add match nodes with tool case

data/agent_research/windows/20260330_194214_cd57a0/in_pending.json

@@ -0,0 +1 @@
+[]

examples/tool_research/config.py

@@ -40,7 +40,7 @@ RUN_CONFIG = RunConfig(
 
 # ===== 任务配置 =====
 
-OUTPUT_DIR = "examples/research/outputs/seedream"  # 输出目录
+OUTPUT_DIR = "examples/tool_research/outputs/flux_1"  # 输出目录
 
 
 # ===== 基础设施配置 =====
@@ -57,7 +57,7 @@ BROWSER_TYPE = "local"
 HEADLESS = False
 
 # ===== IM 配置 =====
-IM_ENABLED = True                         # 是否启动 IM Client
+IM_ENABLED = False                         # 是否启动 IM Client
 IM_CONTACT_ID = "agent_research"           # Agent 在 IM 系统中的身份 ID
 IM_SERVER_URL = "ws://localhost:8005"      # IM Server WebSocket 地址
 IM_WINDOW_MODE = True                      # 窗口模式（True=每次运行消息隔离，推荐）

examples/tool_research/match_nodes.py

@@ -0,0 +1,758 @@
+"""
+制作案例 → 制作需求 → 内容树节点匹配
+
+流程：
+1a. 逐帖子分析（带图片），提炼每个帖子的制作需求（并发）
+1b. 合并去重相似需求，保留 case_id 溯源
+2.  按合并后的需求语义搜索内容树 + 取父子节点
+3.  每个需求独立过 LLM 挂载决策（并发）
+4.  输出 case → demand → node 关系表 + 可视化
+"""
+
+import asyncio
+import json
+import os
+import re
+import sys
+from pathlib import Path
+
+import httpx
+
+# 添加项目根目录
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+from dotenv import load_dotenv
+load_dotenv()
+
+from agent.llm.qwen import qwen_llm_call
+
+# ===== 配置 =====
+BASE_DIR = Path(__file__).parent
+CONTENT_TREE_BASE = "http://8.147.104.190:8001"
+CATEGORY_TREE_PATH = BASE_DIR / "prompts" / "category_tree.json"
+DEFAULT_MODEL = "qwen-plus"
+VISION_MODEL = "qwen-vl-max"
+SOURCE_TYPES = ["实质", "形式", "意图"]
+
+# 加载本地分类树
+_CATEGORY_TREE_CACHE = None
+
+def load_category_tree() -> dict:
+    """加载本地分类树（缓存）"""
+    global _CATEGORY_TREE_CACHE
+    if _CATEGORY_TREE_CACHE is None:
+        with open(CATEGORY_TREE_PATH, "r", encoding="utf-8") as f:
+            _CATEGORY_TREE_CACHE = json.load(f)
+    return _CATEGORY_TREE_CACHE
+
+
+def collect_all_nodes(node: dict, nodes: list, parent_path: str = ""):
+    """递归收集所有节点，展平树结构"""
+    if "id" in node:
+        node_copy = {
+            "entity_id": node["id"],
+            "name": node["name"],
+            "path": node.get("path", parent_path),
+            "source_type": node.get("source_type"),
+            "description": node.get("description") or "",
+            "level": node.get("level"),
+            "parent_id": node.get("parent_id"),
+            "element_count": node.get("element_count", 0),
+        }
+        nodes.append(node_copy)
+
+    if "children" in node:
+        current_path = node.get("path", parent_path)
+        for child in node["children"]:
+            collect_all_nodes(child, nodes, current_path)
+
+
+def search_local_tree(query: str, source_type: str, top_k: int = 5) -> list:
+    """在本地分类树中搜索节点"""
+    tree = load_category_tree()
+    all_nodes = []
+    collect_all_nodes(tree, all_nodes)
+
+    # 过滤：只保留指定维度
+    filtered = [n for n in all_nodes if n.get("source_type") == source_type]
+
+    # 简单文本匹配打分
+    query_lower = query.lower()
+    scored = []
+    for node in filtered:
+        name = node["name"].lower()
+        desc = node["description"].lower()
+
+        score = 0.0
+        # 名称完全匹配
+        if query_lower == name:
+            score = 1.0
+        # 名称包含
+        elif query_lower in name:
+            score = 0.8
+        # 描述包含
+        elif query_lower in desc:
+            score = 0.5
+        # 名称被包含（反向）
+        elif name in query_lower:
+            score = 0.6
+
+        if score > 0:
+            node["score"] = score
+            node["entity_type"] = "category"  # 本地树都是 category
+            scored.append(node)
+
+    # 按分数排序，取 top_k
+    scored.sort(key=lambda x: x["score"], reverse=True)
+    return scored[:top_k]
+
+
+# ===== Prompt 加载 =====
+
+def load_prompt(filename: str) -> dict:
+    """加载 .prompt 文件，解析 frontmatter 和 $role$ 分段"""
+    path = BASE_DIR / "prompts" / filename
+    text = path.read_text(encoding="utf-8")
+
+    config = {}
+    if text.startswith("---"):
+        _, fm, text = text.split("---", 2)
+        for line in fm.strip().splitlines():
+            if ":" in line:
+                k, v = line.split(":", 1)
+                k, v = k.strip(), v.strip()
+                if v.replace(".", "", 1).isdigit():
+                    v = float(v) if "." in v else int(v)
+                config[k] = v
+
+    messages = []
+    parts = re.split(r'^\$(\w+)\$\s*$', text.strip(), flags=re.MULTILINE)
+    for i in range(1, len(parts), 2):
+        role = parts[i].strip()
+        content = parts[i + 1].strip() if i + 1 < len(parts) else ""
+        messages.append({"role": role, "content": content})
+
+    return {"config": config, "messages": messages}
+
+
+def render_messages(prompt_data: dict, variables: dict) -> list[dict]:
+    """用变量替换 prompt 模板中的 {var} 占位符"""
+    rendered = []
+    for msg in prompt_data["messages"]:
+        content = msg["content"]
+        for k, v in variables.items():
+            content = content.replace(f"{{{k}}}", str(v))
+        rendered.append({"role": msg["role"], "content": content})
+    return rendered
+
+
+def parse_json_response(content: str) -> list | dict:
+    """清理 LLM 输出中的 markdown 包裹并解析 JSON"""
+    content = content.strip()
+    if content.startswith("```"):
+        content = content.split("\n", 1)[1]
+        content = content.rsplit("```", 1)[0]
+
+    try:
+        return json.loads(content)
+    except json.JSONDecodeError as e:
+        # 尝试自动修复：替换字符串中的未转义引号
+        print(f"\n[JSON 解析错误] 尝试自动修复...")
+
+        # 简单修复：把字符串值中的单独双引号替换为单引号
+        import re
+        # 匹配 "key": "value with "quote" inside"
+        # 这个正则会找到字符串值中间的引号并替换
+        fixed = re.sub(r'("(?:evidence|description|demand_name)":\s*")([^"]*)"([^"]*)"([^"]*")',
+                      r'\1\2\'\3\4', content)
+
+        try:
+            return json.loads(fixed)
+        except json.JSONDecodeError:
+            # 修复失败，打印错误位置
+            start = max(0, e.pos - 100)
+            end = min(len(content), e.pos + 100)
+            print(f"\n[JSON 解析错误] 位置 {e.pos}:")
+            print(f"...{content[start:end]}...")
+            print(f"\n完整内容已保存到 json_error.txt")
+            with open("json_error.txt", "w", encoding="utf-8") as f:
+                f.write(content)
+            raise
+
+
+# ===== 内容树 API =====
+
+async def search_content_tree(client: httpx.AsyncClient, query: str, source_type: str, top_k: int = 5) -> list:
+    params = {
+        "q": query, "source_type": source_type, "entity_type": "all",
+        "top_k": top_k, "use_description": "true",
+        "include_ancestors": "false", "descendant_depth": 0,
+    }
+    resp = await client.get(f"{CONTENT_TREE_BASE}/api/agent/search", params=params)
+    resp.raise_for_status()
+    return resp.json().get("results", [])
+
+
+async def get_category_tree(client: httpx.AsyncClient, entity_id: int, source_type: str) -> dict:
+    params = {
+        "source_type": source_type, "include_ancestors": "true", "descendant_depth": 1,
+    }
+    resp = await client.get(f"{CONTENT_TREE_BASE}/api/agent/search/category/{entity_id}", params=params)
+    resp.raise_for_status()
+    return resp.json()
+
+
+# ===== Step 1a：逐帖子提需求（支持图片） =====
+
+def build_case_content(case: dict) -> list[dict]:
+    """
+    构造单个帖子的多模态消息内容。
+    返回 OpenAI vision 格式的 content 数组。
+    """
+    parts = []
+
+    # 文本部分（兼容多种字段名）
+    title = case.get("title") or case.get("video_title") or case.get("post_title", "未知")
+    text_lines = [f"## 案例：{title}"]
+    text_lines.append(f"来源：{case.get('source', '')}")
+    if case.get("user_input"):
+        text_lines.append(f"用户输入：{json.dumps(case['user_input'], ensure_ascii=False)}")
+    if case.get("output_description"):
+        text_lines.append(f"输出效果：{case['output_description']}")
+    if case.get("key_findings"):
+        text_lines.append(f"关键发现：{case['key_findings']}")
+
+    parts.append({"type": "text", "text": "\n".join(text_lines)})
+
+    # 图片部分（兼容多种字段名）
+    images = case.get("images") or case.get("effect_images", [])
+    for img_url in images[:4]:  # 最多4张图，控制 token
+        parts.append({
+            "type": "image_url",
+            "image_url": {"url": img_url},
+        })
+
+    return parts
+
+
+async def extract_demands_for_case(case: dict) -> dict:
+    """对单个帖子提取需求"""
+    prompt_data = load_prompt("step1_extract_demands.prompt")
+    model = prompt_data["config"].get("model", VISION_MODEL)
+    temperature = prompt_data["config"].get("temperature", 0.3)
+
+    case_content = build_case_content(case)
+    has_images = any(p["type"] == "image_url" for p in case_content)
+
+    # 如果没有图片，降级用文本模型省成本
+    if not has_images:
+        model = DEFAULT_MODEL
+        # 纯文本模式：content 用字符串即可
+        text_only = "\n".join(p["text"] for p in case_content if p["type"] == "text")
+        messages = render_messages(prompt_data, {"case_content": text_only})
+    else:
+        # 多模态模式：user message 的 content 用数组
+        messages = []
+        for msg in prompt_data["messages"]:
+            if msg["role"] == "user":
+                # 把 prompt 模板文本放在图片前面
+                template_text = msg["content"].replace("{case_content}", "")
+                content = case_content.copy()
+                if template_text.strip():
+                    content.insert(0, {"type": "text", "text": template_text})
+                messages.append({"role": "user", "content": content})
+            else:
+                messages.append(msg)
+
+    try:
+        result = await qwen_llm_call(messages, model=model, temperature=temperature)
+        demands = parse_json_response(result["content"])
+        case_id = case.get("case_id", 0)
+        # 给每个需求打上 case_id
+        for d in demands:
+            d["source_case_id"] = case_id
+        return {"case_id": case_id, "title": case.get("title", ""), "demands": demands}
+    except Exception as e:
+        case_id = case.get("case_id", 0)
+        print(f"  [!] case {case_id} 提取失败: {e}")
+        return {"case_id": case_id, "title": case.get("title", ""), "demands": [], "error": str(e)}
+
+
+# ===== Step 1b：合并去重 =====
+
+async def merge_demands(all_case_demands: list[dict]) -> list[dict]:
+    """用 LLM 合并相似需求，超过30个时分批处理"""
+    # 构造输入：展平所有 case 的 demands，标注来源
+    flat = []
+    for cd in all_case_demands:
+        for d in cd["demands"]:
+            flat.append({
+                "case_id": cd["case_id"],
+                "case_title": cd["title"],
+                "demand_name": d["demand_name"],
+                "description": d["description"],
+                "search_keywords": d["search_keywords"],
+                "evidence": d.get("evidence", ""),
+            })
+
+    if not flat:
+        return []
+
+    prompt_data = load_prompt("step1b_merge_demands.prompt")
+    model = prompt_data["config"].get("model", DEFAULT_MODEL)
+    temperature = prompt_data["config"].get("temperature", 0.3)
+
+    # 分批处理：每批最多30个需求
+    BATCH_SIZE = 30
+    if len(flat) <= BATCH_SIZE:
+        # 不需要分批
+        all_demands_json = json.dumps(flat, ensure_ascii=False, indent=2)
+        messages = render_messages(prompt_data, {"all_demands_json": all_demands_json})
+        result = await qwen_llm_call(messages, model=model, temperature=temperature)
+        merged = parse_json_response(result["content"])
+        # 统一转换 source_case_ids 为字符串
+        for m in merged:
+            m["source_case_ids"] = [str(cid) for cid in m.get("source_case_ids", [])]
+        return merged
+    else:
+        # 分批合并
+        print(f"  需求数量 {len(flat)} 超过 {BATCH_SIZE}，分批合并...")
+        batches = [flat[i:i + BATCH_SIZE] for i in range(0, len(flat), BATCH_SIZE)]
+        batch_results = []
+
+        for i, batch in enumerate(batches, 1):
+            print(f"    批次 {i}/{len(batches)}: {len(batch)} 个需求")
+            batch_json = json.dumps(batch, ensure_ascii=False, indent=2)
+            messages = render_messages(prompt_data, {"all_demands_json": batch_json})
+            result = await qwen_llm_call(messages, model=model, temperature=temperature)
+            batch_merged = parse_json_response(result["content"])
+            batch_results.extend(batch_merged)
+
+        # 如果分批后的结果仍然很多，再做一次最终合并
+        if len(batch_results) > BATCH_SIZE:
+            print(f"  批次合并后仍有 {len(batch_results)} 个需求，进行最终合并...")
+            final_json = json.dumps(batch_results, ensure_ascii=False, indent=2)
+            messages = render_messages(prompt_data, {"all_demands_json": final_json})
+            result = await qwen_llm_call(messages, model=model, temperature=temperature)
+            final_merged = parse_json_response(result["content"])
+            # 统一转换 source_case_ids 为字符串
+            for m in final_merged:
+                m["source_case_ids"] = [str(cid) for cid in m.get("source_case_ids", [])]
+            return final_merged
+        else:
+            # 统一转换 source_case_ids 为字符串
+            for m in batch_results:
+                m["source_case_ids"] = [str(cid) for cid in m.get("source_case_ids", [])]
+            return batch_results
+
+
+# ===== Step 2：语义搜索 + 取父子节点 =====
+
+async def step2_search_and_expand(demands: list[dict]) -> dict:
+    """语义搜索本地分类树 + 取父子节点"""
+    all_results = {}
+    tree = load_category_tree()
+
+    for demand in demands:
+        name = demand["demand_name"]
+        keywords = demand["search_keywords"]
+        all_results[name] = {}
+
+        for source_type in SOURCE_TYPES:
+            nodes = []
+            seen = set()
+
+            for kw in keywords:
+                # 使用本地搜索替代 API
+                results = search_local_tree(kw, source_type, top_k=3)
+                for r in results:
+                    eid = r.get("entity_id")
+                    if eid in seen:
+                        continue
+                    seen.add(eid)
+
+                    node = {
+                        "entity_id": eid,
+                        "name": r.get("name", ""),
+                        "entity_type": "category",
+                        "score": r.get("score", 0),
+                        "description": r.get("description", ""),
+                        "path": r.get("path", ""),
+                    }
+
+                    # 本地树暂不支持动态取父子，先留空
+                    node["ancestors"] = []
+                    node["children"] = []
+
+                    nodes.append(node)
+
+            if nodes:
+                all_results[name][source_type] = nodes
+
+    return all_results
+
+
+# ===== Step 3：逐需求挂载决策（并发） =====
+
+def build_single_demand_context(demand: dict, nodes_by_dim: dict) -> str:
+    parts = []
+    parts.append(f"## 需求：{demand['demand_name']}")
+    parts.append(f"描述：{demand['description']}")
+    parts.append(f"来源帖子：case_id={demand.get('source_case_ids', [])}")
+    if demand.get("evidence"):
+        parts.append(f"数据依据：{demand['evidence']}")
+
+    if not nodes_by_dim:
+        parts.append("（未搜索到相关节点）")
+        return "\n".join(parts)
+
+    for source_type, nodes in nodes_by_dim.items():
+        parts.append(f"\n### {source_type}维度匹配节点：")
+        for n in nodes:
+            line = f"- [{n['entity_type']}] entity_id={n['entity_id']}  \"{n['name']}\"  score={n['score']:.2f}"
+            if n.get("description"):
+                line += f"  描述: {n['description']}"
+            parts.append(line)
+            if n.get("ancestors"):
+                path = " > ".join(a["name"] for a in n["ancestors"])
+                parts.append(f"    父链: {path}")
+            if n.get("children"):
+                kids = ", ".join(c["name"] for c in n["children"][:10])
+                parts.append(f"    子节点: {kids}")
+    return "\n".join(parts)
+
+
+async def mount_single_demand(demand: dict, nodes_by_dim: dict) -> dict:
+    prompt_data = load_prompt("step3_mount_decision.prompt")
+    model = prompt_data["config"].get("model", DEFAULT_MODEL)
+    temperature = prompt_data["config"].get("temperature", 0.3)
+
+    node_context = build_single_demand_context(demand, nodes_by_dim)
+    messages = render_messages(prompt_data, {"node_context": node_context})
+
+    result = await qwen_llm_call(messages, model=model, temperature=temperature, max_tokens=4096)
+
+    # 解析结构化 JSON 输出
+    try:
+        decision = parse_json_response(result["content"])
+    except Exception as e:
+        print(f"  [!] 挂载决策解析失败 ({demand['demand_name']}): {e}")
+        decision = {"demand_name": demand["demand_name"], "mounted_nodes": [], "notes": f"解析失败: {e}"}
+
+    return {
+        "demand_name": demand["demand_name"],
+        "source_case_ids": demand.get("source_case_ids", []),
+        "decision": decision,
+    }
+
+
+async def step3_mount_decisions(demands: list[dict], search_results: dict) -> list[dict]:
+    tasks = []
+    for demand in demands:
+        nodes_by_dim = search_results.get(demand["demand_name"], {})
+        tasks.append(mount_single_demand(demand, nodes_by_dim))
+    return await asyncio.gather(*tasks)
+
+
+# ===== 可视化：生成关系表 + HTML =====
+
+def build_relation_table(all_case_demands: list[dict], merged_demands: list[dict], decisions: list[dict]) -> list[dict]:
+    """构建 case → demand → node 关系表"""
+    # 建立 demand_name → decision 的映射
+    decision_map = {d["demand_name"]: d for d in decisions}
+
+    rows = []
+    for md in merged_demands:
+        dn = md["demand_name"]
+        case_ids = md.get("source_case_ids", [])
+        dec = decision_map.get(dn, {})
+        rows.append({
+            "demand_name": dn,
+            "description": md["description"],
+            "source_case_ids": case_ids,
+            "mount_decision": dec.get("decision", ""),
+        })
+    return rows
+
+
+def generate_html_visualization(cases_data: dict, all_case_demands: list[dict],
+                                 merged_demands: list[dict], decisions: list[dict],
+                                 search_results: dict) -> str:
+    """生成简洁的 case→demand 树状图，节点作为标签显示在 demand 框里"""
+    # 构建完整的 case_map，兼容多种字段名
+    case_map = {}
+    for c in cases_data.get("cases", []):
+        case_map[c["case_id"]] = {
+            "title": c.get("title") or c.get("video_title") or c.get("post_title", ""),
+            "images": c.get("images") or c.get("effect_images", []),
+            "link": c.get("source_link") or c.get("video_url") or c.get("post_url", "")
+        }
+
+    # 构建 decision_map：demand_name → mounted_nodes
+    decision_map = {}
+    for d in decisions:
+        dec = d.get("decision", {})
+        if isinstance(dec, dict):
+            decision_map[d["demand_name"]] = dec.get("mounted_nodes", [])
+        else:
+            decision_map[d["demand_name"]] = []
+
+    nodes_js = []
+    edges_js = []
+    node_id = 0
+
+    # 为每个 demand 创建节点，并为其来源的每个 case 创建独立的 case 节点
+    for md in merged_demands:
+        demand_id = node_id
+        node_id += 1
+
+        # 构建 demand 节点的显示内容
+        dn = md["demand_name"]
+        desc = md["description"][:100] + "..." if len(md["description"]) > 100 else md["description"]
+
+        # 从挂载决策中获取最终选择的节点
+        mounted = decision_map.get(dn, [])
+        node_tags = [f"{n['name']}({n.get('source_type', '')})" for n in mounted]
+
+        tags_html = " | ".join(node_tags) if node_tags else "无挂载节点"
+
+        # demand 节点的 HTML 标签（包含挂载节点）
+        demand_label = f"{dn}\n\n[挂载] {tags_html}"
+        demand_title = f"{dn}\n\n{desc}\n\n挂载节点: {tags_html}"
+
+        nodes_js.append({
+            "id": demand_id,
+            "label": demand_label,
+            "title": demand_title,
+            "group": "demand",
+            "level": 1,
+            "shape": "box",
+            "font": {"size": 12}
+        })
+
+        # 为每个来源 case 创建独立的 case 节点
+        for cid in md.get("source_case_ids", []):
+            case_id = node_id
+            node_id += 1
+
+            # 类型转换：case_map 的 key 可能是字符串或整数
+            cid_str = str(cid)
+            case_info = case_map.get(cid_str) or case_map.get(cid, {"title": f"Case {cid}", "images": [], "link": ""})
+
+            # label 只显示标题
+            title_short = case_info['title'][:50] + "..." if len(case_info['title']) > 50 else case_info['title']
+            case_label = f"Case {cid}\n{title_short}"
+
+            # 构建带图片的 HTML tooltip（不含链接）
+            img_html = ""
+            if case_info['images']:
+                img_url = case_info['images'][0]
+                img_html = f'<img src="{img_url}" style="max-width:300px; max-height:200px; display:block; margin:10px 0;"/>'
+
+            case_title = f'<div style="max-width:350px;"><b>Case {cid}: {case_info["title"]}</b>{img_html}<br/><i>点击节点查看原帖</i></div>'
+
+            nodes_js.append({
+                "id": case_id,
+                "label": case_label,
+                "title": case_title,
+                "url": case_info['link'],  # 存储链接，用于点击事件
+                "group": "case",
+                "level": 0,
+                "shape": "box"
+            })
+
+            # case → demand 边
+            edges_js.append({"from": case_id, "to": demand_id})
+
+    html = f"""<!DOCTYPE html>
+<html><head>
+<meta charset="utf-8">
+<title>Case → Demand 树状图</title>
+<script src="https://unpkg.com/vis-network/standalone/umd/vis-network.min.js"></script>
+<style>
+  body {{ margin: 0; font-family: sans-serif; }}
+  #graph {{ width: 100%; height: 90vh; border: 1px solid #ddd; }}
+  #legend {{ padding: 10px; display: flex; gap: 20px; align-items: center; background: #f5f5f5; }}
+  .legend-item {{ display: flex; align-items: center; gap: 5px; }}
+  .dot {{ width: 14px; height: 14px; border-radius: 3px; }}
+</style>
+</head><body>
+<div id="legend">
+  <b>树状图：</b>
+  <span class="legend-item"><span class="dot" style="background:#97C2FC"></span> 帖子 (Case)</span>
+  <span class="legend-item"><span class="dot" style="background:#FFB366"></span> 需求 (Demand + 匹配节点)</span>
+</div>
+<div id="graph"></div>
+<script>
+var nodesData = {json.dumps(nodes_js, ensure_ascii=False)};
+var edgesData = {json.dumps(edges_js, ensure_ascii=False)};
+
+// 将 title 字符串转为 DOM 元素，让 vis.js 渲染 HTML
+nodesData.forEach(function(node) {{
+    if (node.title && typeof node.title === 'string' && node.title.includes('<')) {{
+        var container = document.createElement('div');
+        container.innerHTML = node.title;
+        node.title = container;
+    }}
+}});
+
+var nodes = new vis.DataSet(nodesData);
+var edges = new vis.DataSet(edgesData);
+var container = document.getElementById("graph");
+var data = {{ nodes: nodes, edges: edges }};
+var options = {{
+  layout: {{
+    hierarchical: {{
+      direction: "UD",
+      sortMethod: "directed",
+      levelSeparation: 180,
+      nodeSpacing: 100
+    }}
+  }},
+  groups: {{
+    case: {{
+      shape: "box",
+      color: {{ background: "#97C2FC", border: "#2B7CE9" }},
+      font: {{ size: 11 }},
+      widthConstraint: {{ minimum: 200, maximum: 350 }}
+    }},
+    demand: {{
+      shape: "box",
+      color: {{ background: "#FFB366", border: "#FF8C00" }},
+      font: {{ size: 12 }},
+      widthConstraint: {{ minimum: 200, maximum: 400 }}
+    }}
+  }},
+  edges: {{ arrows: "to", smooth: {{ type: "cubicBezier" }} }},
+  physics: {{ enabled: false }},
+  interaction: {{ hover: true, tooltipDelay: 100 }}
+}};
+var network = new vis.Network(container, data, options);
+
+// 点击 case 节点跳转到原帖
+network.on("click", function(params) {{
+    if (params.nodes.length > 0) {{
+        var nodeId = params.nodes[0];
+        var nodeData = nodes.get(nodeId);
+        if (nodeData.url) {{
+            window.open(nodeData.url, '_blank');
+        }}
+    }}
+}});
+</script>
+</body></html>"""
+    return html
+
+
+# ===== 主流程 =====
+
+async def run(cases_path: str):
+    with open(cases_path, "r", encoding="utf-8") as f:
+        cases_data = json.load(f)
+
+    cases = cases_data.get("cases", [])
+    topic = cases_data.get("topic", "未知主题")
+
+    # 过滤：只保留有图片的 case（兼容多种字段名）
+    def has_images(case):
+        imgs = case.get("images") or case.get("effect_images") or []
+        return len(imgs) > 0
+
+    cases_with_images = [c for c in cases if has_images(c)]
+    skipped = len(cases) - len(cases_with_images)
+
+    print("=" * 60)
+    print(f"输入: {cases_path}")
+    print(f"主题: {topic} (总计 {len(cases)} 个案例)")
+    if skipped > 0:
+        print(f"过滤: 跳过 {skipped} 个纯视频案例，保留 {len(cases_with_images)} 个图文案例")
+    print("=" * 60)
+
+    if not cases_with_images:
+        print("\n错误: 没有图文案例可处理")
+        return
+
+    # Step 1a: 逐帖子提需求（并发）
+    print(f"\n第 1a 步：逐帖子提取需求（{len(cases_with_images)} 个并发）...")
+    tasks = [extract_demands_for_case(case) for case in cases_with_images]
+    all_case_demands = await asyncio.gather(*tasks)
+
+    total_raw = sum(len(cd["demands"]) for cd in all_case_demands)
+    for cd in all_case_demands:
+        n = len(cd["demands"])
+        names = ", ".join(d["demand_name"] for d in cd["demands"][:3])
+        suffix = "..." if n > 3 else ""
+        print(f"  Case {cd['case_id']}: {n} 个需求 [{names}{suffix}]")
+    print(f"  共提取 {total_raw} 个原始需求")
+
+    # Step 1b: 合并去重
+    print(f"\n第 1b 步：合并去重...")
+    merged_demands = await merge_demands(all_case_demands)
+    print(f"  合并后 {len(merged_demands)} 个需求：")
+    for i, md in enumerate(merged_demands, 1):
+        print(f"  {i}. {md['demand_name']} (来自 case {md.get('source_case_ids', [])})")
+
+    # Step 2: 搜索节点
+    print(f"\n第 2 步：语义搜索内容树 + 获取父子节点...")
+    search_results = await step2_search_and_expand(merged_demands)
+    for dn, dims in search_results.items():
+        total = sum(len(ns) for ns in dims.values())
+        print(f"  [{dn}] {total} 个节点")
+
+    # Step 3: 挂载决策（并发）
+    print(f"\n第 3 步：LLM 挂载决策（{len(merged_demands)} 个需求并发）...")
+    decisions = await step3_mount_decisions(merged_demands, search_results)
+    for d in decisions:
+        print(f"\n{'─' * 40}")
+        print(f"【{d['demand_name']}】(来自 case {d['source_case_ids']})")
+        print(d["decision"])
+
+    # 构建关系表
+    relation_table = build_relation_table(all_case_demands, merged_demands, decisions)
+
+    # 构建 case 信息映射（用于可视化）
+    # 统一使用字符串作为 key，避免类型不匹配
+    case_info_map = {}
+    for c in cases_with_images:
+        case_info_map[str(c["case_id"])] = {
+            "title": c.get("title") or c.get("video_title") or c.get("post_title", ""),
+            "images": c.get("images") or c.get("effect_images", []),
+            "link": c.get("source_link") or c.get("video_url") or c.get("post_url", "")
+        }
+
+    # 保存结果
+    output_dir = Path(cases_path).parent
+    output_file = output_dir / "match_nodes_result.json"
+    output_data = {
+        "topic": topic,
+        "case_info": case_info_map,  # 新增：保存 case 信息
+        "per_case_demands": [
+            {"case_id": cd["case_id"], "title": cd["title"],
+             "demands": [d["demand_name"] for d in cd["demands"]]}
+            for cd in all_case_demands
+        ],
+        "merged_demands": merged_demands,
+        "search_results": search_results,
+        "mount_decisions": decisions,
+        "relation_table": relation_table,
+    }
+    with open(output_file, "w", encoding="utf-8") as f:
+        json.dump(output_data, f, ensure_ascii=False, indent=2)
+    print(f"\n结果已保存到: {output_file}")
+
+    # 生成可视化
+    html = generate_html_visualization(cases_data, all_case_demands, merged_demands, decisions, search_results)
+    html_file = output_dir / "match_nodes_graph.html"
+    with open(html_file, "w", encoding="utf-8") as f:
+        f.write(html)
+    print(f"可视化已保存到: {html_file}")
+
+
+if __name__ == "__main__":
+    if len(sys.argv) < 2:
+        print("用法: python match_nodes.py <cases.json 路径>")
+        print("示例: python match_nodes.py outputs/midjourney_0/02_cases.json")
+        sys.exit(1)
+
+    os.environ.setdefault("no_proxy", "*")
+    asyncio.run(run(sys.argv[1]))

examples/tool_research/prompt.md

@@ -0,0 +1,43 @@
+## 角色
+
+你是一名内容制作顾问，熟悉当前主流 AI 内容制作工具的能力边界（包括文生图、图生图等各类 AI 工具）。
+
+## 任务
+
+我会给你一份内容知识图谱的节点数据。你的任务是：
+
+**输入**：服装领域
+**输出**：这个领域的内容用 AI 制作时，需要哪些具体的工具能力
+
+**为什么需要这个分析？**
+直接用领域名称（如"服饰""美食"）去搜索工具太宽泛，无法匹配到具体需求。通过分析节点路径和频繁项集，可以提炼出更精准的工具需求。
+
+## 工具需求的定义
+
+工具需求 = 把数据中的高频、具体的要素，组合成多个可以用来搜索/匹配工具的描述。
+
+**示例**：
+- 体育领域 → "运动人物的动态姿势生成能力"
+
+## 数据说明
+
+你可以使用的数据包括：
+- **路径**：节点在知识图谱中的层级位置
+- **节点权重（weight）**：话题节点的热度，越高越主流
+- **频繁项集**：内容中经常共同出现的要素组合，反映真实创作模式
+- **帖子解构信息**：从帖子解构信息中，归纳出相似的、高频的模式
+
+## 过滤规则
+
+分析时请忽略纯粹描述用户行为的节点（如"分享""转发""点赞"等），这些与内容制作无关。
+只关注描述**画面内容、叙事方式、视觉风格**的节点。
+
+## 输出要求：
+1. 输出的需求必须面向领域，比如，如果我面向体育，就不可以提办公室的背景这样的需求
+2. 输出的结果中需包含：
+ 需求：
+数据依赖：包含具体的点、频繁项集
+
+
+
+

examples/tool_research/prompts/category_tree.json

@@ -0,0 +1,45707 @@
+{
+  "name": "root",
+  "path": "",
+  "children": [
+    {
+      "name": "产品植入",
+      "path": "/产品植入",
+      "id": 15996,
+      "source_stable_id": -10,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 1,
+      "elements": [
+        {
+          "name": "产品植入",
+          "count": 1,
+          "post_ids": [
+            "671f7fab000000003c01fffc"
+          ]
+        }
+      ],
+      "total_element_count": 1,
+      "children": [],
+      "total_posts_count": 1
+    },
+    {
+      "name": "倡导",
+      "path": "/倡导",
+      "id": 16007,
+      "source_stable_id": -21,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 2,
+      "elements": [
+        {
+          "name": "倡导",
+          "count": 2,
+          "post_ids": [
+            "63712737",
+            "64210278"
+          ]
+        }
+      ],
+      "total_element_count": 2,
+      "children": [],
+      "total_posts_count": 0
+    },
+    {
+      "name": "分享",
+      "path": "/分享",
+      "id": 15991,
+      "source_stable_id": -5,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 301,
+      "elements": [
+        {
+          "name": "分享",
+          "count": 301,
+          "post_ids": [
+            "03c54bcf569a9f957f3879f5e87cbb19",
+            "0834b527a0fe32c83eb9be0b1cf45140",
+            "1068bda1f94431bfb3b91b60073f1e46",
+            "21006075",
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+                        {
+                          "name": "生活化",
+                          "count": 1,
+                          "post_ids": [
+                            "64314678"
+                          ]
+                        }
+                      ],
+                      "total_element_count": 5,
+                      "children": [],
+                      "total_posts_count": 4
+                    },
+                    {
+                      "name": "材质质感",
+                      "path": "/表象/视觉/画面特征/风格氛围/材质质感",
+                      "id": 15200,
+                      "source_stable_id": 737,
+                      "source_type": "实质",
+                      "description": "物体表面的触觉和视觉质地特征",
+                      "category_nature": "领域",
+                      "level": 5,
+                      "parent_id": 15781,
+                      "element_count": 14,
+                      "elements": [
+                        {
+                          "name": "银色丝绸",
+                          "count": 1,
+                          "post_ids": [
+                            "3a8712377c1ad3ad44d0f0271e28532d"
+                          ]
+                        },
+                        {
+                          "name": "毛绒质感",
+                          "count": 5,
+                          "post_ids": [
+                            "696f0da3000000001a029d29",
+                            "6973742d000000002801e8aa",
+                            "69770dc6000000001a02efe9",
+                            "6978db47000000001a0293e7",
+                            "697a20e9000000001a033338"
+                          ]
+                        },
+                        {
+                          "name": "软硬材质",
+                          "count": 1,
+                          "post_ids": [
+                            "69679e0e000000000e03ca97"
+                          ]
+                        },
+                        {
+                          "name": "自然材质",
+                          "count": 2,
+                          "post_ids": [
+                            "681c64ce000000002200554c",
+                            "68843a4d000000001c037591"
+                          ]
+                        },
+                        {
+                          "name": "粗粝",
+                          "count": 1,
+                          "post_ids": [
+                            "6968ef250000000021033c7c"
+                          ]
+                        },
+                        {
+                          "name": "土质纹理",
+                          "count": 1,
+                          "post_ids": [
+                            "6968ef250000000021033c7c"
+                          ]
+                        },
+                        {
+                          "name": "受损状态",
+                          "count": 1,
+                          "post_ids": [
+                            "6794ca60000000001801ba29"
+                          ]
+                        },
+                        {
+                          "name": "产品质感",
+                          "count": 1,
+                          "post_ids": [
+                            "664c38f0000000001303c21f"
+                          ]
+                        },
+                        {
+                          "name": "幼态特征",
+                          "count": 1,
+                          "post_ids": [
+                            "68e9b94d0000000007036a6a"
+                          ]
+                        }
+                      ],
+                      "total_element_count": 14,
+                      "children": [],
+                      "total_posts_count": 12
+                    },
+                    {
+                      "name": "装修风格",
+                      "path": "/表象/视觉/画面特征/风格氛围/装修风格",
+                      "id": 15832,
+                      "source_stable_id": 735,
+                      "source_type": "实质",
+                      "description": "室内空间的整体设计风格类型",
+                      "category_nature": "领域",
+                      "level": 5,
+                      "parent_id": 15781,
+                      "element_count": 0,
+                      "elements": [],
+                      "total_element_count": 52,
+                      "children": [
+                        {
+                          "name": "地域风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/地域风格",
+                          "id": 15204,
+                          "source_stable_id": 741,
+                          "source_type": "实质",
+                          "description": "具有特定地域文化特色的装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 7,
+                          "elements": [
+                            {
+                              "name": "港式街头",
+                              "count": 2,
+                              "post_ids": [
+                                "696b658e000000001a01d2ef"
+                              ]
+                            },
+                            {
+                              "name": "英伦复古风",
+                              "count": 2,
+                              "post_ids": [
+                                "6848e2340000000021009f3a",
+                                "685f514f000000001703339d"
+                              ]
+                            },
+                            {
+                              "name": "意式",
+                              "count": 1,
+                              "post_ids": [
+                                "685f514f000000001703339d"
+                              ]
+                            },
+                            {
+                              "name": "摩洛哥风格",
+                              "count": 1,
+                              "post_ids": [
+                                "6968ef250000000021033c7c"
+                              ]
+                            },
+                            {
+                              "name": "中式",
+                              "count": 1,
+                              "post_ids": [
+                                "6729657b000000001b01149d"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 7,
+                          "children": [],
+                          "total_posts_count": 5
+                        },
+                        {
+                          "name": "工业风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/工业风格",
+                          "id": 15208,
+                          "source_stable_id": 745,
+                          "source_type": "实质",
+                          "description": "强调工业元素和线条感的装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 3,
+                          "elements": [
+                            {
+                              "name": "极简工业风",
+                              "count": 2,
+                              "post_ids": [
+                                "69679e0e000000000e03ca97",
+                                "696a5a3e000000001a022b1d"
+                              ]
+                            },
+                            {
+                              "name": "工业风",
+                              "count": 1,
+                              "post_ids": [
+                                "6960e87a000000000e00c216"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 3,
+                          "children": [],
+                          "total_posts_count": 3
+                        },
+                        {
+                          "name": "时代风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/时代风格",
+                          "id": 15206,
+                          "source_stable_id": 743,
+                          "source_type": "实质",
+                          "description": "体现特定历史时期特征的装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 9,
+                          "elements": [
+                            {
+                              "name": "复古混搭风",
+                              "count": 7,
+                              "post_ids": [
+                                "6848e2340000000021009f3a",
+                                "684e2d44000000002100cca7",
+                                "68538f7c000000002400805b",
+                                "6858eb52000000001203044b",
+                                "685b68c300000000150226bd",
+                                "685f514f000000001703339d"
+                              ]
+                            },
+                            {
+                              "name": "中古风",
+                              "count": 1,
+                              "post_ids": [
+                                "68538f7c000000002400805b"
+                              ]
+                            },
+                            {
+                              "name": "Y2K千禧",
+                              "count": 1,
+                              "post_ids": [
+                                "68b15f32000000001d00ef75"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 9,
+                          "children": [],
+                          "total_posts_count": 7
+                        },
+                        {
+                          "name": "法式风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/法式风格",
+                          "id": 15205,
+                          "source_stable_id": 742,
+                          "source_type": "实质",
+                          "description": "源自法国的各类装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 3,
+                          "elements": [
+                            {
+                              "name": "法式复古风格",
+                              "count": 1,
+                              "post_ids": [
+                                "6850c82a000000002100f096"
+                              ]
+                            },
+                            {
+                              "name": "法式公馆风",
+                              "count": 1,
+                              "post_ids": [
+                                "68426c88000000002002b334"
+                              ]
+                            },
+                            {
+                              "name": "法式奶油风",
+                              "count": 1,
+                              "post_ids": [
+                                "682a8f11000000002002a511"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 3,
+                          "children": [],
+                          "total_posts_count": 3
+                        },
+                        {
+                          "name": "特色风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/特色风格",
+                          "id": 15209,
+                          "source_stable_id": 746,
+                          "source_type": "实质",
+                          "description": "具有独特主题或特殊场景特征的装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 3,
+                          "elements": [
+                            {
+                              "name": "学院风",
+                              "count": 2,
+                              "post_ids": [
+                                "696a5a3e000000001a022b1d",
+                                "697a20e9000000001a033338"
+                              ]
+                            },
+                            {
+                              "name": "监狱风",
+                              "count": 1,
+                              "post_ids": [
+                                "6900667d000000000300f640"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 3,
+                          "children": [],
+                          "total_posts_count": 3
+                        },
+                        {
+                          "name": "色调风格",
+                          "path": "/表象/视觉/画面特征/风格氛围/装修风格/色调风格",
+                          "id": 15207,
+                          "source_stable_id": 744,
+                          "source_type": "实质",
+                          "description": "以特定色调为主导的装修风格",
+                          "category_nature": "领域",
+                          "level": 6,
+                          "parent_id": 15832,
+                          "element_count": 27,
+                          "elements": [
+                            {
+                              "name": "红色家装",
+                              "count": 1,
+                              "post_ids": [
+                                "82b864cd83e9a5f376214dbc341d6dad"
+                              ]
+                            },
+                            {
+                              "name": "奶油风",
+                              "count": 23,
+                              "post_ids": [
+                                "681c64ce000000002200554c",
+                                "682a8f11000000002002a511",
+                                "682bdb47000000002202dfa0",
+                                "682bdbba000000002202b26e",
+                                "6837f019000000000c03aab2",
+                                "6843ab3f000000002202508e",
+                                "684e2d44000000002100cca7",
+                                "68538f7c000000002400805b",
+                                "685b68c300000000150226bd",
+                                "6865ec61000000000b02c53b",
+                                "687ee6fc000000001c032bb1",
+                                "688046ef000000002203150e",
+                                "68843a4d000000001c037591"
+                              ]
+                            },
+                            {
+                              "name": "奶油色空间",
+                              "count": 3,
+                              "post_ids": [
+                                "681c64ce000000002200554c",
+                                "6843ab3f000000002202508e",
+                                "685b68c300000000150226bd"
+                              ]
+                            }
+                          ],
+                          "total_element_count": 27,
+                          "children": [],
+                          "total_posts_count": 13
+                        }
+                      ],
+                      "total_posts_count": 27
+                    }
+                  ],
+                  "total_posts_count": 51
+                }
+              ],
+              "total_posts_count": 64
+            }
+          ],
+          "total_posts_count": 64
+        }
+      ],
+      "total_posts_count": 300
+    },
+    {
+      "name": "表达",
+      "path": "/表达",
+      "id": 16002,
+      "source_stable_id": -16,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 3,
+      "elements": [
+        {
+          "name": "表达",
+          "count": 3,
+          "post_ids": [
+            "63762367",
+            "64801086",
+            "65084923"
+          ]
+        }
+      ],
+      "total_element_count": 3,
+      "children": [],
+      "total_posts_count": 0
+    },
+    {
+      "name": "解读",
+      "path": "/解读",
+      "id": 15988,
+      "source_stable_id": -2,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 1,
+      "elements": [
+        {
+          "name": "解读",
+          "count": 1,
+          "post_ids": [
+            "9b95ed26ea9f265079b09e2d1032bc7c"
+          ]
+        }
+      ],
+      "total_element_count": 1,
+      "children": [],
+      "total_posts_count": 0
+    },
+    {
+      "name": "评论",
+      "path": "/评论",
+      "id": 15993,
+      "source_stable_id": -7,
+      "source_type": "意图",
+      "description": null,
+      "category_nature": null,
+      "level": 1,
+      "parent_id": null,
+      "element_count": 4,
+      "elements": [
+        {
+          "name": "评论",
+          "count": 4,
+          "post_ids": [
+            "22bcaccb2262e8864af03c8323490832",
+            "62da797f45d5b2a8ebd9149c3b52c719",
+            "63762379",
+            "df635f43f39a1fa41c13da96320c45c3"
+          ]
+        }
+      ],
+      "total_element_count": 4,
+      "children": [],
+      "total_posts_count": 0
+    }
+  ]
+}

examples/tool_research/prompts/step1_extract_demands.prompt

@@ -0,0 +1,70 @@
+---
+model: qwen-vl-max
+temperature: 0.3
+---
+
+$system$
+## 角色
+
+你是一名内容制作顾问，熟悉当前主流 AI 内容制作工具的能力边界。
+
+## 任务
+
+我会给你一个具体的制作案例（帖子），可能包含文字描述和效果图片。
+你需要从这个案例中提炼出具体的 AI 制作需求。
+
+## 什么是"制作需求"
+
+制作需求 = 这个案例体现出的、可以用来匹配内容分类节点的具体能力诉求。
+
+**不是**笼统的分类（如"AI 绘画"），**而是**具体的诉求。
+
+**示例**：
+- "行星级尺度的巨构建筑场景渲染"
+- "中文文字嵌入画面的生成"
+- "传统戏曲妆容与服饰的精细还原"
+
+## 过滤规则
+
+- 忽略用户行为描述（"分享""点赞"），只关注**画面内容、视觉风格、技术手段**
+- 如果有图片，仔细观察图片中的视觉特征（构图、色调、主体、风格），作为需求提取的依据
+
+## 输出格式
+
+JSON 数组，每个元素：
+- "demand_name": 需求简短名称（字符串，不含换行）
+- "description": 详细描述（字符串，不含未转义的引号和换行）
+- "search_keywords": 用于在内容分类树中搜索的关键词列表（4-8个），应包含：
+  - 核心主题词（如"科幻"、"建筑"、"人物"）
+  - 风格词（如"电影感"、"写实"、"赛博朋克"）
+  - 技术词（如"光影"、"渲染"、"细节"）
+  - 尽量拆分成单个词或短语，避免长句
+- "evidence": 从本案例中提取此需求的依据（简要，字符串）
+
+**重要**：
+- **所有字符串字段中绝对不要使用双引号**，如需引用用单引号或直接省略
+- 描述中不要使用换行符，用空格、逗号或句号分隔
+- evidence 字段保持简短，不要包含复杂的标点符号
+- 确保输出是合法的 JSON 格式
+
+只输出 JSON，不要其他内容。
+
+JSON Schema:
+```json
+{
+  "type": "array",
+  "items": {
+    "type": "object",
+    "required": ["demand_name", "description", "search_keywords", "evidence"],
+    "properties": {
+      "demand_name": {"type": "string"},
+      "description": {"type": "string"},
+      "search_keywords": {"type": "array", "items": {"type": "string"}, "minItems": 4, "maxItems": 8},
+      "evidence": {"type": "string"}
+    }
+  }
+}
+```
+
+$user$
+{case_content}

examples/tool_research/prompts/step1b_merge_demands.prompt

@@ -0,0 +1,64 @@
+---
+model: qwen-plus
+temperature: 0.3
+---
+
+$system$
+## 角色
+你是一个需求分析专家，擅长对相似需求进行归类合并。
+
+## 任务
+我会给你从多个帖子中分别提取的制作需求列表。你需要：
+1. 找出语义相同或高度相似的需求，合并为一个
+2. 保留每个需求来源于哪些帖子（case_id）
+3. 合并后的需求取最精确的描述和关键词
+
+## 合并原则
+- **只合并几乎完全相同的需求**：名称和描述必须高度一致，才能合并
+- **保持具体性**：宁可保留多个具体需求，也不要合并成抽象的大类
+- **侧重点不同则独立**：即使领域相近，只要侧重点、技术手段、风格特征有明显差异，就保持独立
+- **合并示例**：
+  - ✅ 可合并："3D角色建模" + "3D人物建模" → "3D角色/人物建模"
+  - ❌ 不合并："科幻场景渲染" + "赛博朋克城市生成"（风格不同）
+  - ❌ 不合并："电影级光影" + "自然光渲染"（技术侧重不同）
+- search_keywords 取并集并去重
+- 合并后的 demand_name 保留最具体、最有区分度的那个
+
+## 输出格式
+JSON 数组，每个元素：
+- "demand_name": 合并后的需求名称（字符串，不含换行）
+- "description": 合并后的描述（字符串，不含未转义的引号和换行）
+- "search_keywords": 合并后的关键词列表（字符串数组）
+- "source_case_ids": 来源帖子的 case_id 列表（数组）
+- "evidence": 合并后的依据摘要（字符串，不含换行）
+
+**重要**：
+- **所有字符串字段中绝对不要使用双引号**，如需引用用单引号或直接省略
+- 描述中不要使用换行符，用空格、逗号或句号分隔
+- evidence 字段保持简短，不要包含复杂的标点符号
+- 确保输出是合法的 JSON 格式
+
+只输出 JSON，不要其他内容。
+
+JSON Schema:
+```json
+{
+  "type": "array",
+  "items": {
+    "type": "object",
+    "required": ["demand_name", "description", "search_keywords", "source_case_ids", "evidence"],
+    "properties": {
+      "demand_name": {"type": "string"},
+      "description": {"type": "string"},
+      "search_keywords": {"type": "array", "items": {"type": "string"}},
+      "source_case_ids": {"type": "array"},
+      "evidence": {"type": "string"}
+    }
+  }
+}
+```
+
+$user$
+以下是从各个帖子中分别提取的需求：
+
+{all_demands_json}

examples/tool_research/prompts/step3_mount_decision.prompt

@@ -0,0 +1,84 @@
+---
+model: qwen-plus
+temperature: 0.3
+---
+
+$system$
+## 角色
+你是一个内容分类挂载专家，熟悉内容分类树的结构和语义。
+
+## 任务
+你需要根据：
+1. 已提炼的制作需求（含描述和数据依据）
+2. 每个需求在内容树中搜索到的候选节点（含父链和子节点）
+
+为每个需求决定应该挂载到哪些内容树节点上。
+
+## 挂载原则
+1. **语义匹配优先**：选择与需求语义最贴合的节点
+2. **粒度适当**：如果某个节点的子节点更精确，优先挂到子节点；但如果需求覆盖面广，可以挂到较高层级
+3. **多维度挂载**：一个需求可以同时挂载到实质、形式、意图等不同维度的节点
+4. **有理有据**：每个挂载建议必须说明理由
+5. **敢于否定**：如果搜索到的节点都不合适，说明原因并建议可能的替代搜索方向
+
+## 输出格式
+输出 JSON 对象，包含以下字段：
+- "demand_name": 需求名称（字符串）
+- "mounted_nodes": 建议挂载的节点数组，每个元素包含：
+  - "entity_id": 节点 ID（整数）
+  - "name": 节点名称（字符串）
+  - "source_type": 所属维度，如"实质"、"形式"、"意图"（字符串）
+  - "reason": 挂载理由（字符串）
+- "rejected_nodes": 不建议挂载的节点数组（可选），每个元素包含：
+  - "entity_id": 节点 ID（整数）
+  - "name": 节点名称（字符串）
+  - "reason": 不挂载的理由（字符串）
+- "notes": 补充说明（字符串，可选）
+
+**重要**：
+- 只输出 JSON，不要其他内容
+- 所有字符串字段中不要使用双引号，如需引用用单引号
+- 确保输出是合法的 JSON 格式
+
+JSON Schema:
+```json
+{
+  "type": "object",
+  "required": ["demand_name", "mounted_nodes"],
+  "properties": {
+    "demand_name": {"type": "string"},
+    "mounted_nodes": {
+      "type": "array",
+      "items": {
+        "type": "object",
+        "required": ["entity_id", "name", "source_type", "reason"],
+        "properties": {
+          "entity_id": {"type": "integer"},
+          "name": {"type": "string"},
+          "source_type": {"type": "string"},
+          "reason": {"type": "string"}
+        }
+      }
+    },
+    "rejected_nodes": {
+      "type": "array",
+      "items": {
+        "type": "object",
+        "required": ["entity_id", "name", "reason"],
+        "properties": {
+          "entity_id": {"type": "integer"},
+          "name": {"type": "string"},
+          "reason": {"type": "string"}
+        }
+      }
+    },
+    "notes": {"type": "string"}
+  }
+}
+```
+
+$user$
+# 需求及其搜索到的内容树节点
+{node_context}
+
+请为这个需求给出挂载建议，只输出 JSON。

examples/tool_research/research.prompt

@@ -76,7 +76,7 @@ $system$
 - 方向不明确，需要用户指导
 
 **如何结束**：
-1. **必须**使用 `write_file` 将调研结果按照下面的 JSON 格式写入到examples/research/outputs/seedream
+1. **必须**使用 `write_file` 将调研结果按照下面的 JSON 格式写入到examples/tool_research/outputs/flux_1
 2. 输出文件路径由调用方在 task 中指定，如未指定则输出为纯文本消息
 
 

examples/tool_research/tool_research.prompt

@@ -44,8 +44,8 @@ $system$
 
 **调研任务分解**（将 %output_dir% 替换为实际路径后调用）：
 1. **官网调研**：搜索 [工具名] 的官网，获取官方介绍、技术文档、API 文档。记录所有链接和图片。将结果写入 [实际路径]/01_official.json
-2. **用户案例调研（重点）**：**大量搜索**用户在微信公众号、X、知乎上分享的 [工具名] 使用案例。每个案例必须记录：用户输入、输出结果、操作过程、效果图片链接、信源链接。至少收集 10+ 个真实案例。将结果写入 [实际路径]/02_cases.json
-3. **视频教程调研**：在 YouTube 搜索 [工具名] 的教程视频。记录视频标题、链接、关键截图、使用步骤。将结果写入 [实际路径]/03_video.json
+2. **用户案例调研 - 图文渠道（重点）**：**大量搜索**用户在微信公众号、X、知乎、小红书上分享的 [工具名] 使用案例。每个案例必须记录：用户输入、输出结果、操作过程、效果图片链接、信源链接。至少收集 10+ 个真实案例。将结果写入 [实际路径]/02_cases.json
+3. **用户案例调研 - 视频渠道（补充）**：在上一轮图文渠道**未覆盖**的渠道中搜索用例，包括 YouTube（使用 youtube_detail 获取字幕来提取用例细节）和 B站。重点通过字幕/描述还原用户的实际操作过程和输入输出。将新增案例**追加**到 [实际路径]/02_cases.json 中（读取已有文件，在 cases 数组末尾追加，更新 total_cases 计数）。
 4. **评测调研**：搜索 [工具名] 的评测文章和测试报告。记录评测结论、测试数据、信源链接。将结果写入 [实际路径]/04_review.json
 5. **竞品对比调研**：搜索 [工具名] 与竞品的对比讨论。记录对比结论、优劣势、信源链接。将结果写入 [实际路径]/05_comparison.json
 
@@ -77,12 +77,13 @@ $system$
    - API 文档链接：`[API 文档](https://...)`
 
 4. **用户案例（重点）**
-   - **至少 10+ 个真实案例**，每个案例必须包含：
+   - **至少 10+ 个真实案例**（图文渠道 + 视频渠道），每个案例必须包含：
      - 案例标题和来源：`### 案例 X：[标题] | [来源](链接)`
      - 用户输入：具体的 prompt/参数
      - 输出结果：文字描述 + 效果图
      - 操作过程：关键步骤
      - 效果图片：`![效果图](图片链接)`
+     - 来源渠道标注（图文/视频）
    - 按应用场景分类（如：图像生成、风格迁移、产品设计等）
 
 5. **评测与对比**
@@ -101,6 +102,6 @@ $system$
 - 文件路径格式：`%output_dir%/[工具名称]_guide.md`
 
 $user$
-请开始工作：调研 seedream 5.0 Lite，生成完整文档并结构化存储。
+请开始工作：调研 flux 2.0 max，生成完整文档并结构化存储。
 
 输出目录：%output_dir%/

examples/tool_research/tools/__init__.py

@@ -0,0 +1 @@
+# tools/__init__.py

examples/tool_research/tools/content_tree.py

@@ -0,0 +1,234 @@
+"""
+内容树 API 工具
+
+封装内容树搜索接口：
+1. search_content_tree - 关键词搜索分类和元素
+2. get_category_tree - 获取指定分类的完整路径和子树
+"""
+
+import logging
+from typing import Optional
+
+import httpx
+
+from agent.tools import tool
+from agent.tools.models import ToolResult
+
+logger = logging.getLogger(__name__)
+
+BASE_URL = "http://8.147.104.190:8001"
+
+
+@tool(description="在内容树中搜索分类（category）和元素（element），支持获取祖先路径和子孙节点")
+async def search_content_tree(
+    q: str,
+    source_type: str,
+    entity_type: str = "all",
+    top_k: int = 20,
+    use_description: bool = False,
+    include_ancestors: bool = False,
+    descendant_depth: int = 0,
+) -> ToolResult:
+    """
+    关键词搜索内容树中的分类和元素。
+
+    Args:
+        q: 搜索关键词
+        source_type: 维度，必须是 "实质" / "形式" / "意图" 之一
+        entity_type: 搜索对象类型，"category" / "element" / "all"（默认）
+        top_k: 返回结果数量，1-100（默认20）
+        use_description: 是否同时搜索描述字段（默认仅搜索名称）
+        include_ancestors: 是否返回祖先路径
+        descendant_depth: 返回子孙节点深度，0=不返回，1=直接子节点，2=子+孙...
+    """
+    params = {
+        "q": q,
+        "source_type": source_type,
+        "entity_type": entity_type,
+        "top_k": top_k,
+        "use_description": str(use_description).lower(),
+        "include_ancestors": str(include_ancestors).lower(),
+        "descendant_depth": descendant_depth,
+    }
+
+    try:
+        async with httpx.AsyncClient(timeout=30.0) as client:
+            resp = await client.get(f"{BASE_URL}/api/agent/search", params=params)
+            resp.raise_for_status()
+            data = resp.json()
+
+        count = data.get("count", 0)
+        results = data.get("results", [])
+
+        # 格式化输出
+        lines = [f"搜索「{q}」（{source_type}维度）共找到 {count} 条结果：\n"]
+        for r in results:
+            etype = r.get("entity_type", "")
+            name = r.get("name", "")
+            score = r.get("score", 0)
+            if etype == "category":
+                sid = r.get("entity_id", "")
+                path = r.get("path", "")
+                desc = r.get("description", "")
+                lines.append(f"[分类] entity_id={sid} | {path} | score={score:.2f}")
+                if desc:
+                    lines.append(f"  描述: {desc}")
+                ancestors = r.get("ancestors", [])
+                if ancestors:
+                    anc_names = " > ".join(a["name"] for a in ancestors)
+                    lines.append(f"  祖先: {anc_names}")
+                descendants = r.get("descendants", [])
+                if descendants:
+                    desc_names = ", ".join(d["name"] for d in descendants[:10])
+                    lines.append(f"  子孙({len(descendants)}): {desc_names}")
+            else:
+                eid = r.get("entity_id", "")
+                belong = r.get("belong_category_entity_id", "")
+                occ = r.get("occurrence_count", 0)
+                lines.append(f"[元素] entity_id={eid} | {name} | belong_category={belong} | 出现次数={occ} | score={score:.2f}")
+                edesc = r.get("description", "")
+                if edesc:
+                    lines.append(f"  描述: {edesc}")
+            lines.append("")
+
+        return ToolResult(
+            title=f"内容树搜索: {q} ({source_type}) → {count} 条",
+            output="\n".join(lines),
+        )
+
+    except httpx.HTTPError as e:
+        return ToolResult(title="内容树搜索失败", output=f"HTTP 错误: {e}")
+    except Exception as e:
+        logger.exception("search_content_tree error")
+        return ToolResult(title="内容树搜索失败", output=f"错误: {e}")
+
+
+@tool(description="获取指定分类节点的完整路径、祖先和子孙结构（通过 entity_id 精确查询）")
+async def get_category_tree(
+    entity_id: int,
+    source_type: str,
+    include_ancestors: bool = True,
+    descendant_depth: int = -1,
+) -> ToolResult:
+    """
+    获取指定分类的完整路径和子树结构。
+
+    Args:
+        entity_id: 分类的 entity_id
+        source_type: 维度，"实质" / "形式" / "意图"
+        include_ancestors: 是否返回祖先路径（默认 True）
+        descendant_depth: 子孙深度，-1=全部，0=仅当前，1=子节点，2=子+孙...
+    """
+    params = {
+        "source_type": source_type,
+        "include_ancestors": str(include_ancestors).lower(),
+        "descendant_depth": descendant_depth,
+    }
+
+    try:
+        async with httpx.AsyncClient(timeout=30.0) as client:
+            resp = await client.get(f"{BASE_URL}/api/agent/search/category/{entity_id}", params=params)
+            resp.raise_for_status()
+            data = resp.json()
+
+        current = data.get("current", {})
+        ancestors = data.get("ancestors", [])
+        descendants = data.get("descendants", [])
+
+        lines = []
+        lines.append(f"分类节点: {current.get('name', '')} (entity_id={entity_id})")
+        lines.append(f"路径: {current.get('path', '')}")
+        if current.get("description"):
+            lines.append(f"描述: {current['description']}")
+        lines.append("")
+
+        if ancestors:
+            lines.append("祖先路径:")
+            for a in ancestors:
+                lines.append(f"  L{a.get('level', '?')} {a.get('name', '')} (entity_id={a.get('entity_id', '')})")
+            lines.append("")
+
+        if descendants:
+            lines.append(f"子孙节点 ({len(descendants)} 个):")
+            for d in descendants:
+                indent = "  " * d.get("depth_from_parent", 1)
+                leaf_mark = " [叶]" if d.get("is_leaf") else ""
+                lines.append(f"{indent}L{d.get('level', '?')} {d.get('name', '')} (entity_id={d.get('entity_id', '')}){leaf_mark}")
+
+        return ToolResult(
+            title=f"分类树: {current.get('name', entity_id)} (entity_id={entity_id})",
+            output="\n".join(lines),
+        )
+
+    except httpx.HTTPError as e:
+        return ToolResult(title="获取分类树失败", output=f"HTTP 错误: {e}")
+    except Exception as e:
+        logger.exception("get_category_tree error")
+        return ToolResult(title="获取分类树失败", output=f"错误: {e}")
+
+
+@tool(description="获取指定分类下的所有元素，支持分页、排序和筛选")
+async def get_category_elements(
+    category_id: int,
+    source_type: str,
+    page_size: int = 50,
+    sort_by: str = "occurrence_count",
+    order: str = "desc",
+    min_occurrence: Optional[int] = None,
+) -> ToolResult:
+    """
+    获取指定分类下的所有元素。
+
+    Args:
+        category_id: 分类的 entity_id
+        source_type: 维度，"实质" / "形式" / "意图"
+        page_size: 每页数量，1-200（默认50）
+        sort_by: 排序字段，"name" / "id" / "occurrence_count"（默认）
+        order: 排序方向，"asc" / "desc"（默认）
+        min_occurrence: 最小出现次数，用于过滤低频元素（可选）
+    """
+    params = {
+        "source_type": source_type,
+        "category_entity_id": category_id,
+        "page_size": page_size,
+        "sort_by": sort_by,
+        "order": order,
+    }
+    if min_occurrence is not None:
+        params["min_occurrence"] = min_occurrence
+
+    try:
+        async with httpx.AsyncClient(timeout=30.0) as client:
+            resp = await client.get(f"{BASE_URL}/api/agent/search/elements", params=params)
+            resp.raise_for_status()
+            data = resp.json()
+
+        total = data.get("total", 0)
+        results = data.get("results", [])
+
+        lines = [f"分类 {category_id} 下的元素（{source_type}维度）共 {total} 个，返回 {len(results)} 个：\n"]
+        for r in results:
+            eid = r.get("id", "")
+            name = r.get("name", "")
+            occ = r.get("occurrence_count", 0)
+            desc = r.get("description", "")
+            category = r.get("category", {})
+            cat_path = category.get("path", "")
+
+            lines.append(f"[元素] entity_id={eid} | {name} | 出现次数={occ}")
+            if desc:
+                lines.append(f"  描述: {desc}")
+            if cat_path:
+                lines.append(f"  所属分类: {cat_path}")
+            lines.append("")
+
+        return ToolResult(
+            title=f"分类元素: category_id={category_id} → {total} 个",
+            output="\n".join(lines),
+        )
+
+    except httpx.HTTPError as e:
+        return ToolResult(title="获取分类元素失败", output=f"HTTP 错误: {e}")
+    except Exception as e:
+        logger.exception("get_category_elements error")
+        return ToolResult(title="获取分类元素失败", output=f"错误: {e}")

examples/tool_research/tools/frequent_itemsets.py

@@ -0,0 +1,99 @@
+"""
+频繁项集 API 工具
+
+封装 pattern.aiddit.com 的频繁项集接口，用于查询与指定分类节点
+在优质内容中共同出现的关联要素。
+"""
+
+import logging
+
+import httpx
+
+from agent.tools import tool
+from agent.tools.models import ToolResult
+
+logger = logging.getLogger(__name__)
+
+ITEMSETS_URL = "https://pattern.aiddit.com/api/pattern/tools/get_frequent_itemsets/execute"
+
+HEADERS = {
+    "Accept": "*/*",
+    "Accept-Language": "zh-CN,zh;q=0.9",
+    "Connection": "keep-alive",
+    "Content-Type": "application/json",
+    "Origin": "https://pattern.aiddit.com",
+    "Referer": "https://pattern.aiddit.com/execution/33",
+    "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36",
+}
+
+
+@tool(description="查询与指定分类节点在优质内容中共同出现的频繁项集（关联要素），用于扩展制作需求的关联维度")
+async def get_frequent_itemsets(
+    entity_ids: list,
+    top_n: int = 20,
+    execution_id: int = 33,
+    sort_by: str = "absolute_support",
+) -> ToolResult:
+    """
+    获取与指定分类节点关联的频繁项集。
+
+    Args:
+        entity_ids: 分类节点的 entity_id 列表（即搜索接口返回的 entity_id 字段，非 stable_id）
+        top_n: 返回前 N 个项集，默认 20
+        execution_id: 执行 ID，默认 33
+        sort_by: 排序字段，默认 "absolute_support"
+    """
+    payload = {
+        "execution_id": execution_id,
+        "args": {
+            "top_n": top_n,
+            "category_ids": entity_ids,
+            "sort_by": sort_by,
+        },
+    }
+
+    try:
+        import json as _json
+        async with httpx.AsyncClient(timeout=30.0) as client:
+            resp = await client.post(ITEMSETS_URL, json=payload, headers=HEADERS)
+            resp.raise_for_status()
+            outer = resp.json()
+
+        # result 字段是 JSON 字符串，需要二次解析
+        data = _json.loads(outer["result"])
+        total = data.get("total", 0)
+        groups = data.get("groups", {})
+
+        # 收集所有 group 下的 itemsets
+        all_itemsets = []
+        for group_key, group in groups.items():
+            for itemset in group.get("itemsets", []):
+                itemset["_group"] = group_key
+                all_itemsets.append(itemset)
+
+        lines = [f"频繁项集查询 entity_ids={entity_ids}，共 {total} 条，返回 {len(all_itemsets)} 条：\n"]
+        for i, itemset in enumerate(all_itemsets, 1):
+            itemset_id = itemset.get("id", "")
+            item_count = itemset.get("item_count", "")
+            support = itemset.get("support", 0)
+            abs_support = itemset.get("absolute_support", "")
+            lines.append(f"{i}. 项集ID={itemset_id} | 项数={item_count} | support={support:.4f} | abs={abs_support}")
+            for elem in itemset.get("items", []):
+                dim = elem.get("dimension", "")
+                path = elem.get("category_path", "")
+                ename = elem.get("element_name") or ""
+                label = f"{path}（{ename}）" if ename else path
+                lines.append(f"   [{dim}] {label}")
+            lines.append("")
+
+        return ToolResult(
+            title=f"频繁项集: entity_ids={entity_ids} → {total} 条",
+            output="\n".join(lines),
+        )
+        return ToolResult(
+            title="频繁项集查询失败",
+            output=f"HTTP {e.response.status_code}: {e.response.text[:200]}",
+        )
+    except Exception as e:
+        logger.exception("get_frequent_itemsets error")
+        return ToolResult(title="频繁项集查询失败", output=f"错误: {e}")

examples/tool_research/visualize_results.py

@@ -0,0 +1,269 @@
+import json
+import sys
+from pathlib import Path
+
+def generate_html_visualization(result_data: dict, cases_data: dict) -> str:
+    merged_demands = result_data.get("merged_demands", [])
+    mount_decisions = result_data.get("mount_decisions", [])
+
+    # 构建 decision_map：demand_name → mounted_nodes
+    decision_map = {}
+    for d in mount_decisions:
+        dec = d.get("decision", {})
+        if isinstance(dec, dict):
+            decision_map[d["demand_name"]] = dec.get("mounted_nodes", [])
+        else:
+            decision_map[d["demand_name"]] = []
+
+    # 优先从 result_data 读取 case_info，如果没有则从 cases_data 构建
+    if "case_info" in result_data:
+        case_map = result_data["case_info"]
+    else:
+        case_map = {}
+        for c in cases_data.get("cases", []):
+            case_map[c["case_id"]] = {
+                "title": c.get("title") or c.get("video_title") or c.get("post_title", ""),
+                "images": c.get("images") or c.get("effect_images", []),
+                "link": c.get("source_link") or c.get("video_url") or c.get("post_url", "")
+            }
+
+    nodes_js = []
+    edges_js = []
+    node_id = 0
+
+    COLOR_CASE_BG = "#e3f2fd"
+    COLOR_CASE_BORDER = "#2196f3"
+    COLOR_DEMAND_BG = "#fff3e0"
+    COLOR_DEMAND_BORDER = "#ff9800"
+
+    for md in merged_demands:
+        demand_id = node_id
+        node_id += 1
+
+        dn = md["demand_name"]
+        
+        # 从挂载决策中获取最终选择的节点
+        mounted = decision_map.get(dn, [])
+        node_tags = []
+        for n in mounted:
+            node_tags.append(f"{n['name']}")
+
+        tags_str = " | ".join(node_tags) if node_tags else "无挂载节点"
+
+        demand_label = f"<b>{dn}</b>\n\n[{tags_str}]"
+        
+        demand_title_html = f"""
+            <div class='tooltip-title' style='background:{COLOR_DEMAND_BG}; border-color:{COLOR_DEMAND_BORDER}'>需求详情</div>
+            <div class='tooltip-content'>
+                <p><b>名称:</b> {dn}</p>
+                <p><b>描述:</b> {md["description"]}</p>
+                <p><b>挂载节点:</b> {tags_str}</p>
+                {"".join(f"<p>· {n['name']}({n.get('source_type','')}) — {n.get('reason','')}</p>" for n in mounted)}
+            </div>
+        """
+
+        nodes_js.append({
+            "id": demand_id,
+            "label": demand_label,
+            "title": demand_title_html,
+            "group": "demand",
+            "level": 0  # 核心改动1：Demand 改为 Level 0 (根节点)
+        })
+
+        for cid in md.get("source_case_ids", []):
+            case_id = node_id
+            node_id += 1
+
+            # 类型转换：case_info 的 key 可能是字符串
+            cid_str = str(cid)
+            case_info = case_map.get(cid_str) or case_map.get(cid, {"title": f"Case {cid}", "images": [], "link": ""})
+            title_short = case_info['title'][:20] + "..." if len(case_info['title']) > 20 else case_info['title']
+            case_label = f"<b>Case {cid}</b>\n{title_short}"
+
+            img_html = ""
+            if case_info['images']:
+                img_url = case_info['images'][0]
+                img_html = f'<img src="{img_url}" class="tooltip-img"/>'
+
+            case_title_html = f"""
+                <div class='tooltip-title' style='background:{COLOR_CASE_BG}; border-color:{COLOR_CASE_BORDER}'>帖子详情 (点击跳转)</div>
+                <div class='tooltip-content'>
+                    <p><b>ID:</b> {cid}</p>
+                    <p><b>标题:</b> {case_info["title"]}</p>
+                    {img_html}
+                </div>
+            """
+
+            nodes_js.append({
+                "id": case_id,
+                "label": case_label,
+                "title": case_title_html,
+                "url": case_info['link'], 
+                "group": "case",
+                "level": 1  # 核心改动2：Case 改为 Level 1 (叶子节点)
+            })
+
+            # 核心改动3：在数据上把连线方向反转为 Demand -> Case
+            edges_js.append({"from": demand_id, "to": case_id})
+
+    html = f"""<!DOCTYPE html>
+<html><head>
+<meta charset="utf-8">
+<meta name="referrer" content="no-referrer">
+<title>Case → Demand 语义映射图</title>
+<script src="https://unpkg.com/vis-network/standalone/umd/vis-network.min.js"></script>
+<style>
+  body {{ 
+    margin: 0; 
+    font-family: "Helvetica Neue", Helvetica, Arial, sans-serif; 
+    background-color: #f4f7f6; 
+    overflow: hidden; 
+  }}
+  #graph {{ width: 100vw; height: 100vh; background-color: white; }}
+  #header {{ 
+    position: absolute; top: 10px; left: 20px; padding: 10px 20px; 
+    display: flex; gap: 30px; align-items: center; 
+    background: rgba(255, 255, 255, 0.9); box-shadow: 0 4px 10px rgba(0,0,0,0.1);
+    border-radius: 8px; z-index: 10;
+  }}
+  .brand {{ font-size: 16px; font-weight: bold; color: #333; }}
+  #legend {{ display: flex; gap: 15px; align-items: center; font-size: 13px; }}
+  .legend-item {{ display: flex; align-items: center; gap: 6px; }}
+  .dot {{ width: 14px; height: 14px; border-radius: 3px; border: 1px solid; }}
+  div.vis-network div.vis-tooltip {{
+    padding: 0; border: none; border-radius: 8px; background-color: white;
+    box-shadow: 0 4px 15px rgba(0,0,0,0.25); font-size: 14px; max-width: 400px; overflow: hidden;
+  }}
+  .tooltip-title {{ padding: 10px 15px; font-weight: bold; border-bottom: 1px solid; color: #333; }}
+  .tooltip-content {{ padding: 15px; color: #555; }}
+  .tooltip-content p {{ margin: 0 0 10px 0; line-height: 1.5; }}
+  .tooltip-img {{ max-width: 100%; max-height: 250px; display: block; margin-top: 10px; border-radius: 4px; border: 1px solid #eee; }}
+</style>
+</head><body>
+
+<div id="header">
+  <div class="brand">语义映射网络 (鼠标拖拽平移，滚轮缩放)</div>
+  <div id="legend">
+    <span class="legend-item"><span class="dot" style="background:{COLOR_CASE_BG}; border-color:{COLOR_CASE_BORDER}"></span> 帖子 (Case)</span>
+    <span class="legend-item"><span class="dot" style="background:{COLOR_DEMAND_BG}; border-color:{COLOR_DEMAND_BORDER}"></span> 需求 (Demand)</span>
+  </div>
+</div>
+<div id="graph"></div>
+
+<script>
+var nodesRaw = {json.dumps(nodes_js, ensure_ascii=False)};
+var edgesRaw = {json.dumps(edges_js, ensure_ascii=False)};
+
+nodesRaw.forEach(function(node) {{
+    if (node.title && typeof node.title === 'string') {{
+        var container = document.createElement('div');
+        container.innerHTML = node.title;
+        node.title = container;
+    }}
+}});
+
+var nodes = new vis.DataSet(nodesRaw);
+var edges = new vis.DataSet(edgesRaw);
+var container = document.getElementById("graph");
+
+var options = {{
+  layout: {{
+    hierarchical: {{
+      direction: "DU",      /* 核心改动4：改为从下往上 (Down-Up) 生长。Level 0(Demand)在底，Level 1(Case)在顶 */
+      sortMethod: "directed", 
+      levelSeparation: 300,
+      nodeSpacing: 180,
+      treeSpacing: 350,
+      parentCentralization: true /* 由于 Demand 在逻辑上成了父节点，这个属性会完美将它居中 */
+    }}
+  }},
+  groups: {{
+    useDefaultGroups: false,
+    case: {{
+      shape: "box",
+      color: {{ background: "{COLOR_CASE_BG}", border: "{COLOR_CASE_BORDER}" }},
+      font: {{ size: 14, multi: 'html', color: "#0d47a1" }},
+      widthConstraint: {{ minimum: 150, maximum: 220 }},
+      shapeProperties: {{ borderDashes: false, borderRadius: 6 }},
+      margin: 12
+    }},
+    demand: {{
+      shape: "box",
+      color: {{ background: "{COLOR_DEMAND_BG}", border: "{COLOR_DEMAND_BORDER}" }},
+      font: {{ size: 15, multi: 'html', color: "#e65100" }},
+      widthConstraint: {{ minimum: 200, maximum: 300 }},
+      shapeProperties: {{ borderDashes: false, borderRadius: 6 }},
+      margin: 15
+    }}
+  }},
+  edges: {{ 
+    arrows: "from",   /* 核心改动5：虽然连线是 Demand->Case，但把箭头强制画在 Demand 一侧，看起来就是 Case->Demand */
+    color: {{ color: "#b0bec5", highlight: "#78909c" }},
+    smooth: {{ type: "cubicBezier", forceDirection: "vertical", roundness: 0.5 }},
+    width: 1.5
+  }},
+  physics: {{ enabled: false }}, 
+  interaction: {{ 
+    hover: true, tooltipDelay: 100, dragView: true, zoomView: true 
+  }}
+}};
+
+var network = new vis.Network(container, {{ nodes: nodes, edges: edges }}, options);
+
+network.once("afterDrawing", function() {{
+    if (nodesRaw.length > 0) {{
+        network.focus(nodesRaw[0].id, {{
+            scale: 1.0, 
+            animation: false,
+            offset: {{x: 0, y: -100}} 
+        }});
+    }}
+}});
+
+network.on("click", function(params) {{
+    if (params.nodes.length > 0) {{
+        var nodeData = nodes.get(params.nodes[0]);
+        if (nodeData.url && nodeData.url.startsWith('http')) window.open(nodeData.url, '_blank');
+    }}
+}});
+
+network.on("hoverNode", function(params) {{
+    if (nodes.get(params.node).url) network.canvas.body.container.style.cursor = 'pointer';
+}});
+network.on("blurNode", function() {{
+    network.canvas.body.container.style.cursor = 'default';
+}});
+</script>
+</body></html>"""
+    return html
+
+def main():
+    if len(sys.argv) < 2:
+        print("用法: python visualize_results.py <match_nodes_result.json路径>")
+        sys.exit(1)
+
+    result_path = Path(sys.argv[1])
+    if not result_path.exists():
+        print(f"错误: 文件不存在: {result_path}")
+        sys.exit(1)
+
+    with open(result_path, "r", encoding="utf-8") as f:
+        result_data = json.load(f)
+
+    cases_path = result_path.parent / "02_cases.json"
+    if not cases_path.exists():
+        cases_data = {"cases": []}
+    else:
+        with open(cases_path, "r", encoding="utf-8") as f:
+            cases_data = json.load(f)
+
+    html = generate_html_visualization(result_data, cases_data)
+
+    output_path = result_path.parent / "match_nodes_graph.html"
+    with open(output_path, "w", encoding="utf-8") as f:
+        f.write(html)
+
+    print(f"[OK] Visualization generated: {output_path}")
+
+if __name__ == "__main__":
+    main()

test_api.py

@@ -0,0 +1,21 @@
+import asyncio
+import httpx
+import json
+
+async def test():
+    async with httpx.AsyncClient(timeout=10) as client:
+        resp = await client.get(
+            "http://8.147.104.190:8001/api/agent/search",
+            params={
+                "q": "科幻",
+                "source_type": "实质",
+                "entity_type": "all",
+                "top_k": 2,
+                "use_description": "true",
+            }
+        )
+        data = resp.json()
+        with open("test_api_output.json", "w", encoding="utf-8") as f:
+            json.dump(data, f, ensure_ascii=False, indent=2)
+
+asyncio.run(test())

test_api_output.json

@@ -0,0 +1,23 @@
+{
+  "success": true,
+  "query": "科幻",
+  "source_type": "实质",
+  "entity_type": "all",
+  "count": 2,
+  "results": [
+    {
+      "entity_type": "element",
+      "entity_id": 120420,
+      "name": "赛博民俗",
+      "description": "结合传统民俗与科幻赛博风格的文化概念",
+      "category_path": null
+    },
+    {
+      "entity_type": "element",
+      "entity_id": 127947,
+      "name": "赛博民俗",
+      "description": "结合传统民俗与科幻赛博风格的文化概念",
+      "category_path": null
+    }
+  ]
+}