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AI Regex Generator

Generate complex Regular Expressions (Regex) from natural language using an AI model. Test and validate your generated regex instantly in your browser.

100% Private & Local

Your queries and generated regex formulas are processed entirely in your browser using a local AI model (~250MB). No data is sent to external servers.

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Describe the intent, then trust but verify

The model translates a sentence like “match a US phone number with optional area code” into a working pattern — a huge time-saver when you know what you want but not the exact incantation. But a generated regex is a draft, not a guarantee. The discipline that separates a working pattern from a 2 a.m. incident is the verify step, which is why this tool puts a live test panel right under the output: paste real sample text and confirm the highlights match your expectation, including the strings that should be left alone.

The two failure modes worth knowing

Catastrophic backtracking (ReDoS). Patterns with nested or overlapping quantifiers can take exponential time on certain inputs. A pattern like (\d+)+$ looks innocent but can freeze on a long string of digits followed by a non-digit. If your regex will ever touch untrusted input, test it with a pathological string (e.g. 50 repeated characters) and rewrite nested quantifiers — usually you can make a sub-expression possessive or anchor it to avoid the blow-up.

Over-fitting to examples. A model shown “match emails like name@gmail.com” may emit a pattern that only accepts gmail.com, or one that’s far too permissive. The test panel is your defense: throw it addresses with plus-tags, subdomains, and new TLDs and watch what slips through.

When regex is the wrong tool entirely

Regular expressions are for regular patterns. Reaching for them on recursively-nested structures is a classic trap:

Use regex forDon’t use regex for
Emails, phone numbers, datesParsing HTML or XML
Log-line field extractionValidating nested JSON
Find-and-replace patternsBalancing brackets/quotes
Input format validationAnything with arbitrary nesting

For HTML, use a DOM parser; for JSON, parse it and inspect the object. A regex that tries to parse nested markup will be fragile no matter how cleverly it’s written.

Privacy and editing

Generation runs in your browser via a Web Worker, so your prompts and patterns stay private. If the model hallucinates a small syntax error, just fix it directly in the output box — a one-character correction is faster than re-prompting, and the test panel will confirm the fix instantly.

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Key Concepts

Text-to-Text Generation

An NLP task where a model takes a text prompt as input and generates a text response as output, typically used in translation or code generation.

Regex Flags (g, i, m)

Modifiers that change how a regex pattern is searched. (g) stands for Global (find all matches), (i) stands for Ignore Case (case-insensitive), and (m) stands for Multiline.

Frequently Asked Questions

What does this tool do?

This tool translates simple English descriptions (like "match an email address ending with gmail.com") into fully functional Regular Expression (Regex) code using a local AI model.

How can I test the generated Regex?

We integrated a live testing panel right below the generator. Just paste some sample text into the test area, and it will automatically highlight any matches using the generated Regex.

Is the generated regex safe to drop straight into production?

Verify it first — always. Two risks matter. (1) Correctness: a small browser model can produce a pattern that matches your examples but misses edge cases, so test it against real data, including inputs that should NOT match. (2) Performance: certain patterns with nested quantifiers (like (a+)+) cause catastrophic backtracking — a malicious or unlucky input can hang your server (a ReDoS vulnerability). Before shipping a generated regex to a public input field, test it with long adversarial strings and simplify any nested repetition.

Why doesn't my regex work in Python when it worked here?

Regex 'flavors' differ between languages. This tool tests against JavaScript's engine, but Python (re), PCRE (PHP/Perl), Java, and POSIX have different syntax for lookbehind, named groups, Unicode properties, and escapes. For example, JavaScript names groups with (?<name>...) while older Python used (?P<name>...). If a pattern fails after porting, check named-group syntax, lookbehind support, and how each language passes flags (inline (?i) vs a flags argument).

Troubleshooting & Technical Tips

AI generates incorrect or weird Regex

Small language models running in the browser have limitations. If the regex is wrong, try simplifying your prompt. Be very specific about what you want to match and what you want to exclude.

Invalid Regex Pattern error in Test Panel

Sometimes the AI might hallucinate invalid syntax. You can manually edit the generated regex in the output box to fix minor syntax errors.

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