feat(skill): optimize code exec prompt and add e2e benchmark

agentscope-core/src/main/java/io/agentscope/core/skill/AgentSkillPromptProvider.java

@@ -15,6 +15,8 @@
  */
 package io.agentscope.core.skill;
 
+import java.nio.file.Path;
+
 /**
  * Generates skill system prompts for agents to understand available skills.
  *
@@ -31,6 +33,9 @@ public class AgentSkillPromptProvider {
     private final SkillRegistry skillRegistry;
     private final String instruction;
     private final String template;
+    private boolean codeExecutionEable;
+    private String uploadDir;
+    private String codeExecutionInstruction;
 
     public static final String DEFAULT_AGENT_SKILL_INSTRUCTION =
             """
@@ -44,11 +49,10 @@ public class AgentSkillPromptProvider {
             - The skill will be activated and its documentation loaded with detailed instructions
             - Additional resources (scripts, assets, references) can be loaded using the same tool with different paths
 
-            Path Information:
-            When you load a skill, the response will include:
-            - Exact paths to all skill resources
-            - Code examples for accessing skill files
-            - Usage instructions specific to that skill
+            Example:
+            1. User asks to analyze data → find a matching skill below (e.g. <skill-id>data-analysis_builtin</skill-id>)
+            2. Load it: load_skill_through_path(skillId="data-analysis_builtin", path="SKILL.md")
+            3. Follow the instructions returned by the skill
 
             Template fields explanation:
             - <name>: The skill's display name
@@ -60,6 +64,42 @@ public class AgentSkillPromptProvider {
 
             """;
 
+    // First %s = uploadDir absolute path (description), Second %s = uploadDir absolute path
+    // (example paths)
+    public static final String DEFAULT_CODE_EXECUTION_INSTRUCTION =
+            """
+
+            ## Code Execution
+
+            <code_execution>
+            You have access to the execute_shell_command tool. When a task can be accomplished by running\s
+            a pre-deployed skill script, you MUST execute it yourself using execute_shell_command rather\s
+            than describing or suggesting commands to the user.
+
+            Skills root directory: %s
+            Each skill's files are located under a subdirectory named by its <skill-id>:
+              %s/<skill-id>/scripts/
+              %s/<skill-id>/assets/
+
+            Workflow:
+            1. After loading a skill, use ls to explore its directory structure and discover available scripts/assets
+            2. Once you find the right script, execute it immediately with its absolute path
+            3. If execution fails, diagnose and retry — do not fall back to describing the command
+
+            Rules:
+            - Always use absolute paths when executing scripts
+            - If a script exists for the task, run it directly — do not rewrite its logic inline
+            - If asset/data files exist for the task, read them directly — do not recreate them
+
+            Example:
+              # Explore what scripts are available for a skill
+              execute_shell_command(command="ls %s/data-analysis_builtin/scripts/")
+
+              # Run an existing Python script with absolute path
+              execute_shell_command(command="python3 %s/data-analysis_builtin/scripts/analyze.py")
+            </code_execution>
+            """;
+
     // skillName, skillDescription, skillId
     public static final String DEFAULT_AGENT_SKILL_TEMPLATE =
             """
@@ -126,6 +166,31 @@ public String getSkillSystemPrompt() {
         // Close available_skills tag
         sb.append("</available_skills>");
 
+        // Conditionally append code execution instructions
+        if (codeExecutionEable && uploadDir != null) {
+            String template =
+                    codeExecutionInstruction != null
+                            ? codeExecutionInstruction
+                            : DEFAULT_CODE_EXECUTION_INSTRUCTION;
+            sb.append(
+                    String.format(template, uploadDir, uploadDir, uploadDir, uploadDir, uploadDir));
+        }
+
         return sb.toString();
     }
+
+    public void setCodeExecutionEnable(boolean codeExecutionEable) {
+        this.codeExecutionEable = codeExecutionEable;
+    }
+
+    public void setUploadDir(Path uploadDir) {
+        this.uploadDir = uploadDir != null ? uploadDir.toAbsolutePath().toString() : null;
+    }
+
+    public void setCodeExecutionInstruction(String codeExecutionInstruction) {
+        this.codeExecutionInstruction =
+                codeExecutionInstruction == null || codeExecutionInstruction.isBlank()
+                        ? null
+                        : codeExecutionInstruction;
+    }
 }

agentscope-core/src/main/java/io/agentscope/core/skill/SkillBox.java

@@ -54,18 +54,6 @@ public class SkillBox implements StateModule {
     private SkillFileFilter fileFilter;
     private boolean autoUploadSkill = true;
 
-    /**
-     * Creates a SkillBox without a toolkit.
-     *
-     * <p>This constructor will be removed in the next release. A SkillBox must hold a
-     * {@link Toolkit} to operate correctly. Relying on automatic toolkit assignment makes
-     * behavior less explicit and harder to reason about.
-     */
-    @Deprecated
-    public SkillBox() {
-        this(null, null, null);
-    }
-
     public SkillBox(Toolkit toolkit) {
         this(toolkit, null, null);
     }
@@ -717,6 +705,7 @@ private Path ensureUploadDirExists() {
             }
         }
 
+        skillPromptProvider.setUploadDir(uploadDir);
         return uploadDir;
     }
 
@@ -855,6 +844,7 @@ public static class CodeExecutionBuilder {
         private boolean withShellCalled = false;
         private boolean enableRead = false;
         private boolean enableWrite = false;
+        private String codeExecutionInstruction;
 
         CodeExecutionBuilder(SkillBox skillBox) {
             this.skillBox = skillBox;
@@ -993,6 +983,23 @@ public CodeExecutionBuilder withWrite() {
             return this;
         }
 
+        /**
+         * Set a custom code execution instruction for the system prompt.
+         *
+         * <p>The instruction is appended to the skill system prompt when code execution is enabled.
+         * Use {@code %s} as a placeholder for the upload directory absolute path — it will be
+         * substituted up to 5 times (for the description line and example paths).
+         *
+         * <p>Pass {@code null} or blank to use the default instruction.
+         *
+         * @param instruction Custom code execution instruction template
+         * @return This builder for chaining
+         */
+        public CodeExecutionBuilder codeExecutionInstruction(String instruction) {
+            this.codeExecutionInstruction = instruction;
+            return this;
+        }
+
         /**
          * Apply the configuration and enable code execution.
          *
@@ -1017,8 +1024,7 @@ public void enable() {
             }
 
             // Handle replacement: remove existing tool group if present
-            if (skillBox.toolkit != null
-                    && skillBox.toolkit.getToolGroup("skill_code_execution_tool_group") != null) {
+            if (skillBox.toolkit.getToolGroup("skill_code_execution_tool_group") != null) {
                 skillBox.toolkit.removeToolGroups(List.of("skill_code_execution_tool_group"));
                 logger.info("Replacing existing code execution configuration");
             }
@@ -1107,6 +1113,9 @@ public void enable() {
                     shellEnabled,
                     enableRead,
                     enableWrite);
+
+            skillBox.skillPromptProvider.setCodeExecutionEnable(true);
+            skillBox.skillPromptProvider.setCodeExecutionInstruction(codeExecutionInstruction);
         }
 
         /**