\n\n* :rocket: Serena is a powerful **coding agent toolkit** capable of turning an LLM into a fully-featured agent that works **directly on your codebase**.\n Unlike most other tools, it is not tied to an LLM, framework or an interface, making it easy to use it in a variety of ways.\n* :wrench: Serena provides essential **semantic code retrieval and editing tools** that are akin to an IDE's capabilities, extracting code entities at the symbol level and exploiting relational structure. When combined with an existing coding agent, these tools greatly enhance (token) efficiency.\n* :free: Serena is **free & open-source**, enhancing the capabilities of LLMs you already have access to free of charge.\n\nYou can think of Serena as providing IDE-like tools to your LLM/coding agent. \nWith it, the agent no longer needs to read entire files, perform grep-like searches or basic string replacements to find the right parts of the code and to edit code. \nInstead, it can use code-centric tools like `find_symbol`, `find_referencing_symbols` and `insert_after_symbol`.\n\n
\n Serena is under active development! See the latest updates, upcoming features, and lessons learned to stay up to date.\n
\n\n
\n \n \n \n
\n\n## LLM Integration\n\nSerena provides the ne…","publisher":null,"homepage":"https://github.com/oraios/serena","repository":"https://github.com/oraios/serena","version":"0.1.5","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_serena-agent","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[],"categories":[],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"iflow-mcp_serena-agent","registry":"pypi","observedAt":"2026-10-22T04:24:12.009Z","publishedAt":"2025-11-27T05:59:37.323353Z","latestVersion":"0.1.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_serena-agent","url":"https://pypi.org/project/iflow-mcp_serena-agent/","firstSeenAt":"2026-09-09T21:23:47.123Z","fetchedAt":"2026-10-22T04:22:44.556Z","normalizedAt":"2026-10-22T04:22:44.556Z"}]},"firstSeenAt":"2026-09-09T21:23:47.123Z","updatedAt":"2026-10-22T04:24:12.010Z"}
![](\"resources/serena-logo.svg#gh-light-mode-only\"){kind=logo}
\n ![](\"resources/serena-logo-dark-mode.svg#gh-dark-mode-only\"){kind=logo}
\n![\"Changelog\"](\"https://img.shields.io/badge/Updates-1e293b?style=flat&logo=rss&logoColor=white&labelColor=1e293b\"){kind=icon}
![\"Roadmap\"](\"https://img.shields.io/badge/Roadmap-14532d?style=flat&logo=target&logoColor=white&labelColor=14532d\"){kind=icon}
![\"Lessons](\"https://img.shields.io/badge/Lessons-Learned-7c4700?style=flat&logo=readthedocs&logoColor=white&labelColor=7c4700\"){kind=icon}