Compresses tool outputs, logs, files, RAG chunks and conversation history before they reach an LLM, as a library, proxy, or MCP server.
A skill to stop your coding agent from burying the answer. ADHD-friendly output.
斑海豹 — Phocinae-Largha-150M-v1: a 144.3M bilingual decision model. Tiny model. Big decisions. 小海豹,大决断。
Dynamic Band Splitting (DBS) for ComfyUI: separate a soundtrack into music, sound effects and speech; remove or keep the dialogue of a video. Same output as the official package.
🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
Structured Outputs
structured outputs for llms
Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML
Make your agents talk human. ADHD-friendly output styles for Claude Code, Codex, and others. So you can pay attention, not tokens.
Local decision engine with typed, calibrated outputs (Noul/Choice/Score): cheap→strong cascade, ECE/Brier calibration, SystemOne protocol interop. Apache-2.0.
Simple ComfyUI nodes for MiniMax H3: exact output resolution, multi-reference images, single-pass generation, optional resolution-preserving detail refine.
CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.
Repair malformed JSON from LLMs, APIs, logs, and user input in Python.
A web app for ranking computer science departments according to their research output in selective venues, and for finding active faculty across a wide range of areas.
Output management utility for sway, Hyprland and Niri
Prompt Driven Development (PDD): The Last Programming Language™. Prompt files are source; code is generated output.
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.
Forward videos from IM to transcript, Markdown, and your knowledge base — with raw and skill-updated outputs.
CraftBot is an architect AI agent. It interprets design briefs, grounds its thinking in domain knowledge through ingesting documents, images and other references, and outputs Python code that procedurally defines a building design.
Bulk-provision TokenMix accounts with disposable temp-mail.io inboxes and auto-generate API keys with random names. Turnstile-aware, Playwright-driven, JSON/CSV output.
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
an ambient intelligence library
Rich-cli is a command line toolbox for fancy output in the terminal
Enhances Tesseract OCR output using LLMs (local or API) for error correction, smart chunking, and markdown formatting of scanned PDFs
Real-time ADS-B notifications for specific aircraft takeoffs and landings. Supports output many platforms.
Extract structured data and insights from documents using LLMs and decision models
A customizable, cross-platform tool for parsing WhatsApp chat databases from Android and iOS/iPadOS backups. Supports Android .crypt12, .crypt14, .crypt15, and the latest database formats. Outputs chat history in readable HTML or structured JSON.
AutoEvals is a tool for quickly and easily evaluating AI model outputs using best practices.
An open-source AI based digital marketing operating system for strategy, SEO, AEO/GEO, paid media, content, CRM, and analytics - grounded in brand context, human approval, and verifiable outputs. Best for Brands, Agencies and one person campanies.
Rich-powered CLI that breaks each HTTP request into DNS, connect, TLS, wait, and transfer phases with waterfall timelines, compact summaries, or metrics-only output.
Format click help output nicely with rich.
本地监控 + AI 视觉 — LAN-based smartphone-powered AI monitoring framework with structured event output for data acquisition and analysis.
RootWire: A network traffic monitor for GNU/Linux — Live Capture, PCAP Replay, NDJSON Output. Formerly Packet-Sniffer.
21 writing rules for AI coding and writing agents. Drop-in for Claude Code, Codex, Copilot, Cursor, and Aider, so their output reads like a tech pro.
Span-level grounding verification for RAG, code, and tool-grounded AI outputs.
Combine the power of nix-eval-jobs with nix-output-monitor to speed-up your evaluation and building process.
Genblaze is an open source Python SDK for orchestrating generative AI media pipelines across video, audio, and image providers with built in provenance for every output.
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting (WRF-ARW) Model.
Silent Crypto Miner is an advanced cryptocurrency mining builder and runtime engine with multi-algorithm CPU/GPU support and intelligent resource management. Create custom mining executables with configurable algorithms, cross-platform output, real-time monitoring, session persistence, thermal throttling, scheduling, and hashrate optimization.
A loop pedal for your webcam: hold a key to record, release to loop, press to go live. Outputs a virtual camera.
AI red-team platform. Autonomous LLM agents run a penetration test end to end inside a Kali container and write the report. LangGraph plan/act engine, provider-agnostic models via LiteLLM, PDF/JSON/SARIF output. FastAPI + React.
A small proof-of-concept language model (not an LLM) that aims to incorporate latent-space prediction, internal state using recurrent trace units, and byte-by-byte output, built with MLX.
ComfyUI custom nodes for MiniMax H3 long-form video/audio generation with streamed Sol attention, compressed KV, adaptive VRAM guards, chunked MLP/final output, and SAFE long-sequence optimizations for limited VRAM.
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
Automatically transforms mixed song recordings into playable five-piece school band arrangements through audio separation, music transcription, arrangement, and difficulty adjustment. Outputs include MIDI, print-ready PDF scores, and editable MuseScore (.mscz) files.将混音歌曲音频自动分轨、扒谱并改编为适合五人校园乐队演奏的伴奏总谱,支持难度调整,并输出 MIDI、PDF 总谱和可编辑的 MuseScore(.mscz)文件。
A local minimized harness, with simplified output and logs for self-evolve
Streaming FSM validation + layered repair for LLM outputs with embedded structured components
面向 Codex、Claude Code 等 AI Agent 的医学绘图 Skill,基于可信证据制作医学插画、科普漫画与科研示意图,提供可编辑成果与审核记录。 · Evidence-backed medical illustration, comics and research figures for Codex, Claude Code and other AI agents, with editable output and review records.
Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.
Make Claude talk like a human: 17 installable output styles for Claude Code, built on credited methodologies
Air traffic control discipline for agent output. Written for a reader with ADHD.
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
Open-source agentic slide generation with free-form visual design and editable PowerPoint output.
Agent Skills for working with Etherscan and on-chain data. These skills let AI agents turn raw Etherscan API responses into structured, verifiable output — every address, amount, and transaction hash comes from a live API call, never invented.
Turn photographs into quiet source-colour isometric paper miniatures with four combinable output modes.
Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
A 180mm × 106.5mm pen plotter driven by four 28BYJ-48 stepper motors. It can run on any microcontroller with at least 12 output pins, but all my code is written for the Arduino Uno.