Data pull report
One HTTP GET pulls today's ECB euro reference rates and binds them into a small report — shape-asserted, values-fresh, read-only.
A real, replayable Reelier skill against a live public API. Every replay proves the same thing: The Frankfurter open-data API answers with the euro as base and each reported rate as a number — and writes a receipt saying exactly which assertions held.
What this checks
One step: an HTTP GET to the Frankfurter open-data API for today's ECB euro reference rates, filtered to USD and GBP. Five assertions: the API answered 200, base is the euro, date matches /^\d{4}-\d{2}-\d{2}$/, and both rates.USD and rates.GBP are numbers — identity and shape pinned, values left free to move.
Rates move; the report's shape doesn't. The day's numbers are bound onto the receipt (date, USD, GBP) rather than pinned, so every replay records the fresh values while a healthy pull stays the same shape — no exchange rate to rot by tomorrow.
The API publishes on TARGET working days and carries the last published rates forward, so a weekend or holiday pull still returns a well-formed report and stays green — the skill checks that the data API answered honestly, not that a market was open today.
| Steps | Assertions | Effect | Seed run (2026-07-21) |
|---|---|---|---|
| 1 | 5 | read | ✓ 1/1 passed · 248ms · 0 LLM tokens |
Endpoint it hits:
https://api.frankfurter.dev/v1/latest?symbols=USD,GBP
The skill file
This is the whole artifact — a markdown file with an assertion on every step. Copy it, check it into your repo, replay it anywhere.
---
name: data-pull-report
description: Public ECB euro reference FX rates from the Frankfurter open-data API, bound into a small report — read-only
---
<!-- synced from seldonframe/reelier examples/portfolio — edit there -->
# Data pull report
Inputs: (none — this file replays green as-is; see the personalization note)
<!--
The "pull data on a schedule" pattern: GET a public JSON data API and bind
several values onto the receipt as a small report. This one hits the
Frankfurter open-data API (the European Central Bank's euro reference
rates) — public, no key, no auth. The reference base is the euro, so `base`
is pinned as identity while the rates themselves are left free to move day
to day.
Personalization: swap the two currency codes for the ones YOUR report cares
about — the portfolio README's "Point these at YOUR project" section has
the one-command version. The skill grammar has no default-value syntax for
{{var}} holes — an unbound {{var}} is an explicit error, never a guessed
fallback — so this file ships with literals that replay green with zero
flags.
Endpoint verified live on 2026-07-21: 200, base "EUR", date "2026-07-21".
-->
Rates move; the report's shape doesn't. The assertions pin the shape — the
API answered 200, the base is the euro, the date looks like a date, and each
reported rate is a number — never a specific exchange value that would rot by
tomorrow. The day's numbers are bound onto the receipt (date, USD, GBP), so
every replay records the fresh values while a healthy pull stays the same
shape.
## Steps
### Step 1 — Latest euro reference rates from the open-data API
- intent: Pull today's ECB euro reference rates from the Frankfurter API and check the report shape
- action: http.get {"url": "https://api.frankfurter.dev/v1/latest?symbols=USD,GBP"}
- assert: status == 200
- assert: json.base == "EUR"
- assert: json.date matches /^\d{4}-\d{2}-\d{2}$/
- assert: json.rates.USD is number
- assert: json.rates.GBP is number
- bind: date = json.date
- bind: USD = json.rates.USD
- bind: GBP = json.rates.GBP
- effect: readRun it yourself
reelier run takes a local file, so fetch the canonical copy first (or clone the repo). The replay is read-only, needs no account and no keys, and writes its receipt to .reelier/runs/.
# straight from the repo's main branch (the canonical copy):
curl -fsSL https://raw.githubusercontent.com/seldonframe/reelier/main/examples/portfolio/data-pull-report.skill.md -o data-pull-report.skill.md
npx -y reelier@latest run data-pull-report.skill.md
# or from a clone:
git clone https://github.com/seldonframe/reelier
cd reelier && npx -y reelier@latest run examples/portfolio/data-pull-report.skill.mdThe receipt
The portfolio README records a real seed run of this skill, replayed with the published CLI on 2026-07-21. Verbatim output:
✓ Step 1 — Latest euro reference rates from the open-data API [passed] 248ms
PASSED: 1/1 steps ok, 0 failed, 248ms total
[measured] 0 LLM tokensAnd the proof keeps accumulating without anyone touching it: a GitHub Action replays all five portfolio skills every 6 hours (plus on demand) — the public Actions tab is the standing audit log. A failing endpoint produces an honestly failing receipt there, never a retried-until-green one.
Point it at your project
Swap the two currency codes (`USD`, `GBP`) for the ones your report cares about — each code appears identically in the URL's `symbols` list, its assert, and its bind, so one sed retargets all three consistently. To point at a different data or reporting API entirely, replace the URL and the `json.*` dot-paths so they match your API's response shape. The skill grammar has no default-value syntax for {{var}} holes — an unbound {{var}} is an explicit error, never a guessed fallback — so this file ships with literals that replay green with zero flags.
sed 's/USD/CAD/g; s/GBP/JPY/g' data-pull-report.skill.md > my-fx-report.skill.md \
&& npx -y reelier@latest run my-fx-report.skill.md