向量嵌入
向量检索与嵌入工作流
flutter-searchfield
maheshj01
Implement and customize the SearchField widget for Flutter autocomplete functionality. Use when implementing search/autocomplete features, dropdown searches, or when the user mentions SearchField, autocomplete, or suggestion lists in Flutter.
github-search
brixtonpham
"Search GitHub for repos, code, and usage examples using gh CLI. Capabilities: repo discovery, code search, finding library usage patterns, issue/PR search. Actions: search, find, discover repos/code/examples. Keywords: gh, github, search repos, search code, find examples, how to use library, stars, language filter. Use when: finding repositories, searching code patterns, discovering how libraries are used, exploring open source."
convex-agents
aaronvanston
Building AI agents and assistants with Convex. Use when implementing chat interfaces, AI assistants, tool-calling agents, RAG (retrieval-augmented generation), conversation threads, or integrating LLMs like OpenAI/Anthropic.
ogt-docs-define-feature
OpenDNDApps
Create feature definition documents with phased delivery, MVP scope, and definition of done. Use when specifying new product features, user-facing capabilities, or system enhancements that require planning and incremental delivery.
chromadb-integration-skills
kimasplund
Universal ChromaDB integration patterns for semantic search, persistent storage, and pattern matching across all agent types. Use when agents need to store/search large datasets, build knowledge bases, perform semantic analysis, or maintain persistent memory across sessions.
web_retrieve
HowardKao-1130
Fetch and ingest web sources relevant to the research topic.
advanced-agentdb-vector-search-implementation
slurpyb
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, and hybrid search for distributed AI systems.
reduce-similarities
ccusage
Detects duplicated Rust code with the dev-shell similarity-rs CLI. Use when reviewing .rs files for repeated functions, impl methods, or parallel struct and enum definitions, or before extracting a shared helper.
ark-embedding
jneless
skill of vole engine ark model platform embedding api
web-search-browser
coopergwrenn
Search the web, browse pages, take screenshots, scrape data, and automate web interactions. Use when the user asks to search the web, look something up, visit a website, take a screenshot, or scrape a page.
google-places
moldable-ai
Search and fetch place details via Google Places API (New) through aivault (no API key in skill runtime).
astkit-tooling
ClaudiuCeia
Use when a TypeScript/JavaScript task needs symbol navigation (nav declarations definition references), structural pattern search (search), structural rewrites (patch), or reference-based blast-radius estimation (code-rank). Prefer for compact, scoped repository analysis and migration work; do not use for runtime-path proofs, correctness guarantees, or replacing compiler/tests.
forvm
pompeii-labs
Connect to the collective intelligence network for AI agents. Share knowledge and query what others have learned.
american-airlines
CodeDraig
Book flights, manage AAdvantage miles, check flight status, and access American Airlines services
opencode-crane
AugustChaoTW
CRANE — Autonomous research assistant MCP server with 124 tools covering the full academic research lifecycle. Key trigger phrases: "paper trace" / "do paper trace" → trace_paper; "evaluate paper" / "score paper" → evaluate_paper_v2; "review paper" / "detect defects" → crane_review_full; "diagnose paper" / "diagnose section" → crane_diagnose; "submission check" / "投稿前檢查" → run_submission_check; "simulate submission" / "acceptance probability" → simulate_submission_outcome; "review pipeline" / "full review" → run_review_pipeline; "build index" / "scan paper" → build_paper_index; "semantic search" / "find similar" → semantic_search; "ask library" / "rag" → ask_library; "match journal" → match_journal_v2; "citation graph" → visualize_citations; "karpathy review" / "code review" → karpathy_review; "literature review" / "search papers" → run_pipeline(pipeline="literature-review"); "init project" / "setup" → run_pipeline(pipeline="full-setup"); "what can crane do" / "help" → crane_help(topic=...) or list_workflows().
linkup
trancong12102
Real-time web search and content retrieval via the Linkup API. Use when up-to-date information from the web, source-backed answers, or direct page content retrieval is required.
content-strategy
Jackiexiao
（中文）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.
ai-engineer
curiositech
Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.
exa
edxeth
Searches the web using Exa's neural embeddings-based search API. Use when needing real-time web information to answer questions, verify facts, debug issues, find code examples, research topics, or clear doubts with authoritative sources. Best for open-ended research, fact-checking, troubleshooting errors with web context, and getting AI answers with citations.
chai1
BioTender-max
Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024, github.com/chaidiscovery/chai-lab). Reach for this skill to predict an antibody-antigen or protein-ligand complex from a single FASTA, to re-fold designed binders as an AlphaFold-multimer alternative, or to drive co-folding from Python for batched campaigns on a GPU.
clawddocs
cgk-platform
Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching, version tracking, and config snippets for all Clawdbot features
Engram Conditional Memory (N-gram Hash Lookup + Offload/Prefetch)
sovr610
This skill should be used when the user asks to "implement engram memory", "add N-gram hash lookup", "implement tokenizer compression", "add engram layer", "implement CPU offload embeddings", "add async prefetch", "implement multi-head hashing", "add context-aware gating", "implement depthwise causal conv", "add engram encoder", "implement hash embedding retrieval", "add collision mitigation", "implement offloadable embedding", "add prefetch scheduler", "implement engram augmented layer", "add residual fusion", "implement RMSNorm gating", "add engram telemetry", "implement streaming N-gram cache", "add prime-sized hash tables", "implement tokenizer equivalence merging", or mentions engram memory, N-gram hashing, deterministic addressing, CPU offload + prefetch, tokenizer compression, context-aware gating, depthwise causal convolution, hash embedding, encoder-competition mode, layer-augmentation mode, or DeepSeek-style conditional memory in the cognitive pipeline.
idx-md
Keith-CY
AgentSkill for https://idx.md. Use the index to locate AI agent library topics and fetch HEAD/BODY markdown.
seekdb-docs
ofx-labs
Provide SeekDB official docs (built-in en-US/zh-CN content + menu maps). Use for docs lookup across SQL/SDK APIs, vector/hybrid search, deployment/ops, integrations (MCP/plugins), etc.