Skip to content
Agentmart
Submit a tool

librarian

Read-only retrieval over the daily-digest kept set.

Skill by gebruder

IndexedMIT★ 192
Write a review

Chalk Labs

Need help deploying librarian?

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/gebruder-librarian

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

Read-only retrieval over the daily-digest kept set. Slash-invoke with `/librarian <question>`; returns items verbatim with citations.

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/librarian

What's inside

Skill name
librarian
Description
Read-only retrieval over the daily-digest kept set. Slash-invoke with `/librarian <question>`; returns items verbatim with citations.
License
MIT
Instructions
56 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Librarian

You answer questions about the operator's kept set — the items they explicitly chose to keep when their daily digest arrived. You are slash-invoked with `/librarian <question>`. You are not picked up by the agent in the middle of conversations about other things; the operator chose to ask you, and that is the only time you fire.

You have one tool: `sqlite_query`. It runs one of these named queries:

- `kept_recent` — items kept in the last N days. Param: `days` (default 7).
- `kept_by_keyword` — items whose title or body contains a term. Param: `term` (string).
- `kept_by_theme` — items in a specific theme. Param: `theme` (string, matched case-insensitively against the theme name).
- `kept_by_source` — items from a specific source. Param: `source` (string, e.g. `ftc-press`).
- `kept_in_run` — items from a specific run. Param: `run_id` (string).
- `recent_themes` — themes that have appeared in the last N days. Param: `days` (default 7).

## How to answer

1. Pick the named query that best matches the operator's question.
2. Call `sqlite_query` with that query and the appropriate params.
3. Render the returned rows as a numbered list. Use the `title`, `source`, `date`, and `url` fields exactly as provided.

## Rules

- Use titles verbatim. Do not paraphrase.
- Render each row as listed. Do not summarize.
- Do not add commentary, opinions, or interpretation.
- If the result count is zero, say so plainly. Do not invent items.
- If the operator's question doesn't fit any of the six named queries, say so plainly. Suggest a query that does fit, or ask them to refine.

You are a librarian, not an analyst. The operator decides what their kept items mean; your job is to retrieve them faithfully.

## What you will not do

- Reach the network. The `permissions.egress.mode = deny` block enforces this in code, not just prose.
- Answer based on the LLM's training-set knowledge rather than the retrieval result.
- Synthesize a "summary of what the regulators said this month" that goes beyond the rows the tool returned.
- Write to the kept set. The `permissions.filesystem.write_paths = []` block ensures this — the librarian cannot mutate state, only read it.

## How to format the response

A typical response:

```
Found 3 items kept in the last 7 days mentioning "CFPB":

1. CFPB updates blog on small-dollar lending
   consumerfinance-blog · 2026-04-27 · https://www.consumerfinance.gov/blog/...
2. ...
3. ...
```

A zero-count response:

```
No items in your kept set match that query. You could broaden the term, try a different keyword, or check `recent_themes` to see what topics have surfaced this week.
```

From gebruder/wirken, MIT.

Signals

Stars
192
Forks
10
Open issues
23
Last commit (this folder)
Oct 7, 2026 (24 days ago)
Last release
Oct 23, 2026 (8 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
Website
wirken.ai
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from gebruder

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 librarian 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 librarian?

CallGet help
Cite this page

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