curate-collection
About
This Claude Skill helps developers build and maintain library collections through acquisitions, systematic weeding, and collection assessment. It provides methods like CREW/MUSTIE for weeding and guides for creating collection policies. Use it when creating a new collection, assessing gaps, managing overcrowded shelves, or establishing formal development guidelines.
Quick Install
Claude Code
Recommendednpx skills add pjt222/agent-almanac -a claude-code/plugin add https://github.com/pjt222/agent-almanacgit clone https://github.com/pjt222/agent-almanac.git ~/.claude/skills/curate-collectionCopy and paste this command in Claude Code to install this skill
Documentation
Curate Collection
Library collection: acquisitions + weeding + assessment + reader advisory.
Use When
- New collection w/ scope + budget
- Existing → assess for gaps/outdated
- Overcrowded → systematic weeding
- Users req materials not held
- Formal dev policy
In
- Required: Scope (subjects, audience, formats)
- Required: Budget (annual / one-time)
- Optional: Usage data (circ, holds, ILL)
- Optional: Community / institutional profile
- Optional: Existing dev policy
Do
Step 1: Dev Policy
Guiding doc for all acquisition + weeding.
Collection Development Policy Template:
1. MISSION STATEMENT
What is the collection for? Who does it serve?
Example: "Support the undergraduate curriculum in the
humanities and social sciences with current and
foundational works."
2. SCOPE
+-------------------+------------------------------------------+
| Element | Definition |
+-------------------+------------------------------------------+
| Subject areas | List of disciplines collected |
| Depth levels | Basic, instructional, research, |
| | comprehensive, exhaustive |
| Formats | Print, ebook, audiobook, media, serial |
| Languages | Primary and secondary languages |
| Chronological | Current only, or retrospective |
| Geographic | Any focus area or exclusion |
+-------------------+------------------------------------------+
3. SELECTION CRITERIA (in priority order)
a. Relevance to mission and audience needs
b. Authority and reputation of author/publisher
c. Currency (publication date vs. field currency)
d. Quality of content (reviews, awards, citations)
e. Format suitability (print vs. digital)
f. Cost relative to budget and expected use
g. Representation: diversity of perspectives and voices
4. WEEDING GUIDELINES
- Frequency: annual review cycle
- Method: CREW/MUSTIE (see Step 4)
- Disposition: sale, donation, recycling
5. REVIEW SCHEDULE
- Policy reviewed and updated every 3 years
Got: Written policy → consistent defensible decisions.
If err: Formal policy excessive for small → 1-page scope stmt (mission + subjects + basic criteria). Even brief prevents drift.
Step 2: Assess Existing
Know what you have before add/remove.
Collection Assessment Methods:
1. QUANTITATIVE ANALYSIS
- Total volumes by subject area (using call number ranges)
- Age distribution: what percentage published in last 5, 10, 20 years?
- Format breakdown: print vs. digital vs. media
- Circulation data: items checked out in last 1, 3, 5 years
- Holds-to-copies ratio: >3:1 = need more copies
2. QUALITATIVE ANALYSIS
- Spot-check condition (see preserve-materials condition survey)
- Check currency: are key reference works up to date?
- Compare against standard bibliographies or peer collections
- Identify gaps: subjects in scope but underrepresented
3. USAGE ANALYSIS
+-------------------+------------------+-------------------------+
| Metric | What It Shows | Action |
+-------------------+------------------+-------------------------+
| High circ, few | Popular subject, | Buy more in this area |
| copies | unmet demand | |
+-------------------+------------------+-------------------------+
| Zero circ in | Possible dead | Evaluate for weeding |
| 5 years | weight | |
+-------------------+------------------+-------------------------+
| High ILL requests | Gap in own | Acquire in this subject |
| in a subject | collection | |
+-------------------+------------------+-------------------------+
| Many copies, low | Over-purchased | Weed duplicates |
| circ per copy | | |
+-------------------+------------------+-------------------------+
Collection Map: Create a grid of subjects vs. depth levels.
Mark each cell as: Strong, Adequate, Weak, or Not Collected.
This visual map reveals gaps and overlaps at a glance.
Got: Clear picture of strengths + weaknesses + gaps + deadweight, data-backed.
If err: No circ data → shelf observation: dusty tightly-packed = low use. In-library use = count items on tables (not reshelved).
Step 3: Acquire Strategically
Select + purchase → fill gaps + serve needs.
Acquisition Workflow:
1. IDENTIFY needs from:
- Collection assessment gaps
- User requests and purchase suggestions
- Curriculum changes or new research areas
- Professional review sources (Choice, Kirkus, Booklist,
Publishers Weekly, discipline-specific journals)
- Bestseller and award lists
2. EVALUATE each candidate against selection criteria (Step 1)
3. DECIDE using the Selection Decision Matrix:
+-------------+-------------+------------------+
| Relevance | Quality | Decision |
+-------------+-------------+------------------+
| High | High | Buy |
| High | Low/Unknown | Consider; check |
| | | reviews first |
| Low | High | Skip unless |
| | | scope expanding |
| Low | Low | Do not buy |
+-------------+-------------+------------------+
4. ORDER through appropriate channel:
- Vendor (Baker & Taylor, Ingram, GOBI for academic)
- Publisher direct (for small press or specialized)
- Standing orders/approval plans for ongoing series
5. RECEIVE AND PROCESS:
- Verify against order (correct title, edition, condition)
- Send to cataloging (see catalog-collection)
- Notify requestor if user-suggested
Budget Allocation Rule of Thumb:
- 60-70% of budget: materials in core subject areas
- 15-20%: emerging areas and user requests
- 10-15%: replacement of worn/lost copies
- 5%: reserve for urgent or unexpected needs
Got: New acquisitions fill gaps + respond to demand, on budget.
If err: Budget constrained → prioritize user reqs (proven demand) over speculative. Supplement ILL for low-demand.
Step 4: Weed (Deaccession)
Remove materials no longer serving mission.
CREW Method / MUSTIE Criteria:
Evaluate each candidate for weeding against these factors:
M - Misleading: factually inaccurate or obsolete information
(medical texts >5 years, technology >3 years, legal >2 years)
U - Ugly: worn, damaged, or unattractive condition that
discourages use (torn covers, heavy underlining, staining)
S - Superseded: replaced by a newer edition, or better
coverage exists in another item in the collection
T - Trivial: of no discernible literary, scientific, or
informational value; ephemeral interest has passed
I - Irrelevant: no longer within the collection's scope
or the community's needs
E - Elsewhere: readily available through ILL, digital access,
or other local collections; no need to duplicate
Weeding Decision Flowchart:
Is the item misleading or dangerous? → YES → Withdraw
Is it in poor physical condition? → YES →
Can it be repaired? → YES → Repair → Keep
→ NO → Is it still relevant? →
YES → Replace → Withdraw original
NO → Withdraw
Has it circulated in the last 5 years? → NO →
Is it a classic, reference, or historically significant? →
YES → Keep (flag for preservation)
NO → Withdraw
Disposition of Withdrawn Items:
1. Offer to other libraries or book sales
2. Donate to literacy programs or schools
3. Recycle (last resort — not landfill)
Never discard items with local historical significance
without institutional review.
Got: Regular weeding + docs. Remaining = current + relevant + good condition.
If err: Weeding emotionally hard (common) → keeping misleading medical text more harmful than removing. Weed = care for user, not disrespect.
Step 5: Reader Advisory + Reference
Connect users → materials matching needs.
Reader Advisory Framework:
1. THE REFERENCE INTERVIEW
- Start open: "What are you looking for?"
- Clarify: "Is this for research, personal interest, or a class?"
- Scope: "How much do you already know about this topic?"
- Format: "Do you prefer books, articles, or other formats?"
- Follow-up: "Did you find what you needed?"
2. READ-ALIKE RECOMMENDATIONS
When a user says "I liked X, what else would I like?"
- Match on appeal factors: pacing, tone, subject, style
- Use databases: NoveList, Goodreads, LibraryThing
- Build displays and reading lists by theme
3. INTERLIBRARY LOAN (ILL)
When the collection doesn't have what the user needs:
- Submit ILL request through OCLC WorldShare or regional system
- Typical turnaround: 3-10 business days for books
- Articles often available same-day via electronic delivery
- Track ILL requests by subject — patterns reveal collection gaps
4. FEEDBACK LOOP
- Record user requests (fulfilled and unfulfilled)
- Track "not owned" search results from the catalog
- Use this data to inform next acquisition cycle
- Display new acquisitions prominently — users notice responsiveness
Got: Users find needs (in collection or via ILL), feedback shapes future acquisitions.
If err: No ILL → open access (HathiTrust, Internet Archive, Project Gutenberg), reciprocal borrowing w/ nearby.
Check
- Policy written + approved
- Assessment done (quant + qual)
- Gaps ID'd + prioritized
- Budget allocated across subjects + needs
- Acquisition workflow w/ review sources + vendors
- Weeding cycle scheduled (annual) + CREW/MUSTIE
- User feedback loop (reqs, ILL, search logs)
Traps
- No policy: Accumulation not intention. Everything added, nothing removed → warehouse.
- Fear of weeding: "Just in case" buries useful under deadweight. Smaller curated > large undifferentiated.
- Ignore usage data: Judgment-only misses actual needs. Let circ + ILL drive ≥30% acquisition.
- No replacement budget: All to new → worn popular never replaced. Reserve 10-15%.
- Format diversity: Not all read print. Audiobooks, ebooks, accessible serve users who can't/won't.
→
catalog-collection— new materials → cataloging; withdrawn → record deletionpreserve-materials— condition assessment during weeding → preservationreview-research— evaluating info quality parallels evaluating materials for selection
GitHub Repository
Related Skills
content-collections
MetaThis skill provides a production-tested setup for Content Collections, a TypeScript-first tool that transforms Markdown/MDX files into type-safe data collections with Zod validation. Use it when building blogs, documentation sites, or content-heavy Vite + React applications to ensure type safety and automatic content validation. It covers everything from Vite plugin configuration and MDX compilation to deployment optimization and schema validation.
polymarket
MetaThis skill enables developers to build applications with the Polymarket prediction markets platform, including API integration for trading and market data. It also provides real-time data streaming via WebSocket to monitor live trades and market activity. Use it for implementing trading strategies or creating tools that process live market updates.
creating-opencode-plugins
MetaThis skill helps developers create OpenCode plugins that hook into 25+ event types like commands, files, and LSP operations. It provides the plugin structure, event API specifications, and implementation patterns for JavaScript/TypeScript modules. Use it when you need to intercept, monitor, or extend the OpenCode AI assistant's lifecycle with custom event-driven logic.
sglang
MetaSGLang is a high-performance LLM serving framework that specializes in fast, structured generation for JSON, regex, and agentic workflows using its RadixAttention prefix caching. It delivers significantly faster inference, especially for tasks with repeated prefixes, making it ideal for complex, structured outputs and multi-turn conversations. Choose SGLang over alternatives like vLLM when you need constrained decoding or are building applications with extensive prefix sharing.
