diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6980c66..a0ed89b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,13 @@
 
 All notable changes to this project are documented in this file.
 
+## [Unreleased]
+
+### Added
+
+- **Auto-Router Capability Enrichment** — OmniRoute's zero-config `auto` model is no longer left without capability metadata. If a model with id `auto` (or `<provider>/auto`) is present in the fetched model list without an explicit `contextWindow`/`maxTokens`, the plugin now computes its capabilities as the lowest common denominator across all other known models (min context window/max tokens, boolean-AND for vision/tools/streaming/temperature/attachment, boolean-OR for reasoning). This removes the need to hardcode or manually maintain a context window override for `auto` as the OmniRoute catalog grows. (`src/omniroute-combos.ts`: `enrichAutoModel`, `isAutoModel`; wired into `src/models.ts`) (resolves #43)
+- **5 New Test Cases** (`test/auto-model.test.mjs`) covering `isAutoModel` id matching and `enrichAutoModel` computation, no-op, and override-preservation behavior.
+
 ## [1.2.2] - 2026-05-22
 
 ### Added
diff --git a/README.md b/README.md
index d8447ae..fe92c2b 100644
--- a/README.md
+++ b/README.md
@@ -13,6 +13,7 @@
 - ✅ **Model Metadata Normalization** - Reads all OmniRoute field variants (camelCase, snake_case, capabilities object) with proper precedence
 - ✅ **Provider Alias Deduplication** - Automatically deduplicates alias/canonical model entries (e.g., `cx/gpt-5.5` → `codex/gpt-5.5`)
 - ✅ **Combo Model Capability Enrichment** - Automatically calculates lowest common capabilities for OmniRoute combo models
+- ✅ **Auto-Router Capability Enrichment** - Automatically computes context window/capabilities for OmniRoute's `auto` zero-config router from the rest of your catalog, no hardcoding needed
 - ✅ **models.dev Enrichment** - Enriches model metadata from models.dev API with provider alias resolution
 - ✅ **Subscription Provider Fallback** - Falls back to public providers for subscription-based models
 - ✅ **Model Variant Support** - Automatically strips reasoning effort suffixes (e.g., `gpt-5.5-xhigh` → `gpt-5.5`) for lookup
@@ -206,6 +207,23 @@ Calculated capabilities:
 
 Note: Some underlying models may not be found in `models.dev` (e.g., custom models). In such cases, they are excluded from capability calculation, and a warning is logged.
 
+### Auto-Router Model Capability Enrichment
+
+OmniRoute's zero-config `auto` router (added to `models` as `auto`) is not listed in `/api/combos`
+like user-defined combos, so it can't be resolved to underlying models the same way. Instead, if a
+model with id `auto` (or `<provider>/auto`) appears in your fetched model list without a
+`contextWindow`/`maxTokens` already set, this plugin automatically computes its capabilities as the
+lowest common denominator across every other known model in your catalog:
+
+- **Context Window / Max Tokens**: minimum across all other fetched models
+- **Vision / Tools / Streaming / Temperature / Attachment**: `true` only if ALL other models support it
+- **Reasoning**: `true` if ANY other model supports it
+
+This means you never need to hardcode or manually update `auto`'s context window as OmniRoute's
+provider/model catalog grows or shrinks — it's recalculated automatically on every model fetch. If
+OmniRoute itself ever starts returning explicit capabilities for `auto` (or you set them via
+`modelMetadata` overrides), those take precedence and this calculation is skipped.
+
 ### API Mode
 
 ### API Mode
diff --git a/src/models.ts b/src/models.ts
index 71f6fac..44043e5 100644
--- a/src/models.ts
+++ b/src/models.ts
@@ -15,7 +15,7 @@ import {
   resolveModelAlias,
 } from './models-dev.js';
 import type { ModelsDevIndex, ModelsDevModel } from './models-dev.js';
-import { enrichComboModels, clearComboCache, splitModelId } from './omniroute-combos.js';
+import { enrichComboModels, enrichAutoModel, clearComboCache, splitModelId } from './omniroute-combos.js';
 import { warn, debug } from './logger.js';
 
 /**
@@ -443,7 +443,10 @@ async function enrichModelMetadata(
   // Enrich combo models with lowest common capabilities
   const withComboCapabilities = await enrichComboModels(withModelsDev, config, modelsDevIndex);
 
-  return withComboCapabilities;
+  // Enrich the "auto" zero-config router model (if present) with capabilities
+  // computed from every other known model, so it never needs manual overrides
+  // as OmniRoute's catalog grows.
+  return enrichAutoModel(withComboCapabilities);
 }
 
 /**
diff --git a/src/omniroute-combos.ts b/src/omniroute-combos.ts
index 95e5bab..cb18480 100644
--- a/src/omniroute-combos.ts
+++ b/src/omniroute-combos.ts
@@ -335,6 +335,73 @@ export function isComboModel(model: OmniRouteModel): boolean {
   return false;
 }
 
+/**
+ * Identify the OmniRoute "auto" zero-config router model.
+ * OmniRoute exposes this as a model id of literally `auto` (optionally
+ * prefixed, e.g. `omniroute/auto`). Unlike user-defined combos, it is not
+ * listed in `/api/combos`, so it needs its own capability calculation.
+ */
+export function isAutoModel(model: OmniRouteModel): boolean {
+  const { modelKey } = splitModelId(model.id);
+  return modelKey.toLowerCase() === 'auto';
+}
+
+/**
+ * Enrich the "auto" model (if present in the fetched model list) with
+ * capabilities computed as the lowest common denominator across every
+ * other known model. This mirrors how user-defined combo capabilities are
+ * calculated, and ensures the "auto" router's advertised context window /
+ * capabilities automatically track the OmniRoute catalog as it grows or
+ * shrinks, without requiring any hardcoded overrides.
+ *
+ * This should be called after models.dev + combo enrichment, so that the
+ * "other models" pool already has resolved capabilities where possible.
+ */
+export function enrichAutoModel(models: OmniRouteModel[]): OmniRouteModel[] {
+  const autoIndex = models.findIndex(isAutoModel);
+  if (autoIndex === -1) return models;
+
+  const autoModel = models[autoIndex];
+
+  // If OmniRoute or models.dev already provided full capability data, don't override it.
+  if (autoModel.contextWindow !== undefined && autoModel.maxTokens !== undefined) {
+    return models;
+  }
+
+  const others = models.filter((model, index) => index !== autoIndex && !isAutoModel(model));
+  if (others.length === 0) {
+    return models;
+  }
+
+  const withContext = others.filter((m): m is OmniRouteModel & { contextWindow: number } => m.contextWindow !== undefined);
+  const withMaxTokens = others.filter((m): m is OmniRouteModel & { maxTokens: number } => m.maxTokens !== undefined);
+
+  const computedContextWindow =
+    autoModel.contextWindow ?? (withContext.length > 0 ? Math.min(...withContext.map((m) => m.contextWindow)) : undefined);
+  const computedMaxTokens =
+    autoModel.maxTokens ?? (withMaxTokens.length > 0 ? Math.min(...withMaxTokens.map((m) => m.maxTokens)) : undefined);
+
+  debug(
+    `Calculated capabilities for auto-router model "${sanitizeForLog(autoModel.id)}" from ${others.length} known models: context=${computedContextWindow ?? 'N/A'}, maxTokens=${computedMaxTokens ?? 'N/A'}`,
+  );
+
+  const updated: OmniRouteModel = {
+    ...autoModel,
+    ...(computedContextWindow !== undefined ? { contextWindow: computedContextWindow } : {}),
+    ...(computedMaxTokens !== undefined ? { maxTokens: computedMaxTokens } : {}),
+    supportsVision: autoModel.supportsVision ?? others.every((m) => m.supportsVision === true),
+    supportsTools: autoModel.supportsTools ?? others.every((m) => m.supportsTools === true),
+    supportsStreaming: autoModel.supportsStreaming ?? others.every((m) => m.supportsStreaming === true),
+    supportsTemperature: autoModel.supportsTemperature ?? others.every((m) => m.supportsTemperature === true),
+    supportsReasoning: autoModel.supportsReasoning ?? others.some((m) => m.supportsReasoning === true),
+    supportsAttachment: autoModel.supportsAttachment ?? others.every((m) => m.supportsAttachment === true),
+  };
+
+  const result = [...models];
+  result[autoIndex] = updated;
+  return result;
+}
+
 /**
  * Enrich models with combo-specific capabilities
  * This should be called after models.dev enrichment
diff --git a/test/auto-model.test.mjs b/test/auto-model.test.mjs
new file mode 100644
index 0000000..de09f49
--- /dev/null
+++ b/test/auto-model.test.mjs
@@ -0,0 +1,81 @@
+import { test } from 'node:test';
+import assert from 'node:assert/strict';
+
+import { enrichAutoModel, isAutoModel } from '../dist/src/omniroute-combos.js';
+
+test('isAutoModel matches bare "auto" and prefixed ids', () => {
+  assert.equal(isAutoModel({ id: 'auto' }), true);
+  assert.equal(isAutoModel({ id: 'omniroute/auto' }), true);
+  assert.equal(isAutoModel({ id: 'auto-pilot' }), false);
+  assert.equal(isAutoModel({ id: 'gpt-4o' }), false);
+});
+
+test('enrichAutoModel computes lowest-common capabilities from other models', () => {
+  const models = [
+    { id: 'auto', name: 'Auto' },
+    {
+      id: 'openai/gpt-4o',
+      name: 'GPT-4o',
+      contextWindow: 128000,
+      maxTokens: 16384,
+      supportsVision: true,
+      supportsTools: true,
+      supportsStreaming: true,
+      supportsTemperature: true,
+      supportsReasoning: false,
+      supportsAttachment: true,
+    },
+    {
+      id: 'anthropic/claude-3-5-sonnet',
+      name: 'Claude 3.5 Sonnet',
+      contextWindow: 200000,
+      maxTokens: 8192,
+      supportsVision: true,
+      supportsTools: true,
+      supportsStreaming: true,
+      supportsTemperature: true,
+      supportsReasoning: true,
+      supportsAttachment: true,
+    },
+  ];
+
+  const result = enrichAutoModel(models);
+  const auto = result.find((m) => m.id === 'auto');
+
+  assert.equal(auto.contextWindow, 128000, 'context window should be the minimum across models');
+  assert.equal(auto.maxTokens, 8192, 'max tokens should be the minimum across models');
+  assert.equal(auto.supportsVision, true);
+  assert.equal(auto.supportsTools, true);
+  assert.equal(auto.supportsReasoning, true, 'reasoning should be true if any model supports it');
+});
+
+test('enrichAutoModel is a no-op when no auto model is present', () => {
+  const models = [
+    { id: 'openai/gpt-4o', name: 'GPT-4o', contextWindow: 128000 },
+  ];
+  const result = enrichAutoModel(models);
+  assert.deepEqual(result, models);
+});
+
+test('enrichAutoModel does not override explicit capabilities already provided', () => {
+  const models = [
+    { id: 'auto', name: 'Auto', contextWindow: 999999, maxTokens: 999 },
+    { id: 'openai/gpt-4o', name: 'GPT-4o', contextWindow: 128000, maxTokens: 16384 },
+  ];
+  const result = enrichAutoModel(models);
+  const auto = result.find((m) => m.id === 'auto');
+  assert.equal(auto.contextWindow, 999999);
+  assert.equal(auto.maxTokens, 999);
+});
+
+test('enrichAutoModel recalculates when only one capability field is missing', () => {
+  const models = [
+    { id: 'auto', name: 'Auto', maxTokens: 4096 },
+    { id: 'openai/gpt-4o', name: 'GPT-4o', contextWindow: 128000, maxTokens: 16384 },
+    { id: 'anthropic/claude-3-5-sonnet', name: 'Claude', contextWindow: 64000, maxTokens: 8192 },
+  ];
+  const result = enrichAutoModel(models);
+  const auto = result.find((m) => m.id === 'auto');
+  assert.equal(auto.contextWindow, 64000, 'should fill in missing context window from minimum');
+  assert.equal(auto.maxTokens, 4096, 'should keep pre-existing maxTokens untouched');
+});