Developer Tooling · Python & Java · MCP · Open Source
Five Grounded Skills · Verified Rule Citations · Config-Gated Generation

Re
fract.

An AI plugin suite for FTC teams that refuses to guess. Every answer is grounded in a real source: a verified rule citation, a structured hardware spec, a line of library documentation. And it will not write robot code until it knows what the robot actually is.
5
Grounded skills
2
Languages — Python, Java
5
Host environments
0
Ungrounded answers

The problem with
a confident guess.

Ask a general-purpose assistant whether a mechanism is legal and it will answer. Fluently. With a rule number. The rule number is sometimes real and sometimes not, and there is nothing in the answer that tells you which. For a team facing inspection, a confident wrong citation is worse than no answer at all.

The same failure shows up in code. A model will happily write a shooter subsystem for a robot that has no shooter, using motor ports that are already taken. It reads as plausible right up until it is flashed to the robot.

The goal was never an assistant that knows more. It was one that will say the thing it cannot know.

Five skills,
each with a source.

Refract splits the work into five skills. Each one is bound to a specific body of evidence, and none of them is allowed to answer outside it. Team config reads the repository and the bill of materials. Rule check reads a tagged copy of the Competition Manual and traverses cross-references. Hardware lookup reads structured spec tables and runs the arithmetic in a script rather than in prose.

Code generation and code review sit on top of those three. They are not allowed to run until the configuration has been confirmed — not inferred, confirmed. That single gate removes the entire category of code written for a robot that does not exist.

Try It

See it
decide.

The grounding gate

Pick a question a team might actually ask. This is the routing logic Refract applies before it answers anything.

The question
What Refract does
Read the source on GitHub
The Refract project site, showing the install command and the grounding claim
refract-website.onrender.com — the project site
Visit the live site

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