GitHub Repo Briefing
headroom
A library, proxy, and MCP server that compresses tool output, logs, files, and retrieval chunks before they reach an LLM.
A first test
Run it on a captured tool response and compare the original and compressed text. Measure whether key fields survive, then add a regression test before using it in an agent loop.
markitdown
A Python tool that converts office files, PDFs, images, audio, HTML, and other formats into Markdown while preserving useful document structure.
A first test
Install it and convert one sample DOCX and PDF. Compare headings, tables, links, and missing content with the originals before using the Markdown for search or analysis.
MoneyPrinterTurbo
A Chinese and English tool that turns a topic or keyword into a short video with a script, images, subtitles, music, and generated voice.
A first test
Generate one private test video from a factual topic. Check each claim, image license, voice, and subtitle timing before publishing or selling the result.
harness
A harness for running coding agents with reusable instructions, tools, and workflow controls from a local development environment.
A first test
Run one agent task in a disposable clone and record its prompt, tools, files, and final diff. Add a human approval step before allowing the harness to commit or push.
supermemory
A memory and context system that stores information from apps and agent sessions and retrieves relevant facts for later work.
A first test
Run the local or MCP setup with one non-sensitive note. Retrieve it in a new session, inspect the stored record, and test deletion before importing a larger knowledge base.
ECC
A collection of engineering skills, memory, security checks, research-first workflows, and performance guidance for Claude Code, Codex, OpenCode, and Cursor.
A first test
Install one workflow in a disposable repository and run it on a small issue. Check the generated plan, tests, and permission requests before adding the full collection.
compound-engineering-plugin
EveryInc/compound-engineering-plugin
An engineering plugin for Claude, Codex, Cursor, and related agents that packages repeatable research, planning, implementation, review, and delivery workflows.
A first test
Install one command in a test repository and run it on a small change. Review the plan and generated tests, then keep the workflow only if each step produces evidence you can inspect.
Open-LLM-VTuber
Open-LLM-VTuber/Open-LLM-VTuber
An offline voice-interactive companion that combines an LLM, speech input and output, Live2D avatars, and optional visual perception.
A first test
Run it with a local model and a test avatar. Speak one prompt, inspect the audio and model logs, and confirm that no camera or microphone data leaves the machine.
oh-my-pi
A terminal coding-agent toolkit with file and shell tools, LSP support, Python execution, browser access, subagents, and a customizable agent loop.
A first test
Install it and point it at a disposable repository. Ask for a test-only change, inspect the tool calls and LSP diagnostics, and reject any unrequested file edits.
taste-skill
A design-review skill for agent workflows that covers layout, typography, motion, image use, and checks for generic or repetitive interface output.
A first test
Install it and review one existing screen. Ask for three concrete changes, implement one, and compare the result at desktop and mobile widths before keeping the skill.
liteparse
A local document parser for PDFs and other files that returns text with page and spatial information for retrieval and structured extraction.
A first test
Parse one PDF containing a table and compare the returned text and bounding boxes with the page. Add a fixture for the layout before building a search pipeline on it.
plugins
OpenAI's repository of Codex plugin specifications, manifests, examples, and reference implementations for extending an agent with reusable capabilities.
A first test
Read one .codex-plugin/plugin.json and run its smallest example. Check the declared tools and permissions against the implementation before installing it in a working project.