feat: tao-mcp-go core features

2026-03-14 16:09:09 +08:00
parent ebaf325222
commit a9c26fae45
7 changed files with 1604 additions and 0 deletions
--- a/.gitignore
+++ b/.gitignore
@@ -0,0 +1,4 @@
+tao-mcp
+knowledge_ocean/
+*.log
+.DS_Store
--- a/11
+++ b/11
@@ -0,0 +1,11 @@
+FROM golang:1.21-alpine AS builder
+WORKDIR /app
+COPY . .
+RUN go build -o tao-mcp .
+
+FROM alpine:latest
+WORKDIR /app
+COPY --from=builder /app/tao-mcp .
+VOLUME ["/app/knowledge_ocean"]
+EXPOSE 5001
+CMD ["./tao-mcp"]
--- a/README.md
+++ b/README.md
@@ -0,0 +1,182 @@
+# Tao Memory MCP Server (Go)
+
+面向 MCP 的“道场记忆”服务：SSE + JSON‑RPC 2.0，支持移动端、异步响应、灵感/日记/周月季半年年炼化与归档剪枝。
+
+---
+
+## 功能总览
+
+- **MCP 协议**：SSE + `/mcp/message` 异步响应（POST 返回 202）
+- **鉴权**：Header Bearer 或 `?token=`
+- **工具体系**：检索、灵感、日记、周/月/季/半年/年总结、归档剪枝、代码巡检提案
+- **存储结构**：六级流转（YEAR/H1|H2/Q/Month/Wxx）
+- **归档剪枝**：月度归档至 `_Archive`，检索默认跳过归档
+
+---
+
+## 目录结构（六级流转）
+
+```
+knowledge_ocean/
+  2026/
+    H1_Upper/
+      Q1/
+        03_March/
+          W11/
+            2026-03-14_Saturday.md
+            Week_Summary.md
+          Month_Summary.md
+      Semiannual_Summary.md
+    H2_Lower/
+      ...
+    Year_Summary.md
+  Inspirations/
+    Idea_1710400000.md
+  _Archive/
+    2026/03/...
+  _Proposals/
+    proposal_20260314_150405.md
+```
+
+---
+
+## MCP 端点
+
+- **SSE**：`/mcp/sse?token=...`
+- **消息**：`/mcp/message?token=...`
+
+**特性：**
+- `POST /mcp/message` 只返回 `202 Accepted`
+- 所有 JSON‑RPC 响应通过 SSE `event: message` 返回
+- CORS 已放行（含 `OPTIONS`）
+
+---
+
+## 工具清单
+
+### 1) query_memory
+全文检索（默认不搜索归档）
+
+- `q` (string)
+- `mode` (exact|causal, 默认 exact)
+- `related_terms` (array<string>) 仅 mode=causal
+- `include_archive` (bool, 默认 false)
+
+**causal 输出标注：** `[命中: 关键词]` / `[关联: 关键词]`
+
+---
+
+### 2) get_week_data / record_summary
+- `get_week_data(weekOffset)`：获取周素材
+- `record_summary(content, weekOffset)`：写入 `Week_Summary.md`
+  - 若缺少 `### 📅 时空坐标`，自动套“炼丹笔记”模板
+
+---
+
+### 3) capture_idea
+捕获灵感并**双写**：
+- 写入 `Inspirations/Idea_*.md`（YAML Frontmatter + tags）
+- 同时写入当天日记（category=idea）
+
+参数：
+- `content` (string)
+- `tags` (array<string>, 可选；默认 Unsorted)
+
+---
+
+### 4) record_daily
+写入当日日记（不会进入灵感库）
+
+参数：
+- `content` (string)
+- `karma` (int, 默认 1)
+
+---
+
+### 5) 月/季/半年/年炼化
+- `get_month_data` / `record_month_summary`
+- `get_quarter_data` / `record_quarter_summary`
+- `get_semiannual_data` / `record_semiannual_summary`
+- `get_year_data` / `record_year_summary`
+
+产物：
+- `Month_Summary.md`
+- `Quarter_Summary.md`
+- `Semiannual_Summary.md`
+- `Year_Summary.md`
+
+---
+
+### 6) housekeep_memory
+归档剪枝（按月）
+
+参数：
+- `target_month` (YYYY-MM)
+
+逻辑：
+- 校验 `Month_Summary.md` 存在且大小≥100字节且包含 `###`
+- 将该月 `Wxx/` 目录及非 Month_Summary 文件移动到 `_Archive/YYYY/MM/`
+- 生成 `ARCHIVED.txt`
+- `query_memory` 默认跳过 `_Archive`
+
+---
+
+### 7) inspect_and_propose
+检视代码与灵感，生成补丁建议清单（不自动应用）
+
+参数：
+- `repo_path` (可选，默认 `/root/.openclaw/workspace/tao_mcp_go`)
+
+行为：
+- `git pull`（失败不阻断）
+- 扫描 `Inspirations` 中 `#Todo/#Fix`
+- 生成 `_Proposals/proposal_<timestamp>.md`
+- 当日日记记录摘要
+
+---
+
+## OpenClaw 接入（示例）
+
+**Base URL**
+```
+https://mcp.good.xx.kg
+```
+
+**Auth Token**
+```
+a3c60a86ed2a7d317b8855faa94a05d1
+```
+
+**Instructions（粘贴）**
+```
+你接入的 MCP 服务器名为 Tao-Memory-Pro。
+调用工具时遵循以下规则：
+1) 重要灵感/架构设计 → 使用 capture_idea（可带 tags）
+2) 日常记录/普通对话 → 使用 record_daily
+3) 周总结使用 record_summary（自动套用炼丹模板）
+4) 检索默认 query_memory；需要查归档时 include_archive=true
+```
+
+---
+
+## 编译与运行
+
+```bash
+cd /root/.openclaw/workspace/tao_mcp_go
+
+go build -o tao-mcp
+./tao-mcp
+```
+
+## Systemd
+```bash
+systemctl restart tao-mcp-go
+systemctl status tao-mcp-go
+```
+
+---
+
+## 备注
+- SSE 已设置 `X-Accel-Buffering: no`
+- MCP 协议版本：`2025-06-18`
+- `TAO_ENDPOINT_STYLE=message` 避免 `/mcp/mcp` 叠加
--- a/go.mod
+++ b/go.mod
@@ -0,0 +1,3 @@
+module tao-mcp
+
+go 1.21
--- a/main.go
+++ b/main.go
@@ -0,0 +1,295 @@
+package main
+
+import (
+ "bytes"
+ "encoding/json"
+ "fmt"
+ "io"
+ "log"
+ "net/http"
+ "os"
+ "strings"
+ "time"
+)
+
+// --- MCP Protocol Types ---
+type MCPRequest struct {
+ JSONRPC string          `json:"jsonrpc"`
+ ID      any             `json:"id,omitempty"`
+ Method  string          `json:"method"`
+ Params  json.RawMessage `json:"params,omitempty"`
+}
+
+type MCPResponse struct {
+ JSONRPC string      `json:"jsonrpc"`
+ ID      any         `json:"id,omitempty"`
+ Result  any         `json:"result,omitempty"`
+ Error   interface{} `json:"error,omitempty"`
+}
+
+type MCPContent struct {
+ Type string `json:"type"`
+ Text string `json:"text"`
+}
+
+func sendMCPResponse(id any, result any) MCPResponse {
+ return MCPResponse{JSONRPC: "2.0", ID: id, Result: result}
+}
+
+func (s *TaoServer) dispatchMCP(token string, req MCPRequest) {
+ var resp MCPResponse
+ resp.JSONRPC = "2.0"
+ resp.ID = req.ID
+
+ switch req.Method {
+ case "initialize":
+  resp.Result = map[string]interface{}{
+   "protocolVersion": "2025-06-18",
+   "capabilities": map[string]interface{}{
+    "tools":     map[string]interface{}{"listChanged": false},
+    "resources": map[string]interface{}{"listChanged": false},
+    "prompts":   map[string]interface{}{"listChanged": false},
+    "logging":   map[string]interface{}{},
+   },
+   "serverInfo": map[string]string{
+    "name":    "Tao-Memory-Server",
+    "version": "1.2.0",
+   },
+  }
+ case "notifications/initialized":
+  log.Printf("[MCP Notify] initialized from %s", token)
+  return
+ case "tools/list":
+  resp.Result = map[string]interface{}{
+   "tools": buildToolList(),
+  }
+ case "tools/call":
+  var params struct {
+   Name      string                 `json:"name"`
+   Arguments map[string]interface{} `json:"arguments"`
+  }
+  _ = json.Unmarshal(req.Params, &params)
+  if tool, ok := ToolRegistry[params.Name]; ok {
+   result, err := tool.Handler(params.Arguments)
+   if err != nil {
+    resp.Result = map[string]interface{}{
+     "content": []MCPContent{{Type: "text", Text: "error: " + err.Error()}},
+    }
+   } else {
+    resp.Result = map[string]interface{}{
+     "content": []MCPContent{{Type: "text", Text: result}},
+    }
+   }
+  } else {
+   resp.Result = map[string]interface{}{
+    "content": []MCPContent{{Type: "text", Text: "error: tool not found"}},
+   }
+  }
+ default:
+  _ = s.Record("agent_action", fmt.Sprintf("执行指令: %+v", req), 2)
+  return
+ }
+
+ if token == "" {
+  log.Printf("[MCP Response] missing token for method=%s", req.Method)
+  return
+ }
+ if ch, ok := s.conns.Load(token); ok {
+  if b, err := json.Marshal(resp); err == nil {
+   ch.(chan string) <- string(b)
+   log.Printf("[MCP Response] sent via SSE method=%s", req.Method)
+  }
+ } else {
+  log.Printf("[MCP Response] no SSE channel for token=%s method=%s", token, req.Method)
+ }
+}
+
+func getEnv(key, def string) string {
+ if v := os.Getenv(key); v != "" {
+  return v
+ }
+ return def
+}
+
+// --- 以简御繁：鉴权 ---
+func (s *TaoServer) checkAuth(r *http.Request) bool {
+ token := getEnv("TAO_AUTH_TOKEN", "")
+ if token == "" {
+  return true // 未配置则不启用鉴权
+ }
+ // Header Bearer
+ h := r.Header.Get("Authorization")
+ if h == "Bearer "+token {
+  return true
+ }
+ // Query token
+ if q := r.URL.Query().Get("token"); q != "" && q == token {
+  return true
+ }
+ return false
+}
+
+func (s *TaoServer) requireAuth(next http.HandlerFunc) http.HandlerFunc {
+ return func(w http.ResponseWriter, r *http.Request) {
+  if r.Method == "OPTIONS" {
+   w.Header().Set("Access-Control-Allow-Origin", "*")
+   w.Header().Set("Access-Control-Allow-Methods", "GET, POST, OPTIONS")
+   w.Header().Set("Access-Control-Allow-Headers", "Content-Type, Authorization")
+   w.WriteHeader(http.StatusOK)
+   return
+  }
+  if !s.checkAuth(r) {
+   http.Error(w, "Unauthorized", http.StatusUnauthorized)
+   return
+  }
+  next(w, r)
+ }
+}
+
+// --- 感官 (Webhook Adapters) ---
+// 适配 Gitea 的 Push Webhook
+func (s *TaoServer) GiteaHandler(w http.ResponseWriter, r *http.Request) {
+ var payload struct {
+  Repository struct {
+   Name string `json:"name"`
+  } `json:"repository"`
+  Commits []struct {
+   Message string `json:"message"`
+  } `json:"commits"`
+ }
+
+ if err := json.NewDecoder(r.Body).Decode(&payload); err != nil {
+  http.Error(w, "Bad Request", 400)
+  return
+ }
+
+ if len(payload.Commits) > 0 {
+  msg := payload.Commits[0].Message
+  summary := fmt.Sprintf("代码演化于 [%s]: %s", payload.Repository.Name, msg)
+  _ = s.Record("code", summary, 4)
+ }
+ w.WriteHeader(200)
+}
+
+// 适配 SmsReceiver-go 的短信推送
+func (s *TaoServer) SmsHandler(w http.ResponseWriter, r *http.Request) {
+ var payload struct {
+  From    string `json:"from"`
+  Content string `json:"content"`
+ }
+ if err := json.NewDecoder(r.Body).Decode(&payload); err != nil {
+  http.Error(w, "Bad Request", 400)
+  return
+ }
+
+ summary := fmt.Sprintf("收到信号 [%s]: %s", payload.From, payload.Content)
+ _ = s.Record("sms", summary, 3)
+ w.WriteHeader(200)
+}
+
+// --- MCP SSE ---
+func (s *TaoServer) SSEHandler(w http.ResponseWriter, r *http.Request) {
+ log.Printf("[SSE Connect] Remote=%s URL=%s", r.RemoteAddr, r.URL.String())
+ w.Header().Set("Content-Type", "text/event-stream")
+ w.Header().Set("Cache-Control", "no-cache")
+ w.Header().Set("Connection", "keep-alive")
+ w.Header().Set("Access-Control-Allow-Origin", "*")
+ w.Header().Set("X-Accel-Buffering", "no")
+
+ flusher, ok := w.(http.Flusher)
+ if !ok {
+  http.Error(w, "Streaming unsupported", http.StatusInternalServerError)
+  return
+ }
+
+ // 告知客户端 POST 入口（按客户端拼接习惯输出）
+ style := getEnv("TAO_ENDPOINT_STYLE", "message")
+ endpoint := "mcp/message"
+ if style == "message" {
+  endpoint = "message"
+ }
+ // 若通过 query token 访问，也把 token 拼到 endpoint（便于客户端无 Header）
+ token := r.URL.Query().Get("token")
+ if token != "" {
+  if strings.Contains(endpoint, "?") {
+   endpoint = endpoint + "&token=" + token
+  } else {
+   endpoint = endpoint + "?token=" + token
+  }
+ }
+ fmt.Fprintf(w, "event: endpoint\ndata: %s\n\n", endpoint)
+ flusher.Flush()
+
+ var msgChan chan string
+ if token != "" {
+  msgChan = make(chan string, 50)
+  s.conns.Store(token, msgChan)
+  defer s.conns.Delete(token)
+ }
+
+ ticker := time.NewTicker(5 * time.Second)
+ defer ticker.Stop()
+
+ for {
+  select {
+  case <-r.Context().Done():
+   return
+  case <-ticker.C:
+   fmt.Fprintf(w, ":ping\n\n")
+   flusher.Flush()
+  case msg := <-msgChan:
+   fmt.Fprintf(w, "event: message\ndata: %s\n\n", msg)
+   flusher.Flush()
+  }
+ }
+}
+
+// --- MCP Message ---
+func (s *TaoServer) MessageHandler(w http.ResponseWriter, r *http.Request) {
+ w.Header().Set("Access-Control-Allow-Origin", "*")
+ w.Header().Set("Access-Control-Allow-Methods", "GET, POST, OPTIONS")
+ w.Header().Set("Access-Control-Allow-Headers", "Content-Type, Authorization")
+
+ if r.Method == "OPTIONS" {
+  w.WriteHeader(http.StatusOK)
+  return
+ }
+
+ bodyBytes, _ := io.ReadAll(r.Body)
+ r.Body = io.NopCloser(bytes.NewBuffer(bodyBytes))
+ log.Printf("[MCP POST] From=%s URL=%s Body=%s", r.RemoteAddr, r.URL.String(), string(bodyBytes))
+
+ var req MCPRequest
+ if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+  http.Error(w, "Bad Request", 400)
+  return
+ }
+
+ token := r.URL.Query().Get("token")
+ w.WriteHeader(http.StatusAccepted)
+
+ go s.dispatchMCP(token, req)
+}
+
+// --- 主程序 (Main) ---
+func main() {
+ server := &TaoServer{
+  config: Config{
+   MemoryRoot: getEnv("MEMORY_ROOT", "./knowledge_ocean"),
+   Port:       getEnv("PORT", "5001"),
+  },
+ }
+
+ server.RegisterTools()
+
+ // 启动 Webhook 监听 (感知层)
+ http.HandleFunc("/ingest/gitea", server.requireAuth(server.GiteaHandler))
+ http.HandleFunc("/ingest/sms", server.requireAuth(server.SmsHandler))
+
+ // MCP SSE + Message
+ http.HandleFunc("/mcp/sse", server.requireAuth(server.SSEHandler))
+ http.HandleFunc("/mcp/message", server.requireAuth(server.MessageHandler))
+
+ fmt.Printf("Tao Memory Server 启动。道场地址: :%s\n", server.config.Port)
+ log.Fatal(http.ListenAndServe(":"+server.config.Port, nil))
+}
--- a/mcp_tools.go
+++ b/mcp_tools.go
@@ -0,0 +1,471 @@
+package main
+
+import (
+ "strconv"
+)
+
+// Tool 定义了 MCP 工具的元数据和执行逻辑
+type Tool struct {
+ Name        string
+ Description string
+ InputSchema map[string]interface{}
+ Handler     func(args map[string]interface{}) (string, error)
+}
+
+// ToolRegistry 存储所有已注册的工具
+var ToolRegistry = make(map[string]Tool)
+
+func (s *TaoServer) RegisterTools() {
+ // 1) query_memory
+ ToolRegistry["query_memory"] = Tool{
+  Name:        "query_memory",
+  Description: "在知识海洋中进行全文检索（默认 exact；causal 时可传 related_terms 作为关联词数组；默认不搜索归档区，需 include_archive=true 才会搜索 _Archive）",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "q": map[string]interface{}{"type": "string", "description": "关键词"},
+    "mode": map[string]interface{}{"type": "string", "enum": []string{"exact", "causal"}, "default": "exact"},
+    "related_terms": map[string]interface{}{"type": "array", "items": map[string]interface{}{"type": "string"}, "description": "关联词数组（仅 mode=causal）"},
+    "include_archive": map[string]interface{}{"type": "boolean", "default": false},
+   },
+   "required": []string{"q"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   q, _ := args["q"].(string)
+   includeArchive := false
+   if v, ok := args["include_archive"]; ok {
+    if b, ok := v.(bool); ok {
+     includeArchive = b
+    }
+   }
+   mode := "exact"
+   if v, ok := args["mode"].(string); ok && v != "" {
+    mode = v
+   }
+   related := []string{}
+   if v, ok := args["related_terms"]; ok {
+    if arr, ok := v.([]interface{}); ok {
+     for _, t := range arr {
+      if s, ok := t.(string); ok && s != "" {
+       related = append(related, s)
+      }
+     }
+    }
+   }
+   results, _ := s.SearchMemoryAdvanced(q, related, mode == "causal", includeArchive)
+   return stringsJoin(results, "\n\n"), nil
+  },
+ }
+
+ // 2) get_week_data
+ ToolRegistry["get_week_data"] = Tool{
+  Name:        "get_week_data",
+  Description: "获取指定周的所有原始素材用于炼化",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "weekOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   offset := 0
+   if val, ok := args["weekOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.GetWeekData(offset)
+  },
+ }
+
+ // 3) record_summary
+ ToolRegistry["record_summary"] = Tool{
+  Name:        "record_summary",
+  Description: "将炼化后的周精华存入 Week_Summary.md（若缺失‘炼丹笔记’结构将自动套用模板）",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "weekOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   offset := 0
+   if val, ok := args["weekOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   content = s.ApplyWeeklyTemplateIfMissing(content, offset)
+   return s.RecordSummary(content, offset)
+  },
+ }
+
+ // 4) capture_idea
+ ToolRegistry["capture_idea"] = Tool{
+  Name:        "capture_idea",
+  Description: "捕获瞬时灵感/知识片段，自动归档并可附标签",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string", "description": "灵感内容"},
+    "tags": map[string]interface{}{"type": "array", "items": map[string]interface{}{"type": "string"}, "description": "可选标签"},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   tags := []string{}
+   if v, ok := args["tags"]; ok {
+    if arr, ok := v.([]interface{}); ok {
+     for _, t := range arr {
+      if s, ok := t.(string); ok && s != "" {
+       tags = append(tags, s)
+      }
+     }
+    }
+   }
+   return s.CaptureIdea(content, tags)
+  },
+ }
+
+ // 5) get_month_data
+ ToolRegistry["get_month_data"] = Tool{
+  Name:        "get_month_data",
+  Description: "获取指定月份的周总结素材",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "monthOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   offset := 0
+   if val, ok := args["monthOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.GetMonthData(offset)
+  },
+ }
+
+ // 6) record_month_summary
+ ToolRegistry["record_month_summary"] = Tool{
+  Name:        "record_month_summary",
+  Description: "写入月总结 Month_Summary.md",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "monthOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   offset := 0
+   if val, ok := args["monthOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.RecordMonthSummary(content, offset)
+  },
+ }
+
+ // 7) get_quarter_data
+ ToolRegistry["get_quarter_data"] = Tool{
+  Name:        "get_quarter_data",
+  Description: "获取指定季度的月总结素材",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "quarterOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   offset := 0
+   if val, ok := args["quarterOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.GetQuarterData(offset)
+  },
+ }
+
+ // 8) record_quarter_summary
+ ToolRegistry["record_quarter_summary"] = Tool{
+  Name:        "record_quarter_summary",
+  Description: "写入季总结 Quarter_Summary.md",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "quarterOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   offset := 0
+   if val, ok := args["quarterOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.RecordQuarterSummary(content, offset)
+  },
+ }
+
+ // 9) get_semiannual_data
+ ToolRegistry["get_semiannual_data"] = Tool{
+  Name:        "get_semiannual_data",
+  Description: "获取指定半年的季度总结素材",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "halfOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   offset := 0
+   if val, ok := args["halfOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.GetSemiannualData(offset)
+  },
+ }
+
+ // 10) record_semiannual_summary
+ ToolRegistry["record_semiannual_summary"] = Tool{
+  Name:        "record_semiannual_summary",
+  Description: "写入半年总结 Semiannual_Summary.md",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "halfOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   offset := 0
+   if val, ok := args["halfOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.RecordSemiannualSummary(content, offset)
+  },
+ }
+
+ // 11) get_year_data
+ ToolRegistry["get_year_data"] = Tool{
+  Name:        "get_year_data",
+  Description: "获取指定年度的半年总结素材",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "yearOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   offset := 0
+   if val, ok := args["yearOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.GetYearData(offset)
+  },
+ }
+
+ // 12) record_year_summary
+ ToolRegistry["record_year_summary"] = Tool{
+  Name:        "record_year_summary",
+  Description: "写入年度总结 Year_Summary.md",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "yearOffset": map[string]interface{}{"type": "integer", "default": 0},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   offset := 0
+   if val, ok := args["yearOffset"]; ok {
+    switch t := val.(type) {
+    case float64:
+     offset = int(t)
+    case int:
+     offset = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      offset = n
+     }
+    }
+   }
+   return s.RecordYearSummary(content, offset)
+  },
+ }
+
+ // 13) housekeep_memory
+ ToolRegistry["housekeep_memory"] = Tool{
+  Name:        "housekeep_memory",
+  Description: "归档指定月份的原始记录（需月总结完成）",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "target_month": map[string]interface{}{"type": "string", "description": "YYYY-MM"},
+   },
+   "required": []string{"target_month"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   target, _ := args["target_month"].(string)
+   return s.HousekeepMemory(target)
+  },
+ }
+
+ // 14) inspect_and_propose
+ ToolRegistry["inspect_and_propose"] = Tool{
+  Name:        "inspect_and_propose",
+  Description: "检视 tao_mcp_go 与灵感库，生成补丁建议清单（不自动应用）",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "repo_path": map[string]interface{}{"type": "string", "description": "仓库路径（可选，默认 tao_mcp_go）"},
+   },
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   repo, _ := args["repo_path"].(string)
+   return s.InspectAndPropose(repo)
+  },
+ }
+
+ // 15) record_daily
+ ToolRegistry["record_daily"] = Tool{
+  Name:        "record_daily",
+  Description: "写入当日记忆流（日记/对话碎片）",
+  InputSchema: map[string]interface{}{
+   "type": "object",
+   "properties": map[string]interface{}{
+    "content": map[string]interface{}{"type": "string"},
+    "karma": map[string]interface{}{"type": "integer", "default": 1},
+   },
+   "required": []string{"content"},
+  },
+  Handler: func(args map[string]interface{}) (string, error) {
+   content, _ := args["content"].(string)
+   karma := 1
+   if v, ok := args["karma"]; ok {
+    switch t := v.(type) {
+    case float64:
+     karma = int(t)
+    case int:
+     karma = t
+    case string:
+     if n, err := strconv.Atoi(t); err == nil {
+      karma = n
+     }
+    }
+   }
+   return s.RecordDaily(content, karma)
+  },
+ }
+}
+
+
+func buildToolList() []map[string]interface{} {
+ var toolList []map[string]interface{}
+ for _, t := range ToolRegistry {
+  toolList = append(toolList, map[string]interface{}{
+   "name":        t.Name,
+   "description": t.Description,
+   "inputSchema": t.InputSchema,
+  })
+ }
+ return toolList
+}
+
+func stringsJoin(items []string, sep string) string {
+ if len(items) == 0 {
+  return ""
+ }
+ out := items[0]
+ for i := 1; i < len(items); i++ {
+  out = out + sep + items[i]
+ }
+ return out
+}
--- a/tao_core.go
+++ b/tao_core.go
@@ -0,0 +1,638 @@
+package main
+
+import (
+ "fmt"
+ "os"
+ "os/exec"
+ "path/filepath"
+ "strconv"
+ "strings"
+ "sync"
+ "time"
+)
+
+// --- 道 (Config & State) ---
+type Config struct {
+ MemoryRoot string
+ Port       string
+}
+
+type TaoServer struct {
+ config Config
+ mu     sync.Mutex // 确保并发写入安全
+ conns  sync.Map   // token -> chan string
+}
+
+// --- 一、二、三 (Time Logic) ---
+// GetTaoPath 根据道家哲学计算时间路径
+func (s *TaoServer) GetTaoPath() (string, string) {
+ return s.GetTaoPathFromTime(time.Now())
+}
+
+// GetTaoPathFromTime 根据指定时间计算路径
+func (s *TaoServer) GetTaoPathFromTime(t time.Time) (string, string) {
+ year := t.Format("2006")
+ month := int(t.Month())
+ _, isoWeek := t.ISOWeek()
+
+ // 一生二：上半年(H1_Upper) / 下半年(H2_Lower)
+ half := "H1_Upper"
+ if month > 6 {
+  half = "H2_Lower"
+ }
+
+ // 二生三：季度
+ quarter := fmt.Sprintf("Q%d", (month-1)/3+1)
+
+ // 三生万物：月与周
+ monthDir := fmt.Sprintf("%02d_%s", month, t.Month().String())
+ weekDir := fmt.Sprintf("W%02d", isoWeek)
+
+ dirPath := filepath.Join(s.config.MemoryRoot, year, half, quarter, monthDir, weekDir)
+ fileName := t.Format("2006-01-02_Monday.md")
+
+ return dirPath, fileName
+}
+
+func (s *TaoServer) getMonthDirFromTime(t time.Time) string {
+ year := t.Format("2006")
+ month := int(t.Month())
+ half := "H1_Upper"
+ if month > 6 {
+  half = "H2_Lower"
+ }
+ quarter := fmt.Sprintf("Q%d", (month-1)/3+1)
+ monthDir := fmt.Sprintf("%02d_%s", month, t.Month().String())
+ return filepath.Join(s.config.MemoryRoot, year, half, quarter, monthDir)
+}
+
+func (s *TaoServer) getQuarterDirFromTime(t time.Time) string {
+ year := t.Format("2006")
+ month := int(t.Month())
+ half := "H1_Upper"
+ if month > 6 {
+  half = "H2_Lower"
+ }
+ quarter := fmt.Sprintf("Q%d", (month-1)/3+1)
+ return filepath.Join(s.config.MemoryRoot, year, half, quarter)
+}
+
+func (s *TaoServer) getHalfDirFromTime(t time.Time) string {
+ year := t.Format("2006")
+ month := int(t.Month())
+ half := "H1_Upper"
+ if month > 6 {
+  half = "H2_Lower"
+ }
+ return filepath.Join(s.config.MemoryRoot, year, half)
+}
+
+func (s *TaoServer) getYearDirFromTime(t time.Time) string {
+ return filepath.Join(s.config.MemoryRoot, t.Format("2006"))
+}
+
+func (s *TaoServer) ApplyWeeklyTemplateIfMissing(content string, weekOffset int) string {
+ if strings.Contains(content, "### 📅 时空坐标") || strings.Contains(content, "## 📅 时空坐标") {
+  return content
+ }
+
+ targetTime := time.Now().AddDate(0, 0, weekOffset*7)
+ year, week := targetTime.ISOWeek()
+ period := fmt.Sprintf("%d年第%d周", year, week)
+ refinedAt := time.Now().Format("2006-01-02")
+
+ template := fmt.Sprintf(`### 📅 时空坐标
+* **周期**：%s
+* **炼化时间**：%s
+
+### ⚡ 核心突破 (Major Breakthroughs)
+%s
+
+### 🏮 避坑/因果记录 (Pitfalls & Karma)
+- 
+
+### 🧪 炼化所得 (Extracted Essence)
+- 
+
+### 🚀 下一轮循环 (Next Cycle)
+- [ ] 
+
+### 🧧 炼丹师评注
+-
+`, period, refinedAt, strings.TrimSpace(content))
+
+ return template
+}
+
+func (s *TaoServer) CaptureIdea(content string, tags []string) (string, error) {
+ if len(tags) == 0 {
+  tags = []string{"Unsorted"}
+ }
+
+ now := time.Now()
+ fileName := fmt.Sprintf("Idea_%d.md", now.Unix())
+ dirPath := filepath.Join(s.config.MemoryRoot, "Inspirations")
+ if err := os.MkdirAll(dirPath, 0755); err != nil {
+  return "", err
+ }
+
+ var buf strings.Builder
+ buf.WriteString("---\n")
+ buf.WriteString(fmt.Sprintf("date: %s\n", now.Format("2006-01-02 15:04:05")))
+ buf.WriteString("type: inspiration\n")
+ if len(tags) > 0 {
+  buf.WriteString("tags:\n")
+  for _, tag := range tags {
+   buf.WriteString(fmt.Sprintf(" - %s\n", tag))
+  }
+ }
+ buf.WriteString("---\n\n")
+ buf.WriteString(content)
+
+ filePath := filepath.Join(dirPath, fileName)
+ if err := os.WriteFile(filePath, []byte(buf.String()), 0644); err != nil {
+  return "", err
+ }
+
+ summary := content
+ if len([]rune(summary)) > 40 {
+  summary = string([]rune(summary)[:40]) + "..."
+ }
+ _ = s.Record("idea", fmt.Sprintf("💡 %s (归档: %s)", summary, fileName), 2)
+
+ return fmt.Sprintf("灵感已归档: %s", filePath), nil
+}
+
+// GetMonthData 读取指定月份目录下所有 Week_Summary.md
+func (s *TaoServer) GetMonthData(monthOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, monthOffset, 0)
+ monthDir := s.getMonthDirFromTime(targetTime)
+
+ var monthContent strings.Builder
+ monthContent.WriteString(fmt.Sprintf("# 待炼化月素材: %s\n\n", monthDir))
+
+ err := filepath.Walk(monthDir, func(path string, info os.FileInfo, err error) error {
+  if err != nil {
+   return err
+  }
+  if !info.IsDir() && info.Name() == "Week_Summary.md" {
+   content, err := os.ReadFile(path)
+   if err != nil {
+    return nil
+   }
+   rel, _ := filepath.Rel(monthDir, path)
+   monthContent.WriteString(fmt.Sprintf("## 来源: %s\n%s\n\n", rel, string(content)))
+  }
+  return nil
+ })
+
+ return monthContent.String(), err
+}
+
+// RecordMonthSummary 将炼化后的内容写入 Month_Summary.md
+func (s *TaoServer) RecordMonthSummary(content string, monthOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, monthOffset, 0)
+ monthDir := s.getMonthDirFromTime(targetTime)
+ if err := os.MkdirAll(monthDir, 0755); err != nil {
+  return "", err
+ }
+ summaryPath := filepath.Join(monthDir, "Month_Summary.md")
+
+ header := fmt.Sprintf("---\ntype: summary\nlevel: month\nrefined_at: %s\n---\n\n", time.Now().Format(time.RFC3339))
+ err := os.WriteFile(summaryPath, []byte(header+content), 0644)
+ if err != nil {
+  return "", err
+ }
+
+ return summaryPath, nil
+}
+
+// GetQuarterData 读取指定季度目录下所有 Month_Summary.md
+func (s *TaoServer) GetQuarterData(quarterOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, quarterOffset*3, 0)
+ quarterDir := s.getQuarterDirFromTime(targetTime)
+
+ var quarterContent strings.Builder
+ quarterContent.WriteString(fmt.Sprintf("# 待炼化季素材: %s\n\n", quarterDir))
+
+ err := filepath.Walk(quarterDir, func(path string, info os.FileInfo, err error) error {
+  if err != nil {
+   return err
+  }
+  if !info.IsDir() && info.Name() == "Month_Summary.md" {
+   content, err := os.ReadFile(path)
+   if err != nil {
+    return nil
+   }
+   rel, _ := filepath.Rel(quarterDir, path)
+   quarterContent.WriteString(fmt.Sprintf("## 来源: %s\n%s\n\n", rel, string(content)))
+  }
+  return nil
+ })
+
+ return quarterContent.String(), err
+}
+
+// RecordQuarterSummary 将炼化后的内容写入 Quarter_Summary.md
+func (s *TaoServer) RecordQuarterSummary(content string, quarterOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, quarterOffset*3, 0)
+ quarterDir := s.getQuarterDirFromTime(targetTime)
+ if err := os.MkdirAll(quarterDir, 0755); err != nil {
+  return "", err
+ }
+ summaryPath := filepath.Join(quarterDir, "Quarter_Summary.md")
+
+ header := fmt.Sprintf("---\ntype: summary\nlevel: quarter\nrefined_at: %s\n---\n\n", time.Now().Format(time.RFC3339))
+ err := os.WriteFile(summaryPath, []byte(header+content), 0644)
+ if err != nil {
+  return "", err
+ }
+
+ return summaryPath, nil
+}
+
+// GetSemiannualData 读取指定半年目录下所有 Quarter_Summary.md
+func (s *TaoServer) GetSemiannualData(halfOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, halfOffset*6, 0)
+ halfDir := s.getHalfDirFromTime(targetTime)
+
+ var halfContent strings.Builder
+ halfContent.WriteString(fmt.Sprintf("# 待炼化半年素材: %s\n\n", halfDir))
+
+ err := filepath.Walk(halfDir, func(path string, info os.FileInfo, err error) error {
+  if err != nil {
+   return err
+  }
+  if !info.IsDir() && info.Name() == "Quarter_Summary.md" {
+   content, err := os.ReadFile(path)
+   if err != nil {
+    return nil
+   }
+   rel, _ := filepath.Rel(halfDir, path)
+   halfContent.WriteString(fmt.Sprintf("## 来源: %s\n%s\n\n", rel, string(content)))
+  }
+  return nil
+ })
+
+ return halfContent.String(), err
+}
+
+// RecordSemiannualSummary 将炼化后的内容写入 Semiannual_Summary.md
+func (s *TaoServer) RecordSemiannualSummary(content string, halfOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, halfOffset*6, 0)
+ halfDir := s.getHalfDirFromTime(targetTime)
+ if err := os.MkdirAll(halfDir, 0755); err != nil {
+  return "", err
+ }
+ summaryPath := filepath.Join(halfDir, "Semiannual_Summary.md")
+
+ header := fmt.Sprintf("---\ntype: summary\nlevel: semiannual\nrefined_at: %s\n---\n\n", time.Now().Format(time.RFC3339))
+ err := os.WriteFile(summaryPath, []byte(header+content), 0644)
+ if err != nil {
+  return "", err
+ }
+
+ return summaryPath, nil
+}
+
+// GetYearData 读取指定年度目录下所有 Semiannual_Summary.md
+func (s *TaoServer) GetYearData(yearOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(yearOffset, 0, 0)
+ yearDir := s.getYearDirFromTime(targetTime)
+
+ var yearContent strings.Builder
+ yearContent.WriteString(fmt.Sprintf("# 待炼化年素材: %s\n\n", yearDir))
+
+ err := filepath.Walk(yearDir, func(path string, info os.FileInfo, err error) error {
+  if err != nil {
+   return err
+  }
+  if !info.IsDir() && info.Name() == "Semiannual_Summary.md" {
+   content, err := os.ReadFile(path)
+   if err != nil {
+    return nil
+   }
+   rel, _ := filepath.Rel(yearDir, path)
+   yearContent.WriteString(fmt.Sprintf("## 来源: %s\n%s\n\n", rel, string(content)))
+  }
+  return nil
+ })
+
+ return yearContent.String(), err
+}
+
+// RecordYearSummary 将炼化后的内容写入 Year_Summary.md
+func (s *TaoServer) RecordYearSummary(content string, yearOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(yearOffset, 0, 0)
+ yearDir := s.getYearDirFromTime(targetTime)
+ if err := os.MkdirAll(yearDir, 0755); err != nil {
+  return "", err
+ }
+ summaryPath := filepath.Join(yearDir, "Year_Summary.md")
+
+ header := fmt.Sprintf("---\ntype: summary\nlevel: year\nrefined_at: %s\n---\n\n", time.Now().Format(time.RFC3339))
+ err := os.WriteFile(summaryPath, []byte(header+content), 0644)
+ if err != nil {
+  return "", err
+ }
+
+ return summaryPath, nil
+}
+
+func (s *TaoServer) HousekeepMemory(targetMonth string) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ parts := strings.Split(targetMonth, "-")
+ if len(parts) != 2 {
+  return "", fmt.Errorf("invalid target_month format, expected YYYY-MM")
+ }
+ year, month := parts[0], parts[1]
+ if len(year) != 4 || len(month) != 2 {
+  return "", fmt.Errorf("invalid target_month format, expected YYYY-MM")
+ }
+
+ monthNum, err := strconv.Atoi(month)
+ if err != nil || monthNum < 1 || monthNum > 12 {
+  return "", fmt.Errorf("invalid month number")
+ }
+
+ t := time.Date(mustAtoi(year), time.Month(monthNum), 1, 0, 0, 0, 0, time.Local)
+ monthDir := s.getMonthDirFromTime(t)
+ summaryPath := filepath.Join(monthDir, "Month_Summary.md")
+
+ info, err := os.Stat(summaryPath)
+ if err != nil {
+  return "", fmt.Errorf("Month_Summary.md not found: %s", summaryPath)
+ }
+ if info.Size() < 100 {
+  return "", fmt.Errorf("Month_Summary.md too small, skip archive")
+ }
+
+ content, err := os.ReadFile(summaryPath)
+ if err != nil {
+  return "", err
+ }
+ if !strings.Contains(string(content), "###") {
+  return "", fmt.Errorf("Month_Summary.md missing expected headings")
+ }
+
+ archiveRoot := filepath.Join(s.config.MemoryRoot, "_Archive", year, month)
+ if err := os.MkdirAll(archiveRoot, 0755); err != nil {
+  return "", err
+ }
+
+ entries, err := os.ReadDir(monthDir)
+ if err != nil {
+  return "", err
+ }
+
+ for _, entry := range entries {
+  if entry.IsDir() && strings.HasPrefix(entry.Name(), "W") {
+   src := filepath.Join(monthDir, entry.Name())
+   dst := filepath.Join(archiveRoot, entry.Name())
+   if err := os.Rename(src, dst); err != nil {
+    return "", err
+   }
+  }
+  if !entry.IsDir() && entry.Name() != "Month_Summary.md" {
+   src := filepath.Join(monthDir, entry.Name())
+   dst := filepath.Join(archiveRoot, entry.Name())
+   if err := os.Rename(src, dst); err != nil {
+    return "", err
+   }
+  }
+ }
+
+ marker := fmt.Sprintf("原始数据已归档至 %s 于 %s\n", archiveRoot, time.Now().Format("2006-01-02 15:04:05"))
+ _ = os.WriteFile(filepath.Join(monthDir, "ARCHIVED.txt"), []byte(marker), 0644)
+
+ return fmt.Sprintf("归档完成: %s", archiveRoot), nil
+}
+
+func mustAtoi(s string) int {
+ n, _ := strconv.Atoi(s)
+ return n
+}
+
+func (s *TaoServer) InspectAndPropose(repoPath string) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ if repoPath == "" {
+  repoPath = "/root/.openclaw/workspace/tao_mcp_go"
+ }
+
+ // 1) 拉取最新代码（若失败则继续）
+ _ = exec.Command("git", "-C", repoPath, "pull").Run()
+
+ // 2) 收集灵感（包含 #Todo/#Fix）
+ inspDir := filepath.Join(s.config.MemoryRoot, "Inspirations")
+ var ideas []string
+ _ = filepath.Walk(inspDir, func(path string, info os.FileInfo, err error) error {
+  if err != nil || info.IsDir() || filepath.Ext(path) != ".md" {
+   return nil
+  }
+  b, err := os.ReadFile(path)
+  if err != nil {
+   return nil
+  }
+  text := string(b)
+  if strings.Contains(text, "#Todo") || strings.Contains(text, "#Fix") {
+   ideas = append(ideas, text)
+  }
+  return nil
+ })
+
+ if len(ideas) == 0 {
+  return "未发现 #Todo/#Fix 灵感记录，跳过。", nil
+ }
+
+ // 3) 写入待办清单文件（供 Agent 生成补丁时参考）
+ patchDir := filepath.Join(s.config.MemoryRoot, "_Proposals")
+ _ = os.MkdirAll(patchDir, 0755)
+ proposalPath := filepath.Join(patchDir, fmt.Sprintf("proposal_%s.md", time.Now().Format("20060102_150405")))
+ body := "# 灵感-代码对照清单\n\n" + strings.Join(ideas, "\n\n---\n\n")
+ _ = os.WriteFile(proposalPath, []byte(body), 0644)
+
+ // 4) 记录到当日日志
+ summary := fmt.Sprintf("生成灵感对照清单：%s（共 %d 条）", proposalPath, len(ideas))
+ _ = s.Record("inspect", summary, 3)
+
+ return summary, nil
+}
+
+func (s *TaoServer) RecordDaily(content string, karma int) (string, error) {
+ if karma == 0 {
+  karma = 1
+ }
+ if err := s.Record("daily", content, karma); err != nil {
+  return "", err
+ }
+ dir, file := s.GetTaoPath()
+ return filepath.Join(dir, file), nil
+}
+
+// --- 以简御繁 (Core Logic) ---
+// Record 将提炼后的精华存入时间流
+func (s *TaoServer) Record(category, content string, karma int) error {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ dir, file := s.GetTaoPath()
+ if err := os.MkdirAll(dir, 0755); err != nil {
+  return err
+ }
+
+ fullPath := filepath.Join(dir, file)
+ f, err := os.OpenFile(fullPath, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)
+ if err != nil {
+  return err
+ }
+ defer f.Close()
+
+ entry := fmt.Sprintf("### [%s] [%s] (Karma:%d)\n%s\n\n",
+  time.Now().Format("15:04:05"), category, karma, content)
+
+ _, err = f.WriteString(entry)
+ return err
+}
+
+// GetWeekData 读取指定周目录下所有的每日记录，为“炼化”准备素材
+func (s *TaoServer) GetWeekData(weekOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, 0, weekOffset*7)
+ targetDir, _ := s.GetTaoPathFromTime(targetTime)
+
+ files, err := os.ReadDir(targetDir)
+ if err != nil {
+  return "", err
+ }
+
+ var weekContent strings.Builder
+ weekContent.WriteString(fmt.Sprintf("# 待炼化周素材: %s\n\n", targetDir))
+
+ for _, file := range files {
+  if !file.IsDir() && filepath.Ext(file.Name()) == ".md" && file.Name() != "Week_Summary.md" {
+   content, _ := os.ReadFile(filepath.Join(targetDir, file.Name()))
+   weekContent.WriteString(fmt.Sprintf("## 来源: %s\n%s\n\n", file.Name(), string(content)))
+  }
+ }
+
+ return weekContent.String(), nil
+}
+
+// RecordSummary 将炼化后的内容写入 Week_Summary.md
+func (s *TaoServer) RecordSummary(content string, weekOffset int) (string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ targetTime := time.Now().AddDate(0, 0, weekOffset*7)
+ targetDir, _ := s.GetTaoPathFromTime(targetTime)
+
+ // 周总结在周目录下
+ summaryPath := filepath.Join(targetDir, "Week_Summary.md")
+
+ header := fmt.Sprintf("---\ntype: summary\nrefined_at: %s\n---\n\n", time.Now().Format(time.RFC3339))
+ err := os.WriteFile(summaryPath, []byte(header+content), 0644)
+ if err != nil {
+  return "", err
+ }
+
+ return summaryPath, nil
+}
+
+// SearchMemory 遍历所有 Markdown 文件，寻找包含关键词的内容
+func (s *TaoServer) SearchMemoryAdvanced(keyword string, related []string, causal bool, includeArchive bool) ([]string, error) {
+ s.mu.Lock()
+ defer s.mu.Unlock()
+
+ type hit struct {
+  term    string
+  causal  bool
+  content string
+ }
+ hits := []hit{}
+
+ terms := []string{keyword}
+ if causal {
+  for _, t := range related {
+   if t != "" && t != keyword {
+    terms = append(terms, t)
+   }
+  }
+ }
+
+ err := filepath.Walk(s.config.MemoryRoot, func(path string, info os.FileInfo, err error) error {
+  if err != nil {
+   return err
+  }
+  if !includeArchive && info.IsDir() && strings.Contains(path, string(filepath.Separator)+"_Archive"+string(filepath.Separator)) {
+   return filepath.SkipDir
+  }
+  if !info.IsDir() && filepath.Ext(path) == ".md" {
+   if !includeArchive && strings.Contains(path, string(filepath.Separator)+"_Archive"+string(filepath.Separator)) {
+    return nil
+   }
+   content, err := os.ReadFile(path)
+   if err != nil {
+    return nil
+   }
+   text := string(content)
+   for _, term := range terms {
+    if term != "" && strings.Contains(text, term) {
+     rel, _ := filepath.Rel(s.config.MemoryRoot, path)
+     label := "命中"
+     isCausal := term != keyword
+     if isCausal {
+      label = "关联"
+     }
+     hits = append(hits, hit{term: term, causal: isCausal, content: fmt.Sprintf("[%s: %s] %s\n%s", label, term, rel, text)})
+     break
+    }
+   }
+  }
+  return nil
+ })
+
+ // 优先原词命中
+ var results []string
+ for _, h := range hits {
+  if !h.causal {
+   results = append(results, h.content)
+  }
+ }
+ for _, h := range hits {
+  if h.causal {
+   results = append(results, h.content)
+  }
+ }
+
+ return results, err
+}