Embeddings
Vector embeddings and similarity
thumbgate
by 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
by Mic92
Search for places and get directions using Google Maps. Use for finding locations, nearby places, and route planning.
sis-memory-orchestrator
by 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
by 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
by jamesbrooksco
The search understands concepts, not just exact words
Resume Session
by OmniNode-ai
Load projected session state for a task and bind the current session to it
Check Infrastructure
by OmniNode-ai
Infrastructure component connectivity and health checks for Kafka, PostgreSQL, and Qdrant
mpm-circuit-breaker-enforcement
by bobmatnyc
Complete circuit breaker enforcement patterns with examples and remediation
MPM Tool Usage Guide
by bobmatnyc
Claiming deployment works without web-qa evidence = Circuit Breaker #3 violation (Unverified Assertions)
Debug Helper
by udapy
Systematic logic error isolation.
rawq — Agent Usage Guide
by auyelbekov
rawq narrows down which files matter. Read those files, not everything.
pubmed-database
by 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
by 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
by 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."
skill-finder
by 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
by Finesssee
Search Linear issues and projects. Use when finding issues, looking up bugs, or searching the backlog.
activity-synthesis
by 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
by 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.
glean-tools-guide
by gleanwork
Use when Glean MCP tools are available and you need guidance on which tool to use, how to format queries, or best practices for enterprise search. This skill provides tool selection logic and query optimization for Glean integrations. Auto-triggers when mcp__glean tools are being considered.
pdb-database
by MooseGoose0701
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and drug discovery.
project-awareness
by gleanwork
Use when the user asks about project status, ownership, or context. Triggers on phrases like "status of X project", "who owns Y", "what's happening with Z", "project update", "where does the project stand", "what's the state of", "who's working on", or when needing quick project context without a full analysis.
enterprise-search
by gleanwork
Use when the user asks about company documents, internal wikis, policies, specifications, design docs, RFCs, or enterprise knowledge. Triggers on phrases like "find the doc about", "what's our policy on", "where is the spec for", "company guidelines", "internal documentation", or when searching for information that would be in enterprise systems rather than the local codebase.
list-building
by Zuttam
Build targeted lists of potential buyers from LinkedIn based on ICP criteria. Use when user wants to find prospects, build buyer lists, search LinkedIn for customers, or define their ideal buyer profile. Not for competitor research. Can be invoked with optional campaign_id and/or criteria (e.g., "campaign_fintech_q1 VP Engineering at Series B SaaS companies in SF").
people-property
by Merit-Systems
Search for people and properties using Whitepages APIs via x402. USE FOR: - Finding people by name and location - Address lookups and verification - Property owner information - Background research (with legitimate purpose) TRIGGERS: - "find person", "lookup person", "who lives at" - "property owner", "property search", "address lookup" - "person at address", "contact info for" IMPORTANT: These endpoints contain personal information. Use responsibly and only for legitimate purposes. See rules/privacy.md for guidance. Both endpoints are $0.44 per call. IMPORTANT: Never guess endpoint paths. All paths follow the pattern https://enrichx402.com/api/{provider}/{action}. Use exact URLs from the Quick Reference table below or call x402.discover_api_endpoints first.