向量嵌入
向量检索与嵌入工作流
hn-search
dylanfeltus
Search and monitor Hacker News stories, comments, and users via the free Algolia API. Use when the user asks about HN discussions, wants to find posts about a topic, or monitor HN for mentions. No API key required.
zvec-grep-compare-not-clone
IgorGanapolsky
zg (zvec-grep) is a local-first search layer (ripgrep + BM25 + vector), not a ThumbGate clone. Steal the four-route FORMAT onto existing rails; never install @zvec/zvec-grep. Slash: /zvec-grep-compare-not-clone.
db-cli
Mic92
Search Deutsche Bahn train connections. Use for finding train routes, schedules, and travel times in Germany.
find-skills
iannuttall
Find and install agent skills with npx playbooks find skill and npx playbooks add skill. Use whenever a skill needs to be discovered or installed.
kagi-search
Mic92
Search the web using Kagi. Use for web searches with Quick Answer AI summaries.
thumbgate
IgorGanapolsky
ThumbGate provides pre-action gates for AI coding agents. It captures thumbs-up/down feedback on agent actions, auto-promotes repeated failures into prevention rules, and blocks known-bad tool calls via PreToolUse hooks. Trigger when the user wants to add safety guardrails to an AI agent workflow, capture structured feedback on agent output, generate prevention rules from failure patterns, gate high-risk actions before execution, or export DPO training pairs from production feedback. Works with any MCP-compatible agent including Cursor, Codex, Gemini CLI, Amp, and OpenCode.
gmaps-cli
Mic92
Search for places and get directions using Google Maps. Use for finding locations, nearby places, and route planning.
sis-memory-orchestrator
frankxai
Substrate-aware memory orchestration for Starlight Intelligence System. Coordinates a 7-subagent team that proactively manages memory writes, retrieval, knowledge-graph maintenance, privacy redaction, decay, audit, and substrate benchmarking across pluggable backends (mempalace, Letta, Mem0, AgentDB, Qdrant, screenpipe, filesystem). Use when the user asks about SIS memory architecture, wants to add or swap a memory substrate, runs /sis memory, asks "where should this capture go", reports memory leaks or staleness, requests benchmarks across substrates, or sets up a new sovereign user adopting SIS. Honors privacy-by-default (everything local; embeddings local; PII redaction before any external call).
Recall — Unified Knowledge Query Interface
OmniNode-ai
Query the Cross-Agent Memory Fabric and unified knowledge federation for relevant learnings, architecture context, and antipatterns. Use when hitting an error, choosing a fix strategy, or working in an unfamiliar area.
karakeep-semantic - Semantic Bookmark Search
jamesbrooksco
The search understands concepts, not just exact words
Resume Session
OmniNode-ai
Load projected session state for a task and bind the current session to it
Check Infrastructure
OmniNode-ai
Infrastructure component connectivity and health checks for Kafka, PostgreSQL, and Qdrant
mpm-circuit-breaker-enforcement
bobmatnyc
Complete circuit breaker enforcement patterns with examples and remediation
MPM Tool Usage Guide
bobmatnyc
Claiming deployment works without web-qa evidence = Circuit Breaker #3 violation (Unverified Assertions)
Debug Helper
udapy
Systematic logic error isolation.
rawq — Agent Usage Guide
auyelbekov
rawq narrows down which files matter. Read those files, not everything.
semtools
massgen
This skill provides semantic search capabilities using embedding-based similarity matching for code and text. Enables meaning-based search beyond keyword matching, with optional document parsing (PDF, DOCX, PPTX) support.
file-search
massgen
This skill should be used when agents need to search codebases for text patterns or structural code patterns. Provides fast search using ripgrep for text and ast-grep for syntax-aware code search.
pubmed-database
MooseGoose0701
Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations.
claude-cookbooks
2025Emma
Claude AI cookbooks - code examples, tutorials, and best practices for using Claude API. Use when learning Claude API integration, building Claude-powered applications, or exploring Claude capabilities.
skill-finder
MooseGoose0701
"Helps users discover and install agent skills from the open skills ecosystem (skills.sh). Use when users ask 'how do I do X', 'find a skill for X', 'is there a skill that can...', want to search for tools/templates/workflows, or express interest in extending agent capabilities."
linear-search
Finesssee
Search Linear issues and projects. Use when finding issues, looking up bugs, or searching the backlog.
activity-synthesis
gleanwork
Use when the user asks about their recent work, what they've been doing, their contributions, or needs to recall past activity. Triggers on phrases like "what have I been working on", "what did I do last week", "my recent activity", "what have I accomplished", "summarize my work", "what projects am I on", or when the user needs to recall or reflect on their own work.
Nia
nozomio-labs
Index and search code repositories, documentation, research papers, HuggingFace datasets, local folders, Slack workspaces, and packages with Nia AI. Includes Oracle autonomous research, GitHub live search, dependency analysis, context sharing, and code advisor.