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Serena is an open-source coding agent toolkit that transforms LLMs into powerful code assistants through semantic retrieval and editing capabilities. It integrates with various clients via Model Context Protocol (MCP) servers or the Agno framework, supporting multiple programming languages through language servers. The toolkit provides symbol-level code understanding, project indexing, and autonomous coding workflows while remaining free to use with existing LLM access.

oraios/serena: A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

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🚀 Serena is a powerful coding agent toolkit capable of turning an LLM into a fully-featured agent that works directly on your codebase.
🔧 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.
🆓 Serena is free & open-source, enhancing the capabilities of LLMs you already have access to free of charge.

<p>🚀 Serena is a powerful coding agent toolkit capable of turning an LLM into a fully-featured agent that works directly on your codebase.
🔧 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.
🆓 Serena is free &amp; open-source, enhancing the capabilities of LLMs you already have access to free of charge.</p>