research-pipeline SKILL.md skillA
research-pipeline from wanshuiyin/auto-claude-code-research-in-sleep is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wanshuiyin/auto-claude-code-research-in-sleep/research-pipeline@git:20261019.8fdc2d5Pins git:20261019.8fdc2d5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wanshuiyin/auto-claude-code-research-in-sleep
- Path
skills/skills-codex/research-pipeline/SKILL.md- Versions recorded
- 7
- Latest version
- git:20261019.8fdc2d5, committed Oct 19, 2026
- First version recorded
- Jul 10, 2026
- Size
- 21,121 bytes
- Repository stars
- 18,690
- License
- MIT
Full end-to-end research pipeline: from a broad research direction through idea discovery, experiments, and review all the way to a polished paper PDF. Use when user says "全流程", "full pipeline", "从找idea到投稿", "end-to-end research", or wants the complete autonomous research lifecycle.
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
# Full Research Pipeline: Idea → Experiments → Submission > **Before each reviewer slot**, follow [Selectable Reviewers](../shared-references/reviewer-backends.md): > resolve invocation → `.aris/reviewer.json` → Codex default (fresh native reviewer) > with `reviewer_route.py` through the canonical helper resolver, preserving this > slot's tier, fresh contexts, source/image inputs and deterministic gates. > Codex examples/pins below apply only to `backend=codex`; other routes use their > own first-call/reply contract. Save the route and actual returned identity; > unavailable selections are `REVIEW_UNAVAILABLE`. Classify acceptance from actual > families/completion/scope. Forward invocation reviewer/model/effort overrides > to reviewer-bearing children. Generation workers are unchanged. > **External cadence is fire-control only.** An overnight scheduler may check > process/file progress, update a heartbeat, and nudge a stalled phase. It must > never rerun or replace a reviewer verdict. Register the state file with > `watchdog.py`, unregister on completion, and use `iteration_log.py` to trigger > structural pivots after repeated no-progress iterations. See …
Read the whole file at its exact version.
How to install
mdr add wanshuiyin/auto-claude-code-research-in-sleep/research-pipeline@sha256:8caec65ac3988cd6The line at the top of this page pins the label git:20261019.8fdc2d5, 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_xmquxq4bxbbslurz)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Jul 10, 2026 and Oct 19, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261019.8fdc2d5 latest | 2026-10-19 | 8fdc2d5 | 21,121 B | A | view · diff |
| git:20261006.7fa3a4f | 2026-10-06 | 7fa3a4f | 20,164 B | A | view · diff |
| git:20260906.0472e53 | 2026-09-06 | 0472e53 | 19,470 B | A | view · diff |
| git:20260826.363589d | 2026-08-26 | 363589d | 19,470 B | A | view · diff |
| git:20260821.0b4dd9d | 2026-08-21 | 0b4dd9d | 18,867 B | A | view · diff |
| git:20260710.319d0cc | 2026-07-10 | 319d0cc | 17,518 B | A | view · diff |
| git:20260710.c3f9813 | 2026-07-10 | c3f9813 | 17,299 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 (21121 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
wanshuiyin/auto-claude-code-research-in-sleep · 18,690 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xmquxq4bxbbslurz GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/auto-claude-code-research-in-sleep/research-pipeline GET https://markdownregistry.com/api/v1/blob/8caec65ac3988cd619dcdada3f0e72069536e01c94bf91fe853bf799567eca9d
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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