"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:

• its-just-ui MCP Server

  its-just-ui

  A

  license

  B

  quality

  B

  maintenance

  Enables AI-powered generation, customization, and documentation of its-just-ui React components. Provides tools for component generation, theme management, form creation, responsive layouts, and accessibility guidance.

  Last updated 2025-08-12

  9

  11

  4

  MIT

• Agentic RAG MCP Server

  EimanTahir027

  A

  license

  -

  quality

  C

  maintenance

  A local Retrieval-Augmented Generation system that enables AI agents to query and retrieve information from document collections using ChromaDB vector search and Ollama LLMs through a FastAPI interface.

  Last updated 2026-04-22

  9

  MIT

• or-info

  jmtrs

  A

  license

  -

  quality

  B

  maintenance

  Enables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.

  Last updated 2026-05-22

  3,336

  1

  MIT

• Agentic RAG with MCP Server

  iflow-mcp

  F

  license

  -

  quality

  C

  maintenance

  The MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI and Gemini.

  Last updated 2025-11-28

• Agentic-AI-Planning-And

  cr21

  A

  license

  -

  quality

  D

  maintenance

  MCP server for step-by-step mathematical reasoning and planning, enabling AI agents to execute calculations and perform GUI actions like opening PowerPoint.

  Last updated 2025-04-18

  1

  Apache 2.0

• Code Understanding MCP Server

  codingthefuturewithai

  -

  license

  -

  quality

  -

  maintenance

  An MCP server that analyzes local or remote GitHub repositories, providing intelligent code context and structure to AI coding assistants.

  Last updated 2025-12-23

  13

• OWASP Agentic MCP

  CSOAI-ORG

  A

  license

  A

  quality

  B

  maintenance

  OWASP Agentic - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-31

  5

  MIT

• Agentic-Investor

  jon-fox

  F

  license

  A

  quality

  D

  maintenance

  Provides comprehensive financial analysis and real-time market data including stock information, options chains, technical indicators, financial statements, earnings calendars, and market sentiment indicators through integration with yfinance and other financial APIs.

  Last updated 2025-12-06

  14

• agentic-debugger

  iarmankhan

  A

  license

  A

  quality

  D

  maintenance

  An MCP (Model Context Protocol) server that enables interactive debugging with code instrumentation for AI coding assistants. Inspired by Cursor's debug mode.

  Last updated 2025-12-30

  7

  6

  1

  MIT

• agentic-platform

  andysalvo

  A

  license

  A

  quality

  B

  maintenance

  Score your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.

  Last updated 2026-05-19

  8

  1

  MIT

• Agentic AQUA

  jan3dev

  A

  license

  -

  quality

  B

  maintenance

  MCP server for managing Bitcoin, Liquid Network, and Lightning wallets through AI assistants, with unified seed support, secure encrypted storage, and both CLI and tool interfaces.

  Last updated 2026-06-10

  3

  MIT

• Agentic Workbench

  0ui-labs

  A

  license

  -

  quality

  C

  maintenance

  An MCP-based tool orchestrator that exposes a single execute_task tool to Claude while internally managing 100+ tools through hierarchical navigation with a cheaper LLM, preventing context overflow from loading all tool definitions.

  Last updated 2025-12-03

  MIT

• Agentic Vault

  AliProgrammin

  A

  license

  -

  quality

  B

  maintenance

  MCP server that lets AI agents call APIs without ever seeing the credentials, using a local encrypted vault and per-secret allowlist policies for HTTP requests and subprocess environment variables.

  Last updated 2026-04-26

  1

  AGPL 3.0

• agentic-vision

  fatihberkanteren

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  license

  -

  quality

  -

  maintenance

  Enables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations to a database.

  Last updated 2026-04-13

  1

• MCP Agentic RAG

  sandovalmedeiros

  F

  license

  -

  quality

  D

  maintenance

  Enables querying a vector database of machine learning FAQs and performing web searches using Bright Data proxies through Claude Desktop with structured agent prompts.

  Last updated 2025-11-18

• knowledge-rag

  lyonzin

  A

  license

  A

  quality

  B

  maintenance

  Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.

  Last updated 2026-06-09

  12

  91

  MIT

• agentic-task-system

  renezander030

  A

  license

  A

  quality

  B

  maintenance

  About Your task manager is the best agent memory you're not using. An agent-native context layer over your existing task app.

  Last updated 2026-06-08

  7

  1

  MIT

• agentic-detection-lookups

  detection-forge

  A

  license

  A

  quality

  B

  maintenance

  Machine-readable detection lookups for SIEM enrichment and AI agents. Query 800+ LOLBAS and GTFOBins binaries plus process parent-child baselines — get risk levels, abuse categories, and MITRE ATT\&CK mappings without embedding data in prompts.

  Last updated 2026-05-17

  6

  Apache 2.0

• Local RAG

  shinpr

  A

  license

  A

  quality

  B

  maintenance

  Privacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.

  Last updated 2026-06-07

  7

  1,877

  305

  MIT

• MCP Agentic Framework

  Piotr1215

  F

  license

  A

  quality

  F

  maintenance

  A communication framework that enables multiple AI agents to collaborate through asynchronous messaging, agent registration, and discovery. It facilitates complex task coordination and real-time discussion across distributed agent workflows using the Model Context Protocol.

  Last updated 2026-04-06

  9

  10