Add memory system, dynamic tool loading, and fix logging issues
- Add MemoryStore for persistent long-term and daily notes - Add dynamic tool summary generation in system prompt - Fix YAML frontmatter parsing for nanobot skill format - Add GetSummaries() method to ToolRegistry - Fix DebugCF logging to use structured metadata - Improve web_search and shell tool descriptions
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@@ -17,14 +17,29 @@ type ContextBuilder struct {
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workspace string
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skillsLoader *skills.SkillsLoader
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memory *MemoryStore
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toolsSummary func() []string // Function to get tool summaries dynamically
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}
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func NewContextBuilder(workspace string) *ContextBuilder {
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builtinSkillsDir := filepath.Join(filepath.Dir(workspace), "picoclaw", "skills")
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func getGlobalConfigDir() string {
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home, err := os.UserHomeDir()
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if err != nil {
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return ""
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}
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return filepath.Join(home, ".picoclaw")
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}
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func NewContextBuilder(workspace string, toolsSummaryFunc func() []string) *ContextBuilder {
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// builtin skills: 当前项目的 skills 目录
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// 使用当前工作目录下的 skills/ 目录
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wd, _ := os.Getwd()
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builtinSkillsDir := filepath.Join(wd, "skills")
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globalSkillsDir := filepath.Join(getGlobalConfigDir(), "skills")
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return &ContextBuilder{
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workspace: workspace,
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skillsLoader: skills.NewSkillsLoader(workspace, builtinSkillsDir),
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skillsLoader: skills.NewSkillsLoader(workspace, globalSkillsDir, builtinSkillsDir),
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memory: NewMemoryStore(workspace),
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toolsSummary: toolsSummaryFunc,
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}
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}
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@@ -33,14 +48,12 @@ func (cb *ContextBuilder) getIdentity() string {
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workspacePath, _ := filepath.Abs(filepath.Join(cb.workspace))
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runtime := fmt.Sprintf("%s %s, Go %s", runtime.GOOS, runtime.GOARCH, runtime.Version())
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// Build tools section dynamically
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toolsSection := cb.buildToolsSection()
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return fmt.Sprintf(`# picoclaw 🦞
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You are picoclaw, a helpful AI assistant. You have access to tools that allow you to:
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- Read, write, and edit files
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- Execute shell commands
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- Search the web and fetch web pages
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- Send messages to users on chat channels
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- Spawn subagents for complex background tasks
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You are picoclaw, a helpful AI assistant.
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## Current Time
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%s
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@@ -50,26 +63,36 @@ You are picoclaw, a helpful AI assistant. You have access to tools that allow yo
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## Workspace
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Your workspace is at: %s
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- Memory files: %s/memory/MEMORY.md
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- Daily notes: %s/memory/2006-01-02.md
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- Custom skills: %s/skills/{skill-name}/SKILL.md
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- Memory: %s/memory/MEMORY.md
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- Daily Notes: %s/memory/YYYYMM/YYYYMMDD.md
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- Skills: %s/skills/{skill-name}/SKILL.md
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## Weather Information
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When users ask about weather, use the web_fetch tool with wttr.in URLs:
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- Current weather: https://wttr.in/{city}?format=j1
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- Beijing: https://wttr.in/Beijing?format=j1
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- Shanghai: https://wttr.in/Shanghai?format=j1
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- New York: https://wttr.in/New_York?format=j1
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- London: https://wttr.in/London?format=j1
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- Tokyo: https://wttr.in/Tokyo?format=j1
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IMPORTANT: When responding to direct questions or conversations, reply directly with your text response.
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Only use the 'message' tool when you need to send a message to a specific chat channel (like WhatsApp).
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For normal conversation, just respond with text - do not call the message tool.
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%s
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Always be helpful, accurate, and concise. When using tools, explain what you're doing.
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When remembering something, write to %s/memory/MEMORY.md`,
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now, runtime, workspacePath, workspacePath, workspacePath, workspacePath, workspacePath)
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now, runtime, workspacePath, workspacePath, workspacePath, workspacePath, toolsSection, workspacePath)
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}
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func (cb *ContextBuilder) buildToolsSection() string {
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if cb.toolsSummary == nil {
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return ""
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}
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summaries := cb.toolsSummary()
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if len(summaries) == 0 {
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return ""
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}
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var sb strings.Builder
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sb.WriteString("## Available Tools\n\n")
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sb.WriteString("You have access to the following tools:\n\n")
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for _, s := range summaries {
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sb.WriteString(s)
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sb.WriteString("\n")
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}
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return sb.String()
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}
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func (cb *ContextBuilder) BuildSystemPrompt() string {
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@@ -84,22 +107,12 @@ func (cb *ContextBuilder) BuildSystemPrompt() string {
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parts = append(parts, bootstrapContent)
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}
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// Skills - progressive loading
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// 1. Always skills: load full content
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alwaysSkills := cb.skillsLoader.GetAlwaysSkills()
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if len(alwaysSkills) > 0 {
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alwaysContent := cb.skillsLoader.LoadSkillsForContext(alwaysSkills)
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if alwaysContent != "" {
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parts = append(parts, "# Active Skills\n\n"+alwaysContent)
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}
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}
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// 2. Available skills: only show summary
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// Skills - show summary, AI can read full content with read_file tool
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skillsSummary := cb.skillsLoader.BuildSkillsSummary()
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if skillsSummary != "" {
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parts = append(parts, fmt.Sprintf(`# Skills
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The following skills extend your capabilities. To use a skill, read its SKILL.md file.
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The following skills extend your capabilities. To use a skill, read its SKILL.md file using the read_file tool.
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%s`, skillsSummary))
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}
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@@ -119,9 +132,7 @@ func (cb *ContextBuilder) LoadBootstrapFiles() string {
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"AGENTS.md",
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"SOUL.md",
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"USER.md",
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"TOOLS.md",
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"IDENTITY.md",
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"MEMORY.md",
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}
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var result string
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@@ -149,14 +160,23 @@ func (cb *ContextBuilder) BuildMessages(history []providers.Message, summary str
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systemPrompt += fmt.Sprintf("\n\n## Current Session\nChannel: %s\nChat ID: %s", channel, chatID)
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}
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// Log system prompt for debugging
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logger.InfoCF("agent", "System prompt built",
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// Log system prompt summary for debugging (debug mode only)
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logger.DebugCF("agent", "System prompt built",
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map[string]interface{}{
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"total_chars": len(systemPrompt),
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"total_lines": strings.Count(systemPrompt, "\n") + 1,
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"section_count": strings.Count(systemPrompt, "\n\n---\n\n") + 1,
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})
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logger.DebugCF("agent", "Full system prompt:\n"+systemPrompt, nil)
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// Log preview of system prompt (avoid logging huge content)
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preview := systemPrompt
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if len(preview) > 500 {
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preview = preview[:500] + "... (truncated)"
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}
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logger.DebugCF("agent", "System prompt preview",
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map[string]interface{}{
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"preview": preview,
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})
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if summary != "" {
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systemPrompt += "\n\n## Summary of Previous Conversation\n\n" + summary
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@@ -191,14 +211,13 @@ func (cb *ContextBuilder) AddAssistantMessage(messages []providers.Message, cont
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Role: "assistant",
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Content: content,
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}
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if len(toolCalls) > 0 {
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messages = append(messages, msg)
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}
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// Always add assistant message, whether or not it has tool calls
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messages = append(messages, msg)
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return messages
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}
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func (cb *ContextBuilder) loadSkills() string {
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allSkills := cb.skillsLoader.ListSkills(true)
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allSkills := cb.skillsLoader.ListSkills()
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if len(allSkills) == 0 {
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return ""
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}
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@@ -218,18 +237,13 @@ func (cb *ContextBuilder) loadSkills() string {
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// GetSkillsInfo returns information about loaded skills.
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func (cb *ContextBuilder) GetSkillsInfo() map[string]interface{} {
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allSkills := cb.skillsLoader.ListSkills(true)
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allSkills := cb.skillsLoader.ListSkills()
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skillNames := make([]string, 0, len(allSkills))
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availableCount := 0
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for _, s := range allSkills {
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skillNames = append(skillNames, s.Name)
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if s.Available {
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availableCount++
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}
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}
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return map[string]interface{}{
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"total": len(allSkills),
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"available": availableCount,
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"names": skillNames,
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"total": len(allSkills),
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"names": skillNames,
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}
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}
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