FN2 vs Parchmint

FN2 runs autonomous AI research agents for public markets, delivering scheduled briefings, earnings alerts, SEC filing analysis, live charts, and cited outputs.

Parchmint shows the honest preview an LLM actually sees, every token, every warning, so your prompts, skill files, and docs land exactly as written. Free, open source,...

About FN2

FN2 runs autonomous AI research agents for public markets, delivering scheduled briefings, earnings alerts, SEC filing analysis, live charts, and cited outputs. FN2 runs autonomous research agents on your tickers and delivers cited briefings every market morning. A real FN2 research run: live market data, SEC filings, and a fully cited answer. Live charts Show me NVIDIA's stock chart for the last 6 months Interactive price and volume charts for any ticker, with ranges from one day to five years and a clear read on what is driving the move.

About Parchmint

Parchmint shows the honest preview an LLM actually sees, every token, every warning, so your prompts, skill files, and docs land exactly as written. Free, open source, local-first. Pseudo-tags like <what-to-do> surface as labeled blocks instead of silently vanishing, while the outline, detected document type and token estimate update as you type. As tokenized ## Context You are a precise editor . Counts use OpenAI's o200k tokenizer, exact for GPT models, approximate (~±10–15%) for Claude and others.