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Pluto-ecss: A transpiler and runtime for PLUTO procedure language
Sokratis Tzifkas · 2026-05-30 · via DEV Community

This is a submission for the GitHub Finish-Up-A-Thon Challenge

What I Built

pluto-ecss is a transpiler and
runtime for PLUTO — the procedure language standardised by ECSS
(ECSS-E-ST-70-32C)
for spacecraft testing and operations. It's the DSL ground operators write to
bring up a star tracker, run a parallel safety sequence, or react to an on-board
event.

You hand it a PLUTO procedure and it gives you back readable, runnable Python
— plus a small runtime library, a CLI, a live TUI, and a browser playground.

$ pluto-ecss run examples/01_original.pluto
[ACTIVITY] Switch on Star Tracker2
[ACTIVITY] Switch on Reaction Wheel3 of AOC of Satellite
[ACTIVITY] Switch on Star Tracker1

Enter fullscreen mode Exit fullscreen mode

It started life in 2019 as a Google Summer of Code work product: a sample
parser that built a tree from one hard-coded script and "ran" it by walking the
tree. It never grew past that one file, and it sat dormant for nearly seven
years. Finishing it means closing a loop I'd quietly written off — turning a
"sample for a proposal" into something you can actually pip install and use.

Demo

A friendly parse error

A compiled output

The TUI demo (pluto-ecss demo SCRIPT) lights up a fake satellite as the
procedure executes:

╭──────────────── Procedure: 05_full_bringup.pluto ────────────────╮
│                            EXECUTING                             │
╰──────────────────────────────────────────────────────────────────╯
                     🛰  Satellite (AOC subsystem)
  Component             │        Status
  ─────────────────────┼─────────────────
  Reaction Wheel3       │          ON
  Star Tracker1         │          ON
  Star Tracker2         │          OFF
📡 Activity feed: ▶ Switch on Reaction Wheel3 …   ⚡ Events: declared: boom

Enter fullscreen mode Exit fullscreen mode

The Comeback Story

Before — the 2019 GSoC snapshot (still browsable on the
legacy/gsoc-2019
branch): two .py files, a ~30-line grammar covering five constructs, a
tree-walking interpreter tangled into the parser, zero tests, no CLI, no
packaging — and real bugs (setExecutionSatus typo, super.__init__ with no
parens, types never imported). It ran exactly one script and NameError'd on
anything else.

After — main today: a proper transpiler (PLUTO → parse tree → readable
Python), a standalone runtime, and a real toolchain.

2019 2026
Grammar ~30 lines 168 lines
Tests 0 164 passing
Examples 1 16
Package LOC ~600 ~3,600
CLI none parse / compile / run / demo / fmt / gen
Runtimes inline tree walker threaded + asyncio
Output formats side effects only Python (sync / async / class / no-runtime) + JSON
Docs one README mkdocs site + Pygments lexer
Playground none browser-based (Pyodide)
ECSS coverage a handful of constructs most of Annex A.1 and A.3

What I added/fixed to finish it:

  • Rebuilt the grammar with proper keyword-priority handling (the old one used brittle negative-lookahead patterns that broke on common words).
  • Replaced the interpreter with a transpiler that emits self-contained Python.
  • Implemented most of the ECSS spec: steps and sub-bodies (A.1.7), object property requests (A.3.9.8), in the context of … (A.3.9.10), reporting data and save context (A.3.9.5/.25), refer by (A.3.9.26/.27), record/array activity arguments (A.3.9.28), and continuation tests with all seven actions and A.2.5 defaults (A.3.9.33).
  • Added the everyday language layer (if/case/while/for/repeat, wait until, expressions), a runtime with concurrency primitives, friendly parse errors with file:line:column carets, a CLI, an mkdocs docs site, and the playground.

My Experience with GitHub Copilot

Copilot is genuinely visible in the history — several release commits are
co-authored by it. Where it helped most:

  • The grammar's keyword-priority resolution. Earley grammars for a DSL full of multi-word identifiers (Star Tracker2, Reaction Wheel3 of AOC of Satellite) are finicky. Copilot helped me reason through lexer priorities and surfaced an Earley lexer-priority bug that would have cost me hours to chase down alone.
  • The transpiler's parse-tree walker — a lot of repetitive _stmt_* emit methods where Copilot's suggestions removed most of the typing.
  • The runtime's threading/concurrency primitives (parallel_until_all, wait_for_event, watchdogs) — boilerplate it could draft and I could refine.

The architectural calls were mine — choosing a transpiler over an interpreter,
the src/ layout, the multiple compile targets, the test design. What Copilot
changed most was the psychology of returning to old code: the 2019 version was
full of bugs and missing imports that, back then, felt like cliff-edges. With
Copilot at hand, fixing those and then doing the real spec work felt like one
continuous flow instead of three separate undertakings. That's largely why this
finally got finished.