The best code intelligencefor agents

Most agents hallucinate. Nuanced doesn't let them.
Our MCP server powers coding agents like Cursor, Claude Code, and Codex with call graphs and symbol data so edits land right the first time.

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How it works

We built GitHub's code intelligence.
Now we're building it for agents.

We're ex-GitHub engineers who built the code intelligence behind GitHub search at scale. We know compiler-grade context can make agents dramatically better.

AI coding tools often rely on manual, trial-and-error context engineering: stuffing prompts with tokens or sending agents to roam the repo. It's slow, brittle, and misses what actually matters: how your code connects and what happens at runtime.

Nuanced gives agents compiler-grade knowledge: call graphs, symbol and type facts, dataflow and control flow. The result is faster responses, edits you can trust, fewer wasted tokens, and context that stays fresh automatically as your codebase grows.

Latest Posts

Ayman NadeemAyman Nadeem

What's new in Nuanced: resetting trials and simplifying commands

With LSP now live in Nuanced MCP, we're resetting trials to day zero and rolling out simplified commands, a new NPM package, and integrated LSP tools.

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Ayman NadeemAyman Nadeem

🚀 Launch: Nuanced MCP now ships with LSP + call graphs

From TypeScript call graphs to symbol-level precision across eight languages—built for coding agents.

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Ayman NadeemAyman Nadeem

How Nuanced cuts Claude Code's cost by 32% and time by 35% (demo)

Nuanced MCP brings structured static analysis to copilots, so they focus on the right context, not just more tokens.

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Ayman NadeemAyman Nadeem

Introducing the Nuanced MCP Server: use Nuanced with Claude Code and Cursor

Nuanced MCP brings structured static analysis to copilots, so they focus on the right context, not just more tokens.

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Ayman NadeemAyman Nadeem

How centering a div made me question the future of AI coding, and why we built Nuanced

The speed of natural language with the precision of compilers.

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Ayman NadeemAyman Nadeem

Nuanced launches TypeScript support

We're bringing sound, LLM-ready call graph context to TypeScript.

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Ayman NadeemAyman Nadeem

Python Open Source launch: Nuanced call graph context layer for AI coding tools

Introducing Nuanced, the open-source library that gives AI coding assistants and developers the deep code understanding they've been missing.

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Ayman NadeemAyman Nadeem

Memory profilers, call graphs, exception reports, and telemetry: here's what happened when we gave AI coding tools system-wide context

How giving AI coding assistants access to system-wide context—from memory profiles to error reports—transforms their debugging capabilities.

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Ayman NadeemAyman Nadeem

Beyond file trees: why AI coding assistants need smarter context

Nuanced helps AI find relevant context in code by building intelligent knowledge graphs.

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Ayman NadeemAyman Nadeem

The reliability gap: as AI writes more code, we need better tools to trust it

As AI accelerates code generation, developers need better tools to understand and maintain the increasingly complex systems they're building.

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