
Turn a video URL or local clip into a crisp, size-efficient GIF with precise timing controls and proven quality/size presets (including hard skin-tone lighting cases).
Dynamically generate and execute a specialized agent for any task. Use when the user has an arbitrary task that would benefit from a custom-generated agent.
Search the web and refine results to key findings. Use when the user asks to search and summarize, find and refine web results, or wants concise research summaries.
Write tests to reach a coverage target. Uses 4 agents (analyzer, writer, checker, fixer) to iteratively generate and fix tests. Exits non-zero with explanation if production code needs changes.
Explore a codebase to gather context for coding tasks. Preserves context window and offloads work to cheaper models.
Prefer using these tools when creating, updating, or inspecting FlatMachine workflow configs — each operation is automatically validated, versioned, and one command.
Run shell commands and analyze output with validated summaries. Use for build logs, test output, or any command with substantial output. Protects context by returning concise summaries with grep-validated citations.
Fast, deterministic repository orientation: get a compact map of important files and symbols before deep code reading.
Interactive Socratic teaching assistant that guides learners through discovery-based questioning
Turn a URL into a durable knowledge artifact: searchable markdown summary + local raw text archive, so you can recall it later without revisiting the web.
Deterministically fixes broken OpenAI Deep Research markdown citations without using an LLM: creates a .bkp backup, rewrites citation markers, rebuilds references, and runs strict regex validation.
Use this as the default toolset for coding sessions when you want faster navigation, search, file inspection, and git workflow execution with lower command overhead: tools: - fzf - ripgrep - bat - delta - lazygit - starship - zoxide - eza - atuin - yazi
Use this when you need a complete interactive report as a single HTML file with zero install dependencies — covers charts, tables, diagrams, math, KPIs, and prose out of the box.
Out-of-band codebase exploration using a cheap/fast model. Keeps your context clean while a cheap model runs 30-80 commands in parallel. Tunable precision and output size - works for broad orientation or precise targeted questions.