Zero-dependency, terminal-native Python middleware for resilient and observable AI agents.
Project description
Terminal-native agent resilience middleware for Python.
AgentLatch is a zero-dependency framework that makes AI agents resilient and observable. It solves two massive pain points in agent development:
-
Silent Tool Failures — When an LLM executes a tool that crashes, AgentLatch intercepts the Python exception, prevents a runtime crash, and feeds a structured JSON error back to the LLM so it can self-correct.
-
Blind Latency — It tracks millisecond execution time of LLM vs. tools and prints a color-coded ASCII flamegraph directly in the terminal using the
richlibrary. No API keys, no dashboards, no cloud.
Quick Install
uv pip install -e ".[dev]"
Usage
from agentlatch import profile_agent, safe_tool
@safe_tool
def query_database(sql: str) -> str:
"""This tool is now protected — exceptions become JSON errors."""
import sqlite3
conn = sqlite3.connect("my.db")
return str(conn.execute(sql).fetchall())
@safe_tool(timeout=5.0)
def call_api(url: str) -> str:
"""This tool has a 5-second timeout."""
import requests
return requests.get(url).text
@profile_agent
def run_agent():
"""The agent loop — traced and visualized automatically."""
result = query_database("SELECT * FROM users")
weather = call_api("https://api.weather.com/sf")
return f"Got {result} and {weather}"
run_agent()
What Happens
- Execution: Every
@safe_toolcall is timed and protected. - On Error: Instead of crashing, the tool returns a JSON error string:
{ "status": "error", "error_type": "ProgrammingError", "message": "column 'age' does not exist", "instruction": "The tool execution failed. Review your parameters and retry with corrected inputs." }
- On Completion: A rich flamegraph is printed to the terminal:
┌─────────────────────────────────────────────────────────┐ │ ⚡ AGENTLATCH EXECUTION PROFILE │ │ Total: 1.23s │ Tools: 0.85s │ LLM Reasoning: 0.38s │ ├─────────────────────────────────────────────────────────┤ │ ████████████████████████████████████████████ 1.23s │ │ ░░░░████████████░░░████░░░░░░░░░░░░░░░░░░░░ │ │ query_db 0.5s call_api 0.2s │ │ ▲ ERROR │ │ Legend: █ LLM █ Tool (OK) █ Tool (ERROR) │ └─────────────────────────────────────────────────────────┘
Features
| Feature | Description |
|---|---|
@safe_tool |
Wraps any function — catches exceptions, returns JSON errors |
@safe_tool(timeout=N) |
Adds a thread-based timeout (cross-platform) |
@profile_agent |
Traces the full agent loop and renders the flamegraph |
| Async support | Both decorators work with async def functions |
| Framework agnostic | Works with LangGraph, AutoGen, CrewAI, or vanilla scripts |
| CI-safe | Banner auto-disables in non-TTY environments |
Running Examples
# Vanilla agent with a forced failure + self-correction
python examples/vanilla_agent.py
# LangGraph-style state machine
python examples/langgraph_agent.py
Running Tests
uv pip install -e ".[dev]"
pytest tests/ -v
Architecture
contextvars— Thread-safe trace propagation without manual trace IDsconcurrent.futures— Cross-platform timeouts (nosignal.alarm)rich— Premium terminal rendering (the only external dependency)
License
MIT
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