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ace-tool

// Semantic codebase search, code indexing, and prompt enhancement via standalone CLI. Use when: (1) Semantic code search with natural language queries, (2) Code indexing for remote codebase retrieval, (3) Prompt enhancement with codebase context, (4) Before grep/find/glob operations for better accurac

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updated:February 11, 2026
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SKILL.md Frontmatter
nameace-tool
descriptionSemantic codebase search, code indexing, and prompt enhancement via standalone CLI. Use when: (1) Semantic code search with natural language queries, (2) Code indexing for remote codebase retrieval, (3) Prompt enhancement with codebase context, (4) Before grep/find/glob operations for better accuracy, (5) Complex requirements clarification, (6) Large codebase navigation. Triggers: "search context", "enhance prompt", "find code that", "index project", "clarify requirements". IMPORTANT: Always use ace-tool BEFORE grep/find/glob for semantic-level code location.

ACE-Tool - Semantic Code Search & Prompt Enhancement

High-performance semantic search, code indexing, and AI-powered prompt enhancement. Standalone CLI (no MCP dependency).

Execution Methods

# Prerequisites: pip install httpx tenacity
# Environment: ACE_API_URL, ACE_API_TOKEN (optional for local fallback)

# Index project for remote search (upload code blobs to ACE service)
python scripts/ace_cli.py index -p /path/to/project

# Search codebase with natural language (remote if API configured, else local fallback)
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 project context (enables cloud retrieval for all endpoints)
python scripts/ace_cli.py enhance_prompt -p "implement login feature" --project-root /path/to/project

# Enhance prompt with specific endpoint
python scripts/ace_cli.py --endpoint claude enhance_prompt -p "implement login feature"

# Enhance prompt with codex endpoint
python scripts/ace_cli.py --endpoint codex enhance_prompt -p "implement feature"

# Check configuration
python scripts/ace_cli.py get_config

Tool Routing Policy

Prefer ACE-Tool Over Built-in Tools

TaskAvoidUse ACE-Tool CLI
Find function by purposegrep "def func"search_context -q "function that..."
Locate feature codefind . -name "*.py"search_context -q "feature description"
Clarify requirementsManual analysisenhance_prompt -p "requirement"
Understand code flowMultiple grep/readsearch_context -q "flow description"
Index codebaseN/Aindex -p <project_root>

When to Use Built-in Tools

  • Exact string matching (known identifiers)
  • File path patterns (known naming conventions)
  • Simple text replacement

Command Reference

index

Index project files for remote codebase retrieval. Scans, hashes, chunks large files, and uploads to the ACE batch-upload API. Uses incremental indexing with gzip JSON cache at .ace-tool/index.json.gz. Respects both .gitignore and .aceignore patterns.

python scripts/ace_cli.py index -p <project_root>

Options:
  -p, --project-root    Project root path (required)

search_context

Search codebase using natural language descriptions. Routes to remote API (POST /agents/codebase-retrieval) when configured, with automatic local keyword fallback.

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. All endpoints inject cloud retrieval context when --project-root is provided. Third-party endpoints additionally support search context injection via PROMPT_ENHANCER_INCLUDE_SEARCH_CONTEXT.

python scripts/ace_cli.py [--endpoint TYPE] enhance_prompt -p <prompt> [options]

Global Options:
  --endpoint            Endpoint type: new, old, claude, openai, gemini, codex (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 (enables cloud retrieval context)
  --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 including endpoint resolution, env readiness, and search context injection state.

python scripts/ace_cli.py get_config

Output fields: base_url, endpoint, endpoint_effective, endpoint_env_ready, token_configured, third_party_configured, search_context_injection.

Interactive Enhancement

Default mode opens web UI with actions:

ButtonAction
RegenerateDiscard current, generate new enhancement from original prompt
RefineIteratively improve current version, preserving your edits
Use OriginalReturn the original prompt without enhancement
Send EnhancedConfirm and use the current enhanced prompt
CancelAbort the enhancement process

Keyboard Shortcuts: Ctrl+Enter Send | Esc Cancel

Endpoint Architecture

Supported Endpoints

EndpointAPI PathDefault ModelAuth Header
new/prompt-enhancerclaude-sonnet-4-5Bearer ACE_API_TOKEN
old/chat-stream (SSE)claude-sonnet-4-5Bearer ACE_API_TOKEN
claude/v1/messagessonnet-4-6-20250929x-api-key
openai/v1/chat/completionsgpt-5.4Bearer PROMPT_ENHANCER_TOKEN
gemini/v1beta/models/{model}:generateContentgemini-3-flash-previewx-goog-api-key
codex/v1/responsesgpt-5.4Bearer PROMPT_ENHANCER_TOKEN

Endpoint Resolution Order

PROMPT_ENHANCER_ENDPOINT > ACE_ENHANCER_ENDPOINT (legacy) > --endpoint CLI flag > new (default)

Third-Party Endpoints

claude, openai, gemini, codex are third-party endpoints. They require:

  • PROMPT_ENHANCER_BASE_URL — API base URL
  • PROMPT_ENHANCER_TOKEN — API key/token
  • PROMPT_ENHANCER_MODEL — (optional) override default model

Missing configuration raises ValueError immediately (hard error, no silent fallback).

URL Construction

All HTTP calls use build_api_url(base_url, path) which handles /v1/, /v1beta/ version prefix deduplication. No hardcoded f-string URL construction.

Environment Variables

VariableDescription
ACE_API_URLACE API base URL (required for remote search/indexing)
ACE_API_TOKENACE API authentication token
PROMPT_ENHANCER_ENDPOINTEndpoint override: new, old, claude, openai, gemini, codex
ACE_ENHANCER_ENDPOINTLegacy endpoint override (fallback if PROMPT_ENHANCER_ENDPOINT not set)
PROMPT_ENHANCER_BASE_URLThird-party API base URL (for claude/openai/gemini/codex endpoints)
PROMPT_ENHANCER_TOKENThird-party API token
PROMPT_ENHANCER_MODELOverride default model for third-party endpoints
PROMPT_ENHANCER_INCLUDE_SEARCH_CONTEXTEnable search context injection for third-party endpoints (1, true, yes, on)

Search Context Injection

When PROMPT_ENHANCER_INCLUDE_SEARCH_CONTEXT is enabled and a third-party endpoint is used, the system automatically:

  1. Performs a remote codebase search via ACE API using the original prompt as query
  2. Normalizes the result (placeholder if empty, truncate at 12000 chars if too long)
  3. Wraps the search results in <codebase_context> XML tags
  4. Wraps the original prompt in <original_request> XML tags
  5. Sends the combined prompt to the third-party LLM

Requires --project-root and valid ACE_API_URL/ACE_API_TOKEN. Raises ValueError if project_root is missing when injection is enabled.

.aceignore

Place a .aceignore file in the project root to exclude additional patterns from code indexing (beyond .gitignore). Uses the same glob syntax as .gitignore. Patterns from both files are merged (union). Comments (#) and empty lines are skipped.

# .aceignore example
test_fixtures/
*.generated.ts
large_data/
node_modules/
.*/
logs/
tests/

Workflow

Phase 0: Index Project (once or after major changes)

index -p .                                            # Upload code blobs to ACE

Phase 1: Semantic Search

search_context -p . -q "database connection pooling"  # Remote retrieval or local fallback

Phase 2: Prompt Enhancement

enhance_prompt -p "optimize query performance" --project-root .  # With cloud context
# Review and refine enhanced prompt
# Use Regenerate/Refine as needed
# Send Enhanced to confirm

Error Handling

{"error": "error message", "status_code": 401}
ErrorRecovery
No API configuredUses local fallback for search_context; returns original for enhance
Token invalid (401)Check API token (logged at ERROR level)
Access denied (403)Token may be disabled (logged at ERROR level)
Upload failureIndex rollback to previous state; cached blobs still returned
Connection timeoutRetries up to 3 times with exponential backoff
No resultsBroaden search query
Third-party not configuredValueError raised immediately (no silent fallback)
Search context missing project_rootValueError raised when injection enabled without --project-root

Anti-Patterns

ProhibitedCorrect
Grep before semantic searchUse search_context first
Skip prompt enhancementUse enhance_prompt for complex tasks
Ignore conversation historyInclude history in enhance_prompt
Use exact match for conceptual searchUse natural language query
Always use non-interactive modeUse interactive mode for review
Skip --project-root for enhanceInclude it for cloud-based code context