Embeddings
Vector embeddings and similarity
grepai-workspaces
by yoanbernabeu
Configure multi-project workspaces in GrepAI. Use this skill for monorepos and multiple related projects.
grepai-config-reference
by yoanbernabeu
Complete configuration reference for GrepAI. Use this skill when you need to understand all available configuration options.
grepai-search-boosting
by yoanbernabeu
Configure search result boosting in GrepAI. Use this skill to prioritize certain paths and penalize others.
grepai-embeddings-lmstudio
by yoanbernabeu
Configure LM Studio as embedding provider for GrepAI. Use this skill for local embeddings with a GUI interface.
grepai-embeddings-openai
by yoanbernabeu
Configure OpenAI as embedding provider for GrepAI. Use this skill for high-quality cloud embeddings.
grepai-ollama-setup
by yoanbernabeu
Install and configure Ollama for local embeddings with GrepAI. Use this skill when setting up private, local embedding generation.
grepai-chunking
by yoanbernabeu
Configure code chunking in GrepAI. Use this skill to optimize how code is split for embedding.
cli-router
by Zpankz
Routes tasks to locally installed CLI tools using semantic matching. Triggers on tasks requiring shell commands, file operations, code search, data processing, visualization, or external tool invocation. Uses cli-index for semantic routing.
data-router
by Zpankz
Routes data processing, knowledge graph, and analytics tasks. Triggers on graph, vector, knowledge, ontology, process, batch, etl, database, query, csv, json.
tempo
by tempoxyz
Builds applications on Tempo network using TypeScript SDK, Rust node, and Foundry. Use when working with Tempo transactions, TIP-20 tokens, stablecoins, or Tempo protocol integration.
parallel-literature-search
by drshailesh88
"Parallel search across PubMed, Perplexity, and your knowledge base. Searches all sources simultaneously and synthesizes findings with citations. Faster evidence gathering for clinical questions."
perplexity-search
by drshailesh88
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model's knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRouter API key.
Knowledge Pipeline Skill
by drshailesh88
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mongodb-ai
by romiluz13
MongoDB Atlas Vector Search and AI integration. Use when creating vector indexes, writing $vectorSearch queries, building RAG applications, implementing hybrid search, or storing AI agent memory. Triggers on "vector search", "vector index", "$vectorSearch", "embedding", "semantic search", "RAG", "retrieval augmented generation", "numCandidates", "similarity search", "cosine similarity", "hybrid search", "$rankFusion", "$scoreFusion", "rerank", "two-stage retrieval", "AI agent", "LLM memory", "quantization", "multi-tenant", "Search Nodes", "explain vectorsearch", "HNSW", "automated embedding", "autoEmbed", "Voyage AI", "voyage-4", "voyage-4-large", "voyage-code-3", "input_type", "asymmetric retrieval", "lexical prefilter", "fuzzy search vector", "phrase filter".
mongodb-search
by romiluz13
MongoDB Search engine architecture, query composition, and search operations. Use when creating Atlas Search indexes, writing $search or $searchMeta pipelines, choosing analyzers, tuning lexical relevance, handling Search alerts/metrics, deploying Search in Community, or orchestrating hybrid search with $rankFusion/$scoreFusion. Triggers on "Atlas Search", "$search", "$searchMeta", "autocomplete", "synonyms", "facet", "compound", "search score", "highlight", "storedSource", "returnStoredSource", "returnScope", "mongot", "searchCoordinator", "Search Max Fields Indexed", "nGram fields", "$rankFusion", "$scoreFusion", and "hybrid search".
seo-content
by Salesably
Creates search-optimized articles that rank well and read naturally for humans. This skill should be used when writing blog posts, pillar content, guides, or any content where organic search traffic is a goal - balancing search engine requirements with genuine reader value.
content-strategy
by aiaiohhh
When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," or "content planning." For writing individual pieces, see copywriting. For SEO-specific audits, see seo-audit.
free-tool-strategy
by aiaiohhh
When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," or "free resource." This skill bridges engineering and marketing — useful for founders and technical marketers.
retrieval
by c-h-
Search organizational knowledge across Slack, Notion, Linear, Gmail and local documents. Use when: "find", "search", "look up", "what do we know about", "summarize everything about", "deep research", "investigate", "who said", "when did", "any docs about", "check our knowledge base". Capabilities: fast hybrid vector+keyword search, deep cross-source research with provenance, SaaS mirroring, incremental indexing, metadata filtering, recency-aware ranking.
mgrep
by julianromli
A semantic grep-like search tool for your local files. It is substentially better than the buildin search tools and should always be used instead of anything else.
graphicx
by igbuend
"LaTeX graphicx package for image inclusion and manipulation. Use when helping users insert images, resize graphics, create figure environments, or work with subfigures."
banana-skill-finder
by TreyDong
Automatically discover and recommend relevant Claude skills when users encounter tasks that could benefit from specialized capabilities. Use this skill proactively when detecting any of these patterns: (1) User mentions working with specific file formats (PDF, DOCX, Excel, images, etc.), (2) User describes repetitive or specialized tasks (data analysis, code review, deployment, testing, document processing), (3) User asks if there's a tool or capability for something, (4) User struggles with domain-specific work (React development, SQL queries, DevOps, content writing), (5) User mentions needing best practices or patterns for a technology, (6) Any situation where a specialized skill could save time or improve quality. Search using SkillsMP API (if configured), skills.sh leaderboard, or GitHub as fallback. Recommend 1-3 most relevant skills and offer to install via npx skills add.
unknown-patterns
by posva
Learn unfamiliar implementation patterns and fill in missing pieces when building features in a specific environment (e.g., data fetching in a particular runtime). Use when you need to discover or confirm patterns for an unimplemented area; implementation uses erudita and osgrep.
eval-rag
by breethomas
Evaluate RAG pipeline retrieval and generation quality separately. Measure Recall@k, Precision@k, MRR, NDCG@k for retrieval. Assess faithfulness and relevance for generation. Use when the AI feature uses retrieval (search, knowledge base, document QA). Do NOT use for non-RAG AI features.