insights SKILL.md skillA
insights from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nebius/nebius-physical-ai/insights@git:20261010.ba2eed3Pins git:20261010.ba2eed3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nebius/nebius-physical-ai
- Path
skills/tools/insights/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261010.ba2eed3, committed Oct 10, 2026
- First version recorded
- Jul 26, 2026
- Size
- 8,705 bytes
- Repository stars
- 45
- License
- Apache-2.0
Use when turning the reports/manifests other workbench tools emit into a queryable lineage graph + common metrics store, or when querying/comparing metrics, tracing artifact lineage, or building a run dashboard.
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
# Insights (Lineage & Metrics backbone) Insights is the connective tissue that makes workflow runs legible. It turns the structured reports/manifests other tools already emit into a queryable **lineage graph + common metrics store** — the foundation for dashboards and an orchestrating agent. It does not replace any tool; it aggregates them. ## Three-access pattern Source of truth is the FastAPI service (`npa/src/npa/workbench/insights/service.py`). The CLI (`npa/src/npa/cli/workbench/insights.py`) and SDK (`npa/src/npa/sdk/workbench/insights.py`) are thin clients. Do not duplicate logic across layers. ## Store layout The store is an **append-only index on S3** under a configurable prefix (`--output-path`), with a JSONL fallback so it works without any database: - `records.jsonl` — metric records (`npa.insights.metric_record.v1`). - `edges.jsonl` — lineage edges (`npa.insights.lineage_edge.v1`). - `records.d/` and `edges.d/` — immutable append shards, one object per write. Every append writes a **new shard object**; readers concatenate the base object (legacy stores) plus all shards. Never rewrite a whole JSONL object to append: …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/insights@sha256:94efe8a8c29ced38The line at the top of this page pins the label git:20261010.ba2eed3, 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_bsqti4ywsammqizn)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 26, 2026 and Oct 10, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261010.ba2eed3 latest | 2026-10-10 | ba2eed3 | 8,705 B | A | view · diff |
| git:20260906.525ee24 | 2026-09-06 | 525ee24 | 7,973 B | A | view · diff |
| git:20260828.108c3fb | 2026-08-28 | 108c3fb | 8,033 B | A | view · diff |
| git:20260804.b18dd54 | 2026-08-04 | b18dd54 | 7,585 B | A | view · diff |
| git:20260802.51da35e | 2026-08-02 | 51da35e | 6,298 B | A | view · diff |
| git:20260726.e930c69 | 2026-07-26 | e930c69 | 4,958 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 (8705 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
nebius/nebius-physical-ai · 45 stars · license Apache-2.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bsqti4ywsammqizn GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/insights GET https://markdownregistry.com/api/v1/blob/94efe8a8c29ced389a3b78888198a18e60d9d00135af5d73b8c2658ff29696f3
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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