From the workbench.

Notes on analysis, safe fixes, and keeping codebases true: from the people building the engine.

What TrueMend Deliberately Can't Do

Six in January, fifteen in February, thirty-five in March, CVEs traced to AI-generated code. Here's the honest version of where a static analyzer stops.

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Read The License Before The Vendor Changes It On You

2026 has been a rough year for trusting a tool's open-source label at face value. Here's exactly what's Apache 2.0 in TrueMend, what isn't, and why we drew the line where we did.

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A Written Log Is Not Memory

We could have claimed TrueMend learns your codebase over time. We wrote a document instead that says exactly why it doesn't, and what's true instead.

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The Benchmark That Argues With Itself

Most tools publish the number that makes them look good. We published the one where Bash loses to ShellCheck.

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AI Doesn't Fix Your Technical Debt Problem, It Amplifies It

SIG's State of Software 2026 report put a number on something we'd already built pricing for: debt and security move together, and most AI-generated code is landing on top of an unmeasured foundation.

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The 56% Problem

Models keep getting smarter. The industry's security pass rate hasn't moved. Here's what we actually found when we routed around it instead of waiting on it.

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Nine Out of Ten Alerts Are Wrong, and Everyone Knows It

The security industry's own 2026 numbers say most SAST output trains developers to ignore the tool. We published our own noise rate instead of hiding behind the word 'AI-powered.'

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The Bottleneck Moved, and Most Teams Haven't Noticed

Writing code stopped being the slow part years ago. In 2026 the data finally caught up: review is where the pipeline actually backs up now.

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81 detections we were silently throwing away

The line-scan engine treated # and // as comment markers in every language, truncating URLs in Bash and private fields in TypeScript. Language-aware stripping recovered 81 real findings across 2,915 files, with zero new false positives.

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TrueMend is on PyPI, and it is open-core

pip install truemend. Every AST analysis, every detection spec, the deterministic fixes, the MCP server and SARIF/CI integration are free forever. Pro and Max buy reporting and judgment, not detection.

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Introducing Truemend: deterministic code quality at scale

At launch: 5,449 anti-patterns across 144 specs. 22 languages. Three-tier remediation. AST-level pattern matching gives us the precision of a compiler with the breadth of a linter. Meet the engine.

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Why three tiers? The science behind safe code remediation

Every code quality tool finds issues. The hard part is fixing them without breaking things.

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MCP-native: why zero infrastructure matters

SonarQube needs a server. CodeClimate needs a cloud. Truemend runs as an MCP server over stdio, inside your editor: zero latency, zero configuration, zero data exposure.

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