skillfed

inspect-scout

Transcript Analysis for AI Agents

inspect-scout v0.4.46 353.7K downloads/30d#7,300 on PyPI60
Permissive license MIT License Active released

What it is and what it does

Inspect Scout is a web-based tool for analyzing and debugging AI agent execution. It takes transcripts from AI agent runs—particularly those built with the inspect-ai framework—and presents them through an interactive web interface where you can explore execution traces, inspect intermediate states, and understand agent decision-making.

The package bundles a FastAPI backend with a React/TypeScript frontend (delivered as a git submodule), providing a dashboard-style view into agent behavior. It's designed for developers and researchers who need to understand what their AI agents are doing at each step, making it useful for debugging, validation, and understanding agent performance. The dependency on inspect-ai and inspect-swe suggests it's tightly integrated with that ecosystem.

Use it for:

  • Debug AI agent behavior by stepping through execution traces and inspecting intermediate states
  • Visualize decision-making logic in multi-step agent workflows to understand where failures occur
  • Analyze transcript data from completed agent runs to validate correctness and performance
  • Explore agent reasoning and tool-use patterns across multiple runs for research or optimization

Worth the install?

AI-flagged interpretation of the facts on this page — verify before relying

Inspect Scout analyzes and visualizes transcripts from AI agent runs, providing a web-based interface to explore execution traces, inspect intermediate states, and debug agent behavior.

Yes, if you're working with inspect-ai agents and need visibility into execution behavior. The active maintenance, low install friction, permissive license, and lack of known vulnerabilities make it a safe choice. The 31-package dependency tree is substantial but standard; weigh this against whether transcript analysis is essential to your workflow.

Install

inspect-scout on PyPI

pip

pip install inspect-scout

uv

uv add inspect-scout

poetry

poetry add inspect-scout

Installing inspect-scout

Before you install

Low install friction with a pure-Python wheel. Active maintenance—last commit 9 days ago—and recently released (0.4.46 on 2026-08-05). Depends on 31 runtime packages including inspect-ai and inspect-swe, plus a web stack (FastAPI, Uvicorn, Starlette); this is a substantial dependency tree but all are standard Python packages.

License in practice

MIT License permits free use, modification, and distribution with minimal restrictions, making it suitable for both commercial and open-source projects.

Quickstart

pip install inspect-scout

from inspect_scout import Scout

scout = Scout()
scout.run()

Requires Python 3.10 or later. The web UI requires a running FastAPI/Uvicorn server; inspect-ai and inspect-swe are core runtime dependencies.

Verify before relying

  • Whether Scout can be used standalone or requires an existing inspect-ai agent run to analyze
  • What transcript formats Scout accepts and whether it integrates with other AI frameworks beyond inspect-ai
  • Performance characteristics when analyzing large or complex execution traces

Package facts

License MIT License (permissive)
Python support supports the current Python release (>=3.10)
Install friction low — pure-Python wheel
Runtime dependencies 31 — anyio, click, cloudpickle, dill, duckdb, fastapi, ijson, importlib-metadata, inspect-ai, inspect-swe, jinja2, jsonlines, jsonschema, libcst, mmh3, pandas, psutil, pyarrow, pydantic, python-dotenv, rich, ruamel-yaml, send2trash, shortuuid, sse-starlette, tenacity, typing-extensions, universal-pathlib, uvicorn, wrapt
Maintenance actively maintained — 9 days since the last release
Last repo commit
First released
Downloads 353,749/month — #7,300 on PyPI (30-day window, as of 2026-08-14)
Known vulnerabilities none known (OSV.dev, checked 2026-08-14)

Evidence: inspect_scout-0.4.46-py3-none-any.whl

Tags

ai agent transcript analysisinspect ai execution tracesagent debugging visualizationai run transcript vieweragent execution inspector
agent-debuggingai-observabilitytranscript-analysis

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Further reading