diff --git a/shortcuts/workflow/aiclient.go b/shortcuts/workflow/aiclient.go
index 6c8164e..6ec6a53 100644
--- a/shortcuts/workflow/aiclient.go
+++ b/shortcuts/workflow/aiclient.go
@@ -123,19 +123,63 @@ func (c *AIClient) Analyze(req *AIRequest) (*AIResponse, error) {
 	}
 
 	text := result.Choices[0].Message.Content
-	var aiResp AIResponse
-	if err := json.Unmarshal([]byte(text), &aiResp); err != nil {
+	aiResp, err := parseAIResponse(text)
+	if err != nil {
 		// Fallback: try to extract JSON from markdown code fences.
 		if extracted := extractJSONFromMarkdown(text); extracted != "" {
-			if err2 := json.Unmarshal([]byte(extracted), &aiResp); err2 != nil {
+			aiResp2, err2 := parseAIResponse(extracted)
+			if err2 != nil {
 				return nil, fmt.Errorf("parse AI JSON output: %w\nraw: %s", err, text)
 			}
+			aiResp = aiResp2
 		} else {
 			return nil, fmt.Errorf("parse AI JSON output: %w\nraw: %s", err, text)
 		}
 	}
 
-	return &aiResp, nil
+	return aiResp, nil
+}
+
+// parseAIResponse unmarshals the AI's JSON output, coercing numeric arg values to strings.
+func parseAIResponse(text string) (*AIResponse, error) {
+	// First pass: unmarshal into a flexible structure that accepts numbers in args.
+	raw := struct {
+		Analysis json.RawMessage `json:"analysis"`
+		Actions  []struct {
+			Type    string                 `json:"type"`
+			Method  string                 `json:"method,omitempty"`
+			Path    string                 `json:"path,omitempty"`
+			Body    map[string]interface{} `json:"body,omitempty"`
+			Module  string                 `json:"module,omitempty"`
+			Command string                 `json:"command,omitempty"`
+			Args    map[string]interface{} `json:"args,omitempty"`
+		} `json:"actions"`
+	}{}
+	if err := json.Unmarshal([]byte(text), &raw); err != nil {
+		return nil, err
+	}
+
+	resp := &AIResponse{}
+	if err := json.Unmarshal(raw.Analysis, &resp.Analysis); err != nil {
+		// If it's not valid JSON, treat it as a plain string.
+		resp.Analysis = string(raw.Analysis)
+	}
+	for _, a := range raw.Actions {
+		args := make(map[string]string, len(a.Args))
+		for k, v := range a.Args {
+			args[k] = fmt.Sprint(v)
+		}
+		resp.Actions = append(resp.Actions, AIAction{
+			Type:    a.Type,
+			Method:  a.Method,
+			Path:    a.Path,
+			Body:    a.Body,
+			Module:  a.Module,
+			Command: a.Command,
+			Args:    args,
+		})
+	}
+	return resp, nil
 }
 
 // HasKey reports whether the AI client is configured.
diff --git a/shortcuts/workflow/steps.go b/shortcuts/workflow/steps.go
index 1356e37..861d4b3 100644
--- a/shortcuts/workflow/steps.go
+++ b/shortcuts/workflow/steps.go
@@ -221,7 +221,34 @@ func executeSkillStep(ctx *common.RuntimeContext, step StepDef, sr *StepResult,
 			fmt.Fprintf(os.Stderr, "[workflow] triage rule action fallback failed: %v\n", err)
 		}
 	}
-	// In AI mode, the rule engine's wiki actions were not generated.
+	// In AI mode, supplement health-report with deterministic wiki action.
+	// AI provides richer semantic analysis; rule engine ensures wiki publishing.
+	if usedAI && step.Name == "health-report" {
+		fmt.Fprintf(os.Stderr, "[workflow] health-report AI supplement: upstream_keys=%v\n", mapKeys(upstream))
+		if ruleResp, err := runRuleEngine(step, upstream); err == nil && len(ruleResp.Actions) > 0 {
+			fmt.Fprintf(os.Stderr, "[workflow] health-report rule engine returned %d actions\n", len(ruleResp.Actions))
+			content := ""
+			if s, ok := aiResp.Analysis.(string); ok && s != "" {
+				content = s
+			}
+			if content == "" {
+				if b, err := json.MarshalIndent(aiResp.Analysis, "", "  "); err == nil {
+					content = "# 项目健康度报告\n\n" + string(b) + "\n"
+				}
+			}
+			// Rewrite the rule engine's wiki +create with AI-enhanced content.
+			for _, a := range ruleResp.Actions {
+				if a.Module == "wiki" && a.Command == "+create" {
+					if content != "" {
+						a.Args["content"] = content
+					}
+					aiResp.Actions = append(aiResp.Actions, a)
+				}
+			}
+		} else {
+			fmt.Fprintf(os.Stderr, "[workflow] health-report rule engine failed or empty: err=%v actions=%d\n", err, len(ruleResp.Actions))
+		}
+	}
 	// Supplement AI responses with wiki publishing so the full pipeline runs.
 	if usedAI && step.Name == "contributor-ranking" {
 		content := ""
@@ -448,6 +475,14 @@ func isActionAllowed(action AIAction) bool {
 
 // parseCommandTarget splits a CLI command string into tokens,
 // respecting quoted arguments.
+func mapKeys(m map[string]interface{}) []string {
+	keys := make([]string, 0, len(m))
+	for k := range m {
+		keys = append(keys, k)
+	}
+	return keys
+}
+
 func parseCommandTarget(target string) []string {
 	var parts []string
 	var current strings.Builder
diff --git a/showcase/index.html b/showcase/index.html
index 2a5c1ce..838f378 100644
--- a/showcase/index.html
+++ b/showcase/index.html
@@ -528,10 +528,7 @@ const WORKFLOWS = [
       features: ["params", "execute"],
       desc:"输入仓库名 → 检查现状 → 补齐缺失（README/LICENSE/标签/里程碑/Issue）",
       params: [
-        {k:"description", l:"项目描述", t:"textarea", v:"一个基于 Go 的 GitLink CLI 工具，提供命令行方式管理仓库、Issue、PR 等"},
-        {k:"template", l:"模板类型", t:"select", opts:["通用项目","前端项目","后端项目","Go 项目","Python 项目","Java 项目"]},
-        {k:"license", l:"许可证", t:"select", opts:["MIT","Apache-2.0","GPL-3.0","BSD-3-Clause","无"]},
-        {k:"private", l:"仓库可见性", t:"select", opts:["公开","私有"]},
+        {k:"desc", l:"项目描述", t:"textarea", v:"一个基于 Go 的 GitLink CLI 工具，提供命令行方式管理仓库、Issue、PR 等"},
       ],
       steps:["获取仓库基本信息","检查文件结构","获取已有标签和里程碑","检查分支保护状态","[AI] 对比初始化清单，识别缺失项","[AI] 生成建议的初始化内容","[AI] 自动创建缺失的标签/里程碑/Issue","[AI] 生成项目初始化报告"] },
     { name:"multi-repo", category:"协同", triggerType:"cron", triggerOn:"0 9 * * 1",
diff --git a/showcase/showcase-server-linux b/showcase/showcase-server-linux
index da30353..2d806af 100644
Binary files a/showcase/showcase-server-linux and b/showcase/showcase-server-linux differ