data-acquisition-design

Use when the user needs to decide what data to collect before scraping or API work: DatasetNeed, DatasetSpec, entity grain, required vs nice-to-have fields…

Skill by Pranjay-kumar

IndexedMIT★ 2

Write a review

Chalk Labs

Need help deploying data-acquisition-design?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/pranjay-kumar-data-acquisition-design

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

About

Use when the user needs to decide what data to collect before scraping or API work: DatasetNeed, DatasetSpec, entity grain, required vs nice-to-have fields, freshness, history, coverage targets, join keys, exclusions, and uselessness criteria. Use for vague business goals, all data requests, and scope control before source discovery.

Use cases: design, backend, testing, data

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools: No tools found
Secrets: None asked for
Install scripts: None found

Network hosts it talks to 1

codeload.github.com · found in install command

Files it touches

~/.claude/skills/data-acquisition-design

What's inside

Skill name: data-acquisition-design
Description: Use when the user needs to decide what data to collect before scraping or API work: DatasetNeed, DatasetSpec, entity grain, required vs nice-to-have fields, freshness, history, coverage targets, join keys, exclusions, and uselessness criteria. Use for vague business goals, all data requests, and scope control before source discovery.
License: MIT
Instructions: 27 lines in SKILL.md · view on GitHub

Files (1)

SKILL.md

SKILL.md (first lines)

# Data Acquisition Design

Act as the dataset designer for acquisition work. Convert vague goals into the smallest useful dataset.

## Shared Core

Read from `../data-acquisition-core/references/`:

- `source-access.md`
- `output-contracts.md`
- `workflow.md`
- `examples.md`

## Output

Return:

- `ModeSelection`
- `SourceAccessClass` when access is already implied
- `DatasetNeed`
- `DatasetSpec`
- `DataAcquisitionMemo`
- `ApprovalGate`

Do not hunt endpoints unless the user asks to continue.

From Pranjay-kumar/universal-data-acquisition-pipeline-skill, MIT.

More from Pranjay-kumar/universal-data-acquisition-pipeline-skill

Signals

Stars: 2
Forks: 0
Open issues: 0
Last commit (this folder): Jun 9, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License: MIT
Repository: github.com/Pranjay-kumar/universal-data-acquisition-pipeline-skill
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

More from Pranjay-kumar

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped: 50+; launches shipped
media placements: 500+; media placements
founders on every account: 2; founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get data-acquisition-design running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Need help deploying data-acquisition-design?

Call Get help

Cite this page

data-acquisition-design skill. Agent Mart. https://agentmart.dev/skills/pranjay-kumar-data-acquisition-design (last updated 2026-10-24)