diff --git a/.gitignore b/.gitignore
index 72d03e6..59a0f07 100644
--- a/.gitignore
+++ b/.gitignore
@@ -188,4 +188,5 @@ PLAYBOOKS/Debug_*
 DATA/Debug_*/
 PLUGINS/Embeddings/db/*
 
-.claude/*
\ No newline at end of file
+.claude/*
+.vscode/*
\ No newline at end of file
diff --git a/PLUGINS/ClaudeCode/skills/asp-alert-zh/SKILL.md b/PLUGINS/ClaudeCode/skills/asp-alert-zh/SKILL.md
index d8b74b8..81e9c7a 100644
--- a/PLUGINS/ClaudeCode/skills/asp-alert-zh/SKILL.md
+++ b/PLUGINS/ClaudeCode/skills/asp-alert-zh/SKILL.md
@@ -43,11 +43,12 @@ metadata:
 
 ### 审查单条告警
 
-1. 调用 `list_alerts(alert_id=<id>, limit=1)`。
-2. 如果结果为空，直接说明找不到该告警。
-3. 解析第一条 JSON 记录。
-4. 如果用户要求分析讨论上下文，调用 `get_alert_discussions(alert_id)`。
-5. 只呈现最有价值的分诊字段。
+1. 如果用户要求审查、分析或查看告警详情，调用 `list_alerts(alert_id=<id>, limit=1, lazy_load=false)` 获取完整关联数据。
+2. 如果只需要快速查看告警基本信息，调用 `list_alerts(alert_id=<id>, limit=1)` 即可。
+3. 如果结果为空，直接说明找不到该告警。
+4. 解析第一条 JSON 记录。
+5. 如果用户要求分析讨论上下文，调用 `get_alert_discussions(alert_id)`。
+6. 只呈现最有价值的分诊字段。
 
 首选回复结构：
 
@@ -67,8 +68,8 @@ metadata:
 
 首选回复结构：
 
-| Alert ID | Severity | Status | Confidence | Correlation UID | Summary |
-|----------|----------|--------|------------|-----------------|---------|
+| Alert ID | Title | Severity | Status | Confidence | First Seen | Rule Name |
+|----------|-------|----------|--------|------------|------------|-----------|
 
 然后在需要时补一句简短解释。
 
@@ -80,22 +81,11 @@ metadata:
 4. 如果结果为 `None`，说明找不到该告警。
 5. 只确认实际修改的字段。
 
-### 给告警追加 Artifact
-
-1. 要求提供 `alert_id`。
-2. 如果用户要创建新 artifact，先收集最小必要字段：通常是 `value`，以及在可能时补充 `name`、`type` 或 `role`。
-3. 对于新 artifact，调用 `create_artifact` 并保留返回的 artifact row ID。
-4. 对于已有 artifact，先取回它并保留对应 row ID。
-5. 调用 `attach_artifact_to_alert(alert_id=<alert_id>, artifact_rowid=<artifact_rowid>)`。
-6. 确认 artifact 已附加成功。
-7. 如果该 artifact 还需要上下文，建议下一步为 artifact 或告警创建 enrichment。
-
 ## 澄清规则
 
 - 只有在缺少告警相关操作所需参数时才询问 `alert_id`。
 - 只有当请求值不能清晰映射到 ASP 枚举时，才要求用户澄清枚举值。
 - 如果用户说“降低 confidence”“提高 severity”或“留个备注”，在意图明确时直接映射到对应 AI 字段。
-- 如果用户要添加 artifact 但未提供 artifact 值，先询问 artifact 值。
 
 ## 输出规则
 
@@ -110,4 +100,3 @@ metadata:
 - 如果告警不存在，直接说明。
 - 如果过滤无结果，直接说明并建议最有用的收敛方式。
 - 如果请求更新的字段不受支持，明确指出哪些告警字段是可写的。
-- 如果 enrichment 或 artifact 输入不完整，只问一个聚焦问题，不要猜测。
diff --git a/PLUGINS/ClaudeCode/skills/asp-case-zh/SKILL.md b/PLUGINS/ClaudeCode/skills/asp-case-zh/SKILL.md
index 01e2625..925a45b 100644
--- a/PLUGINS/ClaudeCode/skills/asp-case-zh/SKILL.md
+++ b/PLUGINS/ClaudeCode/skills/asp-case-zh/SKILL.md
@@ -31,38 +31,36 @@ metadata:
 
 - 如果请求已经隐含操作，不要先问用户想执行什么。
 - 只补充收集缺失的必要输入。
-- 当用户请求足够具体时优先使用一次 MCP 调用；但如果用户要真正的 case 审查，可以使用简短的多步流程。
-- 除非为了澄清枚举值或缺失输入，不要把 MCP 字段定义原样回显给用户。
 - 总结 case 数据时要服务于行动判断，而不是输出原始 schema。
 - 如果更新请求有歧义，先问一个聚焦问题再写入。
 - 更新后只确认实际变更的字段。
-- 查询单个 case 时，使用 `list_cases(case_id=...)`，因为当前 MCP surface 没有单独的 `get_case` 工具。
 - 保持 case 作为用户的主要视图。只有在能帮助回答 case 问题时，才拉取相关告警、讨论或 playbook run。
-- 如果用户想把结构化分析保存回 case，使用 `asp-enrichment-zh` skill。
 
 ## 决策流程
 
 1. 如果用户提供了具体 case ID，或说要“open”“show”“review”“summarize”某个 case，调用 `list_cases(case_id=<id>, limit=1)`。
 2. 如果用户想看讨论历史或分析上下文，在取回 case 后调用 `get_case_discussions`。
-3. 如果用户想看相关告警，上下文可以通过 case 的 `correlation_uid` 进行 pivot，并在有助于回答 case 问题时调用 `list_alerts`。
-4. 如果用户想看 case 自动化状态，调用 `list_playbook_runs(source_id=case_id, type=[CASE])`。
-5. 如果用户想在 case 上运行自动化，但没有提供 playbook 名称，仅在名称缺失时调用 `list_available_playbook_definitions`，然后调用 `execute_playbook(type=CASE, record_id=case_id, name=...)`。
-6. 如果用户要把 enrichment 或结构化分析附加到 case，使用 `asp-enrichment-zh` skill。
-7. 如果用户要把外部 ticket 附加到 case，先调用 `create_ticket`，再调用 `attach_ticket_to_case(case_id=<case_id>, ticket_rowid=<created_rowid>)`。
-8. 如果用户要查找、浏览或对比 case，使用 `list_cases`。
-9. 如果用户要修改 status、verdict、severity 或 AI 字段，使用 `update_case`。
-10. 如果用户要更新 case 但没提供 case ID，询问 case ID。
-11. 如果用户给出了多个过滤条件，只应用 ASP 直接支持的部分，并明确说明不支持的过滤条件。
+3. 如果用户想看 case 自动化状态，调用 `list_playbook_runs(source_id=case_id, type=[CASE])`。
+4. 如果用户想在 case 上运行自动化，但没有提供 playbook 名称，仅在名称缺失时调用 `list_available_playbook_definitions`，然后调用
+   `execute_playbook(type=CASE, record_id=case_id, name=...)`。
+5. 如果用户要把 enrichment 或结构化分析附加到 case，使用 `asp-enrichment-zh` skill。
+6. 如果用户要把外部 ticket 附加到 case，先调用 `create_ticket`，再调用
+   `attach_ticket_to_case(case_id=<case_id>, ticket_rowid=<created_rowid>)`。
+7. 如果用户要查找、浏览或对比 case，使用 `list_cases`。
+8. 如果用户要修改 status、verdict、severity 或 AI 字段，使用 `update_case`。
+9. 如果用户要更新 case 但没提供 case ID，询问 case ID。
+10. 如果用户给出了多个过滤条件，只应用 ASP 直接支持的部分，并明确说明不支持的过滤条件。
 
 ## SOP
 
 ### 审查单个 Case
 
-1. 调用 `list_cases(case_id=<id>, limit=1)`。
-2. 如果结果为空，直接说明找不到该 case。
-3. 解析第一条 JSON 记录。
-4. 如果用户想看分析上下文，调用 `get_case_discussions(case_id)`。
-5. 如果 case 中有有用的 `correlation_uid`，且用户需要相关告警上下文，则用它做 pivot 调用 `list_alerts(correlation_uid=...)`。
+1. 如果用户要求审查、分析或查看 case 详情，调用 `list_cases(case_id=<id>, limit=1, lazy_load=false)`
+   获取完整关联数据（alerts、enrichments、tickets）。
+2. 如果只需要快速查看 case 基本信息，调用 `list_cases(case_id=<id>, limit=1)` 即可。
+3. 如果结果为空，直接说明找不到该 case。
+4. 解析第一条 JSON 记录。
+5. 如果用户想看分析上下文，调用 `get_case_discussions(case_id)`。
 6. 如果用户想确认自动化是否运行或仍在等待，调用 `list_playbook_runs(source_id=case_id, type=[CASE])`。
 7. 只展示与用户请求最相关的部分。
 8. 只有在确实影响用户目标时，才强调缺失字段或可疑字段。
diff --git a/PLUGINS/MCP/llmfunc.py b/PLUGINS/MCP/llmfunc.py
index afd6c87..e897794 100644
--- a/PLUGINS/MCP/llmfunc.py
+++ b/PLUGINS/MCP/llmfunc.py
@@ -2,6 +2,8 @@ import json
 from datetime import datetime
 from typing import Annotated, Optional
 
+from pydantic import Field
+
 from Lib.playbookloader import PlaybookLoader
 from PLUGINS.SIEM.models import AdaptiveQueryInput, KeywordSearchInput, SchemaExplorerInput
 from PLUGINS.SIEM.tools import SIEMToolKit
@@ -22,18 +24,18 @@ def _dump_models_for_ai(models, limit: int) -> list[dict]:
 
 # Case
 def list_cases(
-        rowid: Annotated[Optional[str], "Case row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        case_id: Annotated[Optional[str], "Case ID, e.g. case_000005"] = None,
-        status: Annotated[Optional[list[CaseStatus]], "Case status filter"] = None,
-        severity: Annotated[Optional[list[Severity]], "Case severity filter"] = None,
-        confidence: Annotated[Optional[list[Confidence]], "Case confidence filter"] = None,
-        verdict: Annotated[Optional[list[CaseVerdict]], "Case verdict filter"] = None,
-        correlation_uid: Annotated[Optional[str], "Case correlation UID filter"] = None,
-        title: Annotated[Optional[str], "Fuzzy case title filter"] = None,
-        tags: Annotated[Optional[list[str]], "Case tag filter"] = None,
-        lazy_load: Annotated[bool, "True means do not load attached related data"] = True,
-        limit: Annotated[int, "Max cases to return"] = 10
-) -> Annotated[list[dict], "Matching cases as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Case row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        case_id: Annotated[Optional[str], Field(description="Case ID, e.g. case_000005")] = None,
+        status: Annotated[Optional[list[CaseStatus]], Field(description="Case status filter")] = None,
+        severity: Annotated[Optional[list[Severity]], Field(description="Case severity filter")] = None,
+        confidence: Annotated[Optional[list[Confidence]], Field(description="Case confidence filter")] = None,
+        verdict: Annotated[Optional[list[CaseVerdict]], Field(description="Case verdict filter")] = None,
+        correlation_uid: Annotated[Optional[str], Field(description="Case correlation UID filter")] = None,
+        title: Annotated[Optional[str], Field(description="Fuzzy case title filter")] = None,
+        tags: Annotated[Optional[list[str]], Field(description="Case tag filter")] = None,
+        lazy_load: Annotated[bool, Field(description="True means do not load attached related data")] = True,
+        limit: Annotated[int, Field(description="Max cases to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching cases as AI-friendly JSON list")]:
     """List cases with optional filters."""
     conditions = []
     if rowid:
@@ -61,8 +63,8 @@ def list_cases(
 
 
 def get_case_discussions(
-        case_id: Annotated[str, "Case ID, e.g. case_000005"]
-) -> Annotated[Optional[list[str]], "Case discussions as JSON list, or None if case not found"]:
+        case_id: Annotated[str, Field(description="Case ID, e.g. case_000005")]
+) -> Annotated[Optional[list[str]], Field(description="Case discussions as JSON list, or None if case not found")]:
     """Get case discussions by case ID."""
     discussions = Case.get_discussions(case_id)
     if discussions is None:
@@ -71,16 +73,16 @@ def get_case_discussions(
 
 
 def update_case(
-        case_id: Annotated[str, "Case ID to update"],
-        severity_ai: Annotated[Optional[Severity], "Updated AI-assessed severity"] = None,
-        confidence_ai: Annotated[Optional[Confidence], "Updated AI-assessed confidence"] = None,
-        attack_stage_ai: Annotated[Optional[AttackStage], "Updated AI-assessed attack stage"] = None,
+        case_id: Annotated[str, Field(description="Case ID to update")],
+        severity_ai: Annotated[Optional[Severity], Field(description="Updated AI-assessed severity")] = None,
+        confidence_ai: Annotated[Optional[Confidence], Field(description="Updated AI-assessed confidence")] = None,
+        attack_stage_ai: Annotated[Optional[AttackStage], Field(description="Updated AI-assessed attack stage")] = None,
         comment_ai: Annotated[Optional[
-            str], "Updated AI comment. Markdown supported"] = None,
-        verdict_ai: Annotated[Optional[CaseVerdict], "Updated AI-assessed confidence"] = None,
+            str], Field(description="Updated AI comment. Markdown supported")] = None,
+        verdict_ai: Annotated[Optional[CaseVerdict], Field(description="Updated AI-assessed verdict")] = None,
         summary_ai: Annotated[Optional[
-            str], "Updated AI summary. Markdown supported"] = None
-) -> Annotated[Optional[str], "Updated case row ID, or None if not found"]:
+            str], Field(description="Updated AI summary. Markdown supported")] = None
+) -> Annotated[Optional[str], Field(description="Updated case row ID, or None if not found")]:
     """Update selected fields on a case."""
     return Case.update_by_id(
         case_id=case_id,
@@ -95,15 +97,15 @@ def update_case(
 
 # Alert
 def list_alerts(
-        rowid: Annotated[Optional[str], "Alert row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        alert_id: Annotated[Optional[str], "Alert ID, e.g. alert_000001"] = None,
-        status: Annotated[Optional[list[AlertStatus]], "Alert status filter"] = None,
-        severity: Annotated[Optional[list[Severity]], "Alert severity filter"] = None,
-        confidence: Annotated[Optional[list[Confidence]], "Alert confidence filter"] = None,
-        correlation_uid: Annotated[Optional[str], "Alert correlation UID filter"] = None,
-        lazy_load: Annotated[bool, "True means do not load attached related data"] = True,
-        limit: Annotated[int, "Max alerts to return"] = 10
-) -> Annotated[list[dict], "Matching alerts as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Alert row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        alert_id: Annotated[Optional[str], Field(description="Alert ID, e.g. alert_000001")] = None,
+        status: Annotated[Optional[list[AlertStatus]], Field(description="Alert status filter")] = None,
+        severity: Annotated[Optional[list[Severity]], Field(description="Alert severity filter")] = None,
+        confidence: Annotated[Optional[list[Confidence]], Field(description="Alert confidence filter")] = None,
+        correlation_uid: Annotated[Optional[str], Field(description="Alert correlation UID filter")] = None,
+        lazy_load: Annotated[bool, Field(description="True means do not load attached related data")] = True,
+        limit: Annotated[int, Field(description="Max alerts to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching alerts as AI-friendly JSON list")]:
     """List alerts with optional filters."""
     conditions = []
 
@@ -126,8 +128,8 @@ def list_alerts(
 
 
 def get_alert_discussions(
-        alert_id: Annotated[str, "Alert ID, e.g. alert_000001"]
-) -> Annotated[Optional[list[str]], "Alert discussions as JSON list, or None if alert not found"]:
+        alert_id: Annotated[str, Field(description="Alert ID, e.g. alert_000001")]
+) -> Annotated[Optional[list[str]], Field(description="Alert discussions as JSON list, or None if alert not found")]:
     """Get alert discussions by alert ID."""
     discussions = Alert.get_discussions(alert_id)
     if discussions is None:
@@ -136,11 +138,11 @@ def get_alert_discussions(
 
 
 def update_alert(
-        alert_id: Annotated[str, "Alert ID to update"],
-        severity_ai: Annotated[Optional[Severity], "Updated AI-assessed severity"] = None,
-        confidence_ai: Annotated[Optional[Confidence], "Updated AI-assessed confidence"] = None,
-        comment_ai: Annotated[Optional[str], "Updated AI comment. Markdown supported"] = None
-) -> Annotated[Optional[str], "Updated alert row ID, or None if not found"]:
+        alert_id: Annotated[str, Field(description="Alert ID to update")],
+        severity_ai: Annotated[Severity, Field(description="Updated AI-assessed severity")] = None,
+        confidence_ai: Annotated[Optional[Confidence], Field(description="Updated AI-assessed confidence")] = None,
+        comment_ai: Annotated[Optional[str], Field(description="Updated AI comment. Markdown supported")] = None
+) -> Annotated[Optional[str], Field(description="Updated alert row ID, or None if not found")]:
     """Update selected AI fields on an alert."""
     return Alert.update_by_id(
         alert_id=alert_id,
@@ -153,14 +155,14 @@ def update_alert(
 # Artifact
 # Do not open to mcp , because we think artifact is add only by automation, not human
 def create_artifact(
-        name: Annotated[str, "Artifact name"] = "",
-        type: Annotated[Optional[ArtifactType], "Artifact type"] = None,
-        role: Annotated[Optional[ArtifactRole], "Artifact role"] = None,
-        owner: Annotated[str, "Artifact owner"] = "",
-        value: Annotated[str, "Artifact value"] = "",
-        reputation_provider: Annotated[str, "Threat intel provider"] = "",
-        reputation_score: Annotated[Optional[ArtifactReputationScore], "Artifact reputation score"] = None
-) -> Annotated[str, "Created artifact record row ID"]:
+        name: Annotated[str, Field(description="Artifact name")] = "",
+        type: Annotated[Optional[ArtifactType], Field(description="Artifact type")] = None,
+        role: Annotated[Optional[ArtifactRole], Field(description="Artifact role")] = None,
+        owner: Annotated[str, Field(description="Artifact owner")] = "",
+        value: Annotated[str, Field(description="Artifact value")] = "",
+        reputation_provider: Annotated[str, Field(description="Threat intel provider")] = "",
+        reputation_score: Annotated[Optional[ArtifactReputationScore], Field(description="Artifact reputation score")] = None
+) -> Annotated[str, Field(description="Created artifact record row ID")]:
     """Create one artifact record."""
     model = ArtifactModel()
     model.name = name
@@ -175,9 +177,9 @@ def create_artifact(
 
 # Do not open to mcp , because we think artifact is add only by automation, not human
 def attach_artifact_to_alert(
-        alert_id: Annotated[str, "Target alert ID to receive the existing artifact"],
-        artifact_rowid: Annotated[str, "Artifact record row ID returned by create_artifact"]
-) -> Annotated[Optional[str], "Attached artifact record row ID, or None if alert not found"]:
+        alert_id: Annotated[str, Field(description="Target alert ID to receive the existing artifact")],
+        artifact_rowid: Annotated[str, Field(description="Artifact record row ID returned by create_artifact")]
+) -> Annotated[Optional[str], Field(description="Attached artifact record row ID, or None if alert not found")]:
     """Attach one existing artifact record to an existing alert."""
     return Alert.attach_artifact(
         alert_id=alert_id,
@@ -186,16 +188,16 @@ def attach_artifact_to_alert(
 
 
 def list_artifacts(
-        rowid: Annotated[Optional[str], "Artifact row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        artifact_id: Annotated[Optional[str], "Artifact ID, e.g. artifact_000001"] = None,
-        type: Annotated[Optional[list[ArtifactType]], "Artifact type filter"] = None,
-        role: Annotated[Optional[list[ArtifactRole]], "Artifact role filter"] = None,
-        reputation_score: Annotated[Optional[list[ArtifactReputationScore]], "Artifact reputation filter"] = None,
-        owner: Annotated[Optional[str], "Artifact owner filter"] = None,
-        value: Annotated[Optional[str], "Exact artifact value filter"] = None,
-        lazy_load: Annotated[bool, "True means do not load attached related data"] = True,
-        limit: Annotated[int, "Max artifacts to return"] = 10
-) -> Annotated[list[dict], "Matching artifacts as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Artifact row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        artifact_id: Annotated[Optional[str], Field(description="Artifact ID, e.g. artifact_000001")] = None,
+        type: Annotated[Optional[list[ArtifactType]], Field(description="Artifact type filter")] = None,
+        role: Annotated[Optional[list[ArtifactRole]], Field(description="Artifact role filter")] = None,
+        reputation_score: Annotated[Optional[list[ArtifactReputationScore]], Field(description="Artifact reputation filter")] = None,
+        owner: Annotated[Optional[str], Field(description="Artifact owner filter")] = None,
+        value: Annotated[Optional[str], Field(description="Exact artifact value filter")] = None,
+        lazy_load: Annotated[bool, Field(description="True means do not load attached related data")] = True,
+        limit: Annotated[int, Field(description="Max artifacts to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching artifacts as AI-friendly JSON list")]:
     """List artifacts with optional filters."""
     conditions = []
     if rowid:
@@ -220,14 +222,14 @@ def list_artifacts(
 
 # Enrichment
 def create_enrichment(
-        name: Annotated[str, "Enrichment name"] = "",
-        type: Annotated[str, "Enrichment type"] = "Other",
-        provider: Annotated[str, "Enrichment provider"] = "Other",
-        value: Annotated[str, "Enrichment value"] = "",
-        src_url: Annotated[str, "Enrichment source URL"] = "",
-        desc: Annotated[str, "Enrichment summary"] = "",
-        data: Annotated[str, "Detailed enrichment JSON string"] = ""
-) -> Annotated[str, "Created enrichment record row ID"]:
+        name: Annotated[str, Field(description="Enrichment name")] = "",
+        type: Annotated[str, Field(description="Enrichment type")] = "Other",
+        provider: Annotated[str, Field(description="Enrichment provider")] = "Other",
+        value: Annotated[str, Field(description="Enrichment value")] = "",
+        src_url: Annotated[str, Field(description="Enrichment source URL")] = "",
+        desc: Annotated[str, Field(description="Enrichment summary")] = "",
+        data: Annotated[str, Field(description="Detailed enrichment JSON string")] = ""
+) -> Annotated[str, Field(description="Created enrichment record row ID")]:
     """Create one enrichment record."""
     model = EnrichmentModel()
     model.name = name
@@ -241,9 +243,9 @@ def create_enrichment(
 
 
 def attach_enrichment_to_target(
-        target_id: Annotated[str, "Target object ID to receive the existing enrichment"],
-        enrichment_rowid: Annotated[str, "Enrichment record row ID returned by create_enrichment"]
-) -> Annotated[Optional[str], "Attached enrichment record row ID, or None if target not found"]:
+        target_id: Annotated[str, Field(description="Target object ID to receive the existing enrichment")],
+        enrichment_rowid: Annotated[str, Field(description="Enrichment record row ID returned by create_enrichment")]
+) -> Annotated[Optional[str], Field(description="Attached enrichment record row ID, or None if target not found")]:
     """Attach one existing enrichment record to an existing case, alert, or artifact."""
     normalized_target_id = target_id.strip().lower()
 
@@ -270,12 +272,12 @@ def attach_enrichment_to_target(
 
 # Ticket
 def create_ticket(
-        uid: Annotated[str, "External ticket ID to sync into SIRP"],
-        title: Annotated[str, "Ticket title"] = "",
-        status: Annotated[Optional[TicketStatus], "External ticket status"] = None,
-        type: Annotated[Optional[TicketType], "External ticket type"] = None,
-        src_url: Annotated[str, "External ticket URL"] = ""
-) -> Annotated[str, "Created ticket record row ID"]:
+        uid: Annotated[str, Field(description="External ticket ID to sync into SIRP")],
+        title: Annotated[str, Field(description="Ticket title")] = "",
+        status: Annotated[Optional[TicketStatus], Field(description="External ticket status")] = None,
+        type: Annotated[Optional[TicketType], Field(description="External ticket type")] = None,
+        src_url: Annotated[str, Field(description="External ticket URL")] = ""
+) -> Annotated[str, Field(description="Created ticket record row ID")]:
     """Create one synced external ticket record in SIRP."""
     model = TicketModel()
     model.uid = uid
@@ -287,9 +289,9 @@ def create_ticket(
 
 
 def attach_ticket_to_case(
-        case_id: Annotated[str, "Target case ID to receive the existing ticket"],
-        ticket_rowid: Annotated[str, "Ticket record row ID returned by create_ticket"]
-) -> Annotated[Optional[str], "Attached ticket record row ID, or None if case not found"]:
+        case_id: Annotated[str, Field(description="Target case ID to receive the existing ticket")],
+        ticket_rowid: Annotated[str, Field(description="Ticket record row ID returned by create_ticket")]
+) -> Annotated[Optional[str], Field(description="Attached ticket record row ID, or None if case not found")]:
     """Attach one existing ticket record to an existing case."""
     return Case.attach_ticket(
         case_id=case_id,
@@ -298,12 +300,12 @@ def attach_ticket_to_case(
 
 
 def list_tickets(
-        rowid: Annotated[Optional[str], "Ticket row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        status: Annotated[Optional[list[TicketStatus]], "Ticket status filter"] = None,
-        type: Annotated[Optional[list[TicketType]], "Ticket type filter"] = None,
-        uid: Annotated[Optional[str], "Exact external ticket ID filter"] = None,
-        limit: Annotated[int, "Max tickets to return"] = 10
-) -> Annotated[list[dict], "Matching tickets as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Ticket row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        status: Annotated[Optional[list[TicketStatus]], Field(description="Ticket status filter")] = None,
+        type: Annotated[Optional[list[TicketType]], Field(description="Ticket type filter")] = None,
+        uid: Annotated[Optional[str], Field(description="Exact external ticket ID filter")] = None,
+        limit: Annotated[int, Field(description="Max tickets to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching tickets as AI-friendly JSON list")]:
     """List synced external tickets with optional filters."""
     conditions = []
 
@@ -322,13 +324,13 @@ def list_tickets(
 
 
 def update_ticket(
-        ticket_id: Annotated[str, "Ticket ID to update"],
-        uid: Annotated[Optional[str], "Updated external ticket ID"] = None,
-        title: Annotated[Optional[str], "Updated ticket title"] = None,
-        status: Annotated[Optional[TicketStatus], "Updated external ticket status"] = None,
-        type: Annotated[Optional[TicketType], "Updated external ticket type"] = None,
-        src_url: Annotated[Optional[str], "Updated external ticket URL"] = None
-) -> Annotated[Optional[str], "Updated ticket row ID, or None if not found"]:
+        ticket_id: Annotated[str, Field(description="Ticket ID to update")],
+        uid: Annotated[Optional[str], Field(description="Updated external ticket ID")] = None,
+        title: Annotated[Optional[str], Field(description="Updated ticket title")] = None,
+        status: Annotated[Optional[TicketStatus], Field(description="Updated external ticket status")] = None,
+        type: Annotated[Optional[TicketType], Field(description="Updated external ticket type")] = None,
+        src_url: Annotated[Optional[str], Field(description="Updated external ticket URL")] = None
+) -> Annotated[Optional[str], Field(description="Updated ticket row ID, or None if not found")]:
     """Update one synced external ticket record in SIRP."""
     return Ticket.update_by_id(
         ticket_id=ticket_id,
@@ -342,20 +344,20 @@ def update_ticket(
 
 # Playbook
 def list_available_playbook_definitions(
-) -> Annotated[str, "Runnable playbook definitions as JSON string, not playbook run records"]:
+) -> Annotated[str, Field(description="Runnable playbook definitions as JSON string, not playbook run records")]:
     """List all runnable built-in playbook definitions, not playbook run records."""
     result = PlaybookLoader.list_playbook_config()
     return json.dumps(result, ensure_ascii=False)
 
 
 def list_playbook_runs(
-        rowid: Annotated[Optional[str], "Playbook run row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        playbook_id: Annotated[Optional[str], "Playbook run ID, e.g. playbook_000001"] = None,
-        job_status: Annotated[Optional[list[PlaybookJobStatus]], "Playbook job status filter"] = None,
-        type: Annotated[Optional[list[PlaybookType]], "Playbook type filter"] = None,
-        source_id: Annotated[Optional[str], "Playbook target record ID filter, e.g. case_000001, alert_000001, artifact_000001"] = None,
-        limit: Annotated[int, "Max playbook runs to return"] = 10
-) -> Annotated[list[dict], "Matching playbook run records as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Playbook run row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        playbook_id: Annotated[Optional[str], Field(description="Playbook run ID, e.g. playbook_000001")] = None,
+        job_status: Annotated[Optional[list[PlaybookJobStatus]], Field(description="Playbook job status filter")] = None,
+        type: Annotated[Optional[list[PlaybookType]], Field(description="Playbook type filter")] = None,
+        source_id: Annotated[Optional[str], Field(description="Playbook target record ID filter, e.g. case_000001, alert_000001, artifact_000001")] = None,
+        limit: Annotated[int, Field(description="Max playbook runs to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching playbook run records as AI-friendly JSON list")]:
     """List playbook run records with optional filters."""
     conditions = []
 
@@ -376,11 +378,11 @@ def list_playbook_runs(
 
 
 def execute_playbook(
-        type: Annotated[PlaybookType, "Target object type for the created playbook run"],
-        name: Annotated[str, "Runnable playbook definition name from list_available_playbook_definitions, not a playbook run ID"],
-        record_id: Annotated[str, "Target record ID, e.g. case_000001, alert_000001, artifact_000001"],
-        user_input: Annotated[Optional[str], "Optional extra natural-language input for this playbook run"] = None
-) -> Annotated[str, "Created pending playbook run record as AI-friendly JSON string"]:
+        type: Annotated[PlaybookType, Field(description="Target object type for the created playbook run")],
+        name: Annotated[str, Field(description="Runnable playbook definition name from list_available_playbook_definitions, not a playbook run ID")],
+        record_id: Annotated[str, Field(description="Target record ID, e.g. case_000001, alert_000001, artifact_000001")],
+        user_input: Annotated[Optional[str], Field(description="Optional extra natural-language input for this playbook run")] = None
+) -> Annotated[str, Field(description="Created pending playbook run record as AI-friendly JSON string")]:
     """Create one pending playbook run record from a runnable playbook definition."""
     result = Playbook.add_pending_playbook(
         type=type,
@@ -392,15 +394,15 @@ def execute_playbook(
 
 
 def list_knowledge(
-        rowid: Annotated[Optional[str], "Knowledge row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01"] = None,
-        action: Annotated[Optional[list[KnowledgeAction]], "Knowledge action filter"] = None,
-        source: Annotated[Optional[list[KnowledgeSource]], "Knowledge source filter"] = None,
-        using: Annotated[Optional[bool], "Knowledge using flag filter"] = None,
-        title: Annotated[Optional[str], "Fuzzy knowledge title filter"] = None,
-        body: Annotated[Optional[str], "Fuzzy knowledge body filter"] = None,
-        tags: Annotated[Optional[list[str]], "Knowledge tag filter"] = None,
-        limit: Annotated[int, "Max knowledge records to return"] = 10
-) -> Annotated[list[dict], "Matching knowledge records as AI-friendly JSON list"]:
+        rowid: Annotated[Optional[str], Field(description="Knowledge row ID filter, e.g. 03c26478-b213-44c8-b651-3cc88abaac01")] = None,
+        action: Annotated[Optional[list[KnowledgeAction]], Field(description="Knowledge action filter")] = None,
+        source: Annotated[Optional[list[KnowledgeSource]], Field(description="Knowledge source filter")] = None,
+        using: Annotated[Optional[bool], Field(description="Knowledge using flag filter")] = None,
+        title: Annotated[Optional[str], Field(description="Fuzzy knowledge title filter")] = None,
+        body: Annotated[Optional[str], Field(description="Fuzzy knowledge body filter")] = None,
+        tags: Annotated[Optional[list[str]], Field(description="Knowledge tag filter")] = None,
+        limit: Annotated[int, Field(description="Max knowledge records to return")] = 10
+) -> Annotated[list[dict], Field(description="Matching knowledge records as AI-friendly JSON list")]:
     """List knowledge records with optional filters."""
     conditions = []
 
@@ -425,14 +427,14 @@ def list_knowledge(
 
 
 def update_knowledge(
-        knowledge_id: Annotated[str, "Knowledge ID to update"],
-        title: Annotated[Optional[str], "Updated knowledge title"] = None,
-        body: Annotated[Optional[str], "Updated knowledge body"] = None,
-        using: Annotated[Optional[bool], "Updated knowledge using flag"] = None,
-        action: Annotated[Optional[KnowledgeAction], "Updated knowledge action"] = None,
-        source: Annotated[Optional[KnowledgeSource], "Updated knowledge source"] = None,
-        tags: Annotated[Optional[list[str]], "Updated knowledge tags; pass [] to clear"] = None
-) -> Annotated[Optional[str], "Updated knowledge row ID, or None if not found"]:
+        knowledge_id: Annotated[str, Field(description="Knowledge ID to update")],
+        title: Annotated[Optional[str], Field(description="Updated knowledge title")] = None,
+        body: Annotated[Optional[str], Field(description="Updated knowledge body")] = None,
+        using: Annotated[Optional[bool], Field(description="Updated knowledge using flag")] = None,
+        action: Annotated[Optional[KnowledgeAction], Field(description="Updated knowledge action")] = None,
+        source: Annotated[Optional[KnowledgeSource], Field(description="Updated knowledge source")] = None,
+        tags: Annotated[Optional[list[str]], Field(description="Updated knowledge tags; pass [] to clear")] = None
+) -> Annotated[Optional[str], Field(description="Updated knowledge row ID, or None if not found")]:
     """Update one knowledge record in SIRP."""
     return Knowledge.update_by_id(
         knowledge_id=knowledge_id,
@@ -446,16 +448,16 @@ def update_knowledge(
 
 
 def search_knowledge(
-        query: Annotated[str, "The search query."]
-) -> Annotated[str, "relevant knowledge entries, policies, and special handling instructions."]:
+        query: Annotated[str, Field(description="The search query.")]
+) -> Annotated[str, Field(description="relevant knowledge entries, policies, and special handling instructions.")]:
     """Search the internal knowledge base for specific entities, business-specific logic, SOPs, or historical context."""
     results = Knowledge.search(query)
     return results
 
 
 def siem_explore_schema(
-        target_index: Annotated[Optional[str], "Target SIEM index; omit to list all available indices"] = None
-) -> Annotated[str, "Schema exploration result as JSON string"]:
+        target_index: Annotated[Optional[str], Field(description="Target SIEM index; omit to list all available indices")] = None
+) -> Annotated[str, Field(description="Schema exploration result as JSON string")]:
     """Explore available SIEM indices or inspect one index schema."""
     input_data = SchemaExplorerInput(target_index=target_index)
     result = SIEMToolKit.explore_schema(input_data)
@@ -463,12 +465,12 @@ def siem_explore_schema(
 
 
 def siem_keyword_search(
-        keyword: Annotated[str | list[str], "Keyword or keyword list; list uses AND matching"],
-        time_range_start: Annotated[str, "UTC start time in ISO8601, e.g. 2026-02-04T06:00:00Z"],
-        time_range_end: Annotated[str, "UTC end time in ISO8601, e.g. 2026-02-04T07:00:00Z"],
-        time_field: Annotated[str, "Time field used for range filtering"] = "@timestamp",
-        index_name: Annotated[Optional[str], "Target SIEM index or source; None means all"] = None
-) -> Annotated[list[str], "Search hits as JSON strings"]:
+        keyword: Annotated[str | list[str], Field(description="Keyword or keyword list; list uses AND matching")],
+        time_range_start: Annotated[str, Field(description="UTC start time in ISO8601, e.g. 2026-02-04T06:00:00Z")],
+        time_range_end: Annotated[str, Field(description="UTC end time in ISO8601, e.g. 2026-02-04T07:00:00Z")],
+        time_field: Annotated[str, Field(description="Time field used for range filtering")] = "@timestamp",
+        index_name: Annotated[Optional[str], Field(description="Target SIEM index or source; None means all")] = None
+) -> Annotated[list[str], Field(description="Search hits as JSON strings")]:
     """Search SIEM events by keyword and time range."""
     input_data = KeywordSearchInput(
         keyword=keyword,
@@ -482,13 +484,13 @@ def siem_keyword_search(
 
 
 def siem_adaptive_query(
-        index_name: Annotated[str, "Target SIEM index or source name"],
-        time_range_start: Annotated[str, "UTC start time in ISO8601, e.g. 2026-02-04T06:00:00Z"],
-        time_range_end: Annotated[str, "UTC end time in ISO8601, e.g. 2026-02-04T07:00:00Z"],
-        time_field: Annotated[str, "Time field used for range filtering"] = "@timestamp",
-        filters: Annotated[Optional[dict[str, str | list[str]]], "Exact-match filters; values can be a string or string list"] = None,
-        aggregation_fields: Annotated[Optional[list[str]], "Fields used for top-N statistics; omit to use defaults"] = None
-) -> Annotated[str, "Adaptive query result as JSON string"]:
+        index_name: Annotated[str, Field(description="Target SIEM index or source name")],
+        time_range_start: Annotated[str, Field(description="UTC start time in ISO8601, e.g. 2026-02-04T06:00:00Z")],
+        time_range_end: Annotated[str, Field(description="UTC end time in ISO8601, e.g. 2026-02-04T07:00:00Z")],
+        time_field: Annotated[str, Field(description="Time field used for range filtering")] = "@timestamp",
+        filters: Annotated[Optional[dict[str, str | list[str]]], Field(description="Exact-match filters; values can be a string or string list")] = None,
+        aggregation_fields: Annotated[Optional[list[str]], Field(description="Fields used for top-N statistics; omit to use defaults")] = None
+) -> Annotated[str, Field(description="Adaptive query result as JSON string")]:
     """Query SIEM data with exact-match filters and optional aggregations."""
     input_data = AdaptiveQueryInput(
         index_name=index_name,
@@ -504,8 +506,8 @@ def siem_adaptive_query(
 
 def get_current_time(
         time_format: Annotated[
-            Optional[str], "Optional Python strftime format. If omitted, returns ISO8601 time with timezone"] = None
-) -> Annotated[str, "Current local time string with timezone"]:
+            Optional[str], Field(description="Optional Python strftime format. If omitted, returns ISO8601 time with timezone")] = None
+) -> Annotated[str, Field(description="Current local time string with timezone")]:
     """Get current system time."""
     current_time = datetime.now().astimezone()
     if time_format:
diff --git a/PLUGINS/MCP/mcpserver.py b/PLUGINS/MCP/mcpserver.py
index ec3c39a..a68f7dd 100644
--- a/PLUGINS/MCP/mcpserver.py
+++ b/PLUGINS/MCP/mcpserver.py
@@ -1,4 +1,5 @@
 import argparse
+
 import os
 import sys
 import uuid
diff --git a/pyproject.toml b/pyproject.toml
index 5c4c1ae..f6b9c9f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,44 +8,41 @@ dependencies = [
     "apscheduler>=3.11.0",
     "channels>=4.3.1",
     "cryptography>=46.0.3",
-    "django>=5.2.7",
+    "django>=6.0.3",
     "django-redis>=6.0.0",
-    "djangorestframework>=3.16.1",
-    "djangorestframework-stubs>=3.16.6",
+    "djangorestframework>=3.17.1",
+    "djangorestframework-stubs>=3.16.9",
     "dnslib>=0.9.26",
     "dnspython>=2.8.0",
     "elasticsearch>=9.3.0",
-    "fastapi>=0.128.0",
-    "fastembed>=0.7.4",
-    "hf-xet>=1.2.0",
+    "fastapi>=0.135.3",
+    "fastembed>=0.8.0",
+    "hf-xet>=1.4.3",
     "jinja2>=3.1.6",
-    "langchain>=1.1.3",
-    "langchain-chroma",
+    "langchain>=1.2.14",
     "langchain-community>=0.4.1",
-    "langchain-core>=1.0.7",
+    "langchain-core>=1.2.25",
     "langchain-ollama>=1.0.0",
-    "langchain-openai>=1.1.0",
+    "langchain-openai>=1.1.12",
     "langchain-qdrant>=1.1.0",
-    "langgraph>=1.0.2",
-    "langgraph-checkpoint-redis>=0.2.1",
+    "langgraph>=1.1.4",
+    "langgraph-checkpoint-redis>=0.4.0",
     "lxml>=6.0.2",
-    "mcp[cli]>=1.23.0",
-    "mem0ai[graph]>=1.0.1",
     "openpyxl>=3.1.5",
     "optionset",
-    "pluginbase>=1.0.1",
     "pycryptodome>=3.23.0",
-    "pydantic>=2.12.3",
-    "redis>=6.4.0",
+    "pydantic>=2.12.5",
+    "redis>=7.4.0",
     "requests>=2.32.5",
     "rsa>=4.9.1",
-    "sentence-transformers>=5.2.0",
+    "sentence-transformers>=5.3.0",
     "splunk-sdk>=2.1.1",
     "tldextract>=5.3.0",
-    "torch>=2.9.1",
-    "transformers>=4.57.3",
+    "torch>=2.11.0",
+    "transformers>=5.5.0",
     "urllib3>=2.6.0",
-    "uvicorn>=0.38.0",
+    "uvicorn>=0.42.0",
+    "fastmcp>=3.2.0",
 ]
 [[tool.uv.index]]
 url = "https://mirrors.aliyun.com/pypi/simple/"
diff --git a/uv.lock b/uv.lock
index d7558a9..1470675 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,6 +6,18 @@ resolution-markers = [
     "python_full_version < '3.13'",
 ]
 
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/50/25/da1f0b4dd970e52bf5a36c204c107e11a0c6d3ed195eba0bfbc664c312b2/aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa" },
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -149,10 +161,10 @@ dependencies = [
     { name = "elasticsearch" },
     { name = "fastapi" },
     { name = "fastembed" },
+    { name = "fastmcp" },
     { name = "hf-xet" },
     { name = "jinja2" },
     { name = "langchain" },
-    { name = "langchain-chroma" },
     { name = "langchain-community" },
     { name = "langchain-core" },
     { name = "langchain-ollama" },
@@ -161,11 +173,8 @@ dependencies = [
     { name = "langgraph" },
     { name = "langgraph-checkpoint-redis" },
     { name = "lxml" },
-    { name = "mcp", extra = ["cli"] },
-    { name = "mem0ai", extra = ["graph"] },
     { name = "openpyxl" },
     { name = "optionset" },
-    { name = "pluginbase" },
     { name = "pycryptodome" },
     { name = "pydantic" },
     { name = "redis" },
@@ -185,44 +194,41 @@ requires-dist = [
     { name = "apscheduler", specifier = ">=3.11.0" },
     { name = "channels", specifier = ">=4.3.1" },
     { name = "cryptography", specifier = ">=46.0.3" },
-    { name = "django", specifier = ">=5.2.7" },
+    { name = "django", specifier = ">=6.0.3" },
     { name = "django-redis", specifier = ">=6.0.0" },
-    { name = "djangorestframework", specifier = ">=3.16.1" },
-    { name = "djangorestframework-stubs", specifier = ">=3.16.6" },
+    { name = "djangorestframework", specifier = ">=3.17.1" },
+    { name = "djangorestframework-stubs", specifier = ">=3.16.9" },
     { name = "dnslib", specifier = ">=0.9.26" },
     { name = "dnspython", specifier = ">=2.8.0" },
     { name = "elasticsearch", specifier = ">=9.3.0" },
-    { name = "fastapi", specifier = ">=0.128.0" },
-    { name = "fastembed", specifier = ">=0.7.4" },
-    { name = "hf-xet", specifier = ">=1.2.0" },
+    { name = "fastapi", specifier = ">=0.135.3" },
+    { name = "fastembed", specifier = ">=0.8.0" },
+    { name = "fastmcp", specifier = ">=3.2.0" },
+    { name = "hf-xet", specifier = ">=1.4.3" },
     { name = "jinja2", specifier = ">=3.1.6" },
-    { name = "langchain", specifier = ">=1.1.3" },
-    { name = "langchain-chroma" },
+    { name = "langchain", specifier = ">=1.2.14" },
     { name = "langchain-community", specifier = ">=0.4.1" },
-    { name = "langchain-core", specifier = ">=1.0.7" },
+    { name = "langchain-core", specifier = ">=1.2.25" },
     { name = "langchain-ollama", specifier = ">=1.0.0" },
-    { name = "langchain-openai", specifier = ">=1.1.0" },
+    { name = "langchain-openai", specifier = ">=1.1.12" },
     { name = "langchain-qdrant", specifier = ">=1.1.0" },
-    { name = "langgraph", specifier = ">=1.0.2" },
-    { name = "langgraph-checkpoint-redis", specifier = ">=0.2.1" },
+    { name = "langgraph", specifier = ">=1.1.4" },
+    { name = "langgraph-checkpoint-redis", specifier = ">=0.4.0" },
     { name = "lxml", specifier = ">=6.0.2" },
-    { name = "mcp", extras = ["cli"], specifier = ">=1.23.0" },
-    { name = "mem0ai", extras = ["graph"], specifier = ">=1.0.1" },
     { name = "openpyxl", specifier = ">=3.1.5" },
     { name = "optionset" },
-    { name = "pluginbase", specifier = ">=1.0.1" },
     { name = "pycryptodome", specifier = ">=3.23.0" },
-    { name = "pydantic", specifier = ">=2.12.3" },
-    { name = "redis", specifier = ">=6.4.0" },
+    { name = "pydantic", specifier = ">=2.12.5" },
+    { name = "redis", specifier = ">=7.4.0" },
     { name = "requests", specifier = ">=2.32.5" },
     { name = "rsa", specifier = ">=4.9.1" },
-    { name = "sentence-transformers", specifier = ">=5.2.0" },
+    { name = "sentence-transformers", specifier = ">=5.3.0" },
     { name = "splunk-sdk", specifier = ">=2.1.1" },
     { name = "tldextract", specifier = ">=5.3.0" },
-    { name = "torch", specifier = ">=2.9.1" },
-    { name = "transformers", specifier = ">=4.57.3" },
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+[[package]]
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@@ -723,15 +708,6 @@ wheels = [
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+[[package]]
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+version = "2.3.0"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
+    { name = "dnspython" },
+    { name = "idna" },
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+
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@@ -771,24 +760,37 @@ wheels = [
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+[[package]]
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+version = "1.3.1"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
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+
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+version = "0.135.3"
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 dependencies = [
     { name = "annotated-doc" },
     { name = "pydantic" },
     { name = "starlette" },
     { name = "typing-extensions" },
+    { name = "typing-inspection" },
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+version = "0.8.0"
 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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@@ -802,9 +804,41 @@ dependencies = [
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+[[package]]
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+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
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+    { name = "cyclopts" },
+    { name = "exceptiongroup" },
+    { name = "httpx" },
+    { name = "jsonref" },
+    { name = "jsonschema-path" },
+    { name = "mcp" },
+    { name = "openapi-pydantic" },
+    { name = "opentelemetry-api" },
+    { name = "packaging" },
+    { name = "platformdirs" },
+    { name = "py-key-value-aio", extra = ["filetree", "keyring", "memory"] },
+    { name = "pydantic", extra = ["email"] },
+    { name = "pyperclip" },
+    { name = "python-dotenv" },
+    { name = "pyyaml" },
+    { name = "rich" },
+    { name = "uncalled-for" },
+    { name = "uvicorn" },
+    { name = "watchfiles" },
+    { name = "websockets" },
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 [[package]]
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 version = "3.3.0"
@@ -994,24 +1002,26 @@ wheels = [
 
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+[[package]]
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+dependencies = [
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+    { name = "pyyaml" },
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+
 [[package]]
 name = "jsonschema-specifications"
 version = "2025.9.1"
@@ -1309,88 +1336,34 @@ wheels = [
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+name = "keyring"
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-    { name = "requests-oauthlib" },
-    { name = "six" },
-    { name = "urllib3" },
-    { name = "websocket-client" },
+    { name = "jaraco-classes" },
+    { name = "jaraco-context" },
+    { name = "jaraco-functools" },
+    { name = "jeepney", marker = "sys_platform == 'linux'" },
+    { name = "pywin32-ctypes", marker = "sys_platform == 'win32'" },
+    { name = "secretstorage", marker = "sys_platform == 'linux'" },
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 [[package]]
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 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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     { name = "langgraph" },
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-dependencies = [
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-    { name = "langchain-core" },
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+    { url = "https://mirrors.aliyun.com/pypi/packages/4c/87/324ae5fd9993f024339a452fc89e3fd808bccde87ef95c8dafab3de023c0/langchain-1.2.14-py3-none-any.whl", hash = "sha256:96da6d7338d5a6fc41eb4ec0db83f7ef5d03bb5efd17bb269f34ba4378ebdb4d" },
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 [[package]]
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+version = "1.2.25"
 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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@@ -1448,40 +1421,9 @@ dependencies = [
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 [[package]]
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@@ -1768,15 +1710,9 @@ dependencies = [
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 [[package]]
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+[[package]]
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+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
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+wheels = [
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+
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@@ -1979,39 +1883,6 @@ wheels = [
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 [[package]]
 name = "networkx"
 version = "3.6.1"
@@ -2076,146 +1947,152 @@ wheels = [
 ]
 
 [[package]]
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 [[package]]
-name = "nvidia-cuda-cupti-cu12"
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+name = "nvidia-cuda-cupti"
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 [[package]]
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 [[package]]
-name = "nvidia-cuda-runtime-cu12"
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 [[package]]
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 [[package]]
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 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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 wheels = [
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 [[package]]
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 [[package]]
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 [[package]]
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 dependencies = [
-    { name = "nvidia-cublas-cu12" },
-    { name = "nvidia-cusparse-cu12" },
-    { name = "nvidia-nvjitlink-cu12" },
+    { name = "nvidia-cublas" },
+    { name = "nvidia-cusparse" },
+    { name = "nvidia-nvjitlink" },
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-version = "12.5.8.93"
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 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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+    { name = "nvidia-nvjitlink" },
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 [[package]]
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 [[package]]
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 ]
 
 [[package]]
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@@ -3191,6 +2906,19 @@ wheels = [
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 ]
 
+[[package]]
+name = "rich-rst"
+version = "1.3.2"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
+    { name = "docutils" },
+    { name = "rich" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/bc/6d/a506aaa4a9eaa945ed8ab2b7347859f53593864289853c5d6d62b77246e0/rich_rst-1.3.2.tar.gz", hash = "sha256:a1196fdddf1e364b02ec68a05e8ff8f6914fee10fbca2e6b6735f166bb0da8d4" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/13/2f/b4530fbf948867702d0a3f27de4a6aab1d156f406d72852ab902c4d04de9/rich_rst-1.3.2-py3-none-any.whl", hash = "sha256:a99b4907cbe118cf9d18b0b44de272efa61f15117c61e39ebdc431baf5df722a" },
+]
+
 [[package]]
 name = "rpds-py"
 version = "0.28.0"
@@ -3255,18 +2983,6 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/64/8d/0133e4eb4beed9e425d9a98ed6e081a55d195481b7632472be1af08d2f6b/rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762" },
 ]
 
-[[package]]
-name = "s3transfer"
-version = "0.16.0"
-source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
-dependencies = [
-    { name = "botocore" },
-]
-sdist = { url = "https://mirrors.aliyun.com/pypi/packages/05/04/74127fc843314818edfa81b5540e26dd537353b123a4edc563109d8f17dd/s3transfer-0.16.0.tar.gz", hash = "sha256:8e990f13268025792229cd52fa10cb7163744bf56e719e0b9cb925ab79abf920" }
-wheels = [
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-]
-
 [[package]]
 name = "safetensors"
 version = "0.7.0"
@@ -3362,12 +3078,26 @@ wheels = [
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 ]
 
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "jeepney" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137" },
+]
+
 [[package]]
 name = "sentence-transformers"
-version = "5.2.0"
+version = "5.3.0"
 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
     { name = "huggingface-hub" },
+    { name = "numpy" },
     { name = "scikit-learn" },
     { name = "scipy" },
     { name = "torch" },
@@ -3375,9 +3105,9 @@ dependencies = [
     { name = "transformers" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://mirrors.aliyun.com/pypi/packages/a2/a1/64e7b111e753307ffb7c5b6d039c52d4a91a47fa32a7f5bc377a49b22402/sentence_transformers-5.2.0.tar.gz", hash = "sha256:acaeb38717de689f3dab45d5e5a02ebe2f75960a4764ea35fea65f58a4d3019f" }
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/fe/26/448453925b6ce0c29d8b54327caa71ee4835511aef02070467402273079c/sentence_transformers-5.3.0.tar.gz", hash = "sha256:414a0a881f53a4df0e6cbace75f823bfcb6b94d674c42a384b498959b7c065e2" }
 wheels = [
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+    { url = "https://mirrors.aliyun.com/pypi/packages/e2/9c/2fa7224058cad8df68d84bafee21716f30892cecc7ad1ad73bde61d23754/sentence_transformers-5.3.0-py3-none-any.whl", hash = "sha256:dca6b98db790274a68185d27a65801b58b4caf653a4e556b5f62827509347c7d" },
 ]
 
 [[package]]
@@ -3700,46 +3430,37 @@ wheels = [
 
 [[package]]
 name = "torch"
-version = "2.9.1"
+version = "2.11.0"
 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
+    { name = "cuda-bindings", marker = "sys_platform == 'linux'" },
+    { name = "cuda-toolkit", extra = ["cublas", "cudart", "cufft", "cufile", "cupti", "curand", "cusolver", "cusparse", "nvjitlink", "nvrtc", "nvtx"], marker = "sys_platform == 'linux'" },
     { name = "filelock" },
     { name = "fsspec" },
     { name = "jinja2" },
     { name = "networkx" },
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-    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
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-    { name = "nvidia-nvjitlink-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-nvshmem-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cudnn-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cusparselt-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nccl-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nvshmem-cu13", marker = "sys_platform == 'linux'" },
     { name = "setuptools" },
     { name = "sympy" },
-    { name = "triton", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "triton", marker = "sys_platform == 'linux'" },
     { name = "typing-extensions" },
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 ]
 
 [[package]]
@@ -3756,48 +3477,50 @@ wheels = [
 
 [[package]]
 name = "transformers"
-version = "4.57.3"
+version = "5.5.0"
 source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
 dependencies = [
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     { name = "huggingface-hub" },
     { name = "numpy" },
     { name = "packaging" },
     { name = "pyyaml" },
     { name = "regex" },
-    { name = "requests" },
     { name = "safetensors" },
     { name = "tokenizers" },
     { name = "tqdm" },
+    { name = "typer" },
 ]
-sdist = { url = "https://mirrors.aliyun.com/pypi/packages/dd/70/d42a739e8dfde3d92bb2fff5819cbf331fe9657323221e79415cd5eb65ee/transformers-4.57.3.tar.gz", hash = "sha256:df4945029aaddd7c09eec5cad851f30662f8bd1746721b34cc031d70c65afebc" }
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 [[package]]
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+[[package]]
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@@ -3909,46 +3629,15 @@ wheels = [
 
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