Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.
Local decision engine with typed, calibrated outputs (Noul/Choice/Score): cheap→strong cascade, ECE/Brier calibration, SystemOne protocol interop. Apache-2.0.
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.
Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory via SQLite + FTS5, and enforces routing across 17 platforms through MCP + hooks. Works with Claude Code, Gemini CLI, VS Code Copilot, OpenCode, Codex CLI.
Unofficial patches that make the PlayStation 2 releases of beatmania IIDX (9th style – 16 EMPRESS + PREMIUM BEST) output **native 480p in 24-bit color** on real hardware.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
A skill to stop your coding agent from burying the answer. ADHD-friendly output.
A syntax-highlighting pager for git, diff, grep, rg --json, and blame output
Label Studio is a multi-type data labeling and annotation tool with standardized output format
A modern formatting library
A game theoretic approach to explain the output of any machine learning model.
Structured Outputs
structured outputs for llms
The open-source alternative to Webflow, Framer and WordPress. Agentic self-hosted visual CMS outputting clean static pages. Users, roles, plugins, content, database, it's all there.
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.
Assertions to validate method input/output with nice error messages.
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML
an ambient intelligence library
🟩⬜ Generates a snake game from a github user contributions graph and output a screen capture as animated svg or gif
✨ PTerm is a modern Go module to easily beautify console output. Featuring charts, progressbars, tables, trees, text input, select menus and much more 🚀 It's completely configurable and 100% cross-platform compatible.
Repair malformed JSON from LLMs, APIs, logs, and user input in Python.
The Ruby AI framework.
Input OpenAPI. Output SDKs and Docs.
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
Rich-cli is a command line toolbox for fancy output in the terminal
Command line parsing, invocation, and rendering of terminal output.
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.
Enhances Tesseract OCR output using LLMs (local or API) for error correction, smart chunking, and markdown formatting of scanned PDFs
x64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functionality over HTTP. Connect any MCP-compatible AI assistant and control x64dbg programmatically: set breakpoints, step through code, read memory, dump registers, and more. Built with Zig — zero dependencies, single-binary output, cros
Real-time ADS-B notifications for specific aircraft takeoffs and landings. Supports output many platforms.
Fast, multi-protocol credential brute-forcer. Parses Nmap, Nessus, and Nexpose output to automatically test default and custom credentials across 30+ protocols.
syslog-ng is an enhanced log daemon, supporting a wide range of input and output methods: syslog, unstructured text, queueing, SQL & NoSQL.
A self-hosted address and synthetic test-profile generator for 27 countries and regions, built from real open-data streets, administrative areas, coordinates, and postcodes. Supports multilingual output, IP-nearby generation, map previews, and API access. 基于真实开放数据的自托管地址与合成测试资料生成器,覆盖 27 个国家和地区,支持多语言地址、IP 附近生成、地图预览与 API 调用
Next-gen open source ambient lighting system featuring a high-precision floating-point color pipeline breaking legacy RGB 24-bit limits. Includes advanced smoothing with inertia and adaptive temporal dithering for perfectly fluid, stable output to LEDs from any SDR or HDR video source. Supports Windows, macOS and Linux (x86/ARM).
Run AI models locally on your machine with node.js bindings for llama.cpp. Enforce a JSON schema on the model output on the generation level
A tool for analyzing the size of compiled Go binaries, offering cross-platform support, detailed breakdowns, and multiple output formats.
CLI tool that can execute SQL queries on CSV, LTSV, JSON, YAML and TBLN. Can output to various formats.
PortAudio is a cross-platform, open-source C language library for real-time audio input and output.
output coverage reports using Node.js' built in coverage
🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.
Extract structured data and insights from documents using LLMs and decision models
Turn the user's description or uploaded reference into a finished, editable Blender card and an interactive Three.js page. Preserve the requested subject, style, typography and destination. This skill contains code and text only; generated artwork belongs in the user's output project.
Delightful console output for Swift developers.
Bulk domain availability checking via RDAP, DNS, and WHOIS, with prefix/suffix permutations, regex patterns, MCP, and multiple output formats
A Parser for CSS Files written in PHP. Allows extraction of CSS files into a data structure, manipulation of said structure and output as (optimized) CSS
Set, add, and clear arbitrary output headers in NGINX http servers
A set of C++ classes that provide a common API for realtime audio input/output across Linux (native ALSA, JACK, PulseAudio and OSS), Macintosh OS X (CoreAudio and JACK), and Windows (DirectSound, ASIO, and WASAPI) operating systems.
Configurable Go value and struct dumps with colorized output, type visibility controls, and field redaction.
Pipe your nix-build output through the nix-output-monitor a.k.a nom to get additional information while building.
MassDNS wrapper written in go to enumerate valid subdomains using active bruteforce as well as resolve subdomains with wildcard filtering and easy input-output support.
Notify is a Go-based assistance package that enables you to stream the output of several tools (or read from a file) and publish it to a variety of supported platforms.
rtail(1) - Terminal output to the browser in seconds, using UNIX pipes.
🎨 Terminal color rendering library, support 8/16 colors, 256 colors, RGB color rendering output, support Print/Sprintf methods, compatible with Windows. GO CLI 控制台颜色渲染工具库,支持16色,256色,RGB色彩渲染输出,使用类似于 Print/Sprintf,兼容并支持 Windows 环境的色彩渲染
Diff Utils library is an OpenSource library for performing the comparison / diff operations between texts or some kind of data: computing diffs, applying patches, generating unified diffs or parsing them, generating diff output for easy future displaying (like side-by-side view) and so on.
JSON output plugin for changeset extraction
Make your agents talk human. ADHD-friendly output styles for Claude Code, Codex, and others. So you can pay attention, not tokens.
Colorize your kubectl output
Local Windows iPhone/iPad mirroring over USB and AirPlay with D3D11 preview, multi-device sessions, OBS output, and a standalone driver manager.