Agent skill
ace-tool
Semantic codebase search and prompt enhancement via standalone CLI. Use when: (1) Semantic code search with natural language queries, (2) Prompt enhancement with codebase context, (3) Before grep/find/glob operations for better accuracy, (4) Complex requirements clarification, (5) Large codebase navigation. Triggers: "search context", "enhance prompt", "find code that", "clarify requirements". IMPORTANT: Always use ace-tool BEFORE grep/find/glob for semantic-level code location.
Stars
163
Forks
31
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/ace-tool
SKILL.md
ACE-Tool - Semantic Code Search & Prompt Enhancement
High-performance semantic search and AI-powered prompt enhancement. Standalone CLI (no MCP dependency).
Execution Methods
bash
# Prerequisites: pip install httpx tenacity
# Environment: ACE_API_URL, ACE_API_TOKEN (optional for local fallback)
# Search codebase with natural language
python scripts/ace_cli.py search_context -p /path/to/project -q "function that handles authentication"
# Enhance prompt (interactive mode - default, opens browser)
python scripts/ace_cli.py enhance_prompt -p "implement login feature" -H "User: what auth method?\nAssistant: JWT"
# Enhance prompt (non-interactive, JSON output)
python scripts/ace_cli.py enhance_prompt --no-interactive -p "implement login feature"
# Enhance prompt with specific endpoint
python scripts/ace_cli.py --endpoint claude enhance_prompt -p "implement login feature"
# Check configuration
python scripts/ace_cli.py get_config
Tool Routing Policy
Prefer ACE-Tool Over Built-in Tools
| Task | Avoid | Use ACE-Tool CLI |
|---|---|---|
| Find function by purpose | grep "def func" |
search_context -q "function that..." |
| Locate feature code | find . -name "*.py" |
search_context -q "feature description" |
| Clarify requirements | Manual analysis | enhance_prompt -p "requirement" |
| Understand code flow | Multiple grep/read | search_context -q "flow description" |
When to Use Built-in Tools
- Exact string matching (known identifiers)
- File path patterns (known naming conventions)
- Simple text replacement
Command Reference
search_context
Search codebase using natural language descriptions.
bash
python scripts/ace_cli.py search_context -p <project_root> -q <query>
Options:
-p, --project-root Project root path (required)
-q, --query Natural language query (required)
enhance_prompt
Enhance prompts with codebase context and conversation history.
bash
python scripts/ace_cli.py [--endpoint TYPE] enhance_prompt -p <prompt> [options]
Global Options:
--endpoint Endpoint type: new, old, claude, openai, gemini (default: new)
--api-url Override API base URL
--token Override API token
Command Options:
-p, --prompt Original prompt (required)
-H, --history Conversation history: "User: xxx\nAssistant: yyy"
--history-file File containing conversation history
--project-root Project root path (optional)
--no-interactive Disable web UI, output JSON directly
--no-browser Don't auto-open browser, just print URL
--port Port for web server (default: 8765)
get_config
Show current configuration status.
bash
python scripts/ace_cli.py get_config
Interactive Enhancement
Default mode opens web UI with actions:
| Button | Action |
|---|---|
| Regenerate | Discard current, generate new enhancement from original prompt |
| Refine | Iteratively improve current version, preserving your edits |
| Use Original | Return the original prompt without enhancement |
| Send Enhanced | Confirm and use the current enhanced prompt |
| Cancel | Abort the enhancement process |
Keyboard Shortcuts: Ctrl+Enter Send | Esc Cancel
Workflow
Phase 1: Semantic Search
bash
search_context -p . -q "database connection pooling" # Find relevant code
# Review returned file locations
# Read specific files for details
Phase 2: Prompt Enhancement
bash
enhance_prompt -p "optimize query performance" # Opens interactive UI
# Review and refine enhanced prompt
# Use Regenerate/Refine as needed
# Send Enhanced to confirm
Error Handling
json
{"error": "error message", "status_code": 401}
| Error | Recovery |
|---|---|
| No API configured | Uses local fallback for search_context |
| Token invalid (401) | Check API token |
| Access denied (403) | Token may be disabled |
| Connection timeout | Retries up to 3 times with exponential backoff |
| No results | Broaden search query |
Anti-Patterns
| Prohibited | Correct |
|---|---|
| Grep before semantic search | Use search_context first |
| Skip prompt enhancement | Use enhance_prompt for complex tasks |
| Ignore conversation history | Include history in enhance_prompt |
| Use exact match for conceptual search | Use natural language query |
| Always use non-interactive mode | Use interactive mode for review |
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