Skip to content
Agentmart
Submit a tool

enrich

Enrich paper metadata by backfilling missing fields from CrossRef and detecting records that need cleanup.

Skill by UynajGI

IndexedMIT
Write a review

Chalk Labs

Need help deploying enrich?

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/uynajgi-enrich

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.

We use your email only for this newsletter. Privacy

About

Enrich paper metadata by backfilling missing fields from CrossRef and detecting records that need cleanup. Use when the user wants to fix incomplete metadata, check paper record quality, find scrub-worthy records, or fill missing DOIs, years, authors, or journal names. Trigger on "enrich metadata", "fix metadata", "complete paper info", "find dirty records", "clean up metadata".

Use cases: research

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/enrich

What's inside

Skill name
enrich
Description
Enrich paper metadata by backfilling missing fields from CrossRef and detecting records that need cleanup. Use when the user wants to fix incomplete metadata, check paper record quality, find scrub-worthy records, or fill missing DOIs, years, authors, or journal names. Trigger on "enrich metadata", "fix metadata", "complete paper info", "find dirty records", "clean up metadata".
License
MIT
Instructions
35 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Metadata Enrichment

Backfill missing metadata from CrossRef and detect scrub-worthy records.

## Quick Start

```bash
drbrain enrich <paper_id>            # check and backfill one paper
drbrain enrich <paper_id> --dry-run  # check only, no backfill
drbrain enrich --all                 # check all papers
drbrain enrich --all --dry-run       # audit all papers
```

## What it does

- **Completeness check**: title, year, authors, journal
- **Scrub detection**: empty titles, suspicious filenames, far-future years, missing authors
- **CrossRef backfill**: if DOI is present and fields are missing, fetches from CrossRef API

## CLI Reference

| Command | What it does |
|---------|--------------|
| `drbrain enrich <id>` | Check and backfill one paper |
| `drbrain enrich <id> --dry-run` | Check without backfilling |
| `drbrain enrich --all` | Check all papers |
| `drbrain enrich --all --dry-run` | Audit all papers |
| `drbrain enrich <id> --json` | JSON output |

## See also

- `drbrain repair` — comprehensive metadata repair via OpenAlex
- `drbrain audit` — 15 quality rules for the knowledge graph

From UynajGI/drbrain, MIT.

More from UynajGI/drbrain

Signals

Stars
0
Forks
0
Open issues
0
Last commit (this folder)
May 18, 2026 (5 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from UynajGI

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 enrich 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.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying enrich?

CallGet help
Cite this page

enrich skill. Agent Mart. https://agentmart.dev/skills/uynajgi-enrich (last updated 2026-10-24)