baic-datalayer

baic-datalayer is a skill for Claude Code, Codex from prepmonk/baic-dl-mcp. It costs 137 tokens per session (2,769 once invoked), scanned A, original, no licence file.

A toolkit for working with BAIC Data Layer data through connected tools. It covers data sources, ingestion, reusable SQL guidance, knowledge groupings, and data-focused agents.

In plain words
What is it for?
Use it to connect sources, build data-ingestion pipelines, organise knowledge clusters, create SQL instructions, and ask questions of data.
Why use it?
It gives coding agents a defined way to bring data into knowledge bases and work with it. The description does not specify the exact BAIC system or its limits.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to connect sources, build data-ingestion pipelines, organise knowledge clusters, create SQL instructions, and ask questions of data.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/prepmonk/baic-dl-mcp/baic-datalayer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add prepmonk/baic-dl-mcp --skill baic-datalayer
Clone the repo
git clone --depth 1 https://github.com/prepmonk/baic-dl-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for baic-datalayer

README.md
[![agentmods](https://agentmods.dev/badge/skills/prepmonk/baic-dl-mcp/baic-datalayer/github.svg)](https://agentmods.dev/skills/prepmonk/baic-dl-mcp/baic-datalayer)
Your own site
<a href="https://agentmods.dev/skills/prepmonk/baic-dl-mcp/baic-datalayer"><img src="https://agentmods.dev/badge/skills/prepmonk/baic-dl-mcp/baic-datalayer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for baic-datalayer

Your own site · 80×15
<a href="https://agentmods.dev/skills/prepmonk/baic-dl-mcp/baic-datalayer"><img src="https://agentmods.dev/badge/skills/prepmonk/baic-dl-mcp/baic-datalayer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 137 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,769 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00137 $0.02769
Opus 5.5 $0.00055 $0.01108
Sonnet 5.5 $0.00027 $0.00554
Haiku 4.5 $0.00014 $0.00277

Measured 2mo ago against content hash 3e46e0177fd7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

baic-datalayer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/baic-datalayer/SKILL.md · 226 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 226 lines · 137 tokens per session scan A 3e46e0177fd7

Subscribe to this mod's changes

baic-datalayer is a skill published in the GitHub repository prepmonk/baic-dl-mcp (0 stars, last pushed 3mo ago), with no licence file. It adds 137 tokens to every session and 2,769 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

baic-datalayer compared with skills from other repositories

baic-datalayer next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
baic-datalayerprepmonk/baic-dl-mcpSkill03mo agononeA137Claude Code, Codex
embeddingsruvnet/rufloSkill81kyesterdayMITA62Claude Code
rag-pineconedavila7/claude-code-templatesSkill33ktodayMITA65Claude Code, Codex
data-engineerdavila7/claude-code-templatesSkill33ktodayMITA35Claude Code, Codex
similarity-search-patternsforyourhealth111-pixel/Vibe-SkillsSkill3.8ktodayApache-2.0A30Claude Code, Codex
ingesting-into-data-lakeaws/agent-toolkit-for-awsSkill3.4ktodayApache-2.0A228Claude Code
graphjin-envdosco/graphjinSkill3.2kyesterdayApache-2.0A61Claude Code, Codex