2,695 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.
MCP server Claude CodeCodexCursor +2
Academic paper knowledge-base MCP tool with ingest, retrieval and chat over your document corpus. Runs locally from the scholar-rag-mcp Python package. Needs 4 environment variables to run.
maddataanalyst/knowledge-graph-extract
Plugin Claude Code
Bundles 1 skill · 64 tokens together
Extract knowledge graphs (subject-relation-object triplets) from document folders, with schema enforcement, resumable chunked extraction, and Cypher generation for Neo4j/Memgraph.
Pavel-Kravchenko/Bioinformatics
Skill Claude CodeCodex
ColPali-style Vision RAG: embed rendered PDF pages, retrieve via ColBERT MaxSim, feed top-k pages to Qwen2-VL, no OCR. Use for PDF/document QA over figures and tables, multimodal retrieval, or Recall@k/MRR eval.
topprismdata/cultivating-ml-agent
Skill Claude CodeCodex
A guide for running Kaggle competitions, an online platform where people build models against shared datasets, and organizing research in a searchable NotebookLM knowledge base.
DefaultHQ/build-support-agent-skill
Skill Claude CodeCodex
Plan and build a production customer-support agent — a RAG product-Q&A bot that drafts replies, posts them for human review, and graduates to controlled autonomy. Use when someone wants to build an in-house support agent, a Slack-native or support-platform AI bot, a ticket-answering / customer-Q&A agent, or wants to…
Plugin Claude Code
Bundles 1 skill, 1 command, 4 hooks · 59 tokens together
Local semantic search plugin for Claude Code — indexes your repository and exposes hybrid vector+BM25 search via MCP, slash commands, and grep interception.
Skill Claude CodeCodex
Run the retrieval regression gate against the current repo state and report whether a recent change helped, hurt, or held steady.
nananaman/DuckDB-RAG-MCP-Sample
Instructions file
Instructions for nananaman/DuckDB-RAG-MCP-Sample, covering claude.md, communication guidelines, commands, code style guidelines and project structure.
Cursor rule
Greedy token — MCP greedy-token before Grep/Shell.
RonasIT/open-webui-mcp-server-python
MCP server Claude CodeCodexCursor +2
MCP server "open-webui-knowledge-mcp-server" as configured in RonasIT/open-webui-mcp-server-python. Runs locally from the open-webui-knowledge-mcp-server Python package.
AlaeddineMessadi/gemini-embedding-2-mcp-server
MCP server Claude CodeCodexCursor +2
MCP server "gemini-embedding-2-mcp-server" as configured in AlaeddineMessadi/gemini-embedding-2-mcp-server. Runs locally from the gemini-embedding-2-mcp-server Python package.
Instructions file
Instructions for supavec/mcp-server, covering claude.md, project overview, commands, build & development and build the project (compiles typescript to build/ directory).
MCP server Claude CodeCodexCursor +2
Universal knowledge base with Qdrant for Claude Code integration. Runs locally from the claude-kb Python package.
MCP server Claude CodeCodexCursor +2
MCP Server for Dify Knowledge Base integration. Runs locally from the dify-doc-mcp-server npm package.
wrediam/better-qdrant-mcp-server
MCP server Claude CodeCodexCursor +2
MCP server for enhanced Qdrant vector database functionality. Runs locally from the better-qdrant-mcp-server npm package.
Instructions file CodexOpenCode
AGENTS.md instructions for tonydzi/sqlite-graph-memory, covering agents.md — working in this repo, what this repo is, stack and layout, how to verify a change and conventions.
MCP server Claude CodeCodexCursor +2
Local-only Node.js CLI + MCP server for ingesting Markdown docs and exposing retrieval tools. Runs locally from the @jaxsonwang/docs-mcp npm package.
Plugin Claude Code
Bundles 22 skills, 2 commands · 1,067 tokens together
Manage Zilliz Cloud clusters and Milvus vector databases from Claude Code using the zilliz-cli.
Instructions file
Claude Code instructions for fa-ina-tic/memvid-rag, covering claude code context, project structure, technology stack, key commands and development notes.
Instructions file
Claude Code instructions for punt-labs/quarry, covering quarry, mandatory reading, architecture, how a query works and how ingestion works.
Cursor rule Cursor
Use for RAG app design, document copilots, vector-search chatbots, ingestion pipelines, source-grounded QA, retrieval evaluation, citations, OCR, reranking, GraphRAG, agentic RAG, multimodal RAG, structured-data RAG, AWS/Azure/local deployment, or production RAG architecture.
wang-junjian/ragflow-mcp-server
MCP server Claude CodeCodexCursor +2
RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs. Runs locally from the ragflow-mcp-server Python package.
MCP server Claude CodeCodexCursor +2
MCP server for managing AI-friendly document collections — convert PDFs, split by chapter, index for chat projects. Runs locally from the docshelf-mcp Python package.
coeusyk/personal-notes-assistant
Instructions file
Instructions for coeusyk/personal-notes-assistant, covering personal-notes-assistant, architecture, adding a tool, milvus notes (non-obvious, bit people twice already) and running / testing locally.
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: