tensorfold-contributor SKILL.md skillA
tensorfold-contributor from ashhart/tensorfold is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ashhart/tensorfold/tensorfold-contributor@git:20261024.257974aPins git:20261024.257974a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ashhart/tensorfold
- Path
docs/recipes/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261024.257974a, committed Oct 24, 2026
- First version recorded
- Oct 16, 2026
- Size
- 19,583 bytes
- Repository stars
- 1,659
- License
- Apache-2.0
Implement or review TensorFold native-engine contributions using the repository's model recipes, kernel contracts, exactness checks and reproducible performance gates. Use for model-family ports, GPU operators, weight loaders, native serving and their tests.
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
# TensorFold contributor Produce a small, reviewable native contribution with evidence for every affected contract. This skill defines the conditions a contribution must satisfy; it does not approve a merge, release or hardware qualification. Before editing, follow the [ATC contributor instructions](../atc/SKILL.md), inspect the public radar and check or claim the issue. Publish an anonymous session with `atc start <issue> --public https://tensorfold.dev --json` when reporting this work is authorized; show a GitHub name only when the human opts in. Pulse only while working, review overlaps before a pull request, and land the session when it stops. ## Establish the contribution contract Find the TensorFold checkout and its Git root before editing. A native checkout has `build.zig`, `.zig-version`, `zig/src/native/` and `docs/recipes/`. Read any AGENTS.md in the folders you touch (the app has its own), [CONTRIBUTING.md](../../CONTRIBUTING.md), [RUNBOOK.md](../../RUNBOOK.md) and the [recipe index](README.md). For a GPU change, also read the complete [kernel contract](../kernel-contract.md) before choosing an implementation. …
Read the whole file at its exact version.
How to install
mdr add ashhart/tensorfold/tensorfold-contributor@sha256:ad1dbcfbb3317d09The line at the top of this page pins the label git:20261024.257974a, 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_tebb4vsm6pufdjfx)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 16, 2026 and Oct 24, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261024.257974a latest | 2026-10-24 | 257974a | 19,583 B | A | view · diff |
| git:20261023.8e49cf8 | 2026-10-23 | 8e49cf8 | 19,111 B | A | view · diff |
| git:20261022.4a35d1f | 2026-10-22 | 4a35d1f | 18,840 B | A | view · diff |
| git:20261016.f42afa8 | 2026-10-16 | f42afa8 | 18,426 B | A | view · diff |
| git:20261016.ab773a7 | 2026-10-16 | ab773a7 | 17,302 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 (19583 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
ashhart/tensorfold · 1,659 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tebb4vsm6pufdjfx GET https://markdownregistry.com/api/v1/resolve?ref=ashhart/tensorfold/tensorfold-contributor GET https://markdownregistry.com/api/v1/blob/ad1dbcfbb3317d0992ff56d7e3fe89cbbff1513353fd87c995c5ec2b7a2e32e0
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.