neqsim-autonomous-investigation SKILL.md skillA
neqsim-autonomous-investigation from equinor/neqsim is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add equinor/neqsim/neqsim-autonomous-investigation@v1.1.0Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- equinor/neqsim
- Path
.github/skills/neqsim-autonomous-investigation/SKILL.md- Versions recorded
- 5
- Latest version
- v1.1.0, committed Nov 3, 2026
- First version recorded
- Jul 11, 2026
- Size
- 13,483 bytes
- Repository stars
- 167
- License
- Apache-2.0
Autonomous observe-hypothesize-predict-test-discriminate loop for operational anomalies. USE WHEN: solving a PEPR action, root-cause or operational study where the symptom, driver or important relationships are NOT given up front. Uses neqsim.process.diagnostics.RelationshipGraph for lead-lag relationship discovery across historian tags, then hands off to neqsim-root-cause-analysis.
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
# NeqSim Autonomous Investigation Skill Make agents *investigate* instead of *follow a checklist*. Use this skill when a task (PEPR action, root-cause, operational study, digital-twin deviation) does **not** tell you the symptom, the driver, or which relationships matter. The goal is that the agent discovers the important relationships from the data and the flowsheet on its own, forms competing hypotheses, and tests them — reaching findings that were not spelled out in the task. ## When to Use - A PEPR action or work order describes a *problem* but not a *cause*. - Historian data is available but no one has said "look at tag X vs tag Y". - A model-vs-plant deviation appears and the responsible variable is unknown. - Any "why is this happening?" question where spoon-feeding relations is wrong. Do **not** use this to replace a known, well-scoped calculation — if the symptom and mechanism are already given, go straight to `neqsim-root-cause-analysis` or the relevant discipline skill. ## The Investigation Loop (mandatory ordering) Run this loop *before* fixing a scope. Never assume the task's stated classification is correct — treat it as a hypothesis to challenge. …
Read the whole file at its exact version.
How to install
mdr add equinor/neqsim/neqsim-autonomous-investigation@sha256:20aa4dd6be289dd7The line at the top of this page pins the label v1.1.0, 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.
[](https://markdownregistry.com/a/art_rtlfl4gazpnvdotz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 11, 2026 and Nov 3, 2026, about one every 29 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.1.0 latest | 2026-11-03 | f05e6f3 | 13,483 B | A | view · diff |
| v1.1.0 | 2026-10-04 | fc23e28 | 11,497 B | A | view · diff |
| v1.1.0 | 2026-09-26 | 08d0028 | 10,647 B | A | view · diff |
| v1.1.0 | 2026-07-19 | f4abb44 | 10,896 B | A | view · diff |
| v1.0.0 | 2026-07-11 | 2cde5b9 | 10,522 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13483 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
equinor/neqsim · 167 stars · license Apache-2.0 · pushed 2026-11-08 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_rtlfl4gazpnvdotz GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/neqsim-autonomous-investigation GET https://markdownregistry.com/api/v1/blob/20aa4dd6be289dd7f30d3cb341d49f231549a6609d83dcf5845169427fcadec6
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.