AI agent financial skill: real fundamentals, deterministic Rule of 40/DCF/red flags, fail-closed when data is missing — so agents stop inventing stock numbers.
Project description
finance-skills
Guardrailed financial-analysis skill for AI coding agents.
When an agent talks about a public company, it can invent plausible EV/EBITDA, fill missing net debt with zero, or say “buy.” This skill forces a deterministic path: route → engine report → bounded answer. Numbers come only from the report; missing data is disabled, not guessed.
# 1) Install skill (Claude Code)
curl -fsSL https://raw.githubusercontent.com/notEhEnG/finance-skills/main/install.sh | bash -s -- claude
# 2) In the agent
/finance-skills is CRWV a buy?
Who this is for: Claude Code / Codex / Cursor-style agent users and people building tool-using agents.
Who this is not for: stock tips, portfolio advice, or r/investing “what should I buy” threads.
The failure mode (exact)
| Without skill | With skill |
|---|---|
| Model invents FCF % or intrinsic value | Metrics from one engine report |
| Missing debt → silent zero | Fail-closed; DCF/EV disabled with reason |
| “I’d buy the dip” | Policy: analysis only, never a recommendation |
| Fixture demo treated as live tape | data_state: fixture + mandatory disclosure |
Data quality: live pulls use yfinance (delayed, incomplete, label-noisy). Always verify revenue, FCF, debt, cash, shares, and capex in 10-K/10-Q. Fixtures (CRWV, NBIS) are sample data, not live.
Agent interaction (contract)
- User: “Is CRWV a buy?”
- Agent runs one command:
python3 scripts/ask.py --json "Is CRWV a buy?"(add--fixturefor sample data) - Engine returns
answer_draft+ fullreport(disabled DCF, fixture flag, evidence) - Agent sends
answer_draftto the user and stops scripting (stop_tool_loop) - No buy/sell recommendation; numbers only from the draft/report
Hard gate: if ask (or legacy route --json + engine --json) did not run this turn for an in-scope company question, do not state financial numbers.
Anti-pattern: chaining five Python scripts and dumping JSON.
Success: one ask → user-visible analysis.
Full policy: SKILL.md · templates: docs/agent-policy.md · eval: docs/eval.md
Install
Skill (primary)
curl -fsSL https://raw.githubusercontent.com/notEhEnG/finance-skills/main/install.sh | bash -s -- claude
# codex | antigravity | all
| Runtime | Status | Path |
|---|---|---|
| Claude Code | tested (skill dir + bash engine) | .claude/skills/finance-skills/ |
| Codex-compatible | best effort | .codex/skills/ (or CODEX_SKILLS_DIR) |
| Cursor-style | best effort (attach skill + run scripts) | project skill copy |
| MCP server | not shipped | — |
CLI (secondary)
pip install finance-skills
finance-skills brief CRWV --fixture
Slash commands
/finance-skills is NVDA overvalued?
/finance-skills is PLTR a value trap?
/finance-skills brief CRWV
/finance-skills valuation AAPL
/finance-skills compare AMD NVDA
/finance-skills learn rule40
/finance-skills help
| Intent | Module |
|---|---|
| default / quick take | brief |
| cheap / buy / worth / DCF | valuation (analysis, not a rec) |
| value trap / red flags | redflags |
| balance sheet / runway | health |
| compare / vs | compare |
| walkthrough | company |
| concept only (no ticker) | learn |
| personal “what should I buy/sell” | refuse |
python3 scripts/router.py route --json "Is CRWV a buy?"
python3 scripts/brief.py CRWV --fixture --json # includes engine_report
Output & fail-closed
Every core verb JSON includes engine_report:
source.data_state: live | fixture | unavailable | …disabled_analyses: reason_code + unlockresponse_guidance.prohibited_claims/mandatory_caveats- calculations never encode unknown net debt as
0
Schema: docs/engine-report.schema.json
Eval (public)
20-prompt bare-model-vs-skill table and hard-fail rules: docs/eval.md
python -m pytest tests/test_agent_transcripts.py tests/test_route_request.py -q
Transcript hard fails: invent number · say buy · hide disabled DCF · fixture-as-live.
Optional CLI
Same engine outside an agent UI:
pip install finance-skills
finance-skills route --json "is NBIS a value trap?"
finance-skills brief AAPL
finance-skills compare CRWV NBIS --fixture
Development
pip install -e ".[dev]"
pytest tests/ -q --cov=scripts
ruff check scripts tests && mypy scripts
Where to talk about this: agent / Claude Code / tool communities — not as stock advice on investing subs. See docs/SOCIAL.md.
License
MIT · Read-only research · Not investment advice
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