| # | Mod | Type | Stars | Scan | Tokens | Rating |
|---|---|---|---|---|---|---|
| 1 | memory-triagemem0ai/mem0Persistent long-term memory protocol powered by mem0. Evaluate conversations for durable facts worth storing via memoryadd. Handles identity, preferences, decisions, configurations, rules, projects, and relationships. Loaded by the openclaw-mem0 plugin when skills mode is active. | Skill | 65k | A | 58 | — |
| 2 | train-sentence-transformershuggingface/sentence-transformersTrain or fine-tune sentence-transformers models across SentenceTransformer (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), CrossEncoder (reranker, pair scoring for two-stage retrieval / pair classification), SparseEncoder… | Skill | 19k | A | 146 | — |
| 3 | pdfHKUDS/DeepTutorRead, extract (text/tables), create, merge/split/rotate, watermark, encrypt, fill, and render-to-image .pdf files. Use whenever the user uploads a .pdf or asks to produce, edit, or pull data out of one. | Skill | 39k | A | 54 | — |
| 4 | graphifyGraphify-Labs/graphifyUse for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community… | Skill | 115k | B | 76 | — |
| 5 | tushare-dataagentscope-ai/ReMeA Chinese-language workflow for researching financial and market data through Tushare, a data service covering Chinese stocks and related economic information. It turns natural-language questions into steps for retrieving, cleaning, comparing, filtering, exporting, and briefly analysing data. | Skill | 3.4k | A | 122 | — |
| 6 | remote-compute-modalUnicomAI/wanwuRun GPU jobs on the user's own Modal account via host.compute.create('byoc:modal', ...). Covers the create→submit→waitfornotification flow, the computeprovider kernel for env setup, image/volume resolution, and the two approval cards. Load once you've decided to dispatch to Modal. | Skill | 2.5k | A | 65 | — |
| 7 | neuron-test-engineerneuron-core/neuron-aiWrite tests for Neuron AI agents, RAG systems, workflows, and tools using the built-in testing utilities. Use this skill when the user mentions testing agents, writing unit tests, mocking AI providers, testing tool execution, verifying RAG retrieval, testing workflow behavior, or creating test cases for Neuron AI… | Skill | 2.1k | A | 94 | — |
| 8 | nemotron-retrieval-recipesNVIDIA-NeMo/NemotronUse when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron embed/rerank retrieval recipes. | Skill | 2.0k | A | 36 | — |
| 9 | rag-perfNVIDIA-AI-Blueprints/ragPerformance benchmarking for a deployed NVIDIA RAG Blueprint server: profiling pass + aiperf load test driven by a single YAML config. Not for accuracy / RAGAS scoring (use rag-eval) or for deploying / repairing services (use rag-blueprint). | Skill | 757 | A | 56 | — |
| 10 | multi-repo-releaseAzure/GPT-RAGPrepares and validates GPT-RAG umbrella and multi-repository releases. Use whenever work involves release preparation, semantic versions, release branches, manifest or component pins, changelog release entries, tags, GitHub Release notes, or AI Landing Zone release alignment. | Skill | 1.2k | A | 56 | — |
| 11 | moss-pikachuusemoss/mossBuild and maintain Moss Pikachu, a macOS menu bar semantic file search app using Moss Python SDK (PyPI moss>=1.6.0), FSEvents, SwiftUI, and Pikachu pet animations. Use when working on MossPikachu, mossworker.py, FileMonitor, SearchService, menu bar overlay, or Moss integration in this repository. | Skill | 671 | A | 80 | — |
| 12 | karpathy-llm-wikiAstro-Han/karpathy-llm-wikiUse when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'. | Skill | 2.2k | A | 67 | ★ 5 |
| 13 | project-rulesnuwax-ai/nuwaxA set of development rules for a React 18 frontend built with UmiJS, Ant Design, TypeScript, and related tools. The rules cover naming, components, styling, state, and performance. | Cursor rule | 880 | A | 11 | — |
| 14 | openviking-controlplanevolcengine/mcp-serverManage OpenViking collections (OV libraries) from the command line with ov-cp — list / create / get / update / usage / get the data-plane API key / delete, plus managing the users of an enterprise-tier library (list / register / update / delete) and configuring how a library is billed (AgentPlan AFP deduction vs… | Skill | 322 | A | 164 | — |
| 15 | azure-search-documents-pybenjaminasterA/antigravity-awesome-skillsFull-text, vector, and hybrid search with AI enrichment capabilities. | Skill | 247 | A | 0 | — |
| 16 | rag-evaluate-qualitylyonzin/knowledge-ragPeriodically measure the retrieval quality of the knowledge base using evaluateretrieval (MRR@5, Recall@5, Precision@5) plus getindexstats for health metrics. Run weekly, after significant reindex activity, or when the user reports declining answer quality. Prevents silent index rot and grounds "should we tune X"… | Skill | 271 | A | 78 | — |
| 17 | crate-structurexberg-io/html-to-markdownMap of the html-to-markdown workspace — the seven crates/ (core, cli, ffi, py, node, php, wasm) with the unsafecode forbid/override rule, the out-of-workspace language packages under packages/, and the primary convert() API with its ConversionResult shape, feature flags, and dual parser. Load when navigating… | Skill | 863 | A | 95 | — |
| 18 | memex-searchnicosuave/memexDiscover prior agent work across sessions, projects, providers, and machines. Use for historical investigations and analogous solutions, or as a fallback when native conversation and history tools cannot recover the needed evidence. | Skill | 188 | A | 42 | — |
| 19 | mengram-memoryalibaizhanov/mengramLong-term memory with 3 types (facts, events, workflows). Remember user preferences, past conversations, and learned procedures across sessions. Use when recalling what the user said before, saving important info, getting user context, or tracking completed workflows. | Skill | 191 | A | 53 | — |
| 20 | alexaHybridAIOne/hybridclawExpose HybridClaw as a custom Alexa skill and prepare guarded Alexa smart-home/device control payloads without exposing Amazon credentials. | Skill | 132 | A | 27 | — |
| 21 | bilibili-rag-localvia007/bilibili-ragA guide for querying a locally running service that stores and answers questions about saved Bilibili videos. Bilibili is a Chinese video platform, and RAG means retrieving relevant saved content before generating an answer. | Skill | 1.3k | A | 72 | — |
| 22 | neurolink-guidejuspay/neurolinkGuide for using the NeuroLink SDK and CLI. Invoke when users ask how to use neurolink, integrate AI providers, add MCP tools, configure RAG, set up memory, deploy servers, or work with multimodal content. Covers SDK, CLI, providers, tools, and enterprise features. | Skill | 129 | A | 65 | — |
| 23 | haiku-ragggozad/haiku.ragLocal-first agentic RAG with citations - hybrid search, reranking and multimodal retrieval over your own documents, no database server required. Runs locally from the haiku-rag Python package. | MCP server | 592 | A | — | — |
| 24 | local-rag-searchnkapila6/mcp-local-ragEfficiently perform web searches using the mcp-local-rag server with semantic similarity ranking. Use this skill when you need to search the web for current information, research topics across multiple sources, or gather context from the internet without using external APIs. This skill teaches effective use of… | Skill | 134 | A | 80 | — |
| 25 | apple-dev-docsBingoWon/apple-rag-mcpSearch and retrieve Apple's official developer documentation, WWDC video transcripts, and framework references using semantic RAG. Use when the user asks about Apple platforms (iOS, macOS, watchOS, tvOS, visionOS), frameworks (SwiftUI, UIKit, ARKit, Core Data, HealthKit, StoreKit, etc.), Swift language features, Xcode… | Skill | 117 | A | 89 | — |
| 26 | diagram-designLazyAGI/LazyMindA design guide for creating downloadable diagrams as HTML pages or standalone SVG files. It covers architecture, process, sequence, data, timeline, swimlane, quadrant, and statistical diagrams, including selected Mermaid and Draw.io imports. | Skill | 75 | A | 160 | — |
| 27 | octocodeMuvon/octocodeAI-powered code indexer with semantic search and knowledge graphs. Runs locally from the @muvon/octocode npm package. | MCP server | 469 | A | — | — |
| 28 | mcp-local-ragshinpr/mcp-local-ragEasy-to-setup local RAG server with minimal configuration. Runs locally from the mcp-local-rag npm package. Needs 8 environment variables to run. | MCP server | 387 | A | — | — |
| 29 | lilbee-mcptobocop2/lilbeeSearch and manage the user's local lilbee knowledge base over MCP. Use whenever the user has indexed code, docs, PDFs, or web pages into lilbee and you need cited answers, or whenever they ask you to ingest content, swap models, or tune retrieval against their library. Every fact returned cites file and line.… | Skill | 51 | A | 95 | — |
| 30 | qdrantqdrant/skillsAgent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, edge, model migration, multitenancy, version upgrades, and SDK usage. | Plugin | 230 | A | — | — |
| 31 | mfs-ingestzilliztech/mfsRegister, update, or re-sync data sources for MFS so they become searchable — postgres / mysql / mongo / snowflake / bigquery, github / jira / linear / notion / hubspot / zendesk, slack / discord / gmail / feishu, s3 / gdrive / web / file. Use whenever the user wants to ADD a new data source to MFS, change an existing… | Skill | 136 | A | 196 | — |
| 32 | setup-open-indexDrDroidLab/open-indexInstall and configure Open Index as the read/write context layer for a domain-specialized agent. Use when setting up a legal, marketing, customer support, sales, infrastructure, or other domain agent with Open Index over MCP. | Skill | 106 | A | 48 | — |
| 33 | graph-engineeringcodejunkie99/graph-engineeringTeaches an agent graph engineering — both halves. Knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG/memory serving; distilled and translated from Southeast University's graduate Knowledge Graph course, npubird/KnowledgeGraphCourse, 4.4K stars) and task graphs (agent orchestration … | Skill | 480 | A | 152 | — |
| 34 | okfy0dust/OKFyUse when a user wants an agent to use docs through OKFy, set up or verify an OKFy MCP docs source, convert docs websites or local Markdown into OKF bundles, generate activation proof, or answer from an existing OKFy bundle/workspace. | Skill | 69 | A | 54 | — |
| 35 | basemindGoldziher/basemindFull AI context layer over MCP — tree-sitter code-map, document RAG (PDF/Office/HTML/email + OCR + reranker), shared agent memory, on-demand web crawl, git history + blame + per-symbol diff. 300+ languages, 10+ coding-agent harnesses, content-addressed Fjall + LanceDB. | Plugin | 98 | A | — | — |
| 36 | backlotbrekkylab/backlotEmulate an enterprise SaaS knowledge source over a corpus you supply, then wire a real client to it. | Plugin | 85 | A | — | — |
| 37 | pineconepinecone-io/pinecone-claude-code-pluginPinecone vector database integration. Streamline your Pinecone development with powerful tools for managing vector indexes, querying data, and rapid prototyping. Use slash commands like /quickstart to generate AGENTS.md files and initialize Python projects and /query to quickly explore indexes. Access the Pinecone MCP. | Plugin | 68 | A | — | — |
| 38 | hybrid-memoryclawdbrunner/openclaw-graphiti-memoryHybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph. Use for all memory recall requests. | Skill | 104 | A | 32 | — |
| 39 | convex-agentget-convex/agent-skillsAdd an AI agent / RAG backend (@convex-dev/agent) to the Convex app. | Skill | 53 | A | 25 | — |
| 40 | pageindex-mcpVectifyAI/pageindex-mcpReasoning-based RAG system for chatting with long PDFs. Supports local and online files. Runs locally from the @pageindex/mcp npm package. | MCP server | 383 | A | — | — |
| 41 | pdfmuxNameetP/pdfmuxSelf-healing PDF extraction for RAG — #2 of 8 engines on opendataloader-bench (0.903). Flags pages it can't read instead of dropping them, and certifies any extractor's output for silent drops. Verify signed manifests offline, free. Per-page confidence, 7-tool MCP server, LangChain/LlamaIndex loaders. LlamaParse… | MCP server | 82 | A | — | — |
| 42 | zero-to-ai-ragPavanMudigonda/zero-to-aiMCP server "zero-to-ai-rag" as configured in PavanMudigonda/zero-to-ai. Runs scripts/rag_mcp_server.py with python. | MCP server | 61 | A | — | — |
| 43 | context-enginemelonelish/context-engineTask-aware context compression for logs, RAG, and coding workflows. Runs locally from the melonelish-context-engine Python package. | MCP server | 353 | A | — | — |
| 44 | minirag-mcpsfrangulov/minirag-mcpLocal-first RAG MCP server: hybrid search over your documents, fully local. Runs locally from the minirag-mcp Python package. Needs 13 environment variables to run. | MCP server | 65 | A | — | — |
| 45 | cocoindexcocoindex-io/cocoindex-claudeComprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom functions, or operate flows via CLI or API. Covers building ETL workflows for AI data processing, including embedding documents into vector databases, building knowledge… | Skill | 79 | A | 72 | — |
| 46 | agent-skillsweaviate/agent-skillsWeaviate plugin for Claude Coding. | Plugin | 104 | A | — | — |
| 47 | clangd-graph-rag2015xli/clangd-graph-ragThis skill enables deep semantic and structural analysis of C/C++ codebases using a pre-built Neo4j GraphRAG. It provides insights into call chains, class hierarchies, macro causality, and type aliases. | Skill | 63 | A | 0 | — |
| 48 | supermlLeeroo-AI/supermlML engineering plugin: Give your AI coding agent ML engineering superpowers. | Plugin | 194 | A | — | — |
| 49 | TapestryNatsuFox/TapestryBundle-first Tapestry skill pack for crawling, organizing, and synthesizing web content into reusable feed and knowledge-base artifacts. | Plugin | 64 | A | — | — |
| 50 | rag-cliItMeDiaTech/rag-cliLocal RAG system with embedded Multi-Agent Framework for Claude Code plugin. | Plugin | 52 | A | — | — |
| 51 | code-graph-rag-mcper77/code-graph-rag-mcpMulti-agent LiteRAG MCP server for advanced code graph analysis. Runs locally from the @er77/code-graph-rag-mcp npm package. | MCP server | 121 | A | — | — |
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