diff --git a/README.md b/README.md
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+[![PyPI](https://img.shields.io/pypi/v/inference-audit-pk)](https://pypi.org/project/inference-audit-pk/)
+[![Python](https://img.shields.io/pypi/pyversions/inference-audit-pk)](https://pypi.org/project/inference-audit-pk/)
+[![CI](https://github.com/Inference-LAB/inference-audit/actions/workflows/ci.yml/badge.svg)](https://github.com/Inference-LAB/inference-audit/actions)
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
 # inference-audit
 
 An NLP dataset quality auditor. Run one command, get a reproducible report covering five quality checks and an overall score.This pip installable python library is built so a dataset that scores well is something you can actually cite as evidence of quality, not just a number.
@@ -178,4 +182,4 @@ MIT — see [LICENSE](LICENSE).
 Built as part of the Inference Lab Engineering Fellowship, Cohort 01 — Project C.
 
 - **Khadija Faisal** (Lead Engineer) — [GitHub](https://github.com/khadijja1) · [LinkedIn](https://www.linkedin.com/in/khadijjafaisal)
-- **Muhammad Shoaib Altaf** (Research & Implementation Engineer) — [GitHub](https://github.com/Shoaib-Altaf) · [LinkedIn](https://www.linkedin.com/in/muhammad-shoaib-altaf-6ab3a8326)
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+- **Muhammad Shoaib Altaf** (Research & Implementation Engineer) — [GitHub](https://github.com/Shoaib-Altaf) · [LinkedIn](https://www.linkedin.com/in/muhammad-shoaib-altaf-6ab3a8326)