implement-spec SKILL.md skillA

implement-spec 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/implement-spec@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/implement-spec/SKILL.md
Versions recorded
1
Latest version
git:20261007.c16fc0d, committed Oct 7, 2026
Size
2,780 bytes
Repository stars
3
License
MIT

Implement the result of /to-spec and /to-tickets in code.

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

You have been provided a spec. This spec should have tickets associated with it, describing how to implement the spec.

The issue tracker should have been provided to you. If not, tell the user to run `/setup-matt-pocock-skills`.

The goal is the entire spec implemented on a single **integration branch**, with every ticket resolved the way the issue tracker closes work.

The tickets are not a list of steps. They are a **task graph** with blocking relationships between them. This means there is always a **frontier** of tickets which are ready to be grabbed.

Communication to and from subagents should be sparse. Communicate primarily through **context pointers**: to the spec, tickets, research notes, and previous commits. Don't duplicate information already available via pointers.

**Implementer subagents** should be run in the background where possible for maximum concurrency.

## Steps

1. Read the spec and tickets to understand the task graph.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pengqianhan/ai-human-research-os/implement-spec@sha256:7a22dd2e60b8fcec

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_v25gu7gjdp4dxvti.svg)](https://markdownregistry.com/a/art_v25gu7gjdp4dxvti)

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 2,780 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 (2780 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_v25gu7gjdp4dxvti
GET https://markdownregistry.com/api/v1/resolve?ref=pengqianhan/ai-human-research-os/implement-spec
GET https://markdownregistry.com/api/v1/blob/7a22dd2e60b8fcece478ced9d2533582adf3520d695acd3ab715341535c9e56d

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 implement-spec

implement-spec SKILL.md skill
vinvcn/mattpocock-skills-zh-cn · skills/engineering/implement-spec/SKILL.md · 在代码中实现 /to-spec 和 /to-tickets 的产出。
git:20261008.5be0dc1 · audit A · 5,110 stars
implement-spec SKILL.md skill
dzhng/skills · skills/engineering/implement-spec/SKILL.md · Implement an existing spec through committed passes. Use for long or multi-pass specs that need maintenance checkpoints…
git:20261021.8e74252 · audit A · 1,377 stars
implement-spec SKILL.md skill
jellydn/my-ai-tools · skills/implement-spec/SKILL.md · Implement a complete spec from its ticket graph, using isolated workers and one integration branch.
v1.0.0 · audit A · 123 stars
implement-spec SKILL.md skill
jellydn/my-ai-tools · configs/amp/plugins/my-ai-tools-skills/skills/implement-spec/SKILL.md · Implement a complete spec from its ticket graph, using isolated workers and one integration branch.
v1.0.0 · audit A · 123 stars
implement-spec SKILL.md skill
dzhng/duet-agent · .agents/skills/implement-spec/SKILL.md · Implement an existing spec through committed passes. Use for long or multi-pass specs that need maintenance checkpoints…
git:20261021.e955131 · audit A · 50 stars
implement-spec SKILL.md skill
mambo-wang/codewiki-plus · .trae/skills/implement-spec/SKILL.md · Implement a specification in code.
git:20260916.5a385b8 · audit A · 20 stars
implement-spec SKILL.md skill
mambo-wang/codewiki-plus · .codebuddy/skills/implement-spec/SKILL.md · Implement a specification in code.
git:20260916.5a385b8 · audit A · 20 stars
implement-spec SKILL.md skill
svyatov/supermatt · skills/implement-spec/SKILL.md · Implement a whole spec through parallel ticket worktrees on one integration branch.
git:20261017.6e83db0 · audit A · 14 stars

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