Use when a tool-calling agent does not call a tool, sends wrong arguments, loops without stopping, or needs a function schema. Guides a four-branch diagnosis and five-step schema repair. Do not use for framework-specific, MCP-server, or production-observability questions.
Delegates implementation-heavy or repetitive coding work (batch edits, boilerplate, multi-file refactors with clear patterns, test scaffolding) from Claude to OpenAI Codex CLI. Use when token cost outweighs judgment cost. Trigger phrases include "delegate to codex", "let codex do this", "batch refactor across files"…
Instructions for WenyuChiou/research-hub: This repository uses OpenWiki for recurring code documentation. Start with openwiki/quickstart.md, then follow its links to architecture, workflows, domain concepts, operations, integrations, testing guidance, and source maps.
Instructions for WenyuChiou/research-hub: This repository uses OpenWiki for recurring code documentation. Start with openwiki/quickstart.md, then follow its links to architecture, workflows, domain concepts, operations, integrations, testing guidance, and source maps.
Use research-hub to operate Zotero, Obsidian, and NotebookLM research workflows through CLI, MCP, REST, and dashboard. Trigger when the user asks to find papers, ingest sources, organize a literature review, build Obsidian research notes, upload sources to NotebookLM, inspect clusters, generate AI briefs, or maintain…
Turn a research area into a go/no-go decision dossier for ONE candidate thesis/proposal topic — a 3-gate verdict (is the gap open? is it a contribution? is it feasible?) with the evidence laid out so the researcher can verify it. Use when the user asks "is this gap worth pursuing", "help me pick a thesis topic", "is…
Turn a list of papers (Zotero collection, Obsidian cluster, manual list) into a compact comparison matrix written to .research/literaturematrix.md, instead of generic per-paper summaries. Use when the user asks to "make a literature matrix", "compare these papers by method/data/limitations", or "decide which papers…
Compare a downloaded NotebookLM brief against the source bundle research-hub uploaded, and report missed sources, unsupported claims, contradictions, and recommended follow-up prompts. Use when the user asks to "verify this NotebookLM brief", "check if the brief missed anything", or "compare downloaded notes to the…
Convert a paper draft + figures + Zotero metadata into reusable .paper/claims.yml and .paper/figures.yml files so the academic-writing-skills skill can do writing, revision, and audit passes without re-reading the manuscript every time. Use when the user asks to "build paper memory", "extract claims from this…
After research-hub ingests a cluster of cited papers, fill the per-paper Key Findings + Methodology + Relevance sections in BOTH Obsidian markdown and the Zotero child note. Use when the user says "fill the TODO Key Findings/Methodology blocks left by research-hub auto", "I just ran auto and don't know what these…
Inspect a research repository and write a compact .research/ workspace manifest (projectmanifest.yml, experimentmatrix.yml, datadictionary.yml) so future AI sessions can orient themselves without rescanning the whole repo. Use when the user asks to "compress this project context", "create a research manifest", or…
Guide a researcher through 5 Socratic segments — research question sharpening, expected mechanism, identifiability check, validation plan, risk register — and produce .research/designbrief.md. Use when the user asks to "frame this research question", "design my study", "help me think through what model to build"…
Research-domain router that writes .coord/multiaiplan.md when a single round of work will need two or more delegates AND the work touches research-hub artifacts (.research/, .paper/, Zotero/Obsidian/NotebookLM pipelines). For a single delegate, use codex-delegate or gemini-delegate directly — do not invoke this skill.…
Read the .research/ manifest files at a project root and produce a single orientation memo (research question, datasets, current stage, key entrypoints, evidence artifacts, open questions). Use when the user asks to "orient me in this project", "what is this repo about", or "build a context map for this paper" — and…
Audit and curate a Zotero library — find duplicate DOIs, orphan items missing required tags, propose collection rebinds, identify bloated or under-used collections, generate tag hygiene reports, emit preview-only cleanup plans. Use when the user asks to "audit Zotero", "find duplicates", "tag hygiene report", "which…
Use research-hub to operate Zotero, Obsidian, and NotebookLM research workflows through CLI, MCP, REST, and dashboard. Trigger when the user asks to find papers, ingest sources, organize a literature review, build Obsidian research notes, upload sources to NotebookLM, inspect clusters, generate AI briefs, or maintain…
AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard. Runs locally from the research-hub-pipeline Python package.
Full CRUD operations on Zotero library — search, add, update, delete items with notes, tags, and collections (PDF upload is available via raw pyzotero, see references/create-operations.md). Uses dual-API architecture (local API for fast reads, Web API for writes). Use this skill whenever the user mentions Zotero…
Context-safe multi-agent collaboration skills for Claude Code: task splitter, context budget, output reconciler, debate, shared memory, acceptance gate. Composes with codex-delegate and pinned-model Claude lanes (gemini lane deprecated).