"Integrating Confluence with AI Features like Search and Summarization" matching MCP servers:

• MCP-summarization-functions

  Braffolk

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  security

  A

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  Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

  Last updated 2025-06-15

  15

  37

  MIT

• Advanced MCP Features

  epicweb-dev

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  security

  F

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  A workshop repository teaching advanced Model Context Protocol features for building AI-connected apps with deeper integration capabilities.

  Last updated 2026-04-13

  48

• AI Agent with MCP

  moises-paschoalick

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  security

  F

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  Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

  Last updated 2025-06-27

  9

  2

• Confluence MCP Server

  masna-ai

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  security

  F

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  A server that enables AI models to interact with Confluence Data Center through REST API, providing operations like searching, reading, creating, updating, and deleting pages.

  Last updated 2025-07-09

  3

• Confluence MCP

  cosmix

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  A Model Context Protocol server that enables AI assistants to interact with Confluence content, supporting operations like retrieving, searching, creating, and updating pages and spaces.

  Last updated 2025-07-29

  9

  11

  MIT

• Confluence MCP Server

  Simon006

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  security

  F

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  Enables AI models to interact with Confluence knowledge bases by searching, reading, and creating pages through the Confluence REST API. It provides a suite of tools for space management, document retrieval, and content creation, including a mock mode for local testing.

  Last updated 2026-03-10

• Confluence Communication

  KS-GEN-AI

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  security

  A

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  B

  quality

  Enables querying and retrieving content from Confluence through CQL searches and page content fetching, allowing Claude to seamlessly access information stored in Confluence workspaces.

  Last updated 2025-05-12

  3

  13

  MIT

• Confluence MCP Server

  Dsazz

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  Enables integration with Atlassian Confluence to browse spaces, search content using CQL, and manage pages directly from MCP-compatible applications. It automatically converts Confluence storage formats into markdown for seamless interaction with AI-driven editors and tools.

  Last updated 2026-02-25

  76

  1

  MIT

• Confluence MCP Server

  manateeit

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  F

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  Enables AI assistants to interact with Confluence by converting Markdown documents to professionally styled Confluence pages with Mermaid diagram support.

  Last updated 2025-06-11

  1

• Confluence MCP Server

  Olson3R

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  A Model Context Protocol server that provides secure access to Atlassian Confluence, allowing users to search, create, update, and manage Confluence pages and spaces through natural language commands.

  Last updated 2025-06-25

  10

  2

• Google AI Search MCP

  shariqriazz

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  Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.

  Last updated 2025-06-19

  3

  1

  MIT

• Confluence MCP Server

  OnClickListener2048

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  security

  F

  license

  A

  quality

  Enables reading and analyzing Confluence documentation content through the Confluence REST API. Supports extracting and converting text, tables, code blocks, and images from Confluence pages for Q\&A and analysis.

  Last updated 2026-04-19

  6

• Confluence MCP Server

  cheesecrust

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  security

  F

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  Enables page search and retrieval from Confluence using the Model Context Protocol. It allows users to search documents via CQL and fetch page content as text for use within Claude.

  Last updated 2026-02-05

  2

  1

• Confluence MCP Server

  anu-june

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  Enables AI assistants to interact with Atlassian Confluence Cloud by providing tools to create, update, search, and delete pages. It facilitates seamless content management within Confluence spaces using Markdown and the Confluence REST API.

  Last updated 2025-12-12

  6

  MIT

• mcp-confluence

  mouhamadalmounayar

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  security

  A

  license

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  quality

  A model context server that provides prompts that can be used as slash commands for clients like Zed Editor, in order to add page contents as context to the AI assistant.

  Last updated 2025-01-24

  196

  11

  MIT

• Confluence MCP Server

  alirezarezvani

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  A server that integrates Confluence with Claude Desktop and other AI assistants, enabling natural language interactions with your Confluence documentation.

  Last updated 2025-06-03

  346

  4

  MIT

• Confluence MCP Server

  ronnysuero

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  A server that allows Cursor AI to access and search through Confluence documentation as a context source.

  Last updated 2025-07-26

• MCP Confluence Server

  enjoyzl

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  security

  F

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  Enables interaction with Confluence to manage spaces, pages, and comments with support for Markdown conversion and CQL-based search. It includes advanced features for exporting Confluence content to structured Markdown files and provides optimized tools for page and comment administration.

  Last updated 2025-11-11

  3

• Confluence MCP Server

  MahithChigurupati

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  F

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  A FastMCP-based server that provides seamless integration with the Confluence REST API for managing spaces, pages, and content search. It enables programmatic access to Confluence data, including CQL searches and space navigation through natural language.

  Last updated 2025-05-26

  3

• Confluence Node MCP Server

  caijohnny

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  Enables AI assistants to create, update, delete, and search Confluence pages directly through natural language commands in Cursor, with support for space management and page history.

  Last updated 2026-03-17

  17

  2

• Confluence MCP Server

  aaronsb

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  F

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  Enables AI assistants to interact with Confluence Cloud for managing spaces, pages, and content via the Model Context Protocol (MCP).

  Last updated 2025-07-31

  11

  15

• Brave Search With Proxy

  kwp-lab

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  security

  A

  license

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  quality

  Brave Search With Proxy

  Last updated 2025-05-11

  2

  6

  2

  JavaScript

  MIT

• MCP Jira & Confluence Server

  akhilthomas236

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  security

  F

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  A Model Context Protocol server that integrates with Atlassian's Jira and Confluence, enabling AI assistants to interact with these tools directly through features like issue management, page creation, and content search.

  Last updated 2025-07-30

• confluence-mcp

  zereight

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  security

  F

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  jira, wiki mcp

  Last updated 2025-10-02

  119

  28

• Confluence MCP Server

  OkYongChoi

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  security

  F

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  quality

  Bridges Confluence Wiki with Large Language Models, allowing them to search, read, and explore content through automated HTML-to-Markdown conversion. It supports both local stdio and containerized HTTP/SSE transport modes for flexible deployment.

  Last updated 2026-01-14

  3

• MCP CSV Analysis with Gemini

  falahgs

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  license

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  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• awesome-confluence-mcp

  mazhar480

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  security

  A

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  🚀 Token-efficient MCP server for Confluence. Reduces LLM costs by 76% via Markdown conversion. Supports listing, searching, and fetching pages.

  Last updated 2026-02-11

  3

  1

  MIT

• MCP Remote with Adobe and Okta

  adobe-rnd

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  security

  A

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  quality

  A wrapper for mcp-remote that provides secure authentication for protected MCP servers using Adobe IMS or Okta OAuth flows. It features automated token management, validation, and background refreshing for seamless access to remote resources.

  Last updated 2025-07-25

  7

  2

  MIT

• Confluence MCP Server

  minhoyooDEV

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  security

  F

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  A Model Context Protocol server for accessing Confluence API using Personal Access Tokens, enabling users to retrieve space lists, view pages, create new pages, and update existing content.

  Last updated 2025-03-31

  346

  1

• Atlassian Confluence MCP

  aashari

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  security

  F

  license

  A

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  A Model Context Protocol server that enables AI assistants like Claude to access and search Atlassian Confluence content, allowing integration with your organization's knowledge base.

  Last updated 2026-02-22

  5

  2,441

  50

• Confluence Knowledge Base MCP

  marcciosilva

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  security

  F

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  Turns Confluence documentation into an AI-powered knowledge base, enabling natural language questions about your systems with answers retrieved from your actual documentation through semantic search.

  Last updated 2025-11-11

• Jira & Confluence MCP Server

  katsuhirohonda

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  security

  F

  license

  A

  quality

  Enables interaction with Jira and Confluence APIs to search, create, and manage issues, pages, comments, and attachments across both Atlassian platforms.

  Last updated 2025-06-17

  7

• With-MCP

  janwilmake

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  security

  A

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  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  3

  34

  MIT

• Higress AI-Search MCP Server

  cr7258

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  security

  A

  license

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  quality

  A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.

  Last updated 2025-05-06

  5

  Apache 2.0

• Agentic AI System with MCP

  pratyush-usc-mba

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  security

  F

  license

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  quality

  Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

  Last updated 2025-09-20

• MCP Server with LangChain and

  durgeshmca

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  security

  F

  license

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  quality

  A multi-tool AI assistant system that uses Model Context Protocol to connect language models with various tools, including math calculations and weather information.

  Last updated 2025-06-26

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  C

  quality

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT

• Confluence Wiki MCP Server

  WindieChai

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  security

  A

  license

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  quality

  Enables VSCode/Cursor to integrate with Confluence Wiki, allowing AI models to access and process wiki content by fetching pages and converting them to Markdown format.

  Last updated 2025-02-28

  6

  MIT
• 

  Confluence MCP Server by CDataofficial

  CDataSoftware

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  A

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  Confluence MCP Server by CData

  Last updated 2025-10-18

  1

  MIT
• 

  Bitrefill Search and Shopofficial

  bitrefill

  A

  security

  A

  license

  A

  quality

  This MCP wraps Bitrefill public API to allow agents to search for products and shop using cryptocurrencies like Bitcoin, Ethereum, Solana, and many more.

  Last updated 2025-12-12

  4

  55

  7

  MIT

• Azure AI Search MCP Server

  farzad528

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  security

  F

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  quality

  Integrates Claude Desktop with Azure AI Search, allowing users to query search indexes using keyword, vector, or hybrid search methods.

  Last updated 2025-03-18

  53

• MCP Server for Vertex AI

  ubie-oss

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  security

  A

  license

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  quality

  A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.

  Last updated 2026-04-01

  35

  Apache 2.0

• Confluence-Based Code Review

  nakada-memo

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  security

  F

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  quality

  An MCP server that performs code reviews by comparing local source code against design documents stored in Confluence. It integrates with Atlassian MCP servers to analyze documentation and provide suggestions for quality improvement based on design specifications.

  Last updated 2025-08-30
• 

  baidu-ai-searchofficial

  baidubce

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  security

  A

  license

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  quality

  Search web using baidu with AI.

  Last updated 2026-03-19

  577

  Apache 2.0

• Model Context Protocol Server

  arkeodev

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  security

  A

  license

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  quality

  Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

  Last updated 2025-04-27

  2

  MIT

• MCP RAG with ChromaDB

  CyprianFusi

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  security

  A

  license

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  quality

  Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.

  Last updated 2025-12-07

  MIT

• Agentic AI with MCP

  dev484p

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  security

  F

  license

  B

  quality

  A Model Context Protocol server that enhances LLM capabilities by connecting to Wikipedia, internet search (Tavily), and financial data (Yahoo Finance) tools, enabling contextual responses to user queries.

  Last updated 2025-04-25

  3

• Divide and Conquer MCP Server

  landicefu

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  security

  A

  license

  B

  quality

  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated 2025-06-26

  15

  45

  7

  MIT
• 

  Log Analyzer with MCPofficial

  awslabs

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  security

  A

  license

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  quality

  A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.

  Last updated 2026-04-15

  156

  Apache 2.0

• Jina AI MCP Server

  Sheshiyer

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  security

  A

  license

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  quality

  Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.

  Last updated 2025-01-08

  5

  MIT