docs: 更新文档，增强CLI工具使用说明，明确命令行参数和上下文组装指南

.claude/commands/memory/docs.md

@@ -364,7 +364,8 @@ bash(
   if [[ "$tool" == "codex" ]]; then
     echo "codex -C \${dir} --full-auto exec \"...\" --skip-git-repo-check -s danger-full-access"
   else
-    echo "bash(cd \${dir} && ~/.claude/scripts/${tool}-wrapper ${approval_flag} -p \"...\")"
+    echo "bash(cd \${dir} && ${tool} ${approval_flag} -p \"...\")"
+    # Direct CLI commands for gemini/qwen
   fi
 )
 ```

.claude/commands/memory/load.md

@@ -136,7 +136,7 @@ Task(
 Execute Gemini/Qwen CLI for deep analysis (saves main thread tokens):
 
 \`\`\`bash
-cd . && ~/.claude/scripts/${tool}-wrapper -p "
+cd . && ${tool} -p "
 PURPOSE: Extract project core context for task: ${task_description}
 TASK: Analyze project architecture, tech stack, key patterns, relevant files
 MODE: analysis

.claude/commands/memory/update-full.md

@@ -250,7 +250,7 @@ TOOLS (try in order): {{tool_1}}, {{tool_2}}, {{tool_3}}
 
 EXECUTION SCRIPT: ~/.claude/scripts/update_module_claude.sh
   - Accepts strategy parameter: multi-layer | single-layer
-  - Tool execution via CLI wrapper (gemini/qwen/codex)
+  - Tool execution via direct CLI commands (gemini/qwen/codex)
 
 EXECUTION FLOW (for each module):
   1. Tool fallback loop (exit on first success):

.claude/commands/workflow/tdd-verify.md

@@ -237,7 +237,7 @@ Final Score: Max(0, Base Score - Deductions)
 
 ### Command Chain
 - **Called After**: `/workflow:execute` (when TDD tasks completed)
-- **Calls**: `/workflow:tools:tdd-coverage-analysis`, Gemini wrapper
+- **Calls**: `/workflow:tools:tdd-coverage-analysis`, Gemini CLI
 - **Related**: `/workflow:tdd-plan`, `/workflow:status`
 
 ### Basic Usage

.claude/commands/workflow/test-cycle-execute.md

@@ -219,7 +219,7 @@ Iteration N (managed by test-cycle-execute orchestrator):
 #### When Test Failures Occur
 1. **[Orchestrator]** Detects failures from agent output
 2. **[Orchestrator]** Collects failure context from `.process/test-results.json` and logs
-3. **[Orchestrator]** Runs Gemini/Qwen wrapper with failure context
+3. **[Orchestrator]** Runs Gemini/Qwen CLI with failure context
 4. **[CLI Tool]** Analyzes failures and generates fix strategy
 5. **[Orchestrator]** Saves analysis to `.process/iteration-N-analysis.md`
 6. **[Orchestrator]** Generates `IMPL-fix-N.json` with strategy content (not just path)

.claude/commands/workflow/tools/task-generate-tdd.md

@@ -452,7 +452,7 @@ Update workflow-session.json with TDD metadata:
 
 ### Command Chain
 - **Called By**: `/workflow:tdd-plan` (Phase 4)
-- **Calls**: Gemini wrapper for TDD breakdown
+- **Calls**: Gemini CLI for TDD breakdown
 - **Followed By**: `/workflow:execute`, `/workflow:tdd-verify`
 
 ### Basic Usage