enterprise-data-retrieval SKILL.md skillA
enterprise-data-retrieval from cxcscmu/skilllearnbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cxcscmu/skilllearnbench/enterprise-data-retrieval@git:20260424.d50cf5aPins git:20260424.d50cf5a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cxcscmu/skilllearnbench
- Path
skills/b1-one-shot-claude-opus-4-6/enterprise-information-search/enterprise-data-retrieval/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260424.d50cf5a, committed Apr 24, 2026
- Size
- 1,919 bytes
- Repository stars
- 91
- License
- MIT
Techniques for retrieving structured information from enterprise Slack/document JSON data files.
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
# Enterprise Data Retrieval from JSON Files
## Overview
Enterprise data files often contain Slack messages, documents, meeting transcripts, and metadata in nested JSON format. This skill covers patterns for efficiently searching and extracting information from these large files.
## Data Structure Pattern
```json
{
"slack": [
{
"Channel": {"name": "...", "channelID": "..."},
"Message": {
"User": {"userId": "eid_xxx", "timestamp": "...", "text": "..."}
},
"ThreadReplies": []
}
],
"documents": [
{
"content": "...",
"author": "eid_xxx",
"type": "Market Research Report",
"feedback": "...",
"id": "..."
}
],
"meeting_transcripts": [...]
}
```
## Key Retrieval Strategies
### 1. Finding Document Authors and Reviewers
- Check `documents` array for `author` field
- Search Slack messages for discussion threads around document sharing
- Match feedback items in final documents to reviewer suggestions in Slack
- The `feedback` field on updated documents lists what changes were incorporated
### 2. Finding Competitor Insights
- Search for messages containing competitor product names
…Read the whole file at its exact version.
How to install
mdr add cxcscmu/skilllearnbench/enterprise-data-retrieval@sha256:625ec34eeac8c730The line at the top of this page pins the label git:20260424.d50cf5a, 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_4o2kh7ufho44qsnx)
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Versions
The registry has recorded 1 version of this file, committed on Apr 24, 2026.
Audit of the latest version
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- pass: No instruction to send local credentials anywhere
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Source
cxcscmu/skilllearnbench · 91 stars · license MIT · pushed 2026-10-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4o2kh7ufho44qsnx GET https://markdownregistry.com/api/v1/resolve?ref=cxcscmu/skilllearnbench/enterprise-data-retrieval GET https://markdownregistry.com/api/v1/blob/625ec34eeac8c730b631204a047b7a2a11fee642763865741985b751b15df0e3
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.
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