Import
ZimoLiao/scholaraio
A skill your agent uses when the user wants to import papers from Endnote XML/RIS, Zotero Web API or local SQLite, attach PDFs, match PDFs to records, or supplement records with PDF content.
Your entire Zotero research library, searchable offline — version-based incremental sync into SQLite with full-text search no other Zotero tool has.
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-library --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .claude/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .claude/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-libraryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-library --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .agents/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .agents/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-library --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .cursor/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .cursor/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/mvanhorn/printing-press-library.git --path cli-skills/pp-zotero-research-library--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-library --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .gemini/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .gemini/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-libraryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .github/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .github/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .github/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mvanhorn/printing-press-library pp-zotero-research-library --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cli-skills/pp-zotero-research-library .opencode/skills/pp-zotero-research-library && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pp-zotero-research-library" agent skill from https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-zotero-research-library into .opencode/skills/pp-zotero-research-library/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pp-zotero-research-library", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pp-zotero-research-libraryYour entire Zotero research library, searchable offline — version-based incremental sync into SQLite with full-text search no other Zotero tool has.
Pp Zotero Research Library is an agent skill from mvanhorn/printing-press-library. Your entire Zotero research library, searchable offline — version-based incremental sync into SQLite with full-text search no other Zotero tool has. Trigger phrases: search my Zotero library, what does my library say about, find papers about, sync my Zotero library, what did I add to Zotero this week, get the citation for, use zotero-research-library, run zotero cli.
Its SKILL.md is about 7.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Citation management. It works with Zotero and SQLite. The repository describes itself as: Official library of CLIs generated by the CLI Printing Press. Endorsed, tested, and community-contributed. The licence is Apache-2.0.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit d9a1696. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadBashFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
goclaudenpxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
ZOTERO_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pp Zotero Research Library loads about 7.8k tokens when it runs. Until then it costs about 103 tokens; SKILL.md has 3,050 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, BashAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from mvanhorn/printing-press-library at commit d9a1696, republished under its Apache-2.0 licence (© mvanhorn). 3,050 words, ~7,801 tokens.
.claude/skills/pp-zotero-research-library/SKILL.md (or your agent's skills folder).<!-- GENERATED FILE — DO NOT EDIT.
This file is a verbatim mirror of library/productivity/zotero-research-library/SKILL.md,
regenerated post-merge by tools/generate-skills/. Hand-edits here are
silently overwritten on the next regen. Edit the library/ source instead.
See the repository agent guide, section "Generated artifacts: registry.json, cli-skills/". -->
This skill drives the zotero-research-library-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:
$HOME/.local/bin on macOS/Linux and %LOCALAPPDATA%\Programs\PrintingPress\bin on Windows:npx -y @mvanhorn/printing-press-library install zotero-research-library --cli-onlyzotero-research-library-pp-cli --version$PATH for the agent/runtime that will invoke this skill.If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.5 or newer). This installs into $GOPATH/bin (default $HOME/go/bin), so add that directory to $PATH instead:
go install github.com/mvanhorn/printing-press-library/library/productivity/zotero-research-library/cmd/zotero-research-library-pp-cli@latestIf --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.
zotero-research-library-pp-cli mirrors your library into a local SQLite cache using the API's version cursors, then answers research-grounding questions offline: ranked full-text search with snippets, collection trees, recent-additions triage, and Better BibTeX citekey lookups. What the Web API meters at 100 items a page, your cache answers in milliseconds.
Use this CLI whenever a task needs the user's own research library: grounding answers in their curated corpus, finding citations, browsing collections, or exporting BibTeX. It is the substrate for research-grounding workflows — search the local cache first, fall back to live API or open web only when the cache misses.
Do not use this CLI for:
These capabilities aren't available in any other tool for this API.
ground — Ranked full-text search over your synced library — title, abstract, creators, tags, and attachment full text — answered offline in under a second, with snippets and citation-ready metadata.
Reach for this when asked what the user's own library says about a topic.
zotero-research-library-pp-cli ground "hamstring injury prevention" --limit 10 --agentitems recent — What landed in the library recently, sorted by dateAdded from the local cache, with a --days cutoff and pipeable keys.
Use for weekly triage of new additions.
zotero-research-library-pp-cli items recent --days 7 --agentcollections tree — Renders the full collection hierarchy with per-node item counts in one command — a shape the flat API cannot return in one call.
Use for a hierarchical overview of how the library is organized.
zotero-research-library-pp-cli collections tree --counts --agentcite — Resolves a Better BibTeX citekey to its item from the local cache and exports citekey-faithful BibTeX; sync backfills citekeys via the desktop's local JSON-RPC when available.
Use when a manuscript needs a citation by its Better BibTeX citekey.
zotero-research-library-pp-cli cite smithHamstring2024 --format bibtexcache status — Sync cursors, row and FTS counts, and last-sync age from the local cache; 'cache reindex' rebuilds the FTS index from base tables with zero network.
Use to check cache freshness offline before trusting search results.
zotero-research-library-pp-cli cache status --agentcollections — Hierarchical collections organizing the library
zotero-research-library-pp-cli collections get — One collection by keyzotero-research-library-pp-cli collections items — Items in a collection (including children)zotero-research-library-pp-cli collections list — All collectionszotero-research-library-pp-cli collections subcollections — Subcollections of a collectionzotero-research-library-pp-cli collections top — Top-level collectionsdeleted — Deletion tombstones for sync
zotero-research-library-pp-cli deleted — Keys of items/collections/searches/tags deleted since a library versionfulltext — Full-text content index
zotero-research-library-pp-cli fulltext — Attachment keys whose full-text content changed since a versionitems — Bibliographic items in the library
zotero-research-library-pp-cli items children — Child notes and attachments of an itemzotero-research-library-pp-cli items fulltext — Full-text content of an attachment itemzotero-research-library-pp-cli items get — Get one item by keyzotero-research-library-pp-cli items list — List items.zotero-research-library-pp-cli items top — Top-level items only (no child notes/attachments)zotero-research-library-pp-cli items trash — Items in the trashkeys — API key introspection
zotero-research-library-pp-cli keys — Resolve the current API key to userID, username, and access scopes (doctor probe + userID discovery)searches — Saved searches
zotero-research-library-pp-cli searches get — One saved searchzotero-research-library-pp-cli searches list — All saved searchestags — Tags across the library
zotero-research-library-pp-cli tags — All tags in the libraryThis printed CLI owns bounded freshness only for registered store-backed read command paths. In --data-source auto mode, those paths check sync_state and may run a bounded refresh before reading local data. --data-source local never refreshes. --data-source live reads the API and does not mutate the local store. Set ZOTERO_RESEARCH_LIBRARY_NO_AUTO_REFRESH=1 to skip the freshness hook without changing source selection.
Covered paths:
zotero-research-library-pp-cli collectionszotero-research-library-pp-cli collections getzotero-research-library-pp-cli collections listzotero-research-library-pp-cli collections searchzotero-research-library-pp-cli deletedzotero-research-library-pp-cli deleted getzotero-research-library-pp-cli deleted listzotero-research-library-pp-cli deleted searchzotero-research-library-pp-cli itemszotero-research-library-pp-cli items getzotero-research-library-pp-cli items listzotero-research-library-pp-cli items searchzotero-research-library-pp-cli searcheszotero-research-library-pp-cli searches getzotero-research-library-pp-cli searches listzotero-research-library-pp-cli searches searchzotero-research-library-pp-cli tagszotero-research-library-pp-cli tags getzotero-research-library-pp-cli tags listzotero-research-library-pp-cli tags searchWhen JSON output uses the generated provenance envelope, freshness metadata appears at meta.freshness. Treat it as current-cache freshness for the covered command path, not a guarantee of complete historical backfill or API-specific enrichment.
When you know what you want to do but not which command does it, ask the CLI directly:
zotero-research-library-pp-cli which "<capability in your own words>"which resolves a natural-language capability query to the best matching command from this CLI's curated feature index. Exit code 0 means at least one match; exit code 2 means no confident match — fall back to --help or use a narrower query.
zotero-research-library-pp-cli ground "return to play criteria" --limit 10 --agent --select key,title,creators,date,DOIOffline ranked search with citation-ready fields; the first step of the grounding workflow.
zotero-research-library-pp-cli ground "nordic hamstring" --fulltext --agentExtends the search into attachment full text and resolves hits to their parent papers.
zotero-research-library-pp-cli items recent --days 7 --agent --select key,titleFresh additions ready to pipe into an export.
zotero-research-library-pp-cli ground "acl injury" --collection HAMSTRING --limit 5Collection-scoped grounding using the local join table.
zotero-research-library-pp-cli items list --q "tendon" --qmode everything --limit 10 --jsonWhen you need unsynced server state, the generated endpoint carries the API's full search grammar.
Create an API key at zotero.org/settings/keys and set ZOTERO_API_KEY (or run auth set-token). The CLI resolves your numeric userID automatically via /keys/current and stores the library-prefixed base URL in config — you never need to look up your user ID.
Run zotero-research-library-pp-cli doctor to verify setup.
Add --agent to any command. Expands to: --json --compact --no-input --no-color --yes.
Pipeable — JSON on stdout, errors on stderr
Filterable — --select keeps a subset of fields. Dotted paths descend into nested structures; arrays traverse element-wise. Critical for keeping context small on verbose APIs:
zotero-research-library-pp-cli collections list --agent --select id,name,statusPreviewable — --dry-run shows the request without sending
Offline-friendly — sync/search commands can use the local SQLite store when available
Non-interactive — never prompts, every input is a flag
Read-only — do not use this CLI for create, update, delete, publish, comment, upvote, invite, order, send, or other mutating requests
Commands that read from the local store or the API wrap output in a provenance envelope:
{
"meta": {"source": "live" | "local", "synced_at": "...", "reason": "..."},
"results": <data>
}Parse .results for data and .meta.source to know whether it's live or local. A human-readable N results (live) summary is printed to stderr only when stdout is a terminal AND no machine-format flag (--json, --csv, --compact, --quiet, --plain, --select) is set — piped/agent consumers and explicit-format runs get pure JSON on stdout.
Agents should treat the CLI's path resolver as part of the runtime contract:
Use --home <dir> for one invocation, or set ZOTERO_RESEARCH_LIBRARY_HOME=<dir> to relocate all four path kinds under one root.
Use per-kind env vars only when a specific kind must diverge: ZOTERO_RESEARCH_LIBRARY_CONFIG_DIR, ZOTERO_RESEARCH_LIBRARY_DATA_DIR, ZOTERO_RESEARCH_LIBRARY_STATE_DIR, ZOTERO_RESEARCH_LIBRARY_CACHE_DIR.
Resolution order is per-kind env var, --home, ZOTERO_RESEARCH_LIBRARY_HOME, XDG (XDG_CONFIG_HOME, XDG_DATA_HOME, XDG_STATE_HOME, XDG_CACHE_HOME), then platform defaults.
config contains settings like config.toml and profiles. data contains credentials.toml, data.db, cookies, and auth sidecars. state contains persisted queries, jobs, and teach.log. cache contains regenerable HTTP/cache files.
Stored secrets live in credentials.toml under the data dir. Existing legacy config.toml secrets are read for compatibility and leave config.toml on the first auth write.
Run zotero-research-library-pp-cli doctor --fail-on warn to surface path and credential-location warnings. agent-context exposes a schema v4 paths block for agents that need the resolved dirs.
For MCP, pass relocation through the MCP host config. The MCP binary does not inherit CLI flags:
{
"mcpServers": {
"zotero-research-library": {
"command": "zotero-research-library-pp-mcp",
"env": {
"ZOTERO_RESEARCH_LIBRARY_HOME": "/srv/zotero-research-library"
}
}
}
}Fleet precedence: an inherited per-kind env var overrides an explicit --home for that kind. Use ZOTERO_RESEARCH_LIBRARY_HOME or per-kind vars as durable fleet levers, and use --home only for a single invocation. Relocation is not reversible by unsetting env vars; move files manually before clearing ZOTERO_RESEARCH_LIBRARY_HOME, or doctor will not find credentials left under the former root.
This CLI ships a self-capturing learning loop. The CLI does its own bookkeeping: every invocation is journaled locally, a failed flag followed by a corrected retry auto-derives a flag_alias candidate, and a teach on a query family without a playbook auto-synthesizes a playbook_candidate from the session's journal. Your job is judgment only: recall first, act on surfaced candidates, teach the final answer, playbook amend when you observe a correction. You never record failures by hand.
recall before any discoveryBefore list/search/drill commands on a new user question, run:
zotero-research-library-pp-cli recall "<user's question>" --agentThe response envelope:
{
"query": "...",
"normalized": "<normalized form>",
"query_entities": ["..."],
"found": true | false,
"match_score": 0.0,
"results": [
{ "resource_id": "...", "resource_type": "...", "venue": "...",
"confidence": 2, "entity_match": "exact|partial|unknown",
"source": "taught|preseed|pattern", "warnings": ["..."] }
],
"mismatches": [ /* only when --debug-mismatches */ ],
"warnings": [ /* top-level */ ],
"candidates": [
{ "id": 12, "class": "flag_alias | playbook_candidate",
"summary": "...", "sightings": 3, "last_seen": "...",
"rationale": "...",
"next_action": ["<trial command>", "zotero-research-library-pp-cli learnings confirm 12"] }
],
"playbook": {
"query_family": "...",
"playbook": {
"steps": [ { "cmd": "<command with {slot} substitution>", "purpose": "..." } ],
"entity_slots": ["$ENTITY"],
"expected_tool_calls": 3
},
"slots_resolved": { "$ENTITY": { "token": "<live token>", "canonical": "<canonical>" } },
"notes": "<workarounds + gotchas for this query family>"
},
"notes": "<duplicate surface for non-playbook callers>"
}Empty-store short-circuit: if the store has no learnings, playbooks, or candidates yet (recall finds nothing and learnings list and learnings candidates are both empty), skip recall for the rest of this session instead of taxing every query; resume recall-first once something has been taught.
Read candidates, playbook, notes, results[0], and warnings in that order:
if Candidates present (warnings include "candidates_present"):
-> candidates are try-then-confirm, never facts. Follow each candidate's
two-step next_action verbatim: run the trial command first, then run
`learnings confirm <id>` only after the trial verified the behavior.
Reject a wrong candidate with `learnings reject <id>`.
-> NEVER re-teach something recall surfaced as a candidate; confirm or
reject that candidate instead of teaching a duplicate.
-> candidates ride alongside playbooks and resource hits, not instead of
them; continue with the branches below after acting on them.
if Playbook present:
-> READ Playbook.notes verbatim FIRST (workarounds + gotchas the CLI surface doesn't expose)
-> replay Playbook.steps in order, substituting Playbook.slots_resolved entries
for the entity slot tokens. If a step's slot is unresolved, fall back to
discovery for that step only.
-> the Playbook's expected_tool_calls is a budget; if you find yourself running
materially more, record the divergence via `zotero-research-library-pp-cli playbook amend`
at end-of-session.
elif Notes present (no Playbook):
-> read Notes verbatim before any discovery step; they carry known gotchas
for this query family even when no structured choreography exists yet.
elif Found AND Results[0].EntityMatch == "exact" AND Results[0].Confidence >= 2:
-> skip discovery; fetch live data for Results[*].ResourceID in parallel
elif Found AND Results[0].EntityMatch == "partial":
-> candidate hint, NOT a hit; read the resource title to validate before trusting
elif (any row in Mismatches[] when --debug-mismatches was passed):
-> treat as cold start; the stored learning is for a different entity
(different canonical resolved from query_entities)
else: // Found == false, no playbook, no notes
-> cold start; run discovery normally; teach the answer afterward (Step 4).
If the family has no playbook yet, that teach auto-synthesizes a
playbook candidate from this session's journal - you do not need to
record one by hand.Playbook and Notes are orthogonal to the per-resource path. A recall response can carry both a Playbook AND a Results[] hit - use both: the Playbook tells you which choreography to run; the resource hits short-circuit specific steps. Default to skipping mismatches; pass --debug-mismatches only when investigating cold-start surprises.
Candidate judgment details: learnings confirm <id> prints the candidate's full payload before materializing it - check that the printed payload matches the behavior you verified. learnings reject <id> tombstones the derivation signature so the same candidate does not resurface. The envelope carries only the few candidates worth acting on now; zotero-research-library-pp-cli learnings candidates lists the full open set.
Graceful degradation: if learnings confirm is an unknown command, you are driving an older binary - ignore the candidates guidance and follow the rest of the protocol.
warningslow_confidence: row exists at confidence<2. Treat as a hint, not a skip-discovery hit.resource_not_in_store: the local store doesn't have the resource the learning points at. The match validator couldn't classify entities — direct-fetch and re-evaluate.cross_alias_match (per-result): the row was taught under a different alias and matched the live query's canonical via entity_lookups (e.g., a "USA" teach satisfying a "United States" recall). Trust the resource_id.similar_shape_different_entity:<canonical> (top-level): a structurally matching row exists but its canonical entity differs from the live query's. Treated as cold start; the warning carries the conflicting canonical as a hint, but the row is NOT promoted into Results.ambiguous_alias (top-level): a single query entity resolved to multiple canonicals (e.g., "Cards" → Arizona Cardinals + St. Louis Cardinals). Surface the ambiguity from context before committing to a resource.candidates_present (top-level): the envelope carries a candidates section. Handle it via the candidates branch in Step 2 before anything else.lookup_refresh_available (top-level): an entity in the query has no lookup row yet, but synced data could provide one. Run zotero-research-library-pp-cli sync to refresh entity lookups.no_learnings_for_query_family: the table had no rows above the Jaccard floor. Pure cold start.teach & after finalizing your response - alwaysTeaching is unconditional. After resolving a query the store could not answer, background-teach the final resource mapping - no call-count threshold, no judging whether it was "worth" learning. The teach is the anchor of the loop: it triggers playbook synthesis for a family without a playbook, and same-referent phrasings fold into one family so near-duplicate teaches do not fragment the store. Fire it after assembling your user-facing response but BEFORE emitting it, with a shell & so the call returns immediately:
zotero-research-library-pp-cli teach --query "<user's question>" --resource-type <type> --resource <id1> --resource <id2>
# (append shell `&` to background it)Silent on success. Errors only land in teach.log under the resolved state dir. Teach the most specific resource - if the user asked a broad question and you walked through parent records to find the specific answer, teach the leaf id, not the parent. The CLI uses seeded entity_lookups for cross-alias resolution at recall time, so a teach under one alias (e.g., "Niners") satisfies future queries under another alias (e.g., "49ers", "San Francisco") automatically.
PII rule: teach the structural question with identifiers stripped - never include names, emails, phone numbers, account ids, or other personal identifiers in taught queries or notes. The CLI scans teach queries for obvious email/phone shapes and warns, but does not block; strip before teaching rather than relying on the warning.
You do not need to decide whether a session "deserves" a playbook: a teach on a family without one auto-synthesizes a playbook_candidate from the session's journal, and the next session judges it via confirm/reject. Attach explicit playbook flags only when you already hold choreography worth recording verbatim - workarounds the CLI didn't surface (silently-dropped flags, undocumented params, pagination tricks, payload gotchas). Prefer the integrated one-call form - record the resource learning and the playbook in the same teach invocation:
# Common case: record both the resource learning AND the playbook in one call.
zotero-research-library-pp-cli teach \
--query "<user's question>" \
--resource <id> \
--playbook-file ~/playbooks/<shape>.json \
--playbook-notes-file ~/playbooks/<shape>-notes.md
# (append shell `&` to background it)
# Alternate: playbook-only (no resource to record alongside).
zotero-research-library-pp-cli teach-playbook \
--query "<user's question>" \
--playbook-file ~/playbooks/<shape>.json \
--notes-file ~/playbooks/<shape>-notes.mdPlaybook files are JSON with steps, entity_slots, expected_tool_calls. Notes files are markdown carrying the gotchas verbatim. File-free callers (MCP-only agents) pass the same content inline: --playbook-json and --playbook-notes on the integrated teach form, --playbook-json and --notes on teach-playbook. On the integrated teach form, the playbook flags are optional - omit them entirely for a resource-only teach. On the standalone teach-playbook form, at least one of the playbook and notes flags must be set; both empty is rejected. Playbooks are keyed on the structural query family (entities stripped) so a recipe taught from one entity-shaped query applies to every other query of the same shape, with slots_resolved binding the live query's canonical at recall time.
When you DO find a playbook on a future recall, treat it as ground truth: replay the steps with slots_resolved substitutions, skip the discovery that the choreography already documents, and read notes before any step.
playbook amend & when your debug response identifies a correctionIf your debug-protocol response identifies a concrete correction the notes or playbook should know — a workaround, an undocumented endpoint shape, a stale field name, observed schema drift, an empty-payload fallback — fire playbook amend BEFORE emitting your user-facing response. Same fire-and-forget posture as teach.
zotero-research-library-pp-cli playbook amend \
--query "<exact recall query string>" \
--add-note "<your concrete correction>"
# (append shell `&` to background it)What counts as worth amending: a behavior you OBSERVED this session that future-you would benefit from knowing. Examples worth amending:
{meta, results}, payload nested two levels deeper than the docs claim).What does NOT belong in notes:
The amend command appends to the family's existing notes with a timestamped marker ([amend YYYY-MM-DDTHH:MMZ]: <text>). Multiple amends accumulate; the audit trail is visible. If no playbook exists yet for the family, amend creates a notes-only one (so cold-start corrections still land).
playbook amend notes are designed to potentially flow upstream as shared knowledge in future versions of the Printing Press. Keep them clean of user-identifying content so the upstream-contribution path stays open without retroactive scrubbing:
If a correction is only meaningful with user-specific context, it belongs in a personal note, not in the playbook amend.
zotero-research-library-pp-cli learnings stats reports recall hit rate, teach-to-reuse, playbook resolution rate, and candidate confirm/reject counts from the local learn_events table. Rates are null until they have a denominator; everything stays on this machine. Use it to check whether the loop is earning its keep for this CLI.
--no-learn on a single command short-circuits both recall and the teach write path. Use for deterministic agent flows or tests that must not be affected by accumulated learnings.ZOTERO_RESEARCH_LIBRARY_NO_LEARN=true in the environment globally disables the pipeline.When you (or the agent) notice something off about this CLI, record it:
zotero-research-library-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
zotero-research-library-pp-cli feedback --stdin < notes.txt
zotero-research-library-pp-cli feedback list --json --limit 10Entries are stored locally as feedback.jsonl under the resolved data dir. They are never POSTed unless ZOTERO_RESEARCH_LIBRARY_FEEDBACK_ENDPOINT is set AND either --send is passed or ZOTERO_RESEARCH_LIBRARY_FEEDBACK_AUTO_SEND=true. Default behavior is local-only.
Write what surprised you, not a bug report. Short, specific, one line: that is the part that compounds.
Every command accepts --deliver <sink>. The output goes to the named sink in addition to (or instead of) stdout, so agents can route command results without hand-piping. Three sinks are supported:
| Sink | Effect |
|---|---|
stdout | Default; write to stdout only |
file:<path> | Atomically write output to <path> (tmp + rename) |
webhook:<url> | POST the output body to the URL (application/json or application/x-ndjson when --compact) |
Unknown schemes are refused with a structured error naming the supported set. Webhook failures return non-zero and log the URL + HTTP status on stderr.
A profile is a saved set of flag values, reused across invocations. Use it when a scheduled or recurring agent reuses the same saved flags while providing different input each run.
zotero-research-library-pp-cli profile save briefing --json
zotero-research-library-pp-cli --profile briefing collections list
zotero-research-library-pp-cli profile list --json
zotero-research-library-pp-cli profile show briefing
zotero-research-library-pp-cli profile delete briefing --yesExplicit flags always win over profile values; profile values win over defaults. agent-context lists all available profiles under available_profiles so introspecting agents discover them at runtime.
| Code | Meaning |
|---|---|
| 0 | Success |
| 2 | Usage error (wrong arguments) |
| 3 | Resource not found |
| 4 | Authentication required |
| 5 | API error (upstream issue) |
| 7 | Rate limited (wait and retry) |
| 10 | Config error |
Parse $ARGUMENTS:
help, or --help → show zotero-research-library-pp-cli --help outputinstall → ends with mcp → MCP installation; otherwise → see Prerequisites above--agent)go install github.com/mvanhorn/printing-press-library/library/productivity/zotero-research-library/cmd/zotero-research-library-pp-mcp@latestclaude mcp add zotero-research-library-pp-mcp -- zotero-research-library-pp-mcpclaude mcp listwhich zotero-research-library-pp-cli
If not found, offer to install (see Prerequisites at the top of this skill).--agent flag:zotero-research-library-pp-cli <command> [subcommand] [args] --agentzotero-research-library-pp-cli <command> --help.© mvanhorn, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in cli-skills/pp-zotero-research-library of mvanhorn/printing-press-library.
Open the folder on GitHubat commit d9a1696
Pp Zotero Research Library next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pp Zotero Research Library this skillmvanhorn/printing-press-library | 2.1k | — | ~7.8k | Automated safety check: Notes | Apache-2.0 | |
| ImportZimoLiao/scholaraio | 577 | — | ~790 | Automated safety check: Pass | MIT | |
| Systematic Review ScreenerImbad0202/academic-research-skills | 51k | — | ~8.4k | Automated safety check: Pass | Custom licence | |
| Citation Verification GuideGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Cnki Exportcookjohn/cnki-skills | 983 | 2 repos | ~1.7k | Automated safety check: Pass | None | |
| Annotate Paper54yyyu/zotero-mcp | 5.3k | — | ~1.5k | Automated safety check: Pass | MIT |
ZimoLiao/scholaraio
A skill your agent uses when the user wants to import papers from Endnote XML/RIS, Zotero Web API or local SQLite, attach PDFs, match PDFs to records, or supplement records with PDF content.
Imbad0202/academic-research-skills
Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.
Galaxy-Dawn/claude-scholar
Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
cookjohn/cnki-skills
Export paper from CNKI and push to Zotero, or save as RIS file.
54yyyu/zotero-mcp
Read the open paper and write study annotations into its PDF with zotero-cli - a context box on the title, a four-part summary on the abstract, role-coded abstract highlights, one box per figure…
54yyyu/zotero-mcp
Reads and edits a Zotero library from the shell with zotero-cli: search by keyword or meaning, read PDF text, manage tags, notes and collections, and export bibliographies.
mvanhorn/printing-press-library
Desktop automation through the real Rust agent-desktop CLI, published in Printing Press through a small bridge.
mvanhorn/printing-press-library
Search, browse, and download Google Fonts from the terminal via the gfonts CLI.
mvanhorn/printing-press-library
The free, offline Trigger phrases: search 1688 for, find a factory on 1688 for, wholesale price on 1688 for, who is the cheapest supplier on 1688 for, compare 1688 suppliers for, use 1688, run 1688.
mvanhorn/printing-press-library
Inspect known Activity Japan plan IDs or URLs, compare dated prices and sessions, check language-sitemap coverage, and hand off to canonical booking pages.
mvanhorn/printing-press-library
Every Admin By Request portal action, plus a local SQLite mirror of audit, events, inventory and requests for ad-hoc...
mvanhorn/printing-press-library
macOS screen capture, window recording, GIF conversion, and agent evidence bundles from the terminal.
Categories
Your entire Zotero research library, searchable offline — version-based incremental sync into SQLite with full-text search no other Zotero tool has. Pp Zotero Research Library is an agent skill from mvanhorn/printing-press-library. Your entire Zotero research library, searchable offline — version-based incremental sync into SQLite with full-text search no other Zotero tool has.
Pp Zotero Research Library fits situations like: phrases: search my Zotero library; what does my library say about; find papers about; sync my Zotero library.
Run `npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a claude-code`. Or copy the skill folder (cli-skills/pp-zotero-research-library in mvanhorn/printing-press-library) into .claude/skills/pp-zotero-research-library in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a codex`. Or copy the skill folder (cli-skills/pp-zotero-research-library in mvanhorn/printing-press-library) into .agents/skills/pp-zotero-research-library in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mvanhorn/printing-press-library --skill pp-zotero-research-library -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pp-zotero-research-library, .gemini/skills/pp-zotero-research-library, .github/skills/pp-zotero-research-library and .opencode/skills/pp-zotero-research-library in your project.
Going by SKILL.md and its folder, Pp Zotero Research Library needs the command-line tools its instructions call (go, claude and npx) and credentials named ZOTERO_API_KEY. Our summary lists: Node.js; A credential in ZOTERO_API_KEY. Its frontmatter pre-approves these tools: Read, Bash.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Pp Zotero Research Library is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 7.8k tokens (SKILL.md is roughly 31k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Pp Zotero Research Library: Import (ZimoLiao/scholaraio, 577 stars), Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars) and Cnki Export (cookjohn/cnki-skills, 983 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mvanhorn (a GitHub user) maintains it in mvanhorn/printing-press-library, which has 2,056 GitHub stars. The repository holds 506 skills in this directory. The repository was last updated on October 9, 2026.
Source: mvanhorn/printing-press-library on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.