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Overmind

Overmind is two things in one package:

  • Tracing SDK — drop-in observability for LLM agents. Decorate your code, get structured traces of every LLM call and tool invocation.
  • Optimizer client — a thin, agent- and codebase-agnostic executioner. The optimization loop (experiments → iterations → candidates → commands) is configured and driven server-side by the Overmind Console. This repo just registers your machine, leases queued commands, runs them against your repo, and reports results back.

Documentation: Overmind guide

Console: console.overmindlab.ai

Install

uv tool install overmind
# or
pipx install overmind

Tracing

Wire up tracing once at process start, then annotate the functions you want traced:

import overmind

overmind.init(service_name="my-agent", providers=["openai", "anthropic"])  # reads OVERMIND_API_KEY from the environment

@overmind.entry_point()
def run(input_data: dict) -> dict:
    return {"response": handle(input_data)}

@overmind.tool()
def search(query: str) -> list[dict]:
    ...

Available decorators/helpers: entry_point, workflow, tool, function, plus start_span (context manager), set_tag, set_user, and capture_exception for Sentry-style annotations on the current span.

Optimize

Set up and configure the experiment (agent, policy, dataset, iterations) in the Console. Then, from the root of the repo you want optimized:

export OVERMIND_API_KEY=<your-api-key>
overmind optimize

This registers the current machine with the backend and loops forever: it leases queued commands from the experiment you configured in the Console, checks out the iteration's git branch (applying its candidate diff as a commit), runs the shell command against your repo, and reports the result back. Stop it any time with Ctrl-C; re-running is safe and idempotent per iteration branch.

Options / environment variables

Flag Env var Default Description
--api-key OVERMIND_API_KEY (required) Sent as X-Api-Key.
--api-url OVERMIND_API_URL https://api.overmindlab.ai Backend base URL.
--cwd OVERMIND_CWD current directory Repo root to run commands in.
--poll-interval OPTIMIZER_POLL_INTERVAL 5 Idle poll seconds.
--heartbeat-interval OPTIMIZER_HEARTBEAT_INTERVAL 60 Idle "still alive" log interval, seconds.
--log-level OPTIMIZER_LOG_LEVEL INFO DEBUG/INFO/WARNING/ERROR.

[!WARNING] The Console can hand this client arbitrary shell to run (shell=True, guarded only by a per-command timeout). Only point it at a backend you trust.

Skills

Use these from Cursor, Codex, or Claude Code to scaffold agents and configure telemetry without leaving your coding environment.

overmind skills list --verbose
overmind skills sync <skill-name>
Skill What it does
Overmind Register Agent Create or register an Overmind agent entrypoint and bootstrap provider config.
Overmind Generate Agent Build an agent from scratch using natural language.
Overmind Telemetry Configure Overmind tracing for your AI project.
Ponytail Review an optimization report and adjust the policy, eval spec, or dataset.

CLI reference

overmind optimize [OPTIONS]         Register this machine and run the optimization loop
overmind skills list [--verbose]    List installed/available skills
overmind skills sync <name>...      Sync one or more skills to the latest version

Run overmind <command> --help for full flag documentation.

Project links

Data verified by PyPI on Jul 28, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Newer release available (0.1.67)

1 maintainer

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Credits

Author: Overmind Ltd

GitHub Statistics

Data verified by PyPI on Jul 28, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License

Requires

Python <4, >=3.10

Provides Extra

test

Tags

ai api client enforcement overmind policy

Classifiers

Report project as malware

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