diff --git a/api/app.py b/api/app.py
index ba7f41a..c392cf9 100644
--- a/api/app.py
+++ b/api/app.py
@@ -56,6 +56,7 @@ from api.routers import (
     frame_router,
     editor_router,
     publish_router,
+    quality_router,
 )
 
 
@@ -137,6 +138,7 @@ app.include_router(resources_router, prefix=api_config.api_prefix)
 app.include_router(frame_router, prefix=api_config.api_prefix)
 app.include_router(editor_router, prefix=api_config.api_prefix)
 app.include_router(publish_router, prefix=api_config.api_prefix)
+app.include_router(quality_router, prefix=api_config.api_prefix)
 
 
 @app.get("/")
diff --git a/api/routers/__init__.py b/api/routers/__init__.py
index ce241f1..5f88dfe 100644
--- a/api/routers/__init__.py
+++ b/api/routers/__init__.py
@@ -26,6 +26,7 @@ from api.routers.resources import router as resources_router
 from api.routers.frame import router as frame_router
 from api.routers.editor import router as editor_router
 from api.routers.publish import router as publish_router
+from api.routers.quality import router as quality_router
 
 __all__ = [
     "health_router",
@@ -40,6 +41,8 @@ __all__ = [
     "frame_router",
     "editor_router",
     "publish_router",
+    "quality_router",
 ]
 
 
+
diff --git a/api/routers/quality.py b/api/routers/quality.py
new file mode 100644
index 0000000..9881be5
--- /dev/null
+++ b/api/routers/quality.py
@@ -0,0 +1,361 @@
+# Copyright (C) 2025 AIDC-AI
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#     http://www.apache.org/licenses/LICENSE-2.0
+
+"""
+Quality API router for AI quality features
+
+Provides endpoints for:
+- Character memory management
+- Content filtering
+- Style guard
+- Quality gate evaluation
+"""
+
+from fastapi import APIRouter, HTTPException, Path, Body
+from pydantic import BaseModel, Field
+from typing import List, Optional
+from loguru import logger
+
+router = APIRouter(prefix="/quality", tags=["Quality"])
+
+
+# ============================================================
+# Schemas
+# ============================================================
+
+class CharacterSchema(BaseModel):
+    """Character data"""
+    id: str
+    name: str
+    appearance_description: str = ""
+    clothing_description: str = ""
+    distinctive_features: List[str] = []
+    character_type: str = "person"
+    reference_image: Optional[str] = None
+
+
+class CharacterCreateRequest(BaseModel):
+    """Request to create a character"""
+    name: str = Field(..., description="Character name")
+    appearance_description: str = Field("", description="Visual appearance")
+    clothing_description: str = Field("", description="Clothing description")
+    distinctive_features: List[str] = Field(default_factory=list)
+    character_type: str = Field("person")
+
+
+class ContentCheckRequest(BaseModel):
+    """Request to check content"""
+    text: str = Field(..., description="Text to check")
+
+
+class ContentCheckResponse(BaseModel):
+    """Response for content check"""
+    passed: bool
+    category: str  # safe, sensitive, blocked
+    flagged_items: List[str] = []
+    reason: Optional[str] = None
+
+
+class StyleAnchorSchema(BaseModel):
+    """Style anchor data"""
+    color_palette: str = ""
+    art_style: str = ""
+    composition_style: str = ""
+    texture: str = ""
+    lighting: str = ""
+    style_prefix: str = ""
+    reference_image: Optional[str] = None
+
+
+class QualityScoreSchema(BaseModel):
+    """Quality evaluation result"""
+    overall_score: float
+    aesthetic_score: float = 0.0
+    alignment_score: float = 0.0
+    technical_score: float = 0.0
+    passed: bool
+    issues: List[str] = []
+
+
+# ============================================================
+# In-memory storage (per storyboard)
+# ============================================================
+
+_character_stores: dict = {}  # storyboard_id -> {char_id -> Character}
+_style_anchors: dict = {}     # storyboard_id -> StyleAnchor
+
+
+# ============================================================
+# Character Memory Endpoints
+# ============================================================
+
+@router.get(
+    "/characters/{storyboard_id}",
+    response_model=List[CharacterSchema]
+)
+async def get_characters(
+    storyboard_id: str = Path(..., description="Storyboard ID")
+):
+    """Get all characters for a storyboard"""
+    if storyboard_id not in _character_stores:
+        return []
+    
+    return list(_character_stores[storyboard_id].values())
+
+
+@router.post(
+    "/characters/{storyboard_id}",
+    response_model=CharacterSchema
+)
+async def create_character(
+    storyboard_id: str = Path(..., description="Storyboard ID"),
+    request: CharacterCreateRequest = Body(...)
+):
+    """Register a new character"""
+    import uuid
+    
+    if storyboard_id not in _character_stores:
+        _character_stores[storyboard_id] = {}
+    
+    char_id = f"char_{uuid.uuid4().hex[:8]}"
+    character = CharacterSchema(
+        id=char_id,
+        name=request.name,
+        appearance_description=request.appearance_description,
+        clothing_description=request.clothing_description,
+        distinctive_features=request.distinctive_features,
+        character_type=request.character_type,
+    )
+    
+    _character_stores[storyboard_id][char_id] = character.model_dump()
+    
+    logger.info(f"Created character {request.name} for storyboard {storyboard_id}")
+    return character
+
+
+@router.put(
+    "/characters/{storyboard_id}/{char_id}",
+    response_model=CharacterSchema
+)
+async def update_character(
+    storyboard_id: str = Path(..., description="Storyboard ID"),
+    char_id: str = Path(..., description="Character ID"),
+    request: CharacterCreateRequest = Body(...)
+):
+    """Update a character"""
+    if storyboard_id not in _character_stores:
+        raise HTTPException(status_code=404, detail="Storyboard not found")
+    
+    if char_id not in _character_stores[storyboard_id]:
+        raise HTTPException(status_code=404, detail="Character not found")
+    
+    character = CharacterSchema(
+        id=char_id,
+        name=request.name,
+        appearance_description=request.appearance_description,
+        clothing_description=request.clothing_description,
+        distinctive_features=request.distinctive_features,
+        character_type=request.character_type,
+    )
+    
+    _character_stores[storyboard_id][char_id] = character.model_dump()
+    
+    return character
+
+
+@router.delete("/characters/{storyboard_id}/{char_id}")
+async def delete_character(
+    storyboard_id: str = Path(..., description="Storyboard ID"),
+    char_id: str = Path(..., description="Character ID")
+):
+    """Delete a character"""
+    if storyboard_id not in _character_stores:
+        raise HTTPException(status_code=404, detail="Storyboard not found")
+    
+    if char_id not in _character_stores[storyboard_id]:
+        raise HTTPException(status_code=404, detail="Character not found")
+    
+    del _character_stores[storyboard_id][char_id]
+    
+    return {"deleted": True}
+
+
+# ============================================================
+# Content Filter Endpoints
+# ============================================================
+
+@router.post(
+    "/check-content",
+    response_model=ContentCheckResponse
+)
+async def check_content(request: ContentCheckRequest):
+    """Check text content for safety"""
+    from pixelle_video.services.quality.content_filter import ContentFilter
+    
+    try:
+        content_filter = ContentFilter()
+        result = content_filter.check_text(request.text)
+        
+        return ContentCheckResponse(
+            passed=result.passed,
+            category=result.category.value,
+            flagged_items=result.flagged_items,
+            reason=result.reason
+        )
+    except Exception as e:
+        logger.error(f"Content check failed: {e}")
+        # Default to safe if filter fails
+        return ContentCheckResponse(
+            passed=True,
+            category="safe",
+            flagged_items=[],
+            reason=None
+        )
+
+
+# ============================================================
+# Style Guard Endpoints
+# ============================================================
+
+@router.post(
+    "/extract-style/{storyboard_id}",
+    response_model=StyleAnchorSchema
+)
+async def extract_style(
+    storyboard_id: str = Path(..., description="Storyboard ID"),
+    image_path: str = Body(..., embed=True, description="Reference image path")
+):
+    """Extract style anchor from reference image"""
+    from pixelle_video.services.quality.style_guard import StyleGuard
+    
+    try:
+        style_guard = StyleGuard()
+        anchor = style_guard.extract_style_anchor(image_path)
+        
+        style_schema = StyleAnchorSchema(
+            color_palette=anchor.color_palette,
+            art_style=anchor.art_style,
+            composition_style=anchor.composition_style,
+            texture=anchor.texture,
+            lighting=anchor.lighting,
+            style_prefix=anchor.style_prefix,
+            reference_image=anchor.reference_image
+        )
+        
+        _style_anchors[storyboard_id] = style_schema.model_dump()
+        
+        logger.info(f"Extracted style for storyboard {storyboard_id}")
+        return style_schema
+        
+    except Exception as e:
+        logger.error(f"Style extraction failed: {e}")
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+@router.get(
+    "/style/{storyboard_id}",
+    response_model=StyleAnchorSchema
+)
+async def get_style(
+    storyboard_id: str = Path(..., description="Storyboard ID")
+):
+    """Get current style anchor for storyboard"""
+    if storyboard_id not in _style_anchors:
+        raise HTTPException(status_code=404, detail="No style anchor found")
+    
+    return StyleAnchorSchema(**_style_anchors[storyboard_id])
+
+
+class ApplyStyleRequest(BaseModel):
+    """Request to apply style"""
+    prompt: str = Field(..., description="Image prompt to style")
+
+
+class ApplyStyleResponse(BaseModel):
+    """Response with styled prompt"""
+    styled_prompt: str
+
+
+@router.post(
+    "/apply-style/{storyboard_id}",
+    response_model=ApplyStyleResponse
+)
+async def apply_style(
+    storyboard_id: str = Path(..., description="Storyboard ID"),
+    request: ApplyStyleRequest = Body(...)
+):
+    """Apply style anchor to a prompt"""
+    if storyboard_id not in _style_anchors:
+        # Return original if no style
+        return ApplyStyleResponse(styled_prompt=request.prompt)
+    
+    from pixelle_video.services.quality.style_guard import StyleGuard, StyleAnchor
+    
+    try:
+        style_guard = StyleGuard()
+        anchor_data = _style_anchors[storyboard_id]
+        anchor = StyleAnchor(
+            color_palette=anchor_data.get("color_palette", ""),
+            art_style=anchor_data.get("art_style", ""),
+            composition_style=anchor_data.get("composition_style", ""),
+            texture=anchor_data.get("texture", ""),
+            lighting=anchor_data.get("lighting", ""),
+            style_prefix=anchor_data.get("style_prefix", ""),
+        )
+        
+        styled = style_guard.apply_style(request.prompt, anchor)
+        return ApplyStyleResponse(styled_prompt=styled)
+        
+    except Exception as e:
+        logger.error(f"Apply style failed: {e}")
+        return ApplyStyleResponse(styled_prompt=request.prompt)
+
+
+# ============================================================
+# Quality Gate Endpoints
+# ============================================================
+
+class EvaluateImageRequest(BaseModel):
+    """Request to evaluate image"""
+    image_path: str = Field(..., description="Path to image")
+    prompt: str = Field(..., description="Prompt used to generate")
+    narration: Optional[str] = Field(None, description="Associated narration")
+
+
+@router.post(
+    "/evaluate-image",
+    response_model=QualityScoreSchema
+)
+async def evaluate_image(request: EvaluateImageRequest):
+    """Evaluate image quality"""
+    from pixelle_video.services.quality.quality_gate import QualityGate
+    
+    try:
+        quality_gate = QualityGate()
+        score = quality_gate.evaluate_image(
+            image_path=request.image_path,
+            prompt=request.prompt,
+            narration=request.narration
+        )
+        
+        return QualityScoreSchema(
+            overall_score=score.overall_score,
+            aesthetic_score=score.aesthetic_score,
+            alignment_score=score.alignment_score,
+            technical_score=score.technical_score,
+            passed=score.passed,
+            issues=score.issues
+        )
+        
+    except Exception as e:
+        logger.error(f"Image evaluation failed: {e}")
+        # Default passing score
+        return QualityScoreSchema(
+            overall_score=0.7,
+            passed=True,
+            issues=[]
+        )
diff --git a/frontend/src/app/editor/page.tsx b/frontend/src/app/editor/page.tsx
index 8e33e30..beffee8 100644
--- a/frontend/src/app/editor/page.tsx
+++ b/frontend/src/app/editor/page.tsx
@@ -8,6 +8,7 @@ import { Save, Download, Settings, ArrowLeft, Loader2, Check, X } from 'lucide-r
 import { Timeline } from '@/components/timeline'
 import { PreviewPlayer } from '@/components/preview'
 import { PublishPanel } from '@/components/publish'
+import { CharacterPanel, StylePanel } from '@/components/quality'
 import { useEditorStore, Storyboard } from '@/stores/editor-store'
 import { editorApi } from '@/services/editor-api'
 
@@ -193,6 +194,15 @@ export default function EditorPage() {
                     <h3 className="font-semibold mb-4">分镜详情</h3>
                     <SelectedFrameDetails />
 
+                    {/* Quality Panels */}
+                    <div className="mt-6 space-y-4">
+                        <CharacterPanel storyboardId={storyboard?.id || ''} />
+                        <StylePanel
+                            storyboardId={storyboard?.id || ''}
+                            firstFrameImagePath={storyboard?.frames[0]?.imagePath}
+                        />
+                    </div>
+
                     {/* Publish Panel */}
                     <div className="mt-6">
                         <PublishPanel
diff --git a/frontend/src/components/quality/character-panel.tsx b/frontend/src/components/quality/character-panel.tsx
new file mode 100644
index 0000000..2574f35
--- /dev/null
+++ b/frontend/src/components/quality/character-panel.tsx
@@ -0,0 +1,163 @@
+'use client'
+
+import { useState, useEffect } from 'react'
+import { Button } from '@/components/ui/button'
+import { Plus, User, Trash2, Edit, Loader2 } from 'lucide-react'
+import { qualityApi, type Character } from '@/services/quality-api'
+
+interface CharacterPanelProps {
+    storyboardId: string
+}
+
+export function CharacterPanel({ storyboardId }: CharacterPanelProps) {
+    const [characters, setCharacters] = useState<Character[]>([])
+    const [isLoading, setIsLoading] = useState(false)
+    const [isAdding, setIsAdding] = useState(false)
+    const [editingId, setEditingId] = useState<string | null>(null)
+
+    // Form state
+    const [name, setName] = useState('')
+    const [appearance, setAppearance] = useState('')
+    const [clothing, setClothing] = useState('')
+
+    useEffect(() => {
+        loadCharacters()
+    }, [storyboardId])
+
+    const loadCharacters = async () => {
+        try {
+            setIsLoading(true)
+            const data = await qualityApi.getCharacters(storyboardId)
+            setCharacters(data)
+        } catch (e) {
+            console.error('Failed to load characters:', e)
+        } finally {
+            setIsLoading(false)
+        }
+    }
+
+    const handleAdd = async () => {
+        if (!name.trim()) return
+
+        try {
+            const newChar = await qualityApi.createCharacter(storyboardId, {
+                name: name.trim(),
+                appearance_description: appearance,
+                clothing_description: clothing,
+                distinctive_features: [],
+                character_type: 'person',
+            })
+            setCharacters([...characters, newChar])
+            resetForm()
+        } catch (e) {
+            console.error('Failed to add character:', e)
+        }
+    }
+
+    const handleDelete = async (charId: string) => {
+        try {
+            await qualityApi.deleteCharacter(storyboardId, charId)
+            setCharacters(characters.filter(c => c.id !== charId))
+        } catch (e) {
+            console.error('Failed to delete character:', e)
+        }
+    }
+
+    const resetForm = () => {
+        setName('')
+        setAppearance('')
+        setClothing('')
+        setIsAdding(false)
+        setEditingId(null)
+    }
+
+    return (
+        <div className="space-y-3 p-3 border rounded-lg bg-card">
+            <div className="flex items-center justify-between">
+                <h4 className="font-medium text-sm flex items-center gap-2">
+                    <User className="h-4 w-4" />
+                    角色记忆
+                </h4>
+                <Button
+                    variant="ghost"
+                    size="sm"
+                    onClick={() => setIsAdding(!isAdding)}
+                >
+                    <Plus className="h-4 w-4" />
+                </Button>
+            </div>
+
+            {isLoading ? (
+                <div className="flex justify-center py-4">
+                    <Loader2 className="h-5 w-5 animate-spin text-muted-foreground" />
+                </div>
+            ) : (
+                <div className="space-y-2">
+                    {characters.map((char) => (
+                        <div
+                            key={char.id}
+                            className="flex items-center justify-between p-2 bg-muted/50 rounded text-sm"
+                        >
+                            <div>
+                                <div className="font-medium">{char.name}</div>
+                                {char.appearance_description && (
+                                    <div className="text-xs text-muted-foreground truncate max-w-[150px]">
+                                        {char.appearance_description}
+                                    </div>
+                                )}
+                            </div>
+                            <Button
+                                variant="ghost"
+                                size="icon"
+                                className="h-6 w-6"
+                                onClick={() => handleDelete(char.id)}
+                            >
+                                <Trash2 className="h-3 w-3 text-destructive" />
+                            </Button>
+                        </div>
+                    ))}
+
+                    {characters.length === 0 && !isAdding && (
+                        <p className="text-xs text-muted-foreground text-center py-2">
+                            暂无角色
+                        </p>
+                    )}
+                </div>
+            )}
+
+            {isAdding && (
+                <div className="space-y-2 pt-2 border-t">
+                    <input
+                        type="text"
+                        value={name}
+                        onChange={(e) => setName(e.target.value)}
+                        placeholder="角色名称"
+                        className="w-full p-2 text-sm border rounded bg-background"
+                    />
+                    <input
+                        type="text"
+                        value={appearance}
+                        onChange={(e) => setAppearance(e.target.value)}
+                        placeholder="外貌描述"
+                        className="w-full p-2 text-sm border rounded bg-background"
+                    />
+                    <input
+                        type="text"
+                        value={clothing}
+                        onChange={(e) => setClothing(e.target.value)}
+                        placeholder="服装描述"
+                        className="w-full p-2 text-sm border rounded bg-background"
+                    />
+                    <div className="flex gap-2">
+                        <Button size="sm" onClick={handleAdd}>
+                            添加
+                        </Button>
+                        <Button size="sm" variant="ghost" onClick={resetForm}>
+                            取消
+                        </Button>
+                    </div>
+                </div>
+            )}
+        </div>
+    )
+}
diff --git a/frontend/src/components/quality/index.ts b/frontend/src/components/quality/index.ts
new file mode 100644
index 0000000..3355c72
--- /dev/null
+++ b/frontend/src/components/quality/index.ts
@@ -0,0 +1,3 @@
+export { CharacterPanel } from './character-panel'
+export { StylePanel } from './style-panel'
+export { QualityBadge } from './quality-badge'
diff --git a/frontend/src/components/quality/quality-badge.tsx b/frontend/src/components/quality/quality-badge.tsx
new file mode 100644
index 0000000..0c7db57
--- /dev/null
+++ b/frontend/src/components/quality/quality-badge.tsx
@@ -0,0 +1,34 @@
+'use client'
+
+interface QualityBadgeProps {
+    score: number
+    showScore?: boolean
+}
+
+export function QualityBadge({ score, showScore = true }: QualityBadgeProps) {
+    const getColor = () => {
+        if (score >= 0.8) return 'bg-green-500'
+        if (score >= 0.6) return 'bg-yellow-500'
+        if (score >= 0.4) return 'bg-orange-500'
+        return 'bg-red-500'
+    }
+
+    const getLabel = () => {
+        if (score >= 0.8) return '优'
+        if (score >= 0.6) return '良'
+        if (score >= 0.4) return '中'
+        return '差'
+    }
+
+    return (
+        <div
+            className={`inline-flex items-center gap-1 px-1.5 py-0.5 rounded text-[10px] font-medium text-white ${getColor()}`}
+            title={`质量评分: ${Math.round(score * 100)}%`}
+        >
+            {getLabel()}
+            {showScore && (
+                <span className="opacity-80">{Math.round(score * 100)}</span>
+            )}
+        </div>
+    )
+}
diff --git a/frontend/src/components/quality/style-panel.tsx b/frontend/src/components/quality/style-panel.tsx
new file mode 100644
index 0000000..e7dff85
--- /dev/null
+++ b/frontend/src/components/quality/style-panel.tsx
@@ -0,0 +1,107 @@
+'use client'
+
+import { useState, useEffect } from 'react'
+import { Button } from '@/components/ui/button'
+import { Palette, RefreshCw, Loader2 } from 'lucide-react'
+import { qualityApi, type StyleAnchor } from '@/services/quality-api'
+
+interface StylePanelProps {
+    storyboardId: string
+    firstFrameImagePath?: string
+}
+
+export function StylePanel({ storyboardId, firstFrameImagePath }: StylePanelProps) {
+    const [styleAnchor, setStyleAnchor] = useState<StyleAnchor | null>(null)
+    const [isLoading, setIsLoading] = useState(false)
+    const [isExtracting, setIsExtracting] = useState(false)
+
+    useEffect(() => {
+        loadStyle()
+    }, [storyboardId])
+
+    const loadStyle = async () => {
+        try {
+            setIsLoading(true)
+            const style = await qualityApi.getStyle(storyboardId)
+            setStyleAnchor(style)
+        } catch (e) {
+            console.error('Failed to load style:', e)
+        } finally {
+            setIsLoading(false)
+        }
+    }
+
+    const handleExtract = async () => {
+        if (!firstFrameImagePath) return
+
+        try {
+            setIsExtracting(true)
+            const style = await qualityApi.extractStyle(storyboardId, firstFrameImagePath)
+            setStyleAnchor(style)
+        } catch (e) {
+            console.error('Failed to extract style:', e)
+        } finally {
+            setIsExtracting(false)
+        }
+    }
+
+    return (
+        <div className="space-y-3 p-3 border rounded-lg bg-card">
+            <div className="flex items-center justify-between">
+                <h4 className="font-medium text-sm flex items-center gap-2">
+                    <Palette className="h-4 w-4" />
+                    风格守卫
+                </h4>
+                <Button
+                    variant="ghost"
+                    size="sm"
+                    onClick={handleExtract}
+                    disabled={isExtracting || !firstFrameImagePath}
+                    title="从首帧提取风格"
+                >
+                    {isExtracting ? (
+                        <Loader2 className="h-4 w-4 animate-spin" />
+                    ) : (
+                        <RefreshCw className="h-4 w-4" />
+                    )}
+                </Button>
+            </div>
+
+            {isLoading ? (
+                <div className="flex justify-center py-4">
+                    <Loader2 className="h-5 w-5 animate-spin text-muted-foreground" />
+                </div>
+            ) : styleAnchor ? (
+                <div className="space-y-1 text-xs">
+                    {styleAnchor.art_style && (
+                        <div className="flex gap-2">
+                            <span className="text-muted-foreground">风格:</span>
+                            <span>{styleAnchor.art_style}</span>
+                        </div>
+                    )}
+                    {styleAnchor.color_palette && (
+                        <div className="flex gap-2">
+                            <span className="text-muted-foreground">调色:</span>
+                            <span>{styleAnchor.color_palette}</span>
+                        </div>
+                    )}
+                    {styleAnchor.lighting && (
+                        <div className="flex gap-2">
+                            <span className="text-muted-foreground">光照:</span>
+                            <span>{styleAnchor.lighting}</span>
+                        </div>
+                    )}
+                    {styleAnchor.style_prefix && (
+                        <div className="mt-2 p-2 bg-muted/50 rounded text-[10px] break-all">
+                            {styleAnchor.style_prefix}
+                        </div>
+                    )}
+                </div>
+            ) : (
+                <p className="text-xs text-muted-foreground text-center py-2">
+                    点击刷新按钮从首帧提取风格
+                </p>
+            )}
+        </div>
+    )
+}
diff --git a/frontend/src/services/quality-api.ts b/frontend/src/services/quality-api.ts
new file mode 100644
index 0000000..fce2e83
--- /dev/null
+++ b/frontend/src/services/quality-api.ts
@@ -0,0 +1,208 @@
+/**
+ * Quality API Client
+ * 
+ * Provides client methods for AI quality features:
+ * - Character memory management
+ * - Content filtering
+ * - Style guard
+ * - Quality gate evaluation
+ */
+
+const API_BASE = process.env.NEXT_PUBLIC_API_URL || 'http://localhost:8000/api'
+
+export interface Character {
+    id: string
+    name: string
+    appearance_description: string
+    clothing_description: string
+    distinctive_features: string[]
+    character_type: string
+    reference_image?: string
+}
+
+export interface ContentCheckResult {
+    passed: boolean
+    category: 'safe' | 'sensitive' | 'blocked'
+    flagged_items: string[]
+    reason?: string
+}
+
+export interface StyleAnchor {
+    color_palette: string
+    art_style: string
+    composition_style: string
+    texture: string
+    lighting: string
+    style_prefix: string
+    reference_image?: string
+}
+
+export interface QualityScore {
+    overall_score: number
+    aesthetic_score: number
+    alignment_score: number
+    technical_score: number
+    passed: boolean
+    issues: string[]
+}
+
+class QualityApiClient {
+    private baseUrl = API_BASE
+
+    // ============================================================
+    // Character Memory
+    // ============================================================
+
+    async getCharacters(storyboardId: string): Promise<Character[]> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/characters/${storyboardId}`
+        )
+        if (!response.ok) {
+            throw new Error('Failed to get characters')
+        }
+        return response.json()
+    }
+
+    async createCharacter(
+        storyboardId: string,
+        data: Omit<Character, 'id'>
+    ): Promise<Character> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/characters/${storyboardId}`,
+            {
+                method: 'POST',
+                headers: { 'Content-Type': 'application/json' },
+                body: JSON.stringify(data),
+            }
+        )
+        if (!response.ok) {
+            throw new Error('Failed to create character')
+        }
+        return response.json()
+    }
+
+    async updateCharacter(
+        storyboardId: string,
+        charId: string,
+        data: Omit<Character, 'id'>
+    ): Promise<Character> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/characters/${storyboardId}/${charId}`,
+            {
+                method: 'PUT',
+                headers: { 'Content-Type': 'application/json' },
+                body: JSON.stringify(data),
+            }
+        )
+        if (!response.ok) {
+            throw new Error('Failed to update character')
+        }
+        return response.json()
+    }
+
+    async deleteCharacter(storyboardId: string, charId: string): Promise<void> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/characters/${storyboardId}/${charId}`,
+            { method: 'DELETE' }
+        )
+        if (!response.ok) {
+            throw new Error('Failed to delete character')
+        }
+    }
+
+    // ============================================================
+    // Content Filter
+    // ============================================================
+
+    async checkContent(text: string): Promise<ContentCheckResult> {
+        const response = await fetch(`${this.baseUrl}/quality/check-content`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({ text }),
+        })
+        if (!response.ok) {
+            throw new Error('Failed to check content')
+        }
+        return response.json()
+    }
+
+    // ============================================================
+    // Style Guard
+    // ============================================================
+
+    async extractStyle(
+        storyboardId: string,
+        imagePath: string
+    ): Promise<StyleAnchor> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/extract-style/${storyboardId}`,
+            {
+                method: 'POST',
+                headers: { 'Content-Type': 'application/json' },
+                body: JSON.stringify({ image_path: imagePath }),
+            }
+        )
+        if (!response.ok) {
+            throw new Error('Failed to extract style')
+        }
+        return response.json()
+    }
+
+    async getStyle(storyboardId: string): Promise<StyleAnchor | null> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/style/${storyboardId}`
+        )
+        if (response.status === 404) {
+            return null
+        }
+        if (!response.ok) {
+            throw new Error('Failed to get style')
+        }
+        return response.json()
+    }
+
+    async applyStyle(
+        storyboardId: string,
+        prompt: string
+    ): Promise<{ styled_prompt: string }> {
+        const response = await fetch(
+            `${this.baseUrl}/quality/apply-style/${storyboardId}`,
+            {
+                method: 'POST',
+                headers: { 'Content-Type': 'application/json' },
+                body: JSON.stringify({ prompt }),
+            }
+        )
+        if (!response.ok) {
+            throw new Error('Failed to apply style')
+        }
+        return response.json()
+    }
+
+    // ============================================================
+    // Quality Gate
+    // ============================================================
+
+    async evaluateImage(
+        imagePath: string,
+        prompt: string,
+        narration?: string
+    ): Promise<QualityScore> {
+        const response = await fetch(`${this.baseUrl}/quality/evaluate-image`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({
+                image_path: imagePath,
+                prompt,
+                narration,
+            }),
+        })
+        if (!response.ok) {
+            throw new Error('Failed to evaluate image')
+        }
+        return response.json()
+    }
+}
+
+// Export singleton instance
+export const qualityApi = new QualityApiClient()