Agent Tools

SMOLTRACE ships a set of custom tools that are always available, plus a large catalog of optional production-ready tools you can enable per run with --enable-tools (space-separated).

Default Tools (always available)

Tool	Class	Description
get_weather	WeatherTool	Weather lookups (custom)
calculator	CalculatorTool	Arithmetic and math (custom)
get_current_time	TimeTool	Current time (custom)

Enabling Optional Tools

smoltrace-eval \
  --model openai/gpt-4.1-nano \
  --provider litellm \
  --enable-tools google_search visit_webpage \
  --search-provider serper \
  --agent-type tool \
  --enable-otel

Use --working-directory to restrict file, text, and system tools to a specific directory (defaults to the current directory).

Web & Research Tools

Tool	Description
google_search	GoogleSearchTool with configurable providers (Serper, Brave, DuckDuckGo). Requires an API key for serper/brave, or use duckduckgo.
duckduckgo_search	DuckDuckGoSearchTool (official smolagents version).
visit_webpage	VisitWebpageTool — extract and read web page content.
wikipedia_search	WikipediaSearchTool (requires pip install wikipedia-api).

Select the search backend for google_search with --search-provider (serper, brave, or duckduckgo; default duckduckgo). For serper, set SERPER_API_KEY.

Code & Computation

Tool	Description
python_interpreter	PythonInterpreterTool — safe Python code execution.

File System Tools (Phase 1)

Enable file operations for GAIA-style tasks and SWE/DevOps/SRE benchmarks.

Tool	Description
read_file	Read file contents with UTF-8/latin-1 encoding support (10MB limit).
write_file	Write or append to files with automatic parent-directory creation.
list_directory	List directory contents with optional glob pattern filtering.
search_files	Search by filename (glob patterns) or file content (grep-like).

smoltrace-eval \
  --model openai/gpt-4.1-nano \
  --provider litellm \
  --enable-tools read_file write_file list_directory search_files \
  --working-directory /path/to/workspace \
  --agent-type both \
  --enable-otel

Details:

• read_file — supports UTF-8, latin-1, ASCII encodings; 10MB size limit; path-traversal prevention (restricted to the working directory).
• write_file — automatic parent-directory creation; write (overwrite) or append modes; system-directory protection (blocks /etc/, C:\Windows\, etc.); UTF-8 default.
• list_directory — optional glob pattern (e.g. *.py, *.json); shows type, size, modification time.
• search_files — search types name (glob) or content (grep-like); configurable max-results (default 100); recursive.

Text Processing Tools (Phase 2)

Advanced text processing for log analysis, data processing, and SRE tasks.

Tool	Description
grep	Pattern matching with regex, context lines, case-insensitive search, invert match, count-only.
sed	Stream editing: substitution (s/pattern/replacement/), deletion (/pattern/d), line selection (Np).
sort	Sort lines alphabetically or numerically, with unique/reverse/case-insensitive options.
head_tail	View the first or last N lines of a file (default 10).

smoltrace-eval \
  --model openai/gpt-4.1-nano \
  --provider litellm \
  --enable-tools read_file grep sed sort head_tail \
  --working-directory ./logs \
  --agent-type both \
  --enable-otel

Use cases: log analysis (find errors with grep, clean formats with sed, organize with sort), data processing, SRE tasks, and DevOps workflows.

Process & System Tools (Phase 3)

Process management and system interaction for SRE, DevOps, and monitoring tasks.

Tool	Description
ps	List running processes with filtering (name) and sorting (CPU, memory, PID, name).
kill	Terminate processes by PID, with safety checks for system processes.
env	Get/set/list environment variables with filtering.
which	Find executable locations in PATH (cross-platform).
curl	HTTP requests (GET, POST, PUT, DELETE, HEAD, PATCH) with headers and body.
ping	Network connectivity checks with RTT statistics and packet loss.

# Full SRE/DevOps toolkit
smoltrace-eval \
  --model openai/gpt-4.1-nano \
  --provider litellm \
  --enable-tools ps kill env which curl ping grep sed sort \
  --agent-type both \
  --enable-otel

Other Tools

Tool	Description
user_input	UserInputTool — interactive user input during execution.

Security Features

• All file, text, and system tools are restricted to --working-directory.
• Path-traversal prevention (../ blocked).
• System-directory blacklist for write operations.
• File-size limits to prevent memory exhaustion.
• ps and which are read-only; kill protects system processes; env only affects the current process; curl validates URLs and enforces timeouts; ping enforces count/timeout limits.