Io.Github.Sou0327/Knowmint

AI agent knowledge marketplace. Discover, purchase, and retrieve human expertise via x402 on Solana.

llm-docs-optimizer

Optimize documentation for AI coding assistants and LLMs. Improves docs for Claude, Copilot, and other AI tools through c7score optimization, llms.txt generation, question-driven restructuring, and automated quality scoring. Use when asked to improve, optimize, or enhance documentation for AI assistants, LLMs, c7score, Context7, or when creating llms.txt files. Also use for documentation quality analysis, README optimization, or ensuring docs follow best practices for LLM retrieval systems.

apple-crash-symbolication

Symbolicate .NET runtime frames in Apple platform .ips crash logs (iOS, tvOS, Mac Catalyst, macOS). Extracts UUIDs and addresses from the native backtrace, locates dSYM debug symbols, and runs atos to produce function names with source file and line numbers. Automatically downloads .dwarf symbols from the Microsoft symbol server using Mach-O UUIDs. USE FOR triaging a .NET MAUI or Mono app crash from an .ips file on any Apple platform, resolving native backtrace frames in libcoreclr or libmonosgen-2.0 to .NET runtime source code, retrieving .ips crash logs from a connected iOS device or iPhone, or investigating EXC_CRASH, EXC_BAD_ACCESS, SIGABRT, or SIGSEGV originating from the .NET runtime. DO NOT USE FOR pure Swift/Objective-C crashes with no .NET components, or Android tombstone files. INVOKES Symbolicate-Crash.ps1 script, atos, dwarfdump, idevicecrashreport.

Pvpc Mcp Server

Retrieve daily PVPC electricity tariffs for 2.0 TD consumers, published by Red Eléctrica.

Memdata

Persistent memory for AI agents. Store context, retrieve it semantically.

brain

Obsidian-style knowledge vault — store, search, and retrieve agent knowledge across sessions via notesmd-cli.

Edinet Mcp

Access Japanese financial disclosures (EDINET). Search companies, retrieve BS/PL/CF statements.

Public Official Asset Disclosure (공직자 재산공개)

Korean public official asset disclosure data (공직자 재산공개) - search and retrieve assets

Medusa Mcp

Retrieve information from the Medusa documentation to assist you with your Medusa development.

lazyllm-skill

LazyLLM framework for building multi-agent AI applications. Use when task mentioned LazyLLM or AI program for: (1) Flow orchestration - linear, branching, parallel, loop workflows for complex data pipelines, (2) Model fine-tuning and acceleration - finetuning LLMs with LLaMA-Factory/Alpaca-LoRA/Collie and acceleration with vLLM/LMDeploy/LightLLM. Includes comprehensive code examples for all components, (3) RAG systems - knowledge-based QA with document retrieval, vectorization, and generation, (4) Agent development - single/multi-agent systems with tools, memory, planning, and web interfaces.

Avalanche AVAX MCP

Search and retrieve Avalanche blockchain documentation for building on AVAX.

agents-sdk

Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, or chat applications. Covers Agent class, state management, callable RPC, Workflows integration, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.

Io.Github.CryptoAPIs Io/Mcp Block Data

MCP server for retrieving block-level data from EVM, UTXO, and XRP blockchains via Crypto APIs

TeamMemory

Team experience database - let AI accumulate, retrieve and apply team knowledge across chats.

code-memory

Captures and retrieves structural understanding of source code gained during investigations. Use after reading and understanding code to save context for future sessions, or before investigating code to check for existing context. Stores summaries in memory/ files mirroring source paths. Triggers: "save what I learned", "remember this code", "check if we know about", "investigate", or any post-investigation context capture.

微信消息助手 (WeChat Message Assistant)

This skill enables AI to interact with WeChat directly through AI chat, providing two core capabilities: retrieving recent messages and sending messages to contacts or groups.

Civis

Structured knowledge base for AI agent solutions. Search, explore, and retrieve build logs.

Io.Github.N0isy/Mcp Icon Visual

Search, retrieve, compare, and render SVG icons visually for AI agents.

DEWEY SOC codes classifier.

Classification service to seamlessly retrieve SOC codes for job titles and descriptions.

Recordo: Task Planner & Notes

Brain dump, routines, task planning, focus, and instant thought retrieval

prompts.chat MCP Server

Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts.

Mcp

Retrieve product specifications and technical details from Icecat's database

Io.Github.Atul Fusionpact/Fusionpact Vectordb

Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.

Mcp Server

MCP server for WindowsForum.com with search, document retrieval, and real-time forum analytics.

Io.Github.BigJai/Codemunch Pro

Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) retrieval.

th0th-memory

Mandatory rules for using th0th semantic search, compression, and memory tools. Prioritize th0th tools over native tools (Glob, Grep, Read) to explore and understand code. Triggers on tasks involving code search, context compression, storing decisions, or retrieving project knowledge.

Laravel Zap - Availability & Bookable Slots

This skill covers checking availability, retrieving bookable slots, and querying schedules in Laravel Zap.

OpenClaw Agent Instruction Registry

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

searchcode

Code intelligence for LLMs. Analyze, search, and retrieve code from any public git repository.

simplemem-skill

Store and retrieve conversation memories across sessions. Use when asked to 'remember this', 'save conversation', 'add to memory', 'what did we discuss about...', 'query memories', or 'import chat history'. Also use proactively to preserve important dialogue context and decisions.

Artifacts

Save decisions, plans, and notes from any AI session and retrieve them later — from any client. Ask

Io.Github.Morous Dev/Engram Cc

Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval.

agentic_search

Run a local-first research workflow by planning sub-queries, iterating retrieval, validating sources, and producing traceable evidence-backed conclusions.

Code Context Paper Retrieval

zettelforge

ZettelForge v2.0.0 — Production CTI agentic memory system. Hybrid TypeDB (STIX 2.1 ontology) + LanceDB (vector search). Zero external AI dependencies: fastembed for embeddings, llama-cpp-python for LLM. 75% accuracy on CTI queries, 18% on LOCOMO. Use when agents need persistent memory, threat intel retrieval, entity extraction, graph traversal, or RAG synthesis.

Neurostack

Token-efficient MCP memory for Markdown vaults. Tiered retrieval, hybrid search, GraphRAG.

crash-debugging

Crash log analysis, symbolication, and debugging workflows for iOS apps. Use when investigating app crashes, analyzing crash reports, symbolicating stack traces, or identifying root causes. Covers crash log retrieval, symbolication with dSYM files, stack trace analysis, and common crash patterns.

better-icons

Use when working with icons in any project. Provides CLI for searching 200+ icon libraries (Iconify) and retrieving SVGs. Commands: `better-icons search <query>` to find icons, `better-icons get <id>` to get SVG. Also available as MCP server for AI agents.

arxiv-search

Searches arXiv for preprints and academic papers, retrieves abstracts, and filters by topic. Use when the user asks to find research papers, search arXiv, look up preprints, find academic articles in physics, math, CS, biology, statistics, or related fields.

fetch-milestone-prs

Fetches all merged pull requests for a given GitHub milestone and saves their metadata as individual JSON files. Use this skill when asked to retrieve PRs for a milestone, gather PR data for release notes, or collect milestone PR metadata.

medialibrary-development

Build and work with spatie/laravel-medialibrary features including associating files with Eloquent models, defining media collections and conversions, generating responsive images, and retrieving media URLs and paths.

Lucid

Lucid’s connector creates diagrams, searches, shares, and retrieves docs to summarize.

archon

Interactive Archon integration for knowledge base and project management via REST API. On first use, asks for Archon host URL. Use when searching documentation, managing projects/tasks, or querying indexed knowledge. Provides RAG-powered semantic search, website crawling, document upload, hierarchical project/task management, and document versioning. Always try Archon first for external documentation and knowledge retrieval before using other sources.

Clinicaltrialsgov Mcp Server

MCP server for ClinicalTrials.gov v2 API. Search, retrieve, compare, and analyze trials.

biomcp

Search and retrieve biomedical data - genes, variants, clinical trials, articles, drugs, diseases, pathways, proteins, adverse events, pharmacogenomics, and phenotype-disease matching. Use for gene function, variant pathogenicity, trials, drug safety, pathway context, disease workups, and literature evidence.

ace-tool

Semantic codebase search, code indexing, and prompt enhancement via standalone CLI. Use when: (1) Semantic code search with natural language queries, (2) Code indexing for remote codebase retrieval, (3) Prompt enhancement with codebase context, (4) Before grep/find/glob operations for better accuracy, (5) Complex requirements clarification, (6) Large codebase navigation. Triggers: "search context", "enhance prompt", "find code that", "index project", "clarify requirements". IMPORTANT: Always use ace-tool BEFORE grep/find/glob for semantic-level code location.

RTFM

The open retrieval layer for AI agents — index code, docs, data. Search via MCP.

Protein Mcp Server

MCP Server for 3D protein structural data retrieval & analysis from RCSB PDB, PDBe, and UniProt.

wax

Comprehensive guidance for the Wax on-device memory/RAG framework. Use when integrating MemoryOrchestrator, VideoRAGOrchestrator, Wax/WaxSession, embedding providers, hybrid search, maintenance, or when evaluating Wax constraints like offline-only, single-file .wax persistence and deterministic retrieval.

Context7 Documentation Retrieval

Framework for using `/mcp__context7__resolve-library-id` and `/mcp__context7__get-library-docs` tools effectively.