parallel-data-enrichment SKILL.md skillA
parallel-data-enrichment from parallel-web/parallel-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add parallel-web/parallel-agent-skills/parallel-data-enrichment@git:20260925.8fc1fc4Pins git:20260925.8fc1fc4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- parallel-web/parallel-agent-skills
- Path
skills/parallel-data-enrichment/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260925.8fc1fc4, committed Sep 25, 2026
- First version recorded
- May 6, 2026
- Size
- 7,080 bytes
- Repository stars
- 90
- License
- MIT
Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data. Supports multi-turn: pass --previous-interaction-id from a prior research task to carry context forward.
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
# Data Enrichment
Enrich: $ARGUMENTS
## Before starting
Inform the user that enrichment may take several minutes depending on the number of rows and fields requested.
## Optional: Suggest output columns
If the user gave a vague intent ("enrich these companies with useful info") and you're not sure what columns to add, ask the API for a suggestion before kicking off the run:
```bash
parallel-cli enrich suggest "Find CEO and recent funding info" --json
```
The response is an envelope: `{title, processor, enriched_columns, warnings}`. Extract just the **`enriched_columns` array** (not the whole envelope) and pass it as the value of `--enriched-columns` on `enrich run`, **in place of `--intent`**. These flags are alternative ways to specify what to enrich. If `suggest` returned a `processor`, pass it explicitly via `--processor` on the `run` call. Skip this section if the user already specified the fields they want.
…Read the whole file at its exact version.
How to install
mdr add parallel-web/parallel-agent-skills/parallel-data-enrichment@sha256:ed50689fe9fa195cThe line at the top of this page pins the label git:20260925.8fc1fc4, 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.
[](https://markdownregistry.com/a/art_e5pat3bvlc6ktq2n)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 6, 2026 and Sep 25, 2026, about one every 36 days. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260925.8fc1fc4 latest | 2026-09-25 | 8fc1fc4 | 7,080 B | A | view · diff |
| git:20260519.91443a8 | 2026-05-19 | 91443a8 | 5,147 B | A | view · diff |
| git:20260519.b667820 | 2026-05-19 | b667820 | 5,143 B | A | view · diff |
| git:20260507.4c34b08 | 2026-05-07 | 4c34b08 | 4,982 B | A | view · diff |
| git:20260506.db5cd3e | 2026-05-06 | db5cd3e | 5,116 B | B | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7080 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
parallel-web/parallel-agent-skills · 90 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_e5pat3bvlc6ktq2n GET https://markdownregistry.com/api/v1/resolve?ref=parallel-web/parallel-agent-skills/parallel-data-enrichment GET https://markdownregistry.com/api/v1/blob/ed50689fe9fa195c1036843e488f00b9c421f616eca2e8f379d53ee93dfeb1e8
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.