668

[kyegomez]

Thank you for contributing to Swarms!

Replace this comment with:

• Description: a description of the change,
• Issue: the issue # it fixes (if applicable),
• Dependencies: any dependencies required for this change,
• Tag maintainer: for a quicker response, tag the relevant maintainer (see below),
• Twitter handle: we announce bigger features on Twitter. If your PR gets announced and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before submitting. Run make format, make lint and make test to check this locally.

See contribution guidelines for more information on how to write/run tests, lint, etc:
https://github.com/kyegomez/swarms/blob/master/CONTRIBUTING.md

If you're adding a new integration, please include:

1. a test for the integration, preferably unit tests that do not rely on network access,
2. an example notebook showing its use.

Maintainer responsibilities:

• General / Misc / if you don't know who to tag: [email protected]
• DataLoaders / VectorStores / Retrievers: [email protected]
• swarms.models: [email protected]
• swarms.memory: [email protected]
• swarms.structures: [email protected]

If no one reviews your PR within a few days, feel free to email Kye at [email protected]

See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/kyegomez/swarms

---

📚 Documentation preview 📚: https://swarms--680.org.readthedocs.build/en/680/

[github-actions]

Dependency Review

✅ No vulnerabilities or license issues or OpenSSF Scorecard issues found.

OpenSSF Scorecard

Package	Version	Score	Details
pip/pydantic		🟢 7.3	Details Check Score Reason Code-Review 🟢 9 Found 27/28 approved changesets -- score normalized to 9 Maintained 🟢 10 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 Dangerous-Workflow 🟢 10 no dangerous workflow patterns detected Vulnerabilities 🟢 10 0 existing vulnerabilities detected License 🟢 10 license file detected CII-Best-Practices ⚠️ 0 no effort to earn an OpenSSF best practices badge detected Branch-Protection ⚠️ -1 internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration Binary-Artifacts 🟢 10 no binaries found in the repo Signed-Releases ⚠️ -1 no releases found Security-Policy 🟢 10 security policy file detected Token-Permissions ⚠️ 0 detected GitHub workflow tokens with excessive permissions Packaging 🟢 10 packaging workflow detected Pinned-Dependencies ⚠️ 0 dependency not pinned by hash detected -- score normalized to 0 Fuzzing 🟢 10 project is fuzzed SAST ⚠️ 0 SAST tool is not run on all commits -- score normalized to 0

Scanned Files

• pyproject.toml
• requirements.txt

[github-advanced-security]

Pyre found more than 20 potential problems in the proposed changes. Check the Files changed tab for more details.