2,015 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.
Instructions file
Instructions for moneo/laravel-rag, covering context-mode — mandatory routing rules, blocked commands — do not attempt these, curl / wget — blocked, inline http — blocked and webfetch — blocked.
Skill Claude CodeCodex
Operate Milvus vector database with pymilvus Python SDK. Use when the user wants to connect to Milvus, create collections, insert vectors, perform similarity search, hybrid search, full-text search, manage indexes, partitions, databases, or RBAC via Python code.
Skill Claude CodeCodex
Guide for using qi, a local knowledge search CLI for macOS and Linux. Use this skill whenever the user asks about qi commands, indexing documents, searching a knowledge base, configuring providers (Ollama, OpenAI), understanding search modes (BM25, hybrid, vector), or anything related to the qi tool. Triggers on…
saskinosie/weaviate-claude-skills
Skill Claude CodeCodex
Search and retrieve data from local Weaviate using semantic search, filters, RAG, and hybrid queries.
Skill Claude CodeCodex
Design Astra DB Data API and vector-search backends for retrieval, metadata filtering, and LangChain-compatible stores.
Instructions file
Instructions for enowdev/enowx-rag, covering claude instructions for this project, setup command, mcp server config, always use rag memory and reference.
Skill Claude CodeCodex
Turn any folder of files (code, docs, papers, images, video) into a queryable knowledge graph with community detection, an honest audit trail, and three outputs: interactive HTML, GraphRAG-ready JSON, and a plain-language GRAPHREPORT.md. Use when asked to analyze a codebase, understand architecture, map dependencies…
MCP server Claude CodeCodexCursor +2
A code analysis and retrieval system that combines graph databases, vector search, and LLMs to understand and query codebases through natural language. Runs locally from the graphsense npm package.
MCP server Claude CodeCodexCursor +2
MCP server "rag-anything-mcp" as configured in jesse-merhi/rag-anything-mcp. Runs locally from the rag-anything-mcp Python package.
Instructions file
Instructions for nonatofabio/local_faiss_mcp, covering claude.md, project overview, architecture, key design principles and development commands.
Skill Claude CodeCodex
Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.
SichengLong26/deepresearch_agent_harness
Skill Claude CodeCodex
A research workflow that reuses verified GraphRAG research trails. GraphRAG combines graph-based connections between information with search to investigate questions and produce cited reports.
sanderkooger/mcp-server-ragdocs
MCP server Claude CodeCodexCursor +2
An MCP server for semantic documentation search and retrieval using vector databases to augment LLM capabilities. Runs locally from the @sanderkooger/mcp-server-ragdocs npm package.
codingthefuturewithai/rag-retriever
Command Claude Code
Interactive CLI command builder and context-sensitive help for RAG Retriever operations.
Plugin Claude Code
Bundles 5 skills, 2 commands, 4 hooks, 1 MCP server · 268 tokens together
The open retrieval layer for AI agents — indexes code, docs, data. Search via MCP.
Skill Claude CodeCodex
Compress images, long prompts, conversations, and RAG documents locally via Ollama before consuming LLM tokens. Reduces token usage by 80% on images and 85% on text. Use proactively when: the user uploads images, processes long context, works with multiple RAG sources, or when approaching token limits.
Instructions file
Claude Code instructions for yilane/rag-project-icd10, covering claude.md, project overview, core technologies, development commands and environment setup.
stat-guy/retrieval-augmented-thinking
Instructions file
Instructions for stat-guy/retrieval-augmented-thinking, covering rat (retrieval augmented thinking) mcp tool, tool name, description, installation and simple 3-step process.
pinecone-io/gemini-cli-extension
Skill Claude CodeCodex
Overview of all available Pinecone skills and what a user needs to get started. Invoke when a user asks what skills are available, how to get started with Pinecone, or what they need to set up before using any Pinecone skill.
Agent
Two retrieval backends: a lexical index built at compile time that needs no account, and Cloudflare AI Search for hybrid semantic search when you want it.
Instructions file
Instructions for geckse/markdown-vdb, covering markdown vdb, architecture, project structure, core design decisions and key conventions.
swizardlv/openclaw_openviking_skill
Skill Claude CodeCodex
Semantic search, context management, and document indexing via OpenViking. Use when the user asks to: index/import documents or files into a knowledge base, perform semantic search across indexed content, browse or explore indexed resources, get summaries/overviews of indexed documents, manage an OpenViking instance…
get-zeked/ai-agent-super-skill
Skill Claude CodeCodex
Comprehensive AI agent building skill merging Perplexity Computer's skill creation, webserver, and automation capabilities with Claude Code's agent orchestration, MCP server building, RAG system construction, subagent coordination, parallel agent dispatching, prompt optimization, and execution planning. Covers…
Skill Claude CodeCodex
A document question-answering setup that finds relevant passages in your files and uses a language model to generate answers. It accepts PDF, DOCX, TXT, and Markdown files, and can store searchable document collections.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: