wikimedia-ml-services SKILL.md skillA

wikimedia-ml-services from fuzheado/wikipedia-ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fuzheado/wikipedia-ai-skills/wikimedia-ml-services@git:20261023.f558176

Pins git:20261023.f558176 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fuzheado/wikipedia-ai-skills
Path
.claude/skills/wikimedia-ml-services/SKILL.md
Versions recorded
17
Latest version
git:20261023.f558176, committed Oct 23, 2026
First version recorded
Jun 10, 2026
Size
49,121 bytes
Repository stars
27
License
MIT

LiftWing/ORES API endpoints incl. quality, revert risk, topics, references, langid, LLM chat (Qwen) and DECISION models (clef-flash via :predict). Read before probing any LiftWing route.

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

> 🛑 **Read this BEFORE writing a probe or a request.** The endpoint contracts are in
> **[references/](references/)** and are verified live:
>
> - `references/lift-wing-llm.md` — the OpenAI-compatible **chat** route (Qwen models)
> - `references/clef-flash-decision-models.md` — **decision models: `:predict` only.** The chat
>   route returns `404 {"detail":"Not Found"}` **by design**, and the model is absent from the
>   OpenAPI spec, so a spec check will not find it either
> - `references/model-schemas.md` — per-model payload shapes
>
> **A 400/422 from a model route means the service is UP and rejecting your payload** — that is
> proof of deployment, not absence. Only 404 on every candidate route means "not exposed", and a
> 5xx/timeout must be retried before it is read as anything. Probing before reading here already
> produced a false "model is retired / unexplained" report on 2026-10-21.

> ⚠️ **User-Agent required:** All API calls below need a descriptive `User-Agent` header. See the **[wikimedia-api-access](../wikimedia-api-access/SKILL.md)** skill for the correct format and rate-limiting patterns.

## Context: Two Eras of Wikimedia ML Services
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fuzheado/wikipedia-ai-skills/wikimedia-ml-services@sha256:ae39bf4aadb2e35a

The line at the top of this page pins the label git:20261023.f558176, 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_zk7rfukhgu7vjkcw.svg)](https://markdownregistry.com/a/art_zk7rfukhgu7vjkcw)

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

Versions

The registry has recorded 17 versions of this file, between Jun 10, 2026 and Oct 23, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20261023.f558176 latest2026-10-23 f558176 49,121 BA view · diff
git:20261023.ffbe1da2026-10-23 ffbe1da 49,117 BA view · diff
git:20261021.55096aa2026-10-21 55096aa 47,309 BA view · diff
git:20261021.a1c90892026-10-21 a1c9089 47,304 BA view · diff
git:20261019.d586d1e2026-10-19 d586d1e 48,253 BA view · diff
git:20261016.fd7a0162026-10-16 fd7a016 46,445 BA view · diff
git:20261009.f7c9e842026-10-09 f7c9e84 45,099 BA view · diff
git:20261009.e3b67cd2026-10-09 e3b67cd 45,100 BA view · diff
git:20261009.05f50a72026-10-09 05f50a7 45,549 BA view · diff
git:20261007.328db952026-10-07 328db95 43,816 BA view · diff
git:20261004.aeb42342026-10-04 aeb4234 42,871 BA view · diff
git:20261003.928fb9a2026-10-03 928fb9a 42,752 BA view · diff
git:20260909.11f19a02026-09-09 11f19a0 41,537 BA view · diff
git:20260818.a35dd442026-08-18 a35dd44 38,933 BA view · diff
git:20260816.7bd899c2026-08-16 7bd899c 38,425 BA view · diff
git:20260808.ebac4692026-08-08 ebac469 34,995 BA view · diff
git:20260610.740f1442026-06-10 740f144 34,941 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 (49121 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

fuzheado/wikipedia-ai-skills · 27 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zk7rfukhgu7vjkcw
GET https://markdownregistry.com/api/v1/resolve?ref=fuzheado/wikipedia-ai-skills/wikimedia-ml-services
GET https://markdownregistry.com/api/v1/blob/ae39bf4aadb2e35abf0b1c8fc0202414286363bde0bbb009f3d57249ec4b7861

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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