Kits of AI agent skills, rules and prompts

d3-nano

vllm-sr · Kit

Answers choice, yes-or-no and score questions about text, images or video in one call, with a probability for each answer. A 2B decision model for routing and…

d3-edge

vllm-sr · Kit

Answers choice, yes-or-no and score questions about text, images or video in one call, returning a probability for each answer. A small decision model for rout…

Clef-LoRA-for-Qwen3.8-27B-GGUF

trevest · Kit

Adds Cloudflare Clef's decision head to a Qwen3.8-27B chat model, so one llama.cpp server on a 24 GB GPU both answers typed questions and chats. It is a LoRA a…

Torchcast Decision 4B

torchcast-ai · Kit

A 4B decision model built on Qwen3.5-4B that returns yes/no probabilities, choice distributions and score distributions in one pass without generating text. Fo…

System One Model

stephenlb · Kit

Answers yes/no, multiple-choice and score questions about a text with a probability for each answer, using a Gemma 4 12B base with a small decision head. For d…

Mica v0.1 4B

sky7350 · Kit

Gives a probability for each allowed answer to a question about a given state, as yes/no, a choice or a score, without writing text. For developers who add qui…

pplx-decider-v1.1-27b

perplexity-ai · Kit

Picks the best option for a decision from text and images, such as which team should handle a request, with a probability for each choice, for developers who b…

pplx-decider-flash-gguf-v1.2

perplexity-ai · Kit

Sorts a request into the choices you set, from text and images, using a Q8_0 GGUF copy of a small decision model. For developers who can run a protocol v3 runt…

Drex DLM

nace-ai · Kit

Scores yes or no, multiple choice and rating questions about a document in one pass, with a probability for every option. An 8B decision model from Nace.AI tha…

Amos 1 large

mukaddamzaid · Kit

Answers typed questions about a case, given as text, JSON or a photo, in one pass with a probability for each allowed answer. A 27B decision model that writes…

JDI-Decision-V0.9

JoyIndustrial · Kit

Answers multiple-choice style questions about images and text with option probabilities, using a Qwen3.8-27B decision system with built-in OCR. For developers…

Parallel Constrained Decoding for Apple Silicon

harshatheg · Kit

Extracts structured fields, routes decisions and classifies text on Apple Silicon with MLX, scoring every schema field at once. Cuts latency 5.6x to 7.0x on an…

H2O-Lightning-4B

h2oai · Kit

Answers typed decision questions about a document, ticket, policy or conversation, and about its images, giving each option a probability. For teams that want…

Clef-GGUF

ggml-org · Kit

GGUF files of Cloudflare's Clef decision model, which takes image and text input. Served with llama.cpp tools and called through a decision API path. For devel…

Darwin-27B-ZTC

FINAL-Bench · Kit

Reads a situation and a set of typed questions, then returns a probability for every option in one forward pass, with no text generated. For builders adding ca…

Pusula

erenextlabs · Kit

An open Turkish decision engine that answers typed questions about a message, such as routing, urgency, human handoff or prompt injection, with a probability f…

Cloudflare clef GGUF

bartowski · Kit

Static GGUF quantizations of Cloudflare's clef decision model, which scores every answer option to typed questions about a state in one pass instead of writing…

FRIDA-Decisions

ai-forever · Kit

Makes structured decisions over Russian text in one pass: pick an option, rate on a scale, answer yes or no, or rank candidates. Made for developers who classi…

Smaug-Decisions

abacusai · Kit

Answers a typed question about audio, an image or text with a probability for each option, in one pass and with no generated text. A 4B decision model fine-tun…

Copernicus (31B)

Poindexter-Labs · Kit

Returns structured decisions from plain-language context: pick one option, judge a yes or no claim, or score an item against a rubric. For developers building…