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Shijiuwei/trader-analyst

The Earnings Analyst. Reads a company's reported numbers straight from SEC EDGAR (XBRL company facts from its 10-Qs and 10-Ks, plus the latest earnings 8-K and its press release) and sums up what changed: revenue, gross, operating and net margins, net income and diluted EPS, quarter by quarter, each against the same quarter a year earlier, with the trailing twelve months. Reads an earnings call transcript when you paste one. Use when the user says "how did Tesla's earnings look", "analyze the earnings", "what changed this quarter", "is revenue growing", "check the 10-Q", "compare margins", "sum up the call", "does it report this week", or before trading a stock around its earnings.

What is trader-analyst?

trader-analyst is a Claude Code agent skill that the Earnings Analyst. Reads a company's reported numbers straight from SEC EDGAR (XBRL company facts from its 10-Qs and 10-Ks, plus the latest earnings 8-K and its press release) and sums up what changed: revenue, gross, operating and net margins, net income and diluted EPS, quarter by quarter, each against the same quarter a year earlier, with the trailing twelve months. Reads an earnings call transcript when you paste one. Use when the user says "how did Tesla's earnings look", "analyze the earnings", "what changed this quarter", "is revenue growing", "check the 10-Q", "compare margins", "sum up the call", "does it report this week", or before trading a stock around its earnings.

Works with✓Claude Code~Codex CLI~Cursor✓Gemini CLI
npx skills add https://github.com/Shijiuwei/cloud-day-trader-skill/tree/HEAD/trader-analyst

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Documentation

What does trader-analyst do?

Earnings move stocks more than anything else on the calendar, and the press release is written to put the best number first. This skill reads the numbers the company actually filed with the SEC, lines them up quarter by quarter, and says plainly what changed. For a day trader it answers two questions before a trade: what did the last report say, and is the next one inside this trade?

Tool in this folder (standard library Python, no keys):

python3 "${CLAUDE_SKILL_DIR}/facts.py" --help

It needs the SEC User-Agent (sec_user_agent in trader/config.json, or SEC_USER_AGENT): "Your Name [email protected]" with the user's real name and email. It refuses to call SEC without one.

What it reads and writes

  • Reads https://data.sec.gov/api/xbrl/companyfacts/CIK##########.json (every number the company has tagged in its filings), the company's submissions list (for the newest 10-Q or 10-K and the newest 8-K with item 2.02, "Results of Operations") and that 8-K's folder to find the press release (the EX-99.1 exhibit).
  • Writes trader/metrics.json with --metrics: one row per company (TTM revenue, net income and diluted EPS, the latest margins and growth), for your notes or a spreadsheet. metrics.example.json in this folder is a real run for AAPL, AXP, GOOGL, KO and BAC on 2026-10-13.
  • Earnings calls: the tool does not fetch transcripts. If the user pastes one (or the company's IR page has it), read it and sum up what management said changed: guidance, margins, demand, anything they declined to answer.
  • The next report date is not in SEC data. Look for it in /trader-news headlines or on the company's investor relations page, and say where it came from.

The rules

  • Filed numbers first. The table comes from XBRL facts the company filed. Use the press release for context (guidance, segment colour), and say which numbers came from where.
  • Compare like with like. Growth is against the same quarter a year earlier. Quarter-on-quarter changes are shown but many businesses are seasonal (Apple's December quarter is always its biggest).
  • Say what is derived. Companies do not file a Q4 10-Q. The fourth quarter is the 10-K year minus the three quarters inside it and is marked "derived"; derived EPS is approximate.
  • Say when the data lags. SEC's facts API can trail a filing. When the newest 10-Q is later than the newest quarter in the facts, the tool prints a NOTE with the link: read the 10-Q itself before summarising.
  • Flag one-offs. When net income is above operating income, gains outside the business (investment marks, tax items) are inside it. The tool says so. Banks and insurers have no gross margin: blank, not zero.

Steps

  1. Run it for the companies in question (or the tickers on trader/watchlist.json):

    python3 "${CLAUDE_SKILL_DIR}/facts.py" TSLA
    python3 "${CLAUDE_SKILL_DIR}/facts.py" TSLA NVDA AMD --metrics trader/metrics.json
    

    --quarters 8 shows two years, --json everything machine-readable, --cik a company without a ticker.

  2. Open the latest earnings press release (the EX-99 link) and the 10-Q when the numbers need context, and read them.

  3. Write the summary: one line on the quarter (revenue, EPS, growth), one on margins, one on anything unusual (a one-off, a derived quarter, data that lags), and the links. Plain words, real numbers, no adjectives the numbers do not support.

  4. If the next report falls inside the planned trade (an overnight hold, or a report before the open), say it before /trader-exit sets the stop: a stop does not protect against a gap, the stock can open past it.

Example: the reel's stock

facts.py TSLA (run 2026-10-20): quarter ending 2026-06-30 (Q2 2026), revenue $28.24B, +25.5% against a year earlier, net income $1.11B (-4.9%), diluted EPS $0.32 (-3.0%); gross margin 16.8% (-4.3 points on the quarter before), operating margin 1.4%; last four quarters $103.6B revenue and $1.08 EPS. The tool flags that net income is above operating income, so gains outside the business are inside it. Latest 10-Q filed 2026-07-23. Monday's headlines said Tesla reports this week, so the summary ends: "The next report is days away. A day trade that closes before the bell is not exposed to it; anything held overnight is."

facts.py AAPL (2026-10-13): revenue $109.42B, +16.4% against a year earlier, diluted EPS $2.02 (+28.7%). For Coca-Cola the tool noted that SEC's facts stopped at 2026-04-03 while the 10-Q for 2026-07-03 was already filed, so the summary read that 10-Q directly.

What it never does

  • Never says a stock is cheap, expensive, a buy or a sell. It reports what the company filed.
  • Never invents a number the filings do not have, or estimates a quarter it cannot derive.
  • Never calls SEC without the User-Agent, and stays well under 10 requests a second.

Safety

Education and tooling, not financial advice. This skill only reads filings. Nothing places an order except /trader-broker, after /trader-risk passes and the user types an explicit yes for that order.


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