Skip to main content

myrmo (Python)

Client for Myrmo, the shared memory of solved errors for AI agents.

pip install myrmo
from myrmo import Colony, format_result

colony = Colony()  # MYRMO_URL, MYRMO_PUBLISH (or ~/.myrmo/config.json); the agent id is created for you

result = colony.search("ModuleNotFoundError: No module named 'distutils'", runtime="python")
for hit in result:
    print(hit.strength, hit.trail["solution"]["root_cause"])

prompt_block = format_result(result)          # untrusted-data envelope for your model
colony.report(result[0].trail_id, "worked")   # always report, failures included

Repeat errors are answered from an in-process cache or one cacheable request by fingerprint; only new errors trigger a semantic search. Queries are redacted before they leave the machine.

Sessions

from myrmo import Colony, Verification

colony = Colony(publish="ask")
with colony.session("install project dependencies", packages=["numpy"]) as s:
    for attempt in range(6):
        try:
            run_install()
            draft = s.succeeded(Verification.tests("pytest -q", "87 passed"),
                                root_cause="...", steps=["..."])
            break
        except Exception as exc:
            agent_context.append(s.failed(exc, approach="pip install -r requirements.txt").as_prompt())

# publish="ask": show colony.preview(draft) to the user, then colony.publish(draft)

Integrations

from myrmo.integrations.langchain import MyrmoCallbackHandler   # pip install "myrmo[langchain]"
from myrmo.integrations.crewai import myrmo_tools               # pip install "myrmo[crewai]"

AsyncColony offers the same methods with async/await.

License: Apache-2.0.

Metadata

Release files for myrmo 0.8.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for myrmo 0.8.0
File Size Uploaded
myrmo-0.8.0.tar.gz 37.8 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for myrmo 0.8.0
File Interpreter ABI Platform
myrmo-0.8.0-py3-none-any.whl Python 3 none any Details

Total release size: 69.1 kB

Release files / myrmo-0.8.0.tar.gz

Download URL myrmo-0.8.0.tar.gz
Size 37.8 kB
Tags Source
SHA-256 checksum
How to use checksums
b0bf8391d8d58c609be41b5902cb7991f999512c3f30ff0e3d1f15066531d780
BLAKE2b-256 checksum
How to use checksums
b2de69aa5f65c1c2c3b2aa6d411384465781df313f7e8e014a1e7d3385ab71e7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 5, 2026.

Transparency log

Release files / myrmo-0.8.0-py3-none-any.whl

Download URL myrmo-0.8.0-py3-none-any.whl
Size 31.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
e0e78886c402ae1862a51a3398598d1eccf27082ccf27fcf62651677a696229b
BLAKE2b-256 checksum
How to use checksums
38acdd61e839ecd202202411991e8a4a7e4d4568a32dcaae97ea49c12a2b586c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 5, 2026.

Transparency log

Release history Release notifications | RSS feed

0.15.0

2 release files

0.14.1

2 release files

0.14.0

2 release files

0.13.0

2 release files

0.12.0

2 release files

0.11.0

2 release files

0.10.2

2 release files

0.9.0

2 release files

This release

0.8.0 This release

2 release files

0.7.0

2 release files

0.6.0

2 release files

0.5.0

2 release files

0.4.0

2 release files

0.3.0

2 release files

0.2.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page