Repos made with Cloudflare Clef

Runs Cloudflare's clef-flash decision model on your webcam stream locally, answering typed questions about each frame. The most-starred community build of the week.

When a URL 404s, Clef reads the request and picks the most likely real destination, turning dead links into redirects. A neat small use of a decision model in the request path.

Local MCP server that gives AI agents structured decisions with probabilities from Clef-Flash through llama.cpp, with no network needed.

A vLLM-based Jev-compatible server for Clef-Flash claiming 45 ms p50 and double throughput while matching the reference outputs.

A from-scratch C and Metal engine that runs Clef and Clef-Flash on Apple Silicon with a Jev-compatible API, for fast local decisions on a Mac.

PowerShell module that calls Clef on Workers AI for typed, probability-scored decisions straight from scripts and pipelines.

Crawls GitHub and npm and lets Clef or Jev judge each candidate against one sentence you write, then publishes the list.

Pictionary game where Clef on Workers AI looks at your sketch and guesses what it is in real time.

Swaps Claude Code's safety classifier for a local Clef model that judges whether actions are safe to auto-approve.

A Claude Code mod that asks Clef which model and reasoning effort each turn needs, saving cost on trivial prompts.

Uses Clef to decide whether a prompt needs a frontier model or a cheap one, behind an OpenAI-compatible proxy and library to cut spend.

Has Clef score retrieved chunks against the question and keeps only the evidence, shrinking noisy RAG context before it reaches the LLM.

Toolkit for judging outputs cheaply with Clef and auditing whether its confidence numbers are calibrated, with a rendered demo clip.

Japanese-documented Codex skill that offloads public screen state checks to Clef-flash.

Unofficial agent skill covering typed decisions, calibration and provider differences across Jev, Clef and others.

An agent does the legwork while Clef makes each judgment call from discovery to regression.

Adds an auto-approve mode to pi where System One decision models judge whether each action is safe.

Shows exact context size per turn and a Clef judgment of whether now is a good moment to compact.

Snap package for running Clef Flash inference locally on Ubuntu, a sign of fast distribution-level pickup.

Clef-Flash reviews each reasoning step of a llama-server model and triggers rollback or reflection.

Common-ground comparison of Jev, Clef, Kev and others against embeddings, rerankers, NLI and prompted LLMs.

Benchmarks Jev, Clef-flash and Laya against an LLM and six rerankers on BEIR with paired confidence intervals.

Reproducible fine-tune study with paired evaluation and tutorials, using a playable Tetris-like game as the task.

Fine-tunes Clef decision models on a 12 GB GPU for real-time entity resolution with TRL comparisons.