X Company Banner Black

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 14, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.1.67)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for pritam-overmind from gravatar.com pritam-overmind

Credits

Author: Overmind Ltd

GitHub Statistics

Data verified by PyPI on Jul 14, 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

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

overmind-0.1.54.tar.gz (258.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

overmind-0.1.54-py3-none-any.whl (39.0 kB view details)

Uploaded Python 3

File details

Details for the file overmind-0.1.54.tar.gz.

File metadata

  • Download URL: overmind-0.1.54.tar.gz
  • Upload date:
  • Size: 258.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for overmind-0.1.54.tar.gz
Algorithm Hash digest
SHA256 3b8b7f0a0b9fcceb82d6e21865ae763c8dee88b7df0ed0a3ce08e5d1917dd540
MD5 0511f6e392121a9bf7ccd35ce1883eaa
BLAKE2b-256 0a00cfa1996d99fd0e37fd34ae4b852245d3e8545588d49b758fb886a00ae266

See more details on using hashes here.

Provenance

The following attestation bundles were made for overmind-0.1.54.tar.gz:

Publisher: publish.yml on overmind-core/overmind

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file overmind-0.1.54-py3-none-any.whl.

File metadata

  • Download URL: overmind-0.1.54-py3-none-any.whl
  • Upload date:
  • Size: 39.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for overmind-0.1.54-py3-none-any.whl
Algorithm Hash digest
SHA256 92aaa188d5dbcd4b101fa448a46f83759bed51324d7d81b8fcdbad7484ccb506
MD5 fc1a4a1a7c1289426da616a629a4208b
BLAKE2b-256 739972a36a9a39eb96dfc9d1594b531ed459e420f25c34d4129238670512306b

See more details on using hashes here.

Provenance

The following attestation bundles were made for overmind-0.1.54-py3-none-any.whl:

Publisher: publish.yml on overmind-core/overmind

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

0.1.67

2 files

0.1.66

2 files

0.1.65

2 files

0.1.64

2 files

0.1.63

2 files

0.1.62

2 files

0.1.61

2 files

0.1.60

2 files

0.1.59

2 files

0.1.58

2 files

0.1.57

2 files

0.1.56

2 files

0.1.55

2 files

This release

0.1.54 This release

2 files

0.1.53

2 files

0.1.52

2 files

0.1.51

2 files

0.1.50

2 files

0.1.49

2 files

0.1.48

2 files

0.1.47

2 files

0.1.46

2 files

0.1.45

2 files

0.1.40

2 files

0.1.39

2 files

0.1.31

2 files

0.1.27

2 files

0.1.26

2 files

0.1.25

2 files

0.1.24

2 files

0.1.23

2 files

0.1.22

2 files

0.1.21

2 files

0.1.20

2 files

0.1.19

2 files

0.1.18

2 files

0.1.17

2 files

0.1.16

2 files

0.1.15

2 files

0.1.14

2 files

0.1.13

2 files

0.1.12

2 files

0.1.11

2 files

0.1.10

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.5

2 files

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page