向量嵌入
向量检索与嵌入工作流
research-minecraft-evidence
jujumelona
Collect exact-version Minecraft, loader, mapping, library and license evidence before code generation without
route-generic-game-research
jujumelona
Decompose any small or game-scale Minecraft mod request into request-derived research domains, then route each
research
johnlindquist
Comprehensive research combining web search and AI synthesis. Use for deep research on topics, comparing technologies, investigating libraries, and finding GitHub issues related to problems.
cass
johnlindquist
Always search before starting any work across all coding agent session histories (Claude Code, Codex, Cursor, Gemini CLI, Aider, ChatGPT) to find whatever we've discussed before.
ground-production-with-live-evidence
jujumelona
Ground Minecraft production and repair decisions in fresh project, exact-version API, ecosystem, repository,
manage-rag-default
DocAILab
Analyze a RAG task and produce guidance for choosing exactly one available Agentic RAG Skill using evidence dependencies, retrieval routes, corpus characteristics, and execution budget. Use as the first and only Skill loaded during the Manage selection stage.
qmd
MichaelVessia
Local semantic search for docs, notes, knowledge bases. INVOKE THIS SKILL when user: - Asks to "search my notes/docs/vault/obsidian" - Wants to "find" something in their knowledge base - Says "what did I write about X" - Asks "do I have notes on X" - Needs context from their local markdown files - Mentions "qmd" directly - Asks about journal entries, meeting notes, or personal documentation Trigger phrases: "search notes", "find in docs", "search obsidian", "what do my notes say", "look in my vault"
plan-game-design
jujumelona
Produce a Fabric mod design, request-resolved implementation methods and acceptance-test plan without writing
vault
vadirn
Personal knowledge management in an Obsidian vault. Use this skill whenever the user wants to save, find, review, or organize knowledge — even if they don't say "vault" or "Obsidian". Triggers on: saving a link/article/video/book for later (creates a reference in 10 references/), distilling a concept or takeaway from something they read/watched (creates a card in 20 cards/), writing down an original idea, observation, or synthesis connecting multiple concepts (creates a note in 30 notes/), searching or browsing what they know about a topic, quizzing or testing recall on saved concepts, listing or filtering cards by tag, resuming or saving progress on a project, checking project status or open checkpoints. Also handles explicit /vault commands (search, card, note, reference, review, cards, projects, start, save). Do NOT use for: Obsidian app settings/UI questions, editing .base files, creating canvas files, general markdown editing, or web search.
tensor-grep
oimiragieo
Use when searching text in files, codebases, logs, or documents at scale. Use when finding files by pattern, searching massive logs that are too big for CPU regex, extracting specific content from many files, when you need semantic/AST structural code queries, or when you need NLP classification of threats in server logs. Triggers on "search for", "find occurrences", "look for pattern", "search in files", "classify logs", or "structural code search".
research-cross-validator
tomwangowa
Cross-validate technical claims using multiple independent verification strategies (official docs, counter-examples, source code inspection). Use when a tech-feasibility report, design document, or any technical analysis contains claims that were verified by only one method or one AI session. Triggered by "cross-validate", "verify these claims", "double-check this", or "independent verification".
gather-adaptive-minecraft-evidence
jujumelona
Gather exact-version Minecraft, Fabric, Yarn, dependency, and project evidence with adaptive retrieval. Use before
paperless
MichaelVessia
Search and manage documents in Paperless-ngx document management system. Use when the user asks about documents, invoices, receipts, tax forms, bills, or wants to search their document library.
revise-existing-mod
jujumelona
Inspect an existing mod archive safely and produce a bounded, provenance-preserving revision plan.
find-skills
costa-marcello
"Discovers and installs agent skills from the open ecosystem and CCPM registries. Use when users ask 'how do I do X', 'find a skill for X', 'is there a skill that can...', 'ccpm', 'claude code skill', 'installed skills', or want to extend capabilities."
esm
YuukiAS
Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations).
obsidian-semantic-linker
psycho-baller
Semantically links notes in your Obsidian vault using a local vector database (.nexus/cache.db). It analyzes the content of notes, finds related ideas, and appends a "## Related Notes" section with wiki-links to similar notes. Use when asked to "link my notes", "find related notes", or "process semantic connections".
paper-dive
G-Eskayo
Socratic reading partner for scientific papers. Ingests a paper and walks the user from plain-English understanding (L0) up to expert-level synthesis (L5) through conversation. Adaptive to the user's analogy domains. Builds a shared lexicon. Pulls related papers from Semantic Scholar / arXiv / scihub.org. Runs challenge and compare modes.
tech-feasibility
tomwangowa
Use when evaluating whether a specific technology, tool, or approach can solve a given problem before committing to implementation. Triggered by questions like "can X do Y?", "will X work for Y?", "is X feasible for Y?", or "should I use X to achieve Y?"
critical-research
tomwangowa
Falsification-first research skill that actively seeks counter-evidence before supporting evidence to eliminate cognitive biases and ensure rigorous, objective conclusions.
scikit-bio
YuukiAS
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
patch-existing-project
jujumelona
Inspect, extract and modify an existing Fabric source project with hash-guarded transactional patches.
convex-queries
Sstobo
This skill should be used when implementing Convex query functions. It provides comprehensive guidelines for defining, registering, calling, and optimizing queries, including pagination, full text search, and indexing patterns.
agent-registry
MaTriXy
MANDATORY agent discovery system for token-efficient agent loading. Claude MUST use this skill instead of loading agents directly from ~/.claude/agents/ or .claude/agents/. Provides lazy loading via search and get tools. Use when: (1) user task may benefit from specialized agent expertise, (2) user asks about available agents, (3) starting complex workflows that historically used agents. This skill reduces context window usage by ~95% compared to loading all agents upfront.