retro SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

retro from pengqianhan/ai-human-research-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pengqianhan/ai-human-research-os/retro@git:20261007.c16fc0d

Pins git:20261007.c16fc0d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pengqianhan/ai-human-research-os
Path
research-skills-hub/mattpocock-skills/engineering/retro/SKILL.md
Versions recorded
1
Latest version
git:20261007.c16fc0d, committed Oct 7, 2026
Size
4,369 bytes
Repository stars
3
License
MIT

Conduct a retrospective on a coding session.

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

The user has asked for a **retrospective**. You are suggesting improvements to the coding agent's **environment** to improve future runs.

## Steps

1. Call the Skill tool with `writing-for-agents` for the writing style guide.

2. Read the primary sources for the session the user specifies. This may mean searching through session logs on this machine. If the user doesn't specify a session, default to the current one.

3. Look for candidates for improvement in these categories.

- **Navigation**: how easy was it for the agent to find the right files? Are there hidden dependencies between files? Would a **navigation pointer** make it easier? _Use when_ the session took a long time to find a piece of information.
- **Automated checks**: are there automated checks that could catch errors the agent made? Linting, typing, tests, filesystem linters? Read the repo's own check command first (its `package.json`/build-tool `lint`/`check` scripts, its CI workflow), so a check that already exists but sits unwired or silently broken is the finding, not a reinvention. A repo with no **guardrail** (no pre-commit hook and no CI job running its lint/typecheck/test command) is itself a finding: an…
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pengqianhan/ai-human-research-os/retro@sha256:33fbc28568e3146f

The line at the top of this page pins the label git:20261007.c16fc0d, 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_7ricl4gwykyq2daf.svg)](https://markdownregistry.com/a/art_7ricl4gwykyq2daf)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 7, 2026.

versioncommittedcommitsizeaudit
git:20261007.c16fc0d latest2026-10-07 c16fc0d 4,369 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 (4369 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

pengqianhan/ai-human-research-os · 3 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7ricl4gwykyq2daf
GET https://markdownregistry.com/api/v1/resolve?ref=pengqianhan/ai-human-research-os/retro
GET https://markdownregistry.com/api/v1/blob/33fbc28568e3146f20fd908b12998bc0ab30aa4f4c87288199a40793efa94696

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.

More from pengqianhan/ai-human-research-os

AGENTS.md AGENTS.md file
pengqianhan/ai-human-research-os · AGENTS.md
git:20260930.4bad615 · audit A · 3 stars
DESIGN.md@os-ui DESIGN.md file
pengqianhan/ai-human-research-os · os-ui/DESIGN.md
git:20261010.e6ff292 · audit A · 3 stars
DESIGN.md@os-ui/client DESIGN.md file
pengqianhan/ai-human-research-os · os-ui/client/DESIGN.md
git:20261010.365f7eb · audit B · 3 stars
AGENTS.md@projects-folder/nanochat_cpu AGENTS.md file
pengqianhan/ai-human-research-os · projects-folder/nanochat_cpu/AGENTS.md
git:20260928.63ead0b · audit A · 3 stars
AGENTS.md@projects-folder/templates/ai_research_template AGENTS.md file
pengqianhan/ai-human-research-os · projects-folder/templates/ai_research_template/AGENTS.md
git:20260928.c3acde4 · audit A · 3 stars
algorithmic-art SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/algorithmic-art/SKILL.md · Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users…
git:20260715.38d79be · audit B · 3 stars
alphafold2 SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/alphafold2/SKILL.md · Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022…
git:20260715.38d79be · audit A · 3 stars
boltz SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/boltz/SKILL.md · Structure prediction for protein, nucleic-acid, and small-molecule complexes with Boltz-2 (Passaro & Wohlwend et al…
git:20260715.38d79be · audit A · 3 stars
borzoi SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/borzoi/SKILL.md · Predict genome-wide functional tracks (RNA-seq, CAGE, DNase, ChIP) from DNA sequence with Borzoi. Use this skill when…
git:20260715.38d79be · audit A · 3 stars
chai1 SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/chai1/SKILL.md · Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai…
git:20260715.38d79be · audit A · 3 stars
compute-env-setup SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/compute-env-setup/SKILL.md · Set up a compute environment on a remote provider so Claude Science jobs can run there. Covers direct SSH/conda hosts…
git:20260715.38d79be · audit A · 3 stars
customize SKILL.md skill
pengqianhan/ai-human-research-os · research-skills-hub/claude-science-skills/skills/customize/SKILL.md · Create, configure, and maintain custom agent profiles and author new skills via the `repl` tool. Use when the user…
git:20260715.38d79be · audit B · 3 stars

Every file in pengqianhan/ai-human-research-os

Other files named retro

retro SKILL.md skill
garrytan/gstack · retro/SKILL.md · Weekly engineering retrospective. (gstack)
v2.0.0 · audit A · 136,966 stars
retro SKILL.md skill
vinvcn/mattpocock-skills-zh-cn · skills/engineering/retro/SKILL.md · 对一次 coding session 做 retrospective。
git:20261008.5be0dc1 · audit A · 5,110 stars
retro SKILL.md skill
dzhng/skills · skills/engineering/retro/SKILL.md · Conduct a retrospective on a coding session.
git:20261004.3e725c3 · audit A · 1,377 stars
retro SKILL.md skill
huytieu/cog-second-brain · skills/retro/SKILL.md · CP-7 retrospective: audit checkpoints, evidence quality, action items, and harvest candidates. Closes the V-model cycle…
git:20260825.623ed00 · audit A · 1,305 stars
retro SKILL.md skill
huytieu/cog-second-brain · .claude/skills/retro/SKILL.md · CP-7 retrospective: audit checkpoints, evidence quality, action items, and harvest candidates. Closes the V-model cycle…
git:20260825.623ed00 · audit A · 1,305 stars
retro SKILL.md skill
huytieu/cog-second-brain · .agents/skills/retro/SKILL.md · CP-7 retrospective: audit checkpoints, evidence quality, action items, and harvest candidates. Closes the V-model cycle…
git:20260730.acf9b42 · audit A · 1,305 stars
retro SKILL.md skill
apmantza/pi-lens · .claude/skills/retro/SKILL.md · Run the pi-lens retrospective — turn a session, an incident, or a merged bug fix into environment changes (checks…
git:20260930.dd23166 · audit A · 480 stars
retro SKILL.md skill
serejaris/personal-corp-os · templates/department/skills/retro/SKILL.md · Use when the user asks for "ретро", "обзор недели", or "что было за неделю" and the department needs a fact-based…
git:20260818.4a8a8cf · audit A · 231 stars

Browse by kind, by grade A, or by owner.