Skip to main content

The Universal Looping AI Orchestrator — a runtime-agnostic super-plugin (6 skills) that drains any queue of work end-to-end on any LLM/runtime.

Project description

simplicio-loop

The Universal Looping AI Orchestrator — a runtime-agnostic super-plugin (6 skills) that drains any queue of work end-to-end on any LLM / runtime: discover → implement → verify → merge → close → watch 24/7, behind safety gates and a hard cost kill-switch, at up to 96% fewer tokens. Not a chatbot. A worker.

simplicio-loop

Install

pip install simplicio-loop

Then drop the skills + hooks into your project (or globally):

simplicio-loop install            # into ./.claude of the current project
simplicio-loop install --global   # into ~/.claude (all projects)

Now invoke it from your agent runtime (Claude Code, Cursor, Codex, Gemini, …):

/simplicio-tasks finish all the open issues

What you get — 6 skills

Skill What it does
simplicio-tasks The orchestrator loop: discover → implement → verify → merge → close → watch 24/7.
simplicio-loop Hardened Ralph loop — re-feed the goal until an evidence-gated <promise> or a cap.
simplicio-orient Terminal-first token economy — output-reduction catalog, tee-cache, signatures-read.
simplicio-review Adversarial review — parallel subagents on distinct rubrics, deduped into one verdict.
simplicio-compress Output + memory compression, byte-preserving identifiers.
simplicio-learn Retrospective — durable, deduped lessons written back to memory.

Highlights

  • 11 runtimes, one protocol — Claude Code, Codex, VS Code/Copilot, Cursor, Antigravity, Kiro, OpenCode, Gemini, Aider, Hermes, OpenClaw.
  • Evidence-gated completion — never a false "done"; exits only on a verified <promise> or a cap / budget / STOP.
  • Token economy — honest "answer concisely" baseline; savings credited only on verified-correct outcomes.

Requires Python 3.8+. The skills, hooks, and installer are pure cross-platform Python.

MIT — part of the Simplicio ecosystem. Full docs: https://github.com/wesleysimplicio/simplicio-loop

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

simplicio_loop-1.0.2.tar.gz (65.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

simplicio_loop-1.0.2-py3-none-any.whl (67.6 kB view details)

Uploaded Python 3

File details

Details for the file simplicio_loop-1.0.2.tar.gz.

File metadata

  • Download URL: simplicio_loop-1.0.2.tar.gz
  • Upload date:
  • Size: 65.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for simplicio_loop-1.0.2.tar.gz
Algorithm Hash digest
SHA256 64895f4da2e22f1d06b6957c6636e2980aadef49f6346bd63ef11f89fae1fdae
MD5 50852cae69fe3135ef5fedcb6ab28002
BLAKE2b-256 ad20c983c18c3c50fd3e28f51037f2828fa46cbbcad05b5d80cb4cc316526dee

See more details on using hashes here.

File details

Details for the file simplicio_loop-1.0.2-py3-none-any.whl.

File metadata

  • Download URL: simplicio_loop-1.0.2-py3-none-any.whl
  • Upload date:
  • Size: 67.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for simplicio_loop-1.0.2-py3-none-any.whl
Algorithm Hash digest
SHA256 927f739d2cf5e0406e6e412cca27a66706e7413fa6ad16f6349228b1149575d7
MD5 1d8589ddb261296f56bb757ec3c94e10
BLAKE2b-256 80b63fe631775dcf7a63b87a8b7def27a8703bc0c2f17cdb4da8fbf908a386c0

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page