qq-email-ground-truth SKILL.md skillA
qq-email-ground-truth from ethanyoq/skill-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ethanyoq/skill-hub/qq-email-ground-truth@git:20260414.4c61002Pins git:20260414.4c61002 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ethanyoq/skill-hub
- Path
projects/codex-invoice/qq-email-ground-truth/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260414.4c61002, committed Apr 14, 2026
- Size
- 2,141 bytes
- Repository stars
- 11
- License
- MIT
Build, rebuild, audit, and compare QQ mailbox invoice ground truth datasets for this repository using the existing truth-building scripts and evidence artifacts. Use when the task is to generate a QQ mailbox ground truth set, validate QQ batch output against truth, review QQ mailbox invoice evidence, or investigate QQ-specific invoice extraction pitfalls in this project.
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
# QQ Email Ground Truth Use this project-level skill for QQ mailbox ground truth work in this repository. Read `references/workflow.md` and `references/pitfalls.md` first. Read `references/case-study-qq-20260201-20260311.md` and `references/project-artifacts.md` when you need a validated example, current artifact paths, or prior evidence. ## Hard Boundaries - Treat this as a project-local skill, not a global mailbox skill. - Treat the current case-study counts, type distribution, and mail IDs as one validated example only. Do not reuse them as fixed thresholds for future QQ runs. - Treat the currently known reimbursable types as a reference range, not a closed list. If a new type, provider, attachment pattern, or procurement scenario appears, send it to review instead of auto-excluding it. - Reuse `build_truth_dataset.py` and `audit_email_truth.py`. Do not create a parallel truth-building flow unless the user explicitly asks for one. ## Required Workflow 1. Confirm the mailbox account, mailbox folder, and time window. 2. Follow `references/workflow.md` for the build and validation sequence. …
Read the whole file at its exact version.
How to install
mdr add ethanyoq/skill-hub/qq-email-ground-truth@sha256:5294e07ed36b4cc6The line at the top of this page pins the label git:20260414.4c61002, 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_harxvznho7pxbjak)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Apr 14, 2026.
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 (2141 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
ethanyoq/skill-hub · 11 stars · license MIT · pushed 2026-11-07 · branch mine
API
GET https://markdownregistry.com/api/v1/artifacts/art_harxvznho7pxbjak GET https://markdownregistry.com/api/v1/resolve?ref=ethanyoq/skill-hub/qq-email-ground-truth GET https://markdownregistry.com/api/v1/blob/5294e07ed36b4cc6572b9490605ab218316bef74c023a69f236aecc5e1845d73
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.