @@

    "binary-extensions": ["binary-extensions@2.3.0", "", {}, "sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw=="],

+    "binary-search": ["binary-search@1.3.6", "", {}, "sha512-nbE1WxOTTrUWIfsfZ4aHGYu5DOuNkbxGokjV6Z2kxfJK3uaAb8zNK1muzOeipoLHZjInT4Br88BHpzevc681xA=="],
+
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    "bintrees": ["bintrees@1.0.2", "", {}, "sha512-VOMgTMwjAaUG580SXn3LacVgjurrbMme7ZZNYGSSV7mmtY6QQRh0Eg3pwIcntQ77DErK1L0NxkbetjcoXzVwKw=="],
@@ -2982,10 +3010,14 @@

    "bowser": ["bowser@2.14.1", "", {}, "sha512-tzPjzCxygAKWFOJP011oxFHs57HzIhOEracIgAePE4pqB3LikALKnSzUyU4MGs9/iCEUuHlAJTjTc5M+u7YEGg=="],

+    "boxen": ["boxen@8.0.1", "", { "dependencies": { "ansi-align": "^3.0.1", "camelcase": "^8.0.0", "chalk": "^5.3.0", "cli-boxes": "^3.0.0", "string-width": "^7.2.0", "type-fest": "^4.21.0", "widest-line": "^5.0.0", "wrap-ansi": "^9.0.0" } }, "sha512-F3PH5k5juxom4xktynS7MoFY+NUWH5LC4CnH11YB8NPew+HLpmBLCybSAEyb2F+4pRXhuhWqFesoQd6DAyc2hw=="],
+
    "brace-expansion": ["brace-expansion@5.0.6", "", { "dependencies": { "balanced-match": "^4.0.2" } }, "sha512-kLpxurY4Z4r9sgMsyG0Z9uzsBlgiU/EFKhj/h91/8yHu0edo7XuixOIH3VcJ8kkxs6/jPzoI6U9Vj3WqbMQ94g=="],

    "braces": ["braces@3.0.3", "", { "dependencies": { "fill-range": "^7.1.1" } }, "sha512-yQbXgO/OSZVD2IsiLlro+7Hf6Q18EJrKSEsdoMzKePKXct3gvD8oLcOQdIzGupr5Fj+EDe8gO/lxc1BzfMpxvA=="],

+    "braintrust": ["braintrust@3.14.0", "", { "dependencies": { "@apm-js-collab/code-transformer": "^0.12.0", "@next/env": "^14.2.3", "@vercel/functions": "^1.0.2", "ajv": "^8.20.0", "argparse": "^2.0.1", "cli-progress": "^3.12.0", "cli-table3": "^0.6.5", "cors": "^2.8.5", "dc-browser": "^1.0.4", "dotenv": "^16.4.5", "esbuild": "0.28.0", "eventsource-parser": "^1.1.2", "express": "^5.2.1", "http-errors": "^2.0.0", "minimatch": "^10.2.5", "module-details-from-path": "^1.0.4", "mustache": "^4.2.0", "pluralize": "^8.0.0", "simple-git": "^3.36.0", "source-map": "^0.7.4", "termi-link": "^1.0.1", "unplugin": "^2.3.5", "uuid": "^11.1.1", "zod-to-json-schema": "^3.25.0" }, "peerDependencies": { "zod": "^3.25.34 || ^4.0" }, "bin": { "braintrust": "dist/cli.js" } }, "sha512-B1ZvfYP4uWqCt39ACkfvglTtIg3VbiLXxs+diaqt90vTelABJ4B7tCMmv5hiSyQmt6HxIHCu+VmoBTnlsx30Xg=="],
+
    "browser-stdout": ["browser-stdout@1.3.1", "", {}, "sha512-qhAVI1+Av2X7qelOfAIYwXONood6XlZE/fXaBSmW/T5SzLAmCgzi+eiWE7fUvbHaeNBQH13UftjpXxsfLkMpgw=="],

    "browserslist": ["browserslist@4.28.2", "", { "dependencies": { "baseline-browser-mapping": "^2.10.12", "caniuse-lite": "^1.0.30001782", "electron-to-chromium": "^1.5.328", "node-releases": "^2.0.36", "update-browserslist-db": "^1.2.3" }, "bin": { "browserslist": "cli.js" } }, "sha512-48xSriZYYg+8qXna9kwqjIVzuQxi+KYWp2+5nCYnYKPTr0LvD89Jqk2Or5ogxz0NUMfIjhh2lIUX/LyX9B4oIg=="],
@@ -3072,6 +3104,8 @@

    "cheerio-select": ["cheerio-select@2.1.0", "", { "dependencies": { "boolbase": "^1.0.0", "css-select": "^5.1.0", "css-what": "^6.1.0", "domelementtype": "^2.3.0", "domhandler": "^5.0.3", "domutils": "^3.0.1" } }, "sha512-9v9kG0LvzrlcungtnJtpGNxY+fzECQKhK4EGJX2vByejiMX84MFNQw4UxPJl3bFbTMw+Dfs37XaIkCwTZfLh4g=="],

+    "cheminfo-types": ["cheminfo-types@1.15.0", "", {}, "sha512-shv45WN2u0yN9EHH1bisNrv+fy4Cw+eLM5lOoriP67mePrwbHZ1kJqg90C8GEU7K1A8gJsicEoVZHcuBbuul/w=="],
+
    "chevrotain": ["chevrotain@10.5.0", "", { "dependencies": { "@chevrotain/cst-dts-gen": "10.5.0", "@chevrotain/gast": "10.5.0", "@chevrotain/types": "10.5.0", "@chevrotain/utils": "10.5.0", "lodash": "4.17.21", "regexp-to-ast": "0.5.0" } }, "sha512-Pkv5rBY3+CsHOYfV5g/Vs5JY9WTHHDEKOlohI2XeygaZhUeqhAlldZ8Hz9cRmxu709bvS08YzxHdTPHhffc13A=="],

    "chokidar": ["chokidar@3.6.0", "", { "dependencies": { "anymatch": "~3.1.2", "braces": "~3.0.2", "glob-parent": "~5.1.2", "is-binary-path": "~2.1.0", "is-glob": "~4.0.1", "normalize-path": "~3.0.0", "readdirp": "~3.6.0" }, "optionalDependencies": { "fsevents": "~2.3.2" } }, "sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw=="],
@@ -3104,6 +3138,8 @@

    "cli-cursor": ["cli-cursor@4.0.0", "", { "dependencies": { "restore-cursor": "^4.0.0" } }, "sha512-VGtlMu3x/4DOtIUwEkRezxUZ2lBacNJCHash0N0WeZDBS+7Ux1dm3XWAgWYxLJFMMdOeXMHXorshEFhbMSGelg=="],

+    "cli-progress": ["cli-progress@3.12.0", "", { "dependencies": { "string-width": "^4.2.3" } }, "sha512-tRkV3HJ1ASwm19THiiLIXLO7Im7wlTuKnvkYaTkyoAPefqjNg7W7DHKUlGRxy9vxDvbyCYQkQozvptuMkGCg8A=="],
+
    "cli-spinners": ["cli-spinners@2.9.2", "", {}, "sha512-ywqV+5MmyL4E7ybXgKys4DugZbX0FC6LnwrhjuykIjnK9k8OQacQ7axGKnjDXWNhns0xot3bZI5h55H8yo9cJg=="],

    "cli-table3": ["cli-table3@0.6.5", "", { "dependencies": { "string-width": "^4.2.0" }, "optionalDependencies": { "@colors/colors": "1.5.0" } }, "sha512-+W/5efTR7y5HRD7gACw9yQjqMVvEMLBHmboM/kPWam+H+Hmyrgjh6YncVKK122YZkXrLudzTuAukUw9FnMf7IQ=="],
@@ -3164,6 +3200,12 @@

    "component-emitter": ["component-emitter@1.3.1", "", {}, "sha512-T0+barUSQRTUQASh8bx02dl+DhF54GtIDY13Y3m9oWTklKbb3Wv974meRpeZ3lp1JpLVECWWNHC4vaG2XHXouQ=="],

+    "compute-cosine-similarity": ["compute-cosine-similarity@1.1.0", "", { "dependencies": { "compute-dot": "^1.1.0", "compute-l2norm": "^1.1.0", "validate.io-array": "^1.0.5", "validate.io-function": "^1.0.2" } }, "sha512-FXhNx0ILLjGi9Z9+lglLzM12+0uoTnYkHm7GiadXDAr0HGVLm25OivUS1B/LPkbzzvlcXz/1EvWg9ZYyJSdhTw=="],
+
+    "compute-dot": ["compute-dot@1.1.0", "", { "dependencies": { "validate.io-array": "^1.0.3", "validate.io-function": "^1.0.2" } }, "sha512-L5Ocet4DdMrXboss13K59OK23GXjiSia7+7Ukc7q4Bl+RVpIXK2W9IHMbWDZkh+JUEvJAwOKRaJDiFUa1LTnJg=="],
+
+    "compute-l2norm": ["compute-l2norm@1.1.0", "", { "dependencies": { "validate.io-array": "^1.0.3", "validate.io-function": "^1.0.2" } }, "sha512-6EHh1Elj90eU28SXi+h2PLnTQvZmkkHWySpoFz+WOlVNLz3DQoC4ISUHSV9n5jMxPHtKGJ01F4uu2PsXBB8sSg=="],
+
    "concat-map": ["concat-map@0.0.1", "", {}, "sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg=="],

    "concordance": ["concordance@5.0.4", "", { "dependencies": { "date-time": "^3.1.0", "esutils": "^2.0.3", "fast-diff": "^1.2.0", "js-string-escape": "^1.0.1", "lodash": "^4.17.15", "md5-hex": "^3.0.1", "semver": "^7.3.2", "well-known-symbols": "^2.0.0" } }, "sha512-OAcsnTEYu1ARJqWVGwf4zh4JDfHZEaSNlNccFmt8YjB2l/n19/PF2viLINHc57vO4FKIAFl2FWASIGZZWZ2Kxw=="],
@@ -3332,6 +3374,8 @@

    "dayjs": ["dayjs@1.11.20", "", {}, "sha512-YbwwqR/uYpeoP4pu043q+LTDLFBLApUP6VxRihdfNTqu4ubqMlGDLd6ErXhEgsyvY0K6nCs7nggYumAN+9uEuQ=="],

+    "dc-browser": ["dc-browser@1.0.4", "", {}, "sha512-7oEtnzNlcE+hr4OvO3GR6Gndgw8BhW+wKOEwMqSleyY7N29jbAxzyW5BaJl7qBCw+6OIxfMWtY0T+6dxq8RWLw=="],
+
    "debounce": ["debounce@2.2.0", "", {}, "sha512-Xks6RUDLZFdz8LIdR6q0MTH44k7FikOmnh5xkSjMig6ch45afc8sjTjRQf3P6ax8dMgcQrYO/AR2RGWURrruqw=="],

    "debounce-fn": ["debounce-fn@6.0.0", "", { "dependencies": { "mimic-function": "^5.0.0" } }, "sha512-rBMW+F2TXryBwB54Q0d8drNEI+TfoS9JpNTAoVpukbWEhjXQq4rySFYLaqXMFXwdv61Zb2OHtj5bviSoimqxRQ=="],
@@ -3648,7 +3692,7 @@

    "eventsource": ["eventsource@3.0.7", "", { "dependencies": { "eventsource-parser": "^3.0.1" } }, "sha512-CRT1WTyuQoD771GW56XEZFQ/ZoSfWid1alKGDYMmkt2yl8UXrVR4pspqWNEcqKvVIzg6PAltWjxcSSPrboA4iA=="],

-    "eventsource-parser": ["eventsource-parser@3.0.8", "", {}, "sha512-70QWGkr4snxr0OXLRWsFLeRBIRPuQOvt4s8QYjmUlmlkyTZkRqS7EDVRZtzU3TiyDbXSzaOeF0XUKy8PchzukQ=="],
+    "eventsource-parser": ["eventsource-parser@1.1.2", "", {}, "sha512-v0eOBUbiaFojBu2s2NPBfYUoRR9GjcDNvCXVaqEf5vVfpIAh9f8RCo4vXTP8c63QRKCFwoLpMpTdPwwhEKVgzA=="],

    "evt": ["evt@2.5.9", "", { "dependencies": { "minimal-polyfills": "^2.2.3", "run-exclusive": "^2.2.19", "tsafe": "^1.8.5" } }, "sha512-GpjX476FSlttEGWHT8BdVMoI8wGXQGbEOtKcP4E+kggg+yJzXBZN2n4x7TS/zPBJ1DZqWI+rguZZApjjzQ0HpA=="],

@@ -3726,6 +3770,8 @@

    "fflate": ["fflate@0.4.8", "", {}, "sha512-FJqqoDBR00Mdj9ppamLa/Y7vxm+PRmNWA67N846RvsoYVMKB4q3y/de5PA7gUmRMYK/8CMz2GDZQmCRN1wBcWA=="],

+    "fft.js": ["fft.js@4.0.4", "", {}, "sha512-f9c00hphOgeQTlDyavwTtu6RiK8AIFjD6+jvXkNkpeQ7rirK3uFWVpalkoS4LAwbdX7mfZ8aoBfFVQX1Re/8aw=="],
+
    "figures": ["figures@5.0.0", "", { "dependencies": { "escape-string-regexp": "^5.0.0", "is-unicode-supported": "^1.2.0" } }, "sha512-ej8ksPF4x6e5wvK9yevct0UCXh8TTFlWGVLlgjZuoBH1HwjIfKE/IdL5mq89sFA7zELi1VhKpmtDnrs7zWyeyg=="],

    "file-entry-cache": ["file-entry-cache@8.0.0", "", { "dependencies": { "flat-cache": "^4.0.0" } }, "sha512-XXTUwCvisa5oacNGRP9SfNtYBNAMi+RPwBFmblZEF7N7swHYQS6/Zfk7SRwx4D5j3CH211YNRco1DEMNVfZCnQ=="],
@@ -4094,6 +4140,8 @@

    "is-alphanumerical": ["is-alphanumerical@2.0.1", "", { "dependencies": { "is-alphabetical": "^2.0.0", "is-decimal": "^2.0.0" } }, "sha512-hmbYhX/9MUMF5uh7tOXyK/n0ZvWpad5caBA17GsC6vyuCqaWliRG5K1qS9inmUhEMaOBIW7/whAnSwveW/LtZw=="],

+    "is-any-array": ["is-any-array@3.0.0", "", {}, "sha512-o4h+tylWykC4BD1vaejp6gDxoM13bwW8FGuNs4yIKpj8xbBJcRxJx8vZpq0dCr7ZDEfeKjmsi/euolKhX6f/ww=="],
+
    "is-array-buffer": ["is-array-buffer@3.0.5", "", { "dependencies": { "call-bind": "^1.0.8", "call-bound": "^1.0.3", "get-intrinsic": "^1.2.6" } }, "sha512-DDfANUiiG2wC1qawP66qlTugJeL5HyzMpfr8lLK+jMQirGzNod0B12cFB/9q838Ru27sBwfw78/rdoU7RERz6A=="],

    "is-arrayish": ["is-arrayish@0.2.1", "", {}, "sha512-zz06S8t0ozoDXMG+ube26zeCTNXcKIPJZJi8hBrF4idCLms4CG9QtK7qBl1boi5ODzFpjswb5JPmHCbMpjaYzg=="],
@@ -4248,6 +4296,8 @@

    "joycon": ["joycon@3.1.1", "", {}, "sha512-34wB/Y7MW7bzjKRjUKTa46I2Z7eV62Rkhva+KkopW7Qvv/OSWBqvkSY7vusOPrNuZcUG3tApvdVgNB8POj3SPw=="],

+    "js-levenshtein": ["js-levenshtein@1.1.6", "", {}, "sha512-X2BB11YZtrRqY4EnQcLX5Rh373zbK4alC1FW7D7MBhL2gtcC17cTnr6DmfHZeS0s2rTHjUTMMHfG7gO8SSdw+g=="],
+
    "js-string-escape": ["js-string-escape@1.0.1", "", {}, "sha512-Smw4xcfIQ5LVjAOuJCvN/zIodzA/BBSsluuoSykP+lUvScIi4U6RJLfwHet5cxFnCswUjISV8oAXaqaJDY3chg=="],

    "js-tiktoken": ["js-tiktoken@1.0.21", "", { "dependencies": { "base64-js": "^1.5.1" } }, "sha512-biOj/6M5qdgx5TKjDnFT1ymSpM5tbd3ylwDtrQvFQSu0Z7bBYko2dF+W/aUkXUPuk6IVpRxk/3Q2sHOzGlS36g=="],
@@ -4256,7 +4306,7 @@

    "js-types": ["js-types@1.0.0", "", {}, "sha512-bfwqBW9cC/Lp7xcRpug7YrXm0IVw+T9e3g4mCYnv0Pjr3zIzU9PCQElYU9oSGAWzXlbdl9X5SAMPejO9sxkeUw=="],

-    "js-yaml": ["js-yaml@3.14.2", "", { "dependencies": { "argparse": "^1.0.7", "esprima": "^4.0.0" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-PMSmkqxr106Xa156c2M265Z+FTrPl+oxd/rgOQy2tijQeK5TxQ43psO1ZCwhVOSdnn+RzkzlRz/eY4BgJBYVpg=="],
+    "js-yaml": ["js-yaml@4.1.1", "", { "dependencies": { "argparse": "^2.0.1" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA=="],

    "jsep": ["jsep@1.4.0", "", {}, "sha512-B7qPcEVE3NVkmSJbaYxvv4cHkVW7DQsZz13pUMrfS8z8Q/BuShN+gcTXrUlPiGqM2/t/EEaI030bpxMqY8gMlw=="],

@@ -4372,6 +4422,8 @@

    "line-column-path": ["line-column-path@3.0.0", "", { "dependencies": { "type-fest": "^2.0.0" } }, "sha512-Atocnm7Wr9nuvAn97yEPQa3pcQI5eLQGBz+m6iTb+CVw+IOzYB9MrYK7jI7BfC9ISnT4Fu0eiwhAScV//rp4Hw=="],

+    "linear-sum-assignment": ["linear-sum-assignment@1.0.9", "", { "dependencies": { "cheminfo-types": "^1.8.1", "ml-matrix": "^6.12.1", "ml-spectra-processing": "^14.18.0" } }, "sha512-1T2Ek3sxpt2mBHeBFMRJEikiIK/yIOwf+mrxv/DkAU/5ddnCMndZL//hFH7QuHa1tbaQADzsf9t7rkGZKqoFfQ=="],
+
    "lines-and-columns": ["lines-and-columns@1.2.4", "", {}, "sha512-7ylylesZQ/PV29jhEDl3Ufjo6ZX7gCqJr5F7PKrqc93v7fzSymt1BpwEU8nAUXs8qzzvqhbjhK5QZg6Mt/HkBg=="],

    "listr2": ["listr2@9.0.5", "", { "dependencies": { "cli-truncate": "^5.0.0", "colorette": "^2.0.20", "eventemitter3": "^5.0.1", "log-update": "^6.1.0", "rfdc": "^1.4.1", "wrap-ansi": "^9.0.0" } }, "sha512-ME4Fb83LgEgwNw96RKNvKV4VTLuXfoKudAmm2lP8Kk87KaMK0/Xrx/aAkMWmT8mDb+3MlFDspfbCs7adjRxA2g=="],
@@ -4526,6 +4578,8 @@

    "merge2": ["merge2@1.4.1", "", {}, "sha512-8q7VEgMJW4J8tcfVPy8g09NcQwZdbwFEqhe/WZkoIzjn/3TGDwtOCYtXGxA3O8tPzpczCCDgv+P2P5y00ZJOOg=="],

+    "meriyah": ["meriyah@6.1.4", "", {}, "sha512-Sz8FzjzI0kN13GK/6MVEsVzMZEPvOhnmmI1lU5+/1cGOiK3QUahntrNNtdVeihrO7t9JpoH75iMNXg6R6uWflQ=="],
+
    "mermaid": ["mermaid@11.15.0", "", { "dependencies": { "@braintree/sanitize-url": "^7.1.1", "@iconify/utils": "^3.0.2", "@mermaid-js/parser": "^1.1.1", "@types/d3": "^7.4.3", "@upsetjs/venn.js": "^2.0.0", "cytoscape": "^3.33.1", "cytoscape-cose-bilkent": "^4.1.0", "cytoscape-fcose": "^2.2.0", "d3": "^7.9.0", "d3-sankey": "^0.12.3", "dagre-d3-es": "7.0.14", "dayjs": "^1.11.19", "dompurify": "^3.3.1", "es-toolkit": "^1.45.1", "katex": "^0.16.25", "khroma": "^2.1.0", "marked": "^16.3.0", "roughjs": "^4.6.6", "stylis": "^4.3.6", "ts-dedent": "^2.2.0", "uuid": "^11.1.0 || ^12 || ^13 || ^14.0.0" } }, "sha512-pTMbcf3rWdtLiYGpmoTjHEpeY8seiy6sR+9nD7LOs8KfUbHE4lOUAprTRqRAcWSQ6MQpdX+YEsxShtGsINtPtw=="],

    "methods": ["methods@1.1.2", "", {}, "sha512-iclAHeNqNm68zFtnZ0e+1L2yUIdvzNoauKU4WBA3VvH/vPFieF7qfRlwUZU+DA9P9bPXIS90ulxoUoCH23sV2w=="],
@@ -4652,6 +4706,18 @@

    "mkdirp-classic": ["mkdirp-classic@0.5.3", "", {}, "sha512-gKLcREMhtuZRwRAfqP3RFW+TK4JqApVBtOIftVgjuABpAtpxhPGaDcfvbhNvD0B8iD1oUr/txX35NjcaY6Ns/A=="],

+    "ml-array-max": ["ml-array-max@2.0.0", "", { "dependencies": { "is-any-array": "^3.0.0" } }, "sha512-QQZ4kENwpWmyNb98UXRDFXrmtIXuXtt1+bSbda/2KA85+F+rrJP8hZk6QOkCQXM2Th9mUDYdq/PNByPdT9ID4A=="],
+
+    "ml-array-min": ["ml-array-min@2.0.0", "", { "dependencies": { "is-any-array": "^3.0.0" } }, "sha512-GRj6Ky6sW9vGL6yIjgsHmXZ9YgrdmcQ8nCxPqEGeKc6dkfYg1XDYxGFxADUjNuZyoCd5PUscWAS4N+cFaX6hFg=="],
+
+    "ml-array-rescale": ["ml-array-rescale@2.0.0", "", { "dependencies": { "is-any-array": "^3.0.0", "ml-array-max": "^2.0.0", "ml-array-min": "^2.0.0" } }, "sha512-2GGtKfSno94/kIloWGvpp/U5Q5vLvLrza+SAaGsLeo6Xj4mEbA6Gqx+oTfZFkxnd1grT2X007HfJNs3T5BsiVg=="],
+
+    "ml-matrix": ["ml-matrix@6.12.2", "", { "dependencies": { "is-any-array": "^3.0.0", "ml-array-rescale": "^2.0.0" } }, "sha512-GC+BnW+pBh8Auap8goAxY0senAmF0IEoc3HNVSfnfbvGw0buuDIYb9kAKMS1l+GiwJ1rfK2bzJ8IHhwjzATSFA=="],
+
+    "ml-spectra-processing": ["ml-spectra-processing@14.29.0", "", { "dependencies": { "binary-search": "^1.3.6", "cheminfo-types": "^1.15.0", "fft.js": "^4.0.4", "is-any-array": "^3.0.0", "ml-matrix": "^6.12.2", "ml-xsadd": "^3.0.1" } }, "sha512-825CS864krbjMv7OB0mbjgAmyOL5ymj1OGa0gAzz1h1Dcd3Eeol2DaOimSiPYmRhW+iYhpeQnb7cSU0mlSK6+g=="],
+
+    "ml-xsadd": ["ml-xsadd@3.0.1", "", {}, "sha512-Fz2q6dwgzGM8wYKGArTUTZDGa4lQFA2Vi6orjGeTVRy22ZnQFKlJuwS9n8NRviqz1KHAHAzdKJwbnYhdo38uYg=="],
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@@ -4754,6 +4820,8 @@

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@@ -5344,6 +5412,8 @@

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+
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@@ -5392,6 +5462,8 @@

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+
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@@ -5582,6 +5654,8 @@

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+    "termi-link": ["termi-link@1.1.0", "", {}, "sha512-2qSN6TnomHgVLtk+htSWbaYs4Rd2MH/RU7VpHTy6MBstyNyWbM4yKd1DCYpE3fDg8dmGWojXCngNi/MHCzGuAA=="],
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@@ -5822,7 +5896,7 @@

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+    "unplugin": ["unplugin@2.3.11", "", { "dependencies": { "@jridgewell/remapping": "^2.3.5", "acorn": "^8.15.0", "picomatch": "^4.0.3", "webpack-virtual-modules": "^0.6.2" } }, "sha512-5uKD0nqiYVzlmCRs01Fhs2BdkEgBS3SAVP6ndrBsuK42iC2+JHyxM05Rm9G8+5mkmRtzMZGY8Ct5+mliZxU/Ww=="],

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@@ -5862,6 +5936,10 @@

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+    "validate.io-array": ["validate.io-array@1.0.6", "", {}, "sha512-DeOy7CnPEziggrOO5CZhVKJw6S3Yi7e9e65R1Nl/RTN1vTQKnzjfvks0/8kQ40FP/dsjRAOd4hxmJ7uLa6vxkg=="],
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+
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    "vaul": ["vaul@1.1.2", "", { "dependencies": { "@radix-ui/react-dialog": "^1.1.1" }, "peerDependencies": { "react": "^16.8 || ^17.0 || ^18.0 || ^19.0.0 || ^19.0.0-rc", "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0.0 || ^19.0.0-rc" } }, "sha512-ZFkClGpWyI2WUQjdLJ/BaGuV6AVQiJ3uELGk3OYtP+B6yCO7Cmn9vPFXVJkRaGkOJu3m8bQMgtyzNHixULceQA=="],
@@ -5910,7 +5988,7 @@

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+    "webpack-virtual-modules": ["webpack-virtual-modules@0.6.2", "", {}, "sha512-66/V2i5hQanC51vBQKPH4aI8NMAcBW59FVBs+rC7eGHupMyfn34q7rZIE+ETlJ+XTevqfUhVVBgSUNSW2flEUQ=="],

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@@ -6022,8 +6100,14 @@

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+    "@ai-sdk/provider-utils/eventsource-parser": ["eventsource-parser@3.0.8", "", {}, "sha512-70QWGkr4snxr0OXLRWsFLeRBIRPuQOvt4s8QYjmUlmlkyTZkRqS7EDVRZtzU3TiyDbXSzaOeF0XUKy8PchzukQ=="],
+
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+    "@ai-sdk/provider-utils-v5/eventsource-parser": ["eventsource-parser@3.0.8", "", {}, "sha512-70QWGkr4snxr0OXLRWsFLeRBIRPuQOvt4s8QYjmUlmlkyTZkRqS7EDVRZtzU3TiyDbXSzaOeF0XUKy8PchzukQ=="],
+
+    "@ai-sdk/provider-utils-v6/eventsource-parser": ["eventsource-parser@3.0.8", "", {}, "sha512-70QWGkr4snxr0OXLRWsFLeRBIRPuQOvt4s8QYjmUlmlkyTZkRqS7EDVRZtzU3TiyDbXSzaOeF0XUKy8PchzukQ=="],
+
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@@ -6036,6 +6120,10 @@

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+    "@apm-js-collab/code-transformer/source-map": ["source-map@0.6.1", "", {}, "sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g=="],
+
+    "@apm-js-collab/tracing-hooks/@apm-js-collab/code-transformer": ["@apm-js-collab/code-transformer@0.8.2", "", {}, "sha512-YRjJjNq5KFSjDUoqu5pFUWrrsvGOxl6c3bu+uMFc9HNNptZ2rNU/TI2nLw4jnhQNtka972Ee2m3uqbvDQtPeCA=="],
+
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    "@artilleryio/int-core/csv-parse": ["csv-parse@4.16.3", "", {}, "sha512-cO1I/zmz4w2dcKHVvpCr7JVRu8/FymG5OEpmvsZYlccYolPBLoVGKUHgNoc4ZGkFeFlWGEDmMyBM+TTqRdW/wg=="],
@@ -6046,8 +6134,6 @@

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-    "@asyncapi/parser/js-yaml": ["js-yaml@4.1.1", "", { "dependencies": { "argparse": "^2.0.1" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA=="],
-
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@@ -6260,8 +6346,6 @@

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-    "@eslint/eslintrc/js-yaml": ["js-yaml@4.1.1", "", { "dependencies": { "argparse": "^2.0.1" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA=="],
-
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    "@eslint/eslintrc/strip-json-comments": ["strip-json-comments@3.1.1", "", {}, "sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig=="],
@@ -6300,6 +6384,8 @@

    "@langchain/langgraph-sdk/uuid": ["uuid@13.0.2", "", { "bin": { "uuid": "dist-node/bin/uuid" } }, "sha512-vzi9uRZ926x4XV73S/4qQaTwPXM2JBj6/6lI/byHH1jOpCzb0zDbfytgA9LcN/hzb2l7WQSQnxITOVx5un/wGw=="],

+    "@mastra/braintrust/braintrust": ["braintrust@2.2.2", "", { "dependencies": { "@ai-sdk/provider": "^1.1.3", "@next/env": "^14.2.3", "@types/nunjucks": "^3.2.6", "@vercel/functions": "^1.0.2", "ajv": "^8.17.1", "argparse": "^2.0.1", "boxen": "^8.0.1", "chalk": "^4.1.2", "cli-progress": "^3.12.0", "cli-table3": "^0.6.5", "cors": "^2.8.5", "dotenv": "^16.4.5", "esbuild": "^0.27.0", "eventsource-parser": "^1.1.2", "express": "^4.21.2", "graceful-fs": "^4.2.11", "http-errors": "^2.0.0", "minimatch": "^9.0.3", "mustache": "^4.2.0", "nunjucks": "^3.2.4", "pluralize": "^8.0.0", "simple-git": "^3.21.0", "source-map": "^0.7.4", "termi-link": "^1.0.1", "uuid": "^9.0.1", "zod-to-json-schema": "^3.25.0" }, "peerDependencies": { "zod": "^3.25.34 || ^4.0" }, "bin": { "braintrust": "dist/cli.js" } }, "sha512-g8TPnfZb7X8ziJG3w2iYRBMiIbSTV6YW79rjhDyDAeVCwa4hq52ns4JzQeQTPRWusm7vE3gXAEgIxuBc9q18uQ=="],
+
    "@mastra/core/dotenv": ["dotenv@17.4.2", "", {}, "sha512-nI4U3TottKAcAD9LLud4Cb7b2QztQMUEfHbvhTH09bqXTxnSie8WnjPALV/WMCrJZ6UV/qHJ6L03OqO3LcdYZw=="],

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@@ -6320,8 +6406,6 @@

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@@ -7052,6 +7138,8 @@

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+    "autoevals/openai": ["openai@6.38.0", "", { "peerDependencies": { "ws": "^8.18.0", "zod": "^3.25 || ^4.0" }, "optionalPeers": ["ws", "zod"], "bin": { "openai": "bin/cli" } }, "sha512-AoMplt2UalrpgUDMh3L09QWjNRlgJPipclQvA6sYAaeF6nHNBMgmikAZGmcYLn8on4d9sQY9Q8bOLfrBS7Lc8g=="],
+
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@@ -7098,6 +7186,10 @@

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+
+    "braintrust/express": ["express@5.2.1", "", { "dependencies": { "accepts": "^2.0.0", "body-parser": "^2.2.1", "content-disposition": "^1.0.0", "content-type": "^1.0.5", "cookie": "^0.7.1", "cookie-signature": "^1.2.1", "debug": "^4.4.0", "depd": "^2.0.0", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "etag": "^1.8.1", "finalhandler": "^2.1.0", "fresh": "^2.0.0", "http-errors": "^2.0.0", "merge-descriptors": "^2.0.0", "mime-types": "^3.0.0", "on-finished": "^2.4.1", "once": "^1.4.0", "parseurl": "^1.3.3", "proxy-addr": "^2.0.7", "qs": "^6.14.0", "range-parser": "^1.2.1", "router": "^2.2.0", "send": "^1.1.0", "serve-static": "^2.2.0", "statuses": "^2.0.1", "type-is": "^2.0.1", "vary": "^1.1.2" } }, "sha512-hIS4idWWai69NezIdRt2xFVofaF4j+6INOpJlVOLDO8zXGpUVEVzIYk12UUi2JzjEzWL3IOAxcTubgz9Po0yXw=="],
+
    "bun-types/@types/node": ["@types/node@25.8.0", "", { "dependencies": { "undici-types": ">=7.24.0 <7.24.7" } }, "sha512-TCFSk8IZh+iLX1xtksoBVtdmgL+1IX0fC9BeU4QqFSuNdN/K+HUlhqOzEmSYYpZUVsLYcPqc9KX+60iDuninSQ=="],

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@@ -7134,6 +7226,8 @@

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+    "cli-progress/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=="],
+
    "cli-table3/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=="],

    "cli-truncate/slice-ansi": ["slice-ansi@5.0.0", "", { "dependencies": { "ansi-styles": "^6.0.0", "is-fullwidth-code-point": "^4.0.0" } }, "sha512-FC+lgizVPfie0kkhqUScwRu1O/lF6NOgJmlCgK+/LYxDCTk8sGelYaHDhFcDN+Sn3Cv+3VSa4Byeo+IMCzpMgQ=="],
@@ -7260,6 +7354,8 @@

    "eslint-utils/eslint-visitor-keys": ["eslint-visitor-keys@2.1.0", "", {}, "sha512-0rSmRBzXgDzIsD6mGdJgevzgezI534Cer5L/vyMX0kHzT/jiB43jRhd9YUlMGYLQy2zprNmoT8qasCGtY+QaKw=="],

+    "eventsource/eventsource-parser": ["eventsource-parser@3.0.8", "", {}, "sha512-70QWGkr4snxr0OXLRWsFLeRBIRPuQOvt4s8QYjmUlmlkyTZkRqS7EDVRZtzU3TiyDbXSzaOeF0XUKy8PchzukQ=="],
+
    "execa/figures": ["figures@6.1.0", "", { "dependencies": { "is-unicode-supported": "^2.0.0" } }, "sha512-d+l3qxjSesT4V7v2fh+QnmFnUWv9lSpjarhShNTgBOfA0ttejbQUAlHLitbjkoRiDulW0OPoQPYIGhIC8ohejg=="],

    "execa/is-stream": ["is-stream@4.0.1", "", {}, "sha512-Dnz92NInDqYckGEUJv689RbRiTSEHCQ7wOVeALbkOz999YpqT46yMRIGtSNl2iCL1waAZSx40+h59NV/EwzV/A=="],
@@ -7290,6 +7386,8 @@

    "form-data/mime-types": ["mime-types@2.1.35", "", { "dependencies": { "mime-db": "1.52.0" } }, "sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw=="],

+    "front-matter/js-yaml": ["js-yaml@3.14.2", "", { "dependencies": { "argparse": "^1.0.7", "esprima": "^4.0.0" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-PMSmkqxr106Xa156c2M265Z+FTrPl+oxd/rgOQy2tijQeK5TxQ43psO1ZCwhVOSdnn+RzkzlRz/eY4BgJBYVpg=="],
+
    "fs-minipass/minipass": ["minipass@3.3.6", "", { "dependencies": { "yallist": "^4.0.0" } }, "sha512-DxiNidxSEK+tHG6zOIklvNOwm3hvCrbUrdtzY74U6HKTJxvIDfOUL5W5P2Ghd3DTkhhKPYGqeNUIh5qcM4YBfw=="],

    "gaxios/https-proxy-agent": ["https-proxy-agent@7.0.6", "", { "dependencies": { "agent-base": "^7.1.2", "debug": "4" } }, "sha512-vK9P5/iUfdl95AI+JVyUuIcVtd4ofvtrOr3HNtM2yxC9bnMbEdp3x01OhQNnjb8IJYi38VlTE3mBXwcfvywuSw=="],
@@ -7312,6 +7410,8 @@

    "gradient-string/chalk": ["chalk@4.1.2", "", { "dependencies": { "ansi-styles": "^4.1.0", "supports-color": "^7.1.0" } }, "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA=="],

+    "gray-matter/js-yaml": ["js-yaml@3.14.2", "", { "dependencies": { "argparse": "^1.0.7", "esprima": "^4.0.0" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-PMSmkqxr106Xa156c2M265Z+FTrPl+oxd/rgOQy2tijQeK5TxQ43psO1ZCwhVOSdnn+RzkzlRz/eY4BgJBYVpg=="],
+
    "headers-polyfill/set-cookie-parser": ["set-cookie-parser@3.1.0", "", {}, "sha512-kjnC1DXBHcxaOaOXBHBeRtltsDG2nUiUni+jP92M9gYdW12rsmx92UsfpH7o5tDRs7I1ZZPSQJQGv3UaRfCiuw=="],

    "hosted-git-info/lru-cache": ["lru-cache@7.18.3", "", {}, "sha512-jumlc0BIUrS3qJGgIkWZsyfAM7NCWiBcCDhnd+3NNM5KbBmLTgHVfWBcg6W+rLUsIpzpERPsvwUP7CckAQSOoA=="],
@@ -7390,8 +7490,6 @@

    "mocha/glob": ["glob@10.5.0", "", { "dependencies": { "foreground-child": "^3.1.0", "jackspeak": "^3.1.2", "minimatch": "^9.0.4", "minipass": "^7.1.2", "package-json-from-dist": "^1.0.0", "path-scurry": "^1.11.1" }, "bin": { "glob": "dist/esm/bin.mjs" } }, "sha512-DfXN8DfhJ7NH3Oe7cFmu3NCu1wKbkReJ8TorzSAFbSKrlNaQSKfIzqYqVY8zlbs2NLBbWpRiU52GX2PbaBVNkg=="],

-    "mocha/js-yaml": ["js-yaml@4.1.1", "", { "dependencies": { "argparse": "^2.0.1" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA=="],
-
    "mocha/minimatch": ["minimatch@9.0.9", "", { "dependencies": { "brace-expansion": "^2.0.2" } }, "sha512-OBwBN9AL4dqmETlpS2zasx+vTeWclWzkblfZk7KTA5j3jeOONz/tRCnZomUyvNg83wL5Zv9Ss6HMJXAgL8R2Yg=="],

    "mocha/strip-json-comments": ["strip-json-comments@3.1.1", "", {}, "sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig=="],
@@ -7410,6 +7508,8 @@

    "msw/type-fest": ["type-fest@5.6.0", "", { "dependencies": { "tagged-tag": "^1.0.0" } }, "sha512-8ZiHFm91orbSAe2PSAiSVBVko18pbhbiB3U9GglSzF/zCGkR+rxpHx6sEMCUm4kxY4LjDIUGgCfUMtwfZfjfUA=="],

+    "next/@next/env": ["@next/env@16.2.4", "", {}, "sha512-dKkkOzOSwFYe5RX6y26fZgkSpVAlIOJKQHIiydQcrWH6y/97+RceSOAdjZ14Qa3zLduVUy0TXcn+EiM6t4rPgw=="],
+
    "next/postcss": ["postcss@8.4.31", "", { "dependencies": { "nanoid": "^3.3.6", "picocolors": "^1.0.0", "source-map-js": "^1.0.2" } }, "sha512-PS08Iboia9mts/2ygV3eLpY5ghnUcfLV/EXTOW1E2qYxJKGGBUtNjN76FYHnMs36RmARn41bC0AZmn+rR0OVpQ=="],

    "next-mdx-remote-client/serialize-error": ["serialize-error@13.0.1", "", { "dependencies": { "non-error": "^0.1.0", "type-fest": "^5.4.1" } }, "sha512-bBZaRwLH9PN5HbLCjPId4dP5bNGEtumcErgOX952IsvOhVPrm3/AeK1y0UHA/QaPG701eg0yEnOKsCOC6X/kaA=="],
@@ -7426,6 +7526,8 @@

    "npm-run-path/path-key": ["path-key@4.0.0", "", {}, "sha512-haREypq7xkM7ErfgIyA0z+Bj4AGKlMSdlQE2jvJo6huWD1EdkKYV+G/T4nq0YEF2vgTT8kqMFKo1uHn950r4SQ=="],

+    "nunjucks/commander": ["commander@5.1.0", "", {}, "sha512-P0CysNDQ7rtVw4QIQtm+MRxV66vKFSvlsQvGYXZWR3qFU0jlMKHZZZgw8e+8DSah4UDKMqnknRDQz+xuQXQ/Zg=="],
+
    "nuqs/@standard-schema/spec": ["@standard-schema/spec@1.0.0", "", {}, "sha512-m2bOd0f2RT9k8QJx1JN85cZYyH1RqFBdlwtkSlf4tBDYLCiiZnv1fIIwacK6cqwXavOydf0NPToMQgpKq+dVlA=="],

    "open-editor/execa": ["execa@5.1.1", "", { "dependencies": { "cross-spawn": "^7.0.3", "get-stream": "^6.0.0", "human-signals": "^2.1.0", "is-stream": "^2.0.0", "merge-stream": "^2.0.0", "npm-run-path": "^4.0.1", "onetime": "^5.1.2", "signal-exit": "^3.0.3", "strip-final-newline": "^2.0.0" } }, "sha512-8uSpZZocAZRBAPIEINJj3Lo9HyGitllczc27Eh5YYojjMFMn8yHMDMaUHE2Jqfq05D/wucwI4JGURyXt1vchyg=="],
@@ -7634,6 +7736,8 @@

    "sucrase/commander": ["commander@4.1.1", "", {}, "sha512-NOKm8xhkzAjzFx8B2v5OAHT+u5pRQc2UCa2Vq9jYL/31o2wi9mxBA7LIFs3sV5VSC49z6pEhfbMULvShKj26WA=="],

+    "supertap/js-yaml": ["js-yaml@3.14.2", "", { "dependencies": { "argparse": "^1.0.7", "esprima": "^4.0.0" }, "bin": { "js-yaml": "bin/js-yaml.js" } }, "sha512-PMSmkqxr106Xa156c2M265Z+FTrPl+oxd/rgOQy2tijQeK5TxQ43psO1ZCwhVOSdnn+RzkzlRz/eY4BgJBYVpg=="],
+
    "supports-color/has-flag": ["has-flag@4.0.0", "", {}, "sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ=="],

    "supports-hyperlinks/has-flag": ["has-flag@4.0.0", "", {}, "sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ=="],
@@ -7832,8 +7936,6 @@

    "@artilleryio/int-core/socket.io-client/engine.io-client": ["engine.io-client@6.6.4", "", { "dependencies": { "@socket.io/component-emitter": "~3.1.0", "debug": "~4.4.1", "engine.io-parser": "~5.2.1", "ws": "~8.18.3", "xmlhttprequest-ssl": "~2.1.1" } }, "sha512-+kjUJnZGwzewFDw951CDWcwj35vMNf2fcj7xQWOctq1F2i1jkDdVvdFG9kM/BEChymCH36KgjnW0NsL58JYRxw=="],

-    "@asyncapi/parser/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@autumn/auth/@types/node/undici-types": ["undici-types@5.26.5", "", {}, "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="],

    "@autumn/leaf/@types/node/undici-types": ["undici-types@7.24.6", "", {}, "sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg=="],
@@ -7968,8 +8070,6 @@

    "@eslint/eslintrc/ajv/json-schema-traverse": ["json-schema-traverse@0.4.1", "", {}, "sha512-xbbCH5dCYU5T8LcEhhuh7HJ88HXuW3qsI3Y0zOZFKfZEHcpWiHU/Jxzk629Brsab/mMiHQti9wMP+845RPe3Vg=="],

-    "@eslint/eslintrc/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@eslint/eslintrc/minimatch/brace-expansion": ["brace-expansion@1.1.14", "", { "dependencies": { "balanced-match": "^1.0.0", "concat-map": "0.0.1" } }, "sha512-MWPGfDxnyzKU7rNOW9SP/c50vi3xrmrua/+6hfPbCS2ABNWfx24vPidzvC7krjU/RTo235sV776ymlsMtGKj8g=="],

    "@google/genai/p-retry/@types/retry": ["@types/retry@0.12.0", "", {}, "sha512-wWKOClTTiizcZhXnPY4wikVAwmdYHp8q6DmC+EJUzAMsycb7HB32Kh9RN4+0gExjmPmZSAQjgURXIGATPegAvA=="],
@@ -8010,6 +8110,14 @@

    "@langchain/langgraph-sdk/p-queue/p-timeout": ["p-timeout@7.0.1", "", {}, "sha512-AxTM2wDGORHGEkPCt8yqxOTMgpfbEHqF51f/5fJCmwFC3C/zNcGT63SymH2ttOAaiIws2zVg4+izQCjrakcwHg=="],

+    "@mastra/braintrust/braintrust/@ai-sdk/provider": ["@ai-sdk/provider@1.1.3", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-qZMxYJ0qqX/RfnuIaab+zp8UAeJn/ygXXAffR5I4N0n1IrvA6qBsjc8hXLmBiMV2zoXlifkacF7sEFnYnjBcqg=="],
+
+    "@mastra/braintrust/braintrust/chalk": ["chalk@4.1.2", "", { "dependencies": { "ansi-styles": "^4.1.0", "supports-color": "^7.1.0" } }, "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA=="],
+
+    "@mastra/braintrust/braintrust/minimatch": ["minimatch@9.0.9", "", { "dependencies": { "brace-expansion": "^2.0.2" } }, "sha512-OBwBN9AL4dqmETlpS2zasx+vTeWclWzkblfZk7KTA5j3jeOONz/tRCnZomUyvNg83wL5Zv9Ss6HMJXAgL8R2Yg=="],
+
+    "@mastra/braintrust/braintrust/uuid": ["uuid@9.0.1", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA=="],
+
    "@mintlify/cli/ink/@alcalzone/ansi-tokenize": ["@alcalzone/ansi-tokenize@0.2.5", "", { "dependencies": { "ansi-styles": "^6.2.1", "is-fullwidth-code-point": "^5.0.0" } }, "sha512-3NX/MpTdroi0aKz134A6RC2Gb2iXVECN4QaAXnvCIxxIm3C3AVB1mkUe8NaaiyvOpDfsrqWhYtj+Q6a62RrTsw=="],

    "@mintlify/cli/ink/chalk": ["chalk@5.6.2", "", {}, "sha512-7NzBL0rN6fMUW+f7A6Io4h40qQlG+xGmtMxfbnH/K7TAtt8JQWVQK+6g0UXKMeVJoyV5EkkNsErQ8pVD3bLHbA=="],
@@ -8026,8 +8134,6 @@

    "@mintlify/cli/inquirer/run-async": ["run-async@3.0.0", "", {}, "sha512-540WwVDOMxA6dN6We19EcT9sc3hkXPw5mzRNGM3FkdN/vtE9NFvj5lFAPNwUDmJjXidm3v7TC1cTE7t17Ulm1Q=="],

-    "@mintlify/cli/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@mintlify/cli/open/define-lazy-prop": ["define-lazy-prop@2.0.0", "", {}, "sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og=="],

    "@mintlify/cli/open/is-docker": ["is-docker@2.2.1", "", { "bin": { "is-docker": "cli.js" } }, "sha512-F+i2BKsFrH66iaUFc0woD8sLy8getkwTwtOBjvs56Cx4CgJDeKQeqfz8wAYiSb8JOprWhHH5p77PbmYCvvUuXQ=="],
@@ -8040,8 +8146,6 @@

    "@mintlify/common/hast-util-to-html/property-information": ["property-information@6.5.0", "", {}, "sha512-PgTgs/BlvHxOu8QuEN7wi5A0OmXaBcHpmCSTehcs6Uuu9IkDIEo13Hy7n898RHfrQ49vKCoGeWZSaAK01nwVig=="],

-    "@mintlify/common/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
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@@ -8076,8 +8180,6 @@

    "@mintlify/link-rot/unist-util-visit/unist-util-visit-parents": ["unist-util-visit-parents@5.1.3", "", { "dependencies": { "@types/unist": "^2.0.0", "unist-util-is": "^5.0.0" } }, "sha512-x6+y8g7wWMyQhL1iZfhIPhDAs7Xwbn9nRosDXl7qoPTSCy0yNxnKc+hWokFifWQIDGi154rdUqKvbCa4+1kLhg=="],

-    "@mintlify/prebuild/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@mintlify/prebuild/sharp/@img/sharp-darwin-arm64": ["@img/sharp-darwin-arm64@0.33.5", "", { "optionalDependencies": { "@img/sharp-libvips-darwin-arm64": "1.0.4" }, "os": "darwin", "cpu": "arm64" }, "sha512-UT4p+iz/2H4twwAoLCqfA9UH5pI6DggwKEGuaPy7nCVQ8ZsiY5PIcrRvD1DzuY3qYL07NtIQcWnBSY/heikIFQ=="],

    "@mintlify/prebuild/sharp/@img/sharp-darwin-x64": ["@img/sharp-darwin-x64@0.33.5", "", { "optionalDependencies": { "@img/sharp-libvips-darwin-x64": "1.0.4" }, "os": "darwin", "cpu": "x64" }, "sha512-fyHac4jIc1ANYGRDxtiqelIbdWkIuQaI84Mv45KvGRRxSAa7o7d1ZKAOBaYbnepLC1WqxfpimdeWfvqqSGwR2Q=="],
@@ -8152,8 +8254,6 @@

    "@mintlify/previewing/ink/signal-exit": ["signal-exit@3.0.7", "", {}, "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ=="],

-    "@mintlify/previewing/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@mintlify/previewing/socket.io/debug": ["debug@4.3.7", "", { "dependencies": { "ms": "^2.1.3" }, "peerDependencies": { "supports-color": "*" }, "optionalPeers": ["supports-color"] }, "sha512-Er2nc/H7RrMXZBFCEim6TCmMk02Z8vLC2Rbi1KEBggpo0fS6l0S1nnapwmIi3yW/+GOJap1Krg4w0Hg80oCqgQ=="],

    "@mintlify/previewing/unist-util-visit/@types/unist": ["@types/unist@2.0.11", "", {}, "sha512-CmBKiL6NNo/OqgmMn95Fk9Whlp2mtvIv+KNpQKN2F4SjvrEesubTRWGYSg+BnWZOnlCaSTU1sMpsBOzgbYhnsA=="],
@@ -8164,12 +8264,8 @@

    "@mintlify/previewing/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=="],

-    "@mintlify/scraping/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@mintlify/scraping/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=="],

-    "@mintlify/validation/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "@mishieck/ink-titled-box/ink/@alcalzone/ansi-tokenize": ["@alcalzone/ansi-tokenize@0.2.5", "", { "dependencies": { "ansi-styles": "^6.2.1", "is-fullwidth-code-point": "^5.0.0" } }, "sha512-3NX/MpTdroi0aKz134A6RC2Gb2iXVECN4QaAXnvCIxxIm3C3AVB1mkUe8NaaiyvOpDfsrqWhYtj+Q6a62RrTsw=="],

    "@mishieck/ink-titled-box/ink/cli-truncate": ["cli-truncate@5.2.0", "", { "dependencies": { "slice-ansi": "^8.0.0", "string-width": "^8.2.0" } }, "sha512-xRwvIOMGrfOAnM1JYtqQImuaNtDEv9v6oIYAs4LIHwTiKee8uwvIi363igssOC0O5U04i4AlENs79LQLu9tEMw=="],
@@ -8426,6 +8522,8 @@

    "@sentry/bundler-plugin-core/glob/path-scurry": ["path-scurry@1.11.1", "", { "dependencies": { "lru-cache": "^10.2.0", "minipass": "^5.0.0 || ^6.0.2 || ^7.0.0" } }, "sha512-Xa4Nw17FS9ApQFJ9umLiJS4orGjm7ZzwUrwamcGQuHSzDyth9boKDaycYdDcZDuqYATXw4HFXgaqWTctW/v1HA=="],

+    "@sentry/bundler-plugin-core/unplugin/webpack-virtual-modules": ["webpack-virtual-modules@0.5.0", "", {}, "sha512-kyDivFZ7ZM0BVOUteVbDFhlRt7Ah/CSPwJdi8hBpkK7QLumUqdLtVfm/PX/hkcnrvr0i77fO5+TjZ94Pe+C9iw=="],
+
    "@sentry/node-core/import-in-the-middle/cjs-module-lexer": ["cjs-module-lexer@2.2.0", "", {}, "sha512-4bHTS2YuzUvtoLjdy+98ykbNB5jS0+07EvFNXerqZQJ89F7DI6ET7OQo/HJuW6K0aVsKA9hj9/RVb2kQVOrPDQ=="],

    "@sentry/node/@opentelemetry/instrumentation/@opentelemetry/api-logs": ["@opentelemetry/api-logs@0.211.0", "", { "dependencies": { "@opentelemetry/api": "^1.3.0" } }, "sha512-swFdZq8MCdmdR22jTVGQDhwqDzcI4M10nhjXkLr1EsIzXgZBqm4ZlmmcWsg3TSNf+3mzgOiqveXmBLZuDi2Lgg=="],
@@ -8436,6 +8534,8 @@

    "@sentry/node/minimatch/brace-expansion": ["brace-expansion@2.1.0", "", { "dependencies": { "balanced-match": "^1.0.0" } }, "sha512-TN1kCZAgdgweJhWWpgKYrQaMNHcDULHkWwQIspdtjV4Y5aurRdZpjAqn6yX3FPqTA9ngHCc4hJxMAMgGfve85w=="],

+    "@sentry/vite-plugin/unplugin/webpack-virtual-modules": ["webpack-virtual-modules@0.5.0", "", {}, "sha512-kyDivFZ7ZM0BVOUteVbDFhlRt7Ah/CSPwJdi8hBpkK7QLumUqdLtVfm/PX/hkcnrvr0i77fO5+TjZ94Pe+C9iw=="],
+
    "@slack/logger/@types/node/undici-types": ["undici-types@7.24.6", "", {}, "sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg=="],

    "@slack/socket-mode/@types/node/undici-types": ["undici-types@7.24.6", "", {}, "sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg=="],
@@ -8568,6 +8668,12 @@

    "accepts/mime-types/mime-db": ["mime-db@1.52.0", "", {}, "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg=="],

+    "ansi-align/string-width/emoji-regex": ["emoji-regex@8.0.0", "", {}, "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="],
+
+    "ansi-align/string-width/is-fullwidth-code-point": ["is-fullwidth-code-point@3.0.0", "", {}, "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg=="],
+
+    "ansi-align/string-width/strip-ansi": ["strip-ansi@6.0.1", "", { "dependencies": { "ansi-regex": "^5.0.1" } }, "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A=="],
+
    "artillery-plugin-ensure/chalk/ansi-styles": ["ansi-styles@3.2.1", "", { "dependencies": { "color-convert": "^1.9.0" } }, "sha512-VT0ZI6kZRdTh8YyJw3SMbYm/u+NqfsAxEpWO0Pf9sq8/e94WxxOpPKx9FR1FlyCtOVDNOQ+8ntlqFxiRc+r5qA=="],

    "artillery-plugin-ensure/chalk/escape-string-regexp": ["escape-string-regexp@1.0.5", "", {}, "sha512-vbRorB5FUQWvla16U8R/qgaFIya2qGzwDrNmCZuYKrbdSUMG6I1ZCGQRefkRVhuOkIGVne7BQ35DSfo1qvJqFg=="],
@@ -8630,6 +8736,8 @@

    "artillery/chalk/supports-color": ["supports-color@5.5.0", "", { "dependencies": { "has-flag": "^3.0.0" } }, "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow=="],

+    "artillery/js-yaml/argparse": ["argparse@1.0.10", "", { "dependencies": { "sprintf-js": "~1.0.2" } }, "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg=="],
+
    "atmn/@tanstack/react-query/@tanstack/query-core": ["@tanstack/query-core@5.100.11", "", {}, "sha512-lmE0994apShXPj8CUxgx4ch5yUJhE9k/+tVwihBvPOyerACWdBocfFg24t8+0RhtlTd7tEgchDkhlCxNssvDxw=="],

    "atmn/@typescript/native-preview/@typescript/native-preview-darwin-arm64": ["@typescript/native-preview-darwin-arm64@7.0.0-dev.20260511.1", "", { "os": "darwin", "cpu": "arm64" }, "sha512-SYrqVOlapDxDG7FzHBIJbfgaix+mXPkYzYGqwpz/TAhoPA7sgbfAoGLaqi3ut9N88C/OYNhEX4tjz/0PC9i1nw=="],
@@ -8710,6 +8818,26 @@

    "body-parser/debug/ms": ["ms@2.0.0", "", {}, "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A=="],

+    "braintrust/express/accepts": ["accepts@2.0.0", "", { "dependencies": { "mime-types": "^3.0.0", "negotiator": "^1.0.0" } }, "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng=="],
+
+    "braintrust/express/body-parser": ["body-parser@2.2.2", "", { "dependencies": { "bytes": "^3.1.2", "content-type": "^1.0.5", "debug": "^4.4.3", "http-errors": "^2.0.0", "iconv-lite": "^0.7.0", "on-finished": "^2.4.1", "qs": "^6.14.1", "raw-body": "^3.0.1", "type-is": "^2.0.1" } }, "sha512-oP5VkATKlNwcgvxi0vM0p/D3n2C3EReYVX+DNYs5TjZFn/oQt2j+4sVJtSMr18pdRr8wjTcBl6LoV+FUwzPmNA=="],
+
+    "braintrust/express/content-disposition": ["content-disposition@1.1.0", "", {}, "sha512-5jRCH9Z/+DRP7rkvY83B+yGIGX96OYdJmzngqnw2SBSxqCFPd0w2km3s5iawpGX8krnwSGmF0FW5Nhr0Hfai3g=="],
+
+    "braintrust/express/cookie-signature": ["cookie-signature@1.2.2", "", {}, "sha512-D76uU73ulSXrD1UXF4KE2TMxVVwhsnCgfAyTg9k8P6KGZjlXKrOLe4dJQKI3Bxi5wjesZoFXJWElNWBjPZMbhg=="],
+
+    "braintrust/express/finalhandler": ["finalhandler@2.1.1", "", { "dependencies": { "debug": "^4.4.0", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "on-finished": "^2.4.1", "parseurl": "^1.3.3", "statuses": "^2.0.1" } }, "sha512-S8KoZgRZN+a5rNwqTxlZZePjT/4cnm0ROV70LedRHZ0p8u9fRID0hJUZQpkKLzro8LfmC8sx23bY6tVNxv8pQA=="],
+
+    "braintrust/express/fresh": ["fresh@2.0.0", "", {}, "sha512-Rx/WycZ60HOaqLKAi6cHRKKI7zxWbJ31MhntmtwMoaTeF7XFH9hhBp8vITaMidfljRQ6eYWCKkaTK+ykVJHP2A=="],
+
+    "braintrust/express/merge-descriptors": ["merge-descriptors@2.0.0", "", {}, "sha512-Snk314V5ayFLhp3fkUREub6WtjBfPdCPY1Ln8/8munuLuiYhsABgBVWsozAG+MWMbVEvcdcpbi9R7ww22l9Q3g=="],
+
+    "braintrust/express/send": ["send@1.2.1", "", { "dependencies": { "debug": "^4.4.3", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "etag": "^1.8.1", "fresh": "^2.0.0", "http-errors": "^2.0.1", "mime-types": "^3.0.2", "ms": "^2.1.3", "on-finished": "^2.4.1", "range-parser": "^1.2.1", "statuses": "^2.0.2" } }, "sha512-1gnZf7DFcoIcajTjTwjwuDjzuz4PPcY2StKPlsGAQ1+YH20IRVrBaXSWmdjowTJ6u8Rc01PoYOGHXfP1mYcZNQ=="],
+
+    "braintrust/express/serve-static": ["serve-static@2.2.1", "", { "dependencies": { "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "parseurl": "^1.3.3", "send": "^1.2.0" } }, "sha512-xRXBn0pPqQTVQiC8wyQrKs2MOlX24zQ0POGaj0kultvoOCstBQM5yvOhAVSUwOMjQtTvsPWoNCHfPGwaaQJhTw=="],
+
+    "braintrust/express/type-is": ["type-is@2.1.0", "", { "dependencies": { "content-type": "^2.0.0", "media-typer": "^1.1.0", "mime-types": "^3.0.0" } }, "sha512-faYHw0anBbc/kWF3zFTEnxSFOAGUX9GFbOBthvDdLsIlEoWOFOtS0zgCiQYwIskL9iGXZL3kAXD8OoZ4GmMATA=="],
+
    "bun-types/@types/node/undici-types": ["undici-types@7.24.6", "", {}, "sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg=="],

    "c12/chokidar/readdirp": ["readdirp@5.0.0", "", {}, "sha512-9u/XQ1pvrQtYyMpZe7DXKv2p5CNvyVwzUB6uhLAnQwHMSgKMBR62lc7AHljaeteeHXn11XTAaLLUVZYVZyuRBQ=="],
@@ -8718,6 +8846,12 @@

    "checkout/react-dom/scheduler": ["scheduler@0.27.0", "", {}, "sha512-eNv+WrVbKu1f3vbYJT/xtiF5syA5HPIMtf9IgY/nKg0sWqzAUEvqY/xm7OcZc/qafLx/iO9FgOmeSAp4v5ti/Q=="],

+    "cli-progress/string-width/emoji-regex": ["emoji-regex@8.0.0", "", {}, "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="],
+
+    "cli-progress/string-width/is-fullwidth-code-point": ["is-fullwidth-code-point@3.0.0", "", {}, "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg=="],
+
+    "cli-progress/string-width/strip-ansi": ["strip-ansi@6.0.1", "", { "dependencies": { "ansi-regex": "^5.0.1" } }, "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A=="],
+
    "cli-table3/string-width/emoji-regex": ["emoji-regex@8.0.0", "", {}, "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="],

    "cli-table3/string-width/is-fullwidth-code-point": ["is-fullwidth-code-point@3.0.0", "", {}, "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg=="],
@@ -8836,6 +8970,8 @@

    "form-data/mime-types/mime-db": ["mime-db@1.52.0", "", {}, "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg=="],

+    "front-matter/js-yaml/argparse": ["argparse@1.0.10", "", { "dependencies": { "sprintf-js": "~1.0.2" } }, "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg=="],
+
    "fs-minipass/minipass/yallist": ["yallist@4.0.0", "", {}, "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="],

    "gaxios/https-proxy-agent/agent-base": ["agent-base@7.1.4", "", {}, "sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ=="],
@@ -8846,6 +8982,8 @@

    "gradient-string/chalk/supports-color": ["supports-color@7.2.0", "", { "dependencies": { "has-flag": "^4.0.0" } }, "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw=="],

+    "gray-matter/js-yaml/argparse": ["argparse@1.0.10", "", { "dependencies": { "sprintf-js": "~1.0.2" } }, "sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg=="],
+
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@@ -9340,6 +9470,12 @@

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@@ -9508,6 +9644,8 @@

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+    "ansi-align/string-width/strip-ansi/ansi-regex": ["ansi-regex@5.0.1", "", {}, "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="],
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@@ -9566,8 +9704,6 @@

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-
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@@ -9580,6 +9716,18 @@

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+    "braintrust/express/accepts/negotiator": ["negotiator@1.0.0", "", {}, "sha512-8Ofs/AUQh8MaEcrlq5xOX0CQ9ypTF5dl78mjlMNfOK08fzpgTHQRQPBxcPlEtIw0yRpws+Zo/3r+5WRby7u3Gg=="],
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+    "braintrust/express/type-is/content-type": ["content-type@2.0.0", "", {}, "sha512-j/O/d7GcZCyNl7/hwZAb606rzqkyvaDctLmckbxLzHvFBzTJHuGEdodATcP3yIRoDrLHkIATJuvzbFlp/ki2cQ=="],
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+    "braintrust/express/type-is/media-typer": ["media-typer@1.1.0", "", {}, "sha512-aisnrDP4GNe06UcKFnV5bfMNPBUw4jsLGaWwWfnH3v02GnBuXX2MCVn5RbrWo0j3pczUilYblq7fQ7Nw2t5XKw=="],
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@@ -9710,8 +9858,6 @@

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-    "puppeteer/cosmiconfig/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
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@@ -9726,8 +9872,6 @@

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    "shadcn/ora/log-symbols/is-unicode-supported": ["is-unicode-supported@1.3.0", "", {}, "sha512-43r2mRvz+8JRIKnWJ+3j8JtjRKZ6GmjzfaE/qiBJnikNnYv/6bagRJ1kUhNk8R5EX/GkobD+r+sfxCPJsiKBLQ=="],
@@ -9746,8 +9890,6 @@

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-    "xo/@eslint/eslintrc/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
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    "xo/eslint/@eslint/eslintrc/strip-json-comments": ["strip-json-comments@3.1.1", "", {}, "sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig=="],
@@ -9762,8 +9904,6 @@

    "xo/eslint/globals/type-fest": ["type-fest@0.20.2", "", {}, "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ=="],

-    "xo/eslint/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "xo/eslint/minimatch/brace-expansion": ["brace-expansion@1.1.14", "", { "dependencies": { "balanced-match": "^1.0.0", "concat-map": "0.0.1" } }, "sha512-MWPGfDxnyzKU7rNOW9SP/c50vi3xrmrua/+6hfPbCS2ABNWfx24vPidzvC7krjU/RTo235sV776ymlsMtGKj8g=="],

    "xo/eslint/strip-ansi/ansi-regex": ["ansi-regex@5.0.1", "", {}, "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="],
@@ -9782,6 +9922,10 @@

    "@infisical/sdk/@aws-sdk/credential-providers/@aws-sdk/client-sts/@smithy/util-utf8/@smithy/util-buffer-from": ["@smithy/util-buffer-from@3.0.0", "", { "dependencies": { "@smithy/is-array-buffer": "^3.0.0", "tslib": "^2.6.2" } }, "sha512-aEOHCgq5RWFbP+UDPvPot26EJHjOC+bRgse5A8V3FSShqd5E5UN4qc7zkwsvJPPAVsf73QwYcHN1/gt/rtLwQA=="],

+    "@mastra/braintrust/braintrust/chalk/supports-color/has-flag": ["has-flag@4.0.0", "", {}, "sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ=="],
+
+    "@mastra/braintrust/braintrust/minimatch/brace-expansion/balanced-match": ["balanced-match@1.0.2", "", {}, "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw=="],
+
    "@mintlify/cli/yargs/string-width/strip-ansi/ansi-regex": ["ansi-regex@5.0.1", "", {}, "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="],

    "@mintlify/common/sucrase/glob/minimatch/brace-expansion": ["brace-expansion@1.1.14", "", { "dependencies": { "balanced-match": "^1.0.0", "concat-map": "0.0.1" } }, "sha512-MWPGfDxnyzKU7rNOW9SP/c50vi3xrmrua/+6hfPbCS2ABNWfx24vPidzvC7krjU/RTo235sV776ymlsMtGKj8g=="],
@@ -9824,8 +9968,6 @@

    "atmn/eslint-plugin-react-hooks/eslint/globals/type-fest": ["type-fest@0.20.2", "", {}, "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ=="],

-    "atmn/eslint-plugin-react-hooks/eslint/js-yaml/argparse": ["argparse@2.0.1", "", {}, "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q=="],
-
    "atmn/eslint-plugin-react-hooks/eslint/minimatch/brace-expansion": ["brace-expansion@1.1.14", "", { "dependencies": { "balanced-match": "^1.0.0", "concat-map": "0.0.1" } }, "sha512-MWPGfDxnyzKU7rNOW9SP/c50vi3xrmrua/+6hfPbCS2ABNWfx24vPidzvC7krjU/RTo235sV776ymlsMtGKj8g=="],

    "atmn/eslint-plugin-react-hooks/eslint/strip-ansi/ansi-regex": ["ansi-regex@5.0.1", "", {}, "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ=="],
--- a/packages/mcp/src/index.ts
+++ b/packages/mcp/src/index.ts
@@ -20,6 +20,7 @@ export {
 } from "./constants.js";
 export {
 	type AutumnMcpAuth,
+	createRequestContext,
 	environmentSchema,
 	type OAuthEnvironment,
 } from "./server/auth/auth.js";
--- a/run.sh
+++ b/run.sh
@@ -10,13 +10,48 @@ if [[ -z "$filename" ]]; then
 	exit 1
 fi

-# Resolve to an absolute path so the prefix check works for relative inputs too.
 resolved="$(cd -P "$(dirname "$filename")" 2>/dev/null && pwd)/$(basename "$filename")"

+run_leaf_eval() {
+	local file="$1"
+	shift
+	local rel="${file#$repo_root/apps/leaf/}"
+	local args=("$@")
+	local filter=""
+
+	if [[ "${args[0]}" =~ ^[0-9]+$ ]]; then
+		filter="$(bun "$repo_root/scripts/testScripts/getDescribeAtCursor.ts" "$file" "${args[0]}")"
+		args=("${args[@]:1}")
+	elif [[ "${args[0]}" == "-t" || "${args[0]}" == "--test-name-pattern" ]]; then
+		filter="${args[1]}"
+		args=("${args[@]:2}")
+	fi
+
+	cd "$repo_root/apps/leaf"
+	if [[ -n "$filter" && "$filter" != ".*" ]]; then
+		exec env ENV_FILE=.env infisical run --env=dev --recursive -- "$repo_root/node_modules/.bin/braintrust" eval "$rel" --external-packages @mastra/mcp @mastra/core --filter "evalName=$filter" "${args[@]}"
+	fi
+	exec env ENV_FILE=.env infisical run --env=dev --recursive -- "$repo_root/node_modules/.bin/braintrust" eval "$rel" --external-packages @mastra/mcp @mastra/core "${args[@]}"
+}
+
 if [[ "$resolved" == "$repo_root/server/"* ]]; then
 	exec "$repo_root/server/run.sh" "$resolved" "${@:2}"
 fi

+if [[ "$resolved" == "$repo_root/apps/leaf/tests/evals/"* && "$resolved" == *".eval.ts" ]]; then
+	run_leaf_eval "$resolved" "${@:2}"
+fi
+
+if [[ "$resolved" == "$repo_root/apps/leaf/tests/"* && "$resolved" == *".test.ts" ]]; then
+	cd "$repo_root/apps/leaf"
+	rel="${resolved#$repo_root/apps/leaf/}"
+	if [[ "${2:-}" =~ ^[0-9]+$ ]]; then
+		test_name="$(bun "$repo_root/scripts/testScripts/getDescribeAtCursor.ts" "$resolved" "$2")"
+		exec env ENV_FILE=.env infisical run --env=dev --recursive -- bun test --timeout 0 "$rel" -t "$test_name"
+	fi
+	exec env ENV_FILE=.env infisical run --env=dev --recursive -- bun test "$rel" "${@:2}"
+fi
+
 if [[ "$resolved" == "$repo_root/packages/mcp/tests/"* && "$resolved" == *".test.ts" ]]; then
 	cd "$repo_root/packages/mcp"
 	rel="${resolved#$repo_root/packages/mcp/}"
--- a/scripts/testScripts/getDescribeAtCursor.ts
+++ b/scripts/testScripts/getDescribeAtCursor.ts
@@ -1,4 +1,4 @@
-import { readFileSync } from "fs";
+import { readFileSync } from "node:fs";

 const file = process.argv[2];
 const lineNum = parseInt(process.argv[3], 10);
@@ -8,13 +8,13 @@ const lines = content.split("\n");

 const MULTILINE_LOOKAHEAD = 5;

-const escape = (raw: string) => raw.replace(/[.*+?^${}()|[\]\\]/g, "\\$&");
+const escapeRegex = (raw: string) => raw.replace(/[.*+?^${}()|[\]\\]/g, "\\$&");

 const CHALK_PATTERN =
 	/(?:describe|test(?:\.concurrent)?)\s*\(\s*`\$\{chalk\.\w+\(["'](.*?)["']\)\}`/;
-const SIMPLE_PATTERN =
-	/(?:describe|test(?:\.concurrent)?)\s*\(\s*["'`](.*?)["'`]/;
-const OPEN_PATTERN = /(?:describe|test(?:\.concurrent)?)\s*\(\s*$/;
+const BLOCK_NAME = String.raw`(?:describe|test(?:\.concurrent)?|Eval(?:<[^>]+>)?)`;
+const SIMPLE_PATTERN = new RegExp(`${BLOCK_NAME}\\s*\\(\\s*["'\`](.*?)["'\`]`);
+const OPEN_PATTERN = new RegExp(`${BLOCK_NAME}\\s*\\(\\s*$`);

 // Walk backwards from cursor to find enclosing describe, test, or test.concurrent.
 // Each candidate also gets a multi-line lookahead so name args wrapped onto the
@@ -24,13 +24,13 @@ for (let i = lineNum - 1; i >= 0; i--) {

 	const chalkMatch = line.match(CHALK_PATTERN);
 	if (chalkMatch) {
-		console.log(escape(chalkMatch[1]));
+		console.log(escapeRegex(chalkMatch[1]));
 		process.exit(0);
 	}

 	const simpleMatch = line.match(SIMPLE_PATTERN);
 	if (simpleMatch) {
-		console.log(escape(simpleMatch[1]));
+		console.log(escapeRegex(simpleMatch[1]));
 		process.exit(0);
 	}

@@ -40,12 +40,12 @@ for (let i = lineNum - 1; i >= 0; i--) {
 			.join("\n");
 		const chalkMulti = joined.match(CHALK_PATTERN);
 		if (chalkMulti) {
-			console.log(escape(chalkMulti[1]));
+			console.log(escapeRegex(chalkMulti[1]));
 			process.exit(0);
 		}
 		const simpleMulti = joined.match(SIMPLE_PATTERN);
 		if (simpleMulti) {
-			console.log(escape(simpleMulti[1]));
+			console.log(escapeRegex(simpleMulti[1]));
 			process.exit(0);
 		}
 	}
--- a/scripts/testScripts/testDispatcher.ts
+++ b/scripts/testScripts/testDispatcher.ts
@@ -22,6 +22,9 @@ const PROJECT_ROOT = resolve(import.meta.dirname, "../..");
 const TESTS_DIR = join(PROJECT_ROOT, testRunConfig.testsBaseDir);
 const LEGACY_SCRIPTS_DIR = join(PROJECT_ROOT, testRunConfig.legacyScriptsDir);
 const RUNNER_SCRIPT = join(PROJECT_ROOT, "scripts/testScripts/runTestsV2.tsx");
+const LEAF_EVALS_DIR = join(PROJECT_ROOT, "apps/leaf/tests/evals");
+const BRAINTRUST_BIN = join(PROJECT_ROOT, "node_modules/.bin/braintrust");
+const BRAINTRUST_EXTERNAL_PACKAGES = ["@mastra/mcp", "@mastra/core"];

 // Worktree .env.local loading happens in scripts/preload-env.ts, which Bun
 // auto-runs via bunfig.toml `preload` for every `bun` and `bun test` invocation.
@@ -157,6 +160,52 @@ async function collectTestFilesFromDir({
 	return files;
 }

+async function collectEvalFilesFromDir({
+	dir,
+}: {
+	dir: string;
+}): Promise<string[]> {
+	const files: string[] = [];
+
+	const walk = async ({ d }: { d: string }) => {
+		const entries = await readdir(d);
+		for (const entry of entries) {
+			const fullPath = join(d, entry);
+			const entryStat = await stat(fullPath);
+
+			if (entryStat.isDirectory()) {
+				await walk({ d: fullPath });
+			} else if (entry.endsWith(".eval.ts")) {
+				files.push(fullPath);
+			}
+		}
+	};
+
+	await walk({ d: dir });
+	return files;
+}
+
+async function resolveLeafEvalTarget({
+	target,
+}: {
+	target: string;
+}): Promise<string[]> {
+	const candidates = [
+		resolve(process.cwd(), target),
+		join(PROJECT_ROOT, target),
+		join(LEAF_EVALS_DIR, target),
+	];
+
+	for (const candidate of candidates) {
+		if (!existsSync(candidate)) continue;
+		const s = await stat(candidate);
+		if (s.isDirectory()) return collectEvalFilesFromDir({ dir: candidate });
+		if (candidate.endsWith(".eval.ts")) return [candidate];
+	}
+
+	return [];
+}
+
 async function main() {
 	const args = process.argv.slice(2);

@@ -202,11 +251,18 @@ async function main() {
 	}

 	const resolvedFiles: string[] = [];
+	const evalTargets: string[] = [];
 	const fallbackArgs: string[] = [];
 	// Track the max concurrency from matched groups (use lowest if multiple)
 	let groupMaxConcurrency: number | null = null;

 	for (const arg of positionalArgs) {
+		const evalTarget = await resolveLeafEvalTarget({ target: arg });
+		if (evalTarget.length > 0) {
+			evalTargets.push(...evalTarget);
+			continue;
+		}
+
 		// Priority 1: Test group or suite from _groups/
 		const groupPaths = resolveTestPaths({ name: arg });
 		if (groupPaths) {
@@ -280,6 +336,17 @@ async function main() {
 			? options
 			: [...options, `--max=${concurrency}`];

+	if (evalTargets.length > 0) {
+		if (resolvedFiles.length > 0 || fallbackArgs.length > 0) {
+			console.error("Error: Cannot mix Braintrust evals with bun test targets");
+			process.exit(1);
+		}
+
+		const evalOptions = options.filter((option) => !option.startsWith("--max"));
+		await spawnBraintrustEval({ args: [...evalTargets, ...evalOptions] });
+		return;
+	}
+
 	if (resolvedFiles.length > 0 && fallbackArgs.length > 0) {
 		const runnerArgs = [...resolvedFiles, ...fallbackArgs, ...finalOptions];
 		await spawnRunner({ args: runnerArgs });
@@ -312,4 +379,26 @@ async function spawnRunner({ args }: { args: string[] }) {
 	process.exit(exitCode);
 }

+async function spawnBraintrustEval({ args }: { args: string[] }) {
+	const proc = spawn(
+		[
+			BRAINTRUST_BIN,
+			"eval",
+			...args,
+			"--external-packages",
+			...BRAINTRUST_EXTERNAL_PACKAGES,
+		],
+		{
+			cwd: join(PROJECT_ROOT, "apps/leaf"),
+			stdout: "inherit",
+			stderr: "inherit",
+			stdin: "inherit",
+			env: { ...process.env },
+		},
+	);
+
+	const exitCode = await proc.exited;
+	process.exit(exitCode);
+}
+
 main();