rpi SKILL.md skillA

rpi from boshu2/agentops is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add boshu2/agentops/rpi@git:20261031.73cbeae

Pins git:20261031.73cbeae in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
boshu2/agentops
Path
skills/rpi/SKILL.md
Versions recorded
16
Latest version
git:20261031.73cbeae, committed Oct 31, 2026
First version recorded
Sep 8, 2026
Size
9,856 bytes
Repository stars
453
License
Apache-2.0

Drive one accepted change through implementation and checks to done, with one fresh review only where a mistake is costly. Use when: asked to run or orchestrate work through RPI.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# RPI

Own the authorized outcome through finish. RPI (research, plan, implement) is
one native pass, not fixed phases: use the native coding agent and shell.
BD or the caller's tracker owns work and handoffs; Git owns content and
delivery. AgentOps supplies a small charter and one fresh judgment where a
mistake is costly, not a scheduler.

## Operating charter

1. Use the existing accepted outcome, scope and real bounds. A clear change
   needs no Plan, Recall or Learn worksheet. Resolve uncertainty only when it
   could change the implementation or acceptance decision.
2. Take the smallest acceptance-advancing action. [Plan](../plan/SKILL.md)
   shapes missing intent or revises a disproved approach. Once an implementer
   can act and a validator can judge, implement; do not keep improving the plan.
   Approach revisions preserve acceptance and authorized scope.
   Acceptance changes need caller authority.
3. [Implement](../implement/SKILL.md) and repair ordinary known defects directly.
   A known test failure needs a fix and a discriminating check, not another
   planning phase, council or helper.
4. Use focused checks during edits and complete required integration checks
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add boshu2/agentops/rpi@sha256:92585d51f7acc78e

The line at the top of this page pins the label git:20261031.73cbeae, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yefv2bnvqzlfkhvz.svg)](https://markdownregistry.com/a/art_yefv2bnvqzlfkhvz)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 16 versions of this file, between Sep 8, 2026 and Oct 31, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261031.73cbeae latest2026-10-31 73cbeae 9,856 BA view · diff
git:20261026.1b5f59a2026-10-26 1b5f59a 9,663 BA view · diff
git:20261025.449d68e2026-10-25 449d68e 9,613 BA view · diff
git:20261025.a3768842026-10-25 a376884 9,727 BA view · diff
git:20261023.37429a62026-10-23 37429a6 9,558 BA view · diff
git:20261022.0ffc1082026-10-22 0ffc108 9,561 BA view · diff
git:20261005.4fda2942026-10-05 4fda294 7,591 BA view · diff
git:20261003.62834b12026-10-03 62834b1 7,672 BA view · diff
git:20260925.833aefb2026-09-25 833aefb 6,986 BA view · diff
git:20260911.c6558502026-09-11 c655850 6,871 BA view · diff
git:20260910.fba70c82026-09-10 fba70c8 6,923 BA view · diff
git:20260910.9eb4aed2026-09-10 9eb4aed 6,604 BA view · diff
git:20260909.600c2eb2026-09-09 600c2eb 6,389 BA view · diff
git:20260909.6f499fb2026-09-09 6f499fb 7,163 BA view · diff
git:20260909.e1fae0d2026-09-09 e1fae0d 7,020 BA view · diff
git:20260908.80610852026-09-08 8061085 13,642 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9856 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

boshu2/agentops · 453 stars · license Apache-2.0 · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yefv2bnvqzlfkhvz
GET https://markdownregistry.com/api/v1/resolve?ref=boshu2/agentops/rpi
GET https://markdownregistry.com/api/v1/blob/92585d51f7acc78e9c0a3ba6e049701f02b7b9d86b16b58c38cbdb7b4ec18409

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in boshu2/agentops

Other files named rpi

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