Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/monarchjuno/tradingcodex/tcx-forecastnpx skills add monarchjuno/tradingcodex --skill tcx-forecastgit clone --depth 1 https://github.com/monarchjuno/tradingcodexWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/monarchjuno/tradingcodex/tcx-forecast)<a href="https://agentmods.dev/skills/monarchjuno/tradingcodex/tcx-forecast"><img src="https://agentmods.dev/badge/skills/monarchjuno/tradingcodex/tcx-forecast.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00029 | $0.00438 |
| Opus 5 | $0.00015 | $0.00219 |
| Sonnet 5 | $0.00006 | $0.00088 |
| Haiku 4.5 | $0.00003 | $0.00044 |
Grade A, and why
tcx-forecast scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Forecasting Discipline
Use this procedure when a workflow asks for prediction, scenario probability, valuation implication, or decision support.
Forecast fields are an agentic judgment contract, not a trading model, feature store, autonomous signal, or execution trigger. Use them to make role judgment reviewable, horizon-bound, falsifiable, updateable, and suitable for postmortem.
Required output shape:
forecast_requiredforecast_allowedforecast_block_reasonwhen probability should not be producedforecast_targetforecast_horizonprobabilityorprobability_rangewhen allowedbase_rateor missing-base-rate noteevidence_idscontrary_evidenceresolution_sourcereview_dateupdate_triggersinvalidation_conditions
Quality floor:
- Bound each forecast to a resolvable target and horizon.
- Separate factual data, model output, assumption, and judgment.
- For a scoreable binary forecast, provide a point probability; an optional range may express uncertainty around it. Range-only records are exploratory diagnostics and do not count toward proper-score calibration.
- Treat forecast probability as role judgment that needs evidence, contrary evidence, review date, and invalidation conditions.
- If
probabilityandprobability_rangeboth appear, keep the point value inside the range. - If evidence is too weak to defend a scoreable point probability, use
forecast_allowed: falserather than presenting a range-only record as a calibrated forecast. Usenot-decision-ready,revise, orblockedwith a clear block reason. - When forecast scope is negated, provide qualitative scenarios only; do not create probability fields or forecast ledger records.
Write scoreable records under trading/forecasts/ only after accepted
evidence supports the forecast.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 52 lines · 29 tokens per session scan A e58f6fa9426c
tcx-forecast is a skill published in the GitHub repository monarchjuno/tradingcodex (366 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 29 tokens to every session and 438 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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