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## What Our "End Users" Say
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While it is humans who download and set up Serena, our end users are essentially AI agents,
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so they are also in the best position to evaluate Serena.
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We crafted an unbiased and detailed prompt which leads the agent to estimate the value of adding Serena's tools
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to its built-in capabilities. The thorough evaluation usually takes around 25 minutes (per project)
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and tests every single aspect of Serena. A summary of what the agents had to say:
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While it is humans who download and set up Serena, our end users are essentially AI agents,
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so they are also in the best position to evaluate Serena.
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We crafted an unbiased and detailed evaluation prompt
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that leads the agent to perform ~20 routine coding tasks, representative of everyday development work, using both Serena's tools and its own built-ins,
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measure the differences, and report the results. A one-sentence summary of what the agents had to say:
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**Opus 4.6 (high effort) in Claude Code on a large Python codebase:**
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> "Serena's IDE-backed semantic tools are the single most impactful addition to my toolkit — cross-file renames, moves, and reference lookups that
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would cost me 8–12 careful, error-prone steps collapse into one atomic call, and I would absolutely ask any developer I work with to set them up."
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**Gpt 5.4 (high) in Codex CLI on a Java codebase:**
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**GPT 5.4 (high) in Codex CLI on a Java codebase:**
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> "As a coding AI agent, I would ask my owner to add Serena because it gives me the missing IDE-level understanding of symbols, references, and
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refactorings, turning fragile text surgery into calmer, faster, more confident code changes where semantics matter."
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Your agent deserves the best coding tools, give them Serena!
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Give your agent the tools it's been asking for and add Serena MCP to your client!
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See the documentation on our [evaluation methods](https://oraios.github.io/serena/04-evaluation/000_intro.html) and the
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detailed results beyond the brief recommendations above. You can easily run your own evaluation of Serena on a project of your choice
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by reusing our methods or adapting them to your needs.
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See our [documentation](https://oraios.github.io/serena/04-evaluation/000_intro.html) for the full methodology and much more detailed evaluation results
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beyond these brief summaries, or run your own evaluation on a project of your choice.
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## How Serena Works

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