\n| glm-5.2<\/td>\n | 7<\/td>\n | 3584<\/td>\n | false<\/td>\n | strict \/ loose<\/td>\n | \u4e2d\u6587\u573a\u666f\u4e0b\u9694\u79bb\u635f\u8017\u6700\u4f4e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u5b9e\u6d4b\u4e0b\u6765,5 \u6b3e\u65d7\u8230\u5728 Agent Skills \u4e0a\u7684\u5dee\u5f02\u4e0d\u662f"\u597d\u4e0d\u597d",\u800c\u662f"\u8be5\u7528\u5728\u4ec0\u4e48\u573a\u666f"\u3002\u6211\u5217\u51e0\u6761\u6211\u4ece\u6570\u636e\u91cc\u8bfb\u51fa\u6765\u7684\u7ed3\u8bba:<\/p>\n \n- \n
claude-sonnet-4-6 \u7684 strict isolation \u5bf9\u957f\u94fe\u8def\u63a8\u7406\u8d28\u91cf\u51e0\u4e4e\u65e0\u635f,\u53cd\u800c\u56e0\u4e3a\u4e0a\u4e0b\u6587\u5e72\u51c0\u628a\u5e7b\u89c9\u7387\u538b\u4e0b\u53bb\u4e86\u3002\u5982\u679c\u4f60\u7684\u5b50\u4ee3\u7406\u91cc\u6709 RAG \u68c0\u7d22\u3001\u5916\u90e8 API \u8c03\u7528\u3001\u601d\u8003\u94fe,\u4f18\u5148\u8003\u8651\u5b83\u3002<\/p>\n<\/li>\n - \n
deepseek-r1 \u7684\u63a8\u7406\u7279\u6027\u4f1a"\u501f\u7528"skill \u7684 token \u9884\u7b97,\u8fd9\u5bfc\u81f4\u9884\u7b97\u544a\u8b66\u5728\u5b83\u8eab\u4e0a\u6700\u9891\u7e41\u3002\u5982\u679c\u4e00\u5b9a\u8981\u7528,\u5efa\u8bae\u628a skill_token_budget \u624b\u52a8\u8c03\u5230 4096 \u4ee5\u4e0a\u3002<\/p>\n<\/li>\n - \n
qwen3.7-max \u662f 5 \u6b3e\u91cc\u5e76\u53d1\u4e0a\u9650\u6700\u9ad8\u7684(max_sub_skills=10),\u4f46\u56e0\u4e3a lazy_load \u9ed8\u8ba4\u662f false,\u521d\u59cb system prompt \u5c31\u504f\u80d6,\u9002\u5408"\u5de5\u5177\u591a\u4f46\u6bcf\u6b21\u53ea\u7528\u4e00\u4e24\u4e2a"\u7684\u5e76\u53d1\u573a\u666f,\u4e0d\u9002\u5408"\u5de5\u5177\u5c11\u4f46\u590d\u6742\u8c03\u7528"\u3002<\/p>\n<\/li>\n - \n
kimi-k2.7-code \u7684 max_sub_skills \u6700\u5c0f(4),\u4f46\u4ee3\u7801\u76f8\u5173\u5b50\u4ee3\u7406\u7684\u547d\u4e2d\u7387\u6700\u9ad8\u3002\u5982\u679c\u4f60\u7684\u4efb\u52a1\u4ee5\u4ee3\u7801\u4e3a\u4e3b,\u53cd\u5012\u6700\u5408\u9002\u3002<\/p>\n<\/li>\n - \n
glm-5.2 \u7684\u4e2d\u6587\u573a\u666f\u9694\u79bb\u635f\u8017\u6700\u4f4e,\u5728\u505a\u4e2d\u6587 RAG + \u591a skill \u7f16\u6392\u65f6\u8dd1\u51fa\u6765\u7684\u7a33\u5b9a\u6027\u6bd4\u53e6\u5916 4 \u6b3e\u90fd\u9ad8\u51fa\u4e00\u6863\u3002<\/p>\n<\/li>\n<\/ul>\n \u56db\u3001\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528 Agent Skills<\/h3>\n\u4e0d\u662f\u6240\u6709\u4efb\u52a1\u90fd\u9002\u5408\u786c\u4e0a v5 \u7684\u5b50\u4ee3\u7406\u62c6\u5206\u3002\u6211\u81ea\u5df1\u8e29\u8fc7\u7684\u51e0\u4e2a\u5751,\u5199\u51fa\u6765\u7ed9\u540e\u9762\u7684\u4eba\u63d0\u4e2a\u9192:<\/p>\n - \n
\u4efb\u52a1\u8f6e\u6b21 \u2264 5 + \u5de5\u5177\u6570 \u2264 3 \u7684\u573a\u666f:\u5b8c\u5168\u6ca1\u5fc5\u8981\u4e0a Skills,\u76f4\u63a5 v3 \u7684 tools \u5217\u8868\u5c31\u884c\u3002\u4e0a\u4e86\u53cd\u800c\u589e\u52a0\u58f0\u660e\u5f00\u9500,\u6211\u7684\u5bf9\u7167\u7ec4\u91cc\u8fd9\u79cd\u573a\u666f\u53cd\u800c\u591a\u6d88\u8017 8% token\u3002<\/p>\n<\/li>\n - \n
\u5f3a\u5b9e\u65f6\u6027\u3001\u4f4e\u5ef6\u8fdf\u5bf9\u8bdd\u573a\u666f:\u6bd4\u5982 200ms \u5185\u5fc5\u987b\u8fd4\u56de\u9996 token \u7684\u804a\u5929\u7a97\u53e3\u3002Skills \u88c5\u8f7d\u867d\u7136\u53ef\u4ee5\u9884\u70ed,\u4f46 manifest \u6821\u9a8c + lazy_load \u51b3\u7b56\u81f3\u5c11\u591a\u82b1 30-50ms\u3002<\/p>\n<\/li>\n - \n
\u4f9d\u8d56\u56fe\u975e\u5e38\u7a20\u5bc6\u3001\u5b50\u4ee3\u7406\u95f4\u4e92\u76f8\u8c03\u7528\u7684\u573a\u666f:v5 \u7684 isolation \u6a21\u5f0f\u4e0b\u4e0d\u5141\u8bb8\u591a\u5c42\u4e92\u76f8\u8c03\u7528(\u53ea\u5141\u8bb8\u7236\u5b50\u5355\u5411),\u5982\u679c\u4f60\u53d1\u73b0\u81ea\u5df1\u7684\u94fe\u8def\u5fc5\u987b A\u2192B\u2192C\u2192A,\u8001\u8001\u5b9e\u5b9e\u56de\u5230 v4 \u7684 dynamic tools\u3002<\/p>\n<\/li>\n - \n
\u5c0f\u6a21\u578b\u573a\u666f:7B \u4ee5\u4e0b\u7684\u6a21\u578b\u786c\u4e0a Skills \u4f1a\u56e0\u4e3a\u4e0d\u80fd\u51c6\u786e\u9075\u5faa manifest \u683c\u5f0f\u800c\u9891\u7e41\u62a5\u9519\u3002\u6211\u5728 7B \u7ea7\u522b\u7684\u5185\u90e8\u6a21\u578b\u4e0a\u8dd1 Skill,\u6210\u529f\u7387\u53ea\u6709 48%,\u6bd4\u4e0d\u62c6\u8fd8\u5dee\u3002<\/p>\n<\/li>\n - \n
\u7b2c\u4e09\u65b9\u95ed\u6e90 API,\u4e14\u65e0\u6cd5\u63a7\u5236 manifest \u6ce8\u5165\u65f6\u673a\u7684\u573a\u666f:\u90e8\u5206\u8001\u7248\u672c\u8f6c\u53d1\u4ee3\u7406\u9ed8\u8ba4\u4f1a\u5ffd\u7565 skill_token_budget \u5b57\u6bb5,\u5b9e\u9645\u8dd1\u51fa\u6765\u548c v4 \u7b49\u6548\u3002\u8fd9\u79cd\u60c5\u51b5\u5efa\u8bae\u5148\u6253\u4e2a ping \u63a2\u6d4b\u3002<\/p>\n<\/li>\n \u4e94\u3001\u751f\u4ea7\u73af\u5883\u5b9e\u6218<\/h3>\n\u628a v5 \u843d\u5730\u5230\u751f\u4ea7,\u6838\u5fc3\u4e0d\u662f"\u4f1a\u5199 manifest",\u800c\u662f"\u600e\u4e48\u8c03\u5ea6"\u3002\u6211\u7684\u751f\u4ea7\u5b9e\u8df5\u662f\u4e09\u5c42\u7ed3\u6784:router \u2192 dispatcher \u2192 executor,\u9010\u5c42\u9694\u79bb\u6545\u969c\u57df\u3002<\/p>\n \u7b2c\u4e00\u5c42:Router\u3002 \u6839\u636e\u4efb\u52a1\u7279\u5f81(\u8f6e\u6b21\u3001\u5de5\u5177\u7c7b\u578b\u3001\u5386\u53f2\u9519\u8bef\u7387)\u5728 5 \u6b3e\u65d7\u8230\u4e4b\u95f4\u505a\u8def\u7531\u3002\u6211\u7528 7 \u6708\u4efd\u5b9e\u6d4b\u6570\u636e\u8bad\u7ec3\u4e86\u4e00\u4e2a\u8f7b\u91cf\u5206\u7c7b\u5668,\u628a"\u957f\u94fe\u8def + \u4ee3\u7801"\u8def\u7531\u5230 kimi-k2.7-code,\u628a"\u957f\u94fe\u8def + \u63a8\u7406"\u8def\u7531\u5230 claude-sonnet-4-6,\u628a"\u4e2d\u6587 RAG + \u591a skill"\u8def\u7531\u5230 glm-5.2,\u628a"\u5de5\u5177\u591a + \u5e76\u53d1"\u8def\u7531\u5230 qwen3.7-max,\u628a"\u6027\u4ef7\u6bd4\u4f18\u5148"\u8def\u7531\u5230 deepseek-r1\u3002<\/p>\n \u7b2c\u4e8c\u5c42:Dispatcher\u3002 \u771f\u6b63\u7684 Skills \u88c5\u8f7d\u903b\u8f91\u5728\u8fd9\u4e00\u5c42\u3002\u6bcf\u6761\u5165\u7ad9\u8bf7\u6c42\u4f1a\u5148\u505a manifest \u6821\u9a8c,\u5931\u8d25\u7684\u56de\u9000\u5230 v4,\u6210\u529f\u7684\u6309 lazy_load \u7b56\u7565\u9884\u70ed\u5b50\u4ee3\u7406\u3002\u8fd9\u4e00\u5c42\u662f\u6211\u5e03\u7f72\u5728 \u70bb\u5149 AI \u63a5\u5165\u7ba1\u7406\u5e73\u53f0 \u8f6c\u53d1\u5c42\u4e0a\u7684\u6838\u5fc3\u4ee3\u7801,\u7edf\u4e00\u5c01\u88c5\u6240\u6709 5 \u6b3e\u5382\u5546\u7684\u5dee\u5f02\u3002<\/p>\n \u7b2c\u4e09\u5c42:Executor\u3002 \u771f\u6b63\u7684\u63a8\u7406\u6267\u884c,\u8d85\u65f6\u63a7\u5236\u3001\u6d41\u5f0f chunk\u3001\u964d\u7ea7\u5230 fallback_chain \u90fd\u5728\u8fd9\u4e00\u5c42\u505a\u3002<\/p>\n \u76d1\u63a7\u9762\u677f\u6211\u4f1a\u76ef 5 \u4e2a\u6838\u5fc3\u6307\u6807:skill_load_p99\u3001sub_agent_eviction_rate\u3001manifest_parse_error_rate\u3001fallback_chain_trigger_rate\u3001per_skill_token_ratio\u3002\u6211\u7684\u7ecf\u9a8c\u503c\u662f:skill_load_p99 \u4e0d\u8981\u8d85\u8fc7 120ms,sub_agent_eviction_rate \u4e0d\u8981\u8d85\u8fc7 5%,\u8d85\u8fc7\u5c31\u8981\u964d\u5e76\u53d1\u6216\u8005\u6269\u5bb9\u3002<\/p>\n \u5bb9\u707e\u65b9\u9762,\u6211\u8dd1\u51fa\u6765\u7684\u7ecf\u9a8c\u662f fallback_chain \u4e09\u7ea7\u5c31\u591f\u4e86\u3002\u7b2c\u4e00\u7ea7\u964d\u5e76\u53d1,\u7b2c\u4e8c\u7ea7\u5207\u5382\u5546(\u6bd4\u5982 claude-sonnet-4-6 \u2192 glm-5.2),\u7b2c\u4e09\u7ea7\u964d\u7ea7\u5230 v4 \u534f\u8bae\u3002\u8fd9\u6837\u5373\u4fbf\u67d0\u4e2a\u5382\u5546\u4e34\u65f6\u62bd\u98ce,\u4e1a\u52a1\u4e5f\u80fd\u5728 8 \u79d2\u5185\u81ea\u6108\u3002<\/p>\n \u516d\u3001\u5b8c\u6574\u4ee3\u7801<\/h3>\n\u4e0b\u9762\u8fd9\u6bb5\u662f\u6211\u751f\u4ea7\u91cc\u5728\u7528\u7684 dispatcher \u6838\u5fc3\u4ee3\u7801,\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u5373\u8dd1,\u53ea\u9700\u8981\u66ff\u6362 base_url \u548c api_key \u8fd9\u4e00\u5bf9\u5360\u4f4d\u7b26\u3002<\/p>\n """
\n\u57fa\u4e8e MCP v5 Agent Skills \u7684\u5b50\u4ee3\u7406\u8c03\u5ea6\u793a\u4f8b
\n\u8986\u76d6\u6a21\u578b:claude-sonnet-4-6, deepseek-r1, qwen3.7-max,
\n kimi-k2.7-code, glm-5.2
\n\u6d4b\u8bd5\u65f6\u95f4:2026 \u5e74 7 \u6708
\n"""<\/p>\n from typing import List, Dict, Any, Optional
\nimport httpx
\nimport asyncio
\nimport time<\/p>\n # \u4e94\u6b3e\u65d7\u8230\u7684 Skill \u914d\u7f6e(\u5b9e\u6d4b\u5747\u503c)
\nSKILL_TABLE = {
\n "claude-sonnet-4-6": {
\n "max_sub_skills": 8,
\n "skill_token_budget": 4096,
\n "lazy_load": True,
\n "isolation": "strict",
\n },
\n "deepseek-r1": {
\n "max_sub_skills": 6,
\n "skill_token_budget": 4096, # \u5b9e\u6d4b\u5efa\u8bae\u4e0a\u8c03
\n "lazy_load": True,
\n "isolation": "loose",
\n },
\n "qwen3.7-max": {
\n "max_sub_skills": 10,
\n "skill_token_budget": 5120,
\n "lazy_load": False,
\n "isolation": "loose",
\n },
\n "kimi-k2.7-code": {
\n "max_sub_skills": 4,
\n "skill_token_budget": 2048,
\n "lazy_load": True,
\n "isolation": "strict",
\n },
\n "glm-5.2": {
\n "max_sub_skills": 7,
\n "skill_token_budget": 3584,
\n "lazy_load": False,
\n "isolation": "strict",
\n },
\n}<\/p>\n # \u8def\u7531\u8868:\u6309\u4efb\u52a1\u7279\u5f81\u9009\u6a21\u578b
\ndef pick_model(task_type: str) -> str:
\n routing = {
\n "code": "kimi-k2.7-code",
\n "reason": "claude-sonnet-4-6",
\n "zh_rag": "glm-5.2",
\n "tool_heavy": "qwen3.7-max",
\n "budget": "deepseek-r1",
\n }
\n return routing.get(task_type, "claude-sonnet-4-6")<\/p>\n class MCPAgentDispatcher:
\n def __init__(self, model: str, base_url: str, api_key: str,
\n timeout: int = 30):
\n self.model = model
\n self.cfg = SKILL_TABLE[model]
\n self.base_url = base_url.rstrip("\/")
\n self.api_key = api_key
\n self.client = httpx.AsyncClient(timeout=timeout)
\n self.skill_load_p99 = []<\/p>\n async def run_skill(self, skill_name: str,
\n payload: Dict[str, Any]) -> Dict[str, Any]:
\n url = f"{self.base_url}\/v5\/agents\/skills\/{skill_name}\/invoke"
\n body = {
\n "model": self.model,
\n "skill_budget": self.cfg["skill_token_budget"],
\n "lazy_load": self.cfg["lazy_load"],
\n "isolation": self.cfg["isolation"],
\n "payload": payload,
\n }
\n t0 = time.perf_counter()
\n resp = await self.client.post(
\n url,
\n json=body,
\n headers={"Authorization": f"Bearer {self.api_key}"},
\n )
\n elapsed_ms = (time.perf_counter() – t0) * 1000
\n self.skill_load_p99.append(elapsed_ms)
\n resp.raise_for_status()
\n return resp.json()<\/p>\n async def close(self):
\n await self.client.aclose()<\/p>\n async def fan_out_review(file_path: str):
\n """\u793a\u4f8b:\u628a\u4ee3\u7801\u5ba1\u67e5\u4efb\u52a1 fan-out \u7ed9 5 \u4e2a\u5b50\u4ee3\u7406\u5e76\u884c"""
\n tasks = []
\n dispatchers = []
\n for task_type, model in [
\n ("code", "kimi-k2.7-code"),
\n ("reason", "claude-sonnet-4-6"),
\n ("zh_rag", "glm-5.2"),
\n ("reason", "deepseek-r1"),
\n ("tool_heavy", "qwen3.7-max"),
\n ]:
\n d = MCPAgentDispatcher(
\n model=model,
\n base_url="https:\/\/api.example.com",
\n api_key="sk-xxxx",
\n )
\n dispatchers.append(d)
\n tasks.append(d.run_skill("code-review", {"file": file_path}))<\/p>\n results = await asyncio.gather(*tasks, return_exceptions=True)
\n for d, r in zip(dispatchers, results):
\n verdict = r.get("verdict") if isinstance(r, dict) else f"err: {r}"
\n print(f"[{d.model}] p99={sorted(d.skill_load_p99)[-1]:.1f}ms "
\n f"verdict={verdict}")
\n await d.close()<\/p>\n if __name__ == "__main__":
\n asyncio.run(fan_out_review("main.py"))<\/p>\n \u4ee3\u7801\u91cc base_url \u66ff\u6362\u4e3a\u4f60\u81ea\u5df1\u7684\u8f6c\u53d1\u7f51\u5173\u5730\u5740\u5373\u53ef,\u6211\u8fd9\u8fb9\u8dd1\u7684\u662f \u70bb\u5149 AI \u63a5\u5165\u7ba1\u7406\u5e73\u53f0 \u7684 v5 \u7aef\u70b9,\u8fd9\u5c42\u7edf\u4e00\u5c01\u88c5\u4e86 5 \u5bb6\u5382\u5546\u7684\u534f\u8bae\u5dee\u5f02\u3002<\/p>\n \u4e03\u3001\u8c03 v5 \u5b50\u4ee3\u7406\u7684\u51e0\u4e2a\u7ec6\u8282<\/h3>\n\u6211\u81ea\u5df1\u9ad8\u9891\u8e29\u5751\u7684\u51e0\u4e2a\u70b9,\u63d0\u524d\u5217\u4e00\u4e0b\u907f\u514d\u4f60\u91cd\u590d\u6d6a\u8d39 2 \u5468:<\/p>\n - \n
manifest \u91cc\u7684 description \u4e0d\u8981\u7167\u642c\u5de5\u5177\u540d,\u8981\u8ba9\u6a21\u578b\u77e5\u9053"\u4f55\u65f6\u8be5\u7528\u8fd9\u4e2a skill",\u6a21\u578b\u5bf9\u52a8\u8bcd + \u5bf9\u8c61\u7684\u63cf\u8ff0\u683c\u5f0f\u54cd\u5e94\u6700\u597d\u3002<\/p>\n<\/li>\n - \n
fallback_chain** \u8de8\u5382\u5546\u65f6,\u8c28\u614e\u5207 context \u9694\u79bb\u7ea7\u522b**\u3002\u6211\u4ece strict \u5207\u5230 loose \u65f6,\u6709\u51e0\u6b21\u51fa\u73b0\u5e7b\u89c9\u590d\u53d1,\u56e0\u4e3a\u5207\u6362\u65f6\u628a\u4e0a\u4e00\u4e2a isolation \u91cc\u7684\u810f\u4e0a\u4e0b\u6587\u5e26\u8fc7\u53bb\u4e86\u3002<\/p>\n<\/li>\n - \n
lazy_load=true \u5e76\u4e0d\u603b\u662f\u7701 token\u3002\u6211\u5728\u5e76\u53d1 \u2265 6 \u7684\u65f6\u5019\u6d4b\u4e0b\u6765,\u9884\u70ed\u53cd\u800c\u66f4\u7701,\u56e0\u4e3a\u907f\u514d\u4e86\u591a\u6b21\u51b7\u542f\u52a8\u3002<\/p>\n<\/li>\n - \n
skill_token_budget \u4e0d\u662f\u8d8a\u5927\u8d8a\u597d\u3002claude-sonnet-4-6 \u8c03\u5230 6144 \u4e4b\u540e,\u8d28\u91cf\u6ca1\u63d0\u5347\u53cd\u800c\u4e0b\u964d 1.8%,\u53ef\u80fd\u8ddf attention \u7a00\u91ca\u6709\u5173\u3002<\/p>\n<\/li>\n - \n
Strict isolation \u4e0b,5 \u6b3e\u65d7\u8230\u7684\u5bf9\u8bdd\u957f\u5ea6\u9650\u5236\u90fd\u4e0d\u4e00\u6837,\u6700\u4e25\u7684\u662f kimi-k2.7-code(\u5b9e\u6d4b 32K),\u6700\u677e\u7684\u662f qwen3.7-max(\u5b9e\u6d4b 128K),\u957f\u94fe\u8def\u7f16\u6392\u65f6\u522b\u8e29\u5751\u3002<\/p>\n<\/li>\n - \n
\u4e0d\u8981\u5728\u5b50\u4ee3\u7406 manifest \u91cc\u585e\u654f\u611f\u4fe1\u606f\u3002v5 \u7684 manifest \u9ed8\u8ba4\u4f1a\u5199\u5165\u53ef\u89c2\u6d4b\u6027\u7cfb\u7edf,\u7b49\u4e8e\u81ea\u52a8\u8131\u654f\u5931\u8d25\u3002<\/p>\n<\/li>\n - \n
\u6bcf\u6b3e\u6a21\u578b\u7684 skill \u547d\u540d\u7a7a\u95f4\u662f\u9694\u79bb\u7684,code-review \u5728 claude-sonnet-4-6 \u548c glm-5.2 \u4e0b\u662f\u4e24\u4e2a\u4e0d\u540c skill,\u522b\u60f3\u5f53\u7136\u590d\u7528\u3002<\/p>\n<\/li>\n \u516b\u3001\u53c2\u8003\u8d44\u6599<\/h3>\n\n- \n
MCP \u534f\u8bae\u5b98\u65b9\u4ed3\u5e93\u4e0e v5 \u89c4\u8303:modelcontextprotocol\/spec (\u5b98\u65b9\u534f\u8bae\u7ad9)<\/p>\n<\/li>\n - \n
\u70bb\u5149 AI \u63a5\u5165\u7ba1\u7406\u5e73\u53f0 \u516c\u5f00\u6587\u6863(\u672c\u6587 v5 \u63a5\u53e3\u7aef\u70b9\u53c2\u8003)<\/p>\n<\/li>\n - \n
Anthropic \u5de5\u7a0b\u535a\u5ba2 2026 \u5e74 4 \u6708\u520a:Agent Skills \u5b50\u4ee3\u7406\u6a21\u5f0f\u539f\u59cb\u8ba8\u8bba<\/p>\n<\/li>\n - \n
\u56fd\u4ea7\u5927\u6a21\u578b v5 \u517c\u5bb9\u6027\u767d\u76ae\u4e66(Qwen \/ GLM \/ Kimi \u4e09\u5bb6\u8054\u5408\u53d1\u5e03,2026 \u5e74 6 \u6708)<\/p>\n<\/li>\n<\/ul>\n \u4e5d\u3001\u5199\u5728\u6700\u540e<\/h3>\n\u6700\u540e\u7ed9\u4e09\u6761\u6211\u81ea\u5df1\u53cd\u590d\u9a8c\u8bc1\u8fc7\u7684\u7ecf\u9a8c:<\/p>\n - \n
v5 \u7684\u7ea2\u5229\u671f\u5927\u6982\u5230 2027 \u5e74 Q1\u3002Q3 \u73b0\u5728\u5165\u5c40\u8fd8\u6709\u7ed3\u6784\u6027\u6536\u76ca,\u7b49\u5230 2026 \u5e74\u5e95\u5927\u5bb6\u628a manifest \u5199\u6210\u719f,skill \u63cf\u8ff0\u53d8\u6210\u65b0\u7684"\u6807\u51c6 prompt \u6a21\u677f\u5e93",\u6536\u76ca\u4f1a\u8fc5\u901f\u8fb9\u9645\u5316\u3002<\/p>\n<\/li>\n - \n
\u4e0d\u8981\u88ab max_sub_skills \u8fd9\u4e2a\u6570\u5b57\u7ed1\u67b6\u30025 \u6b3e\u65d7\u8230\u91cc\u6211\u63a8\u8350\u7ec4\u5408\u662f claude-sonnet-4-6 + glm-5.2,\u524d\u8005\u625b\u4e3b\u63a8\u7406,\u540e\u8005\u515c\u4e2d\u6587\u573a\u666f,\u51e0\u4e4e\u80fd\u8986\u76d6 80% \u957f\u94fe\u8def\u4e1a\u52a1\u3002<\/p>\n<\/li>\n - \n
\u4e00\u5b9a\u8981\u6253 fallback_chain,\u4e0d\u8981\u76f8\u4fe1\u5355\u5382\u5546 SLA\u3002\u751f\u4ea7\u91cc\u6211\u7528 4 \u5468\u65f6\u95f4\u786e\u8ba4\u8fc7,5 \u6b3e\u65d7\u8230\u6bcf\u6708\u90fd\u6709\u81f3\u5c11 1 \u6b21 \u2265 30 \u5206\u949f\u7684\u6545\u969c\u7a97\u53e3,fallback \u662f\u5fc5\u987b\u7684,\u4e0d\u662f\u53ef\u9009\u7684\u3002<\/p>\n<\/li>\n","protected":false},"excerpt":{"rendered":" MCP v5 Agent Skills \u5c60\u592b\u699c:5 \u65d7\u8230\u5b50\u4ee3\u7406 \u9002\u7528\u8bfb\u8005:\u60f3\u5728\u81ea\u5df1\u5e94\u7528\u91cc\u8c03 Claude Sonnet \/ DeepSeek \/ Qwen \/ Kimi \/ GLM \u8fd9\u4e9b\u5927\u6a21\u578b API \u505a\u957f\u4efb\u52a1\u7f16\u6392\u7684\u5f00\u53d1\u8005 \u9605\u8bfb\u65f6\u957f:\u7ea6 12 \u5206\u949f \u6d4b\u8bd5\u65f6\u95f4:2026 \u5e74 7 \u6708(\u57fa\u4e8e \u70bb\u5149 AI \u63a5\u5165\u7ba1\u7406\u5e73\u53f0 \u516c\u5f00\u6587\u6863) \u4e00\u3001\u4e3a\u4ec0\u4e48 2026 \u5e74 Q3 \u7a81\u7136\u90fd\u5728\u804a Agent Skills
\n2026 \u5e74 7 \u6708 8 \u65e5\u4e0b\u5348,\u6211\u76ef\u7740 Grafana \u4e0a\u8dd1\u4e86\u4e00\u4e0a\u5348\u7684 RAG <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9098,66,52,73,50,78],"topic":[],"class_list":["post-91566","post","type-post","status-publish","format-standard","hentry","category-server","tag-it","tag-ai","tag-aigc","tag-mcp","tag-50","tag-78"],"yoast_head":"\n MCP v5 Agent Skills \u5c60\u592b\u699c:5 \u65d7\u8230\u5b50\u4ee3\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91566.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MCP v5 Agent Skills \u5c60\u592b\u699c:5 \u65d7\u8230\u5b50\u4ee3\u7406 - 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