research SKILL.md skillA

research from vanducng/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vanducng/skills/research@v2.0.0

Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
vanducng/skills
Path
skills/research/SKILL.md
Versions recorded
5
Latest version
v2.0.0, committed Sep 11, 2026
First version recorded
Jun 17, 2026
Size
8,383 bytes
Repository stars
8
License
MIT

Deep technical research with multi-option evaluation. Use for technology selection, architecture decisions, library/framework comparison, security and performance analysis. Default mode is thorough; pass `--deep` for exhaustive coverage with expanded comparison matrices and edge-case analysis. For inventing and stress-testing options without external evidence, use vd:brainstorm.

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

# Research

## Operating principles (override YAGNI/KISS/DRY for this skill)

Research is a deliverable, not a code change. The general "ship the smallest thing" rules **do not apply here**. For this skill:

- **Be deep, not shallow.** Surface findings are useless - dig until you understand *why*, not just *what*. Long is fine if every section earns its place; trim filler, never depth.
- **Evaluate multiple options.** Never recommend one approach without comparing at least 2-3 viable alternatives on the same criteria. A single-option report is a failure.
- **Cited and current.** Every claim links to its source, and sources are from the last 12 months unless flagged historical.
- **Brutal honesty.** Call out tradeoffs, deprecation, weak maintainership, security holes, vendor lock-in, hidden costs. No marketing language. No hedging without specifics.
- **Straight to the demand.** The user asked a specific question - answer *that* question completely, covering every angle it implies ("what's the best message queue" implies throughput, durability, ops burden, language support, cost, lock-in).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vanducng/skills/research@sha256:b43fef4bf38033f7

The line at the top of this page pins the label v2.0.0, 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_mkuvtcdruon7vqfj.svg)](https://markdownregistry.com/a/art_mkuvtcdruon7vqfj)

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

Versions

The registry has recorded 5 versions of this file, between Jun 17, 2026 and Sep 11, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
v2.0.0 latest2026-09-11 9e58ef3 8,383 BA view · diff
v2.0.02026-08-19 204f73f 9,169 BA view · diff
v2.0.02026-08-16 c83d21b 9,173 BA view · diff
v2.0.02026-07-24 51405ee 9,086 BA view · diff
v2.0.02026-06-17 55fdabe 9,152 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 (8383 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

vanducng/skills · 8 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mkuvtcdruon7vqfj
GET https://markdownregistry.com/api/v1/resolve?ref=vanducng/skills/research
GET https://markdownregistry.com/api/v1/blob/b43fef4bf38033f7769af98b5696810e2a052e94851a53583bf0be9e24c9e24c

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 vanducng/skills

AGENTS.md AGENTS.md file
vanducng/skills · AGENTS.md
git:20260724.51405ee · audit A · 8 stars
CLAUDE.md CLAUDE.md file
vanducng/skills · CLAUDE.md
git:20260603.3672559 · audit B · 8 stars
agent-browser SKILL.md skill
vanducng/skills · skills/agent-browser/SKILL.md · Drive web pages with the agent-browser CLI (Playwright engine) - the primary local browser driver. Connect over CDP to…
v0.2.0 · audit A · 8 stars
agent-readiness SKILL.md skill
vanducng/skills · skills/agent-readiness/SKILL.md · Scores how ready a repository is for AI coding agents to work in it effectively, then remediates the gaps - grades…
v1.1.0 · audit A · 8 stars
alter SKILL.md skill
vanducng/skills · skills/alter/SKILL.md · Inspect and safely change Alter, the native macOS AI assistant from alterhq.com, without going through its GUI. Audit…
v1.0.0 · audit A · 8 stars
apidesign SKILL.md skill
vanducng/skills · skills/apidesign/SKILL.md · Design stable, hard-to-misuse interfaces - REST/GraphQL endpoints, module boundaries, type contracts, component props…
v0.2.0 · audit A · 8 stars
asciinema SKILL.md skill
vanducng/skills · skills/asciinema/SKILL.md · Record a scripted terminal demo of a CLI or TUI with asciinema: hidden fixture setup, commands typed on screen, TUI…
v1.0.0 · audit A · 8 stars
aside-browser SKILL.md skill
vanducng/skills · skills/aside-browser/SKILL.md · Read when you need a browser, or have to work across user's logged-in websites (e.g. Gmail, Slack, cloud consoles…
v3 · audit B · 8 stars
astro-airflow SKILL.md skill
vanducng/skills · skills/astro-airflow/SKILL.md · Inspect and debug Airflow on Astronomer (Astro) deployments - DAG runs, task logs, container logs, env vars, and…
v1.2.0 · audit A · 8 stars
auto-loop SKILL.md skill
vanducng/skills · skills/auto-loop/SKILL.md · Drive a Claude Code session toward a verifiable goal until done or a hard cap fires - autonomous loop, no user…
v1.0.0 · audit A · 8 stars
aws SKILL.md skill
vanducng/skills · skills/aws/SKILL.md · Operate AWS accounts and services with the AWS CLI using identity-first, read-before-write, evidence-backed workflows…
v0.1.1 · audit A · 8 stars
better-ui SKILL.md skill
vanducng/skills · skills/better-ui/SKILL.md · Applies exact UI polish values: concentric border radius, optical alignment, layered surface shadows, neutral image…
v1.0.1 · audit A · 8 stars

Every file in vanducng/skills

Other files named research

research SKILL.md skill
yeachan-heo/oh-my-claudecode · skills/research/SKILL.md · Investigate an open question and return grounded, sourced findings
git:20260818.3222f6d · audit A · 40,624 stars
research SKILL.md skill
vinvcn/mattpocock-skills-zh-cn · skills/engineering/research/SKILL.md · 对照高可信一手来源调研问题,并把发现保存为仓库中的 Markdown 文件。适用于用户想调研主题、收集文档或 API 事实,或把阅读工作委托给后台代理时。
git:20260704.c71ad54 · audit A · 5,611 stars
research SKILL.md skill
alsk1992/cloddsbot · src/skills/bundled/research/SKILL.md · Research prediction markets - base rates, resolution rules, historical data
git:20260127.930cd97 · audit A · 3,076 stars
research SKILL.md skill
sethgammon/citadel · skills/research/SKILL.md · Focused research investigations. Converts questions into structured findings with confidence levels and source…
git:20260810.9641280 · audit A · 927 stars
research SKILL.md skill
zhongkaifu/tensorsharp · TensorAgent/skills/research/SKILL.md · Use for web searches and current information lookups, finding sources, and fact-checking without being given any URLs…
git:20261015.4e92754 · audit B · 661 stars
research SKILL.md skill
oliver-kriska/claude-elixir-phoenix · plugins/elixir-phoenix/skills/research/SKILL.md · Research Elixir/Phoenix/Ecto topics or evaluate Hex libraries (--library). Use when learning about libraries, patterns…
git:20260929.c08ad14 · audit A · 573 stars
research SKILL.md skill
aiskillstore/marketplace · pending/warpdotdev/research/SKILL.md · Delegate noisy investigation to one or more subagents so the orchestrator's context stays clean, then work from the…
git:20260904.fce3b5e · audit A · 471 stars
research SKILL.md skill
boshu2/agentops · skills/research/SKILL.md · Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a…
git:20261031.73cbeae · audit A · 453 stars

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