awesome-mcp-zh

MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients
https://github.com/yzfly/awesome-mcp-zh

Last synced: 5 days ago
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MCP 客户端
MCP 服务器精选列表
- 🌐 浏览器自动化与网页交互
  - modelcontextprotocol/server-puppeteer
  - apify/actors-mcp-server
  - Firecrawl
  - Oxylabs
  - Hyperbrowser
  - modelcontextprotocol/server-fetch
  - RAG Web Browser
  - scrapling-fetch
  - jae-jae/fetcher-mcp
  - ScreenshotOne
  - automatalabs/mcp-server-playwright
  - blackwhite084/playwright-plus-python-mcp
  - browsermcp/mcp
  - co-browser/browser-use-mcp-server - use 打包为带 SSE 传输的 MCP 服务器，含 Dockerfile。 | 社区实现, Python 开发 🐍. |
  - executeautomation/playwright-mcp-server
  - eyalzh/browser-control-mcp
  - getrupt/ashra-mcp
  - kimtth/mcp-aoai-web-browsing
  - ndthanhdev/mcp-browser-kit
  - ryoppippi/sitemcp
  - 34892002/bilibili-mcp-js
  - browserbase/mcp-server-browserbase
  - microsoft/playwright-mcp
- 🔍 搜索
  - tinyfish-io/agentql-mcp
  - Brave Search
  - Tavily
  - Perplexity
  - Kagi Search
  - Search1API
  - Google Custom Search
  - Bing Web Search API
  - mcp-local-rag
  - vectorize-io/vectorize-mcp-server
  - zoomeye-ai/mcp_zoomeye
  - 0xdaef0f/job-searchoor
  - ac3xx/mcp-servers-kagi
  - andybrandt/mcp-simple-arxiv
  - andybrandt/mcp-simple-pubmed
  - angheljf/nyt
  - Bigsy/Clojars-MCP-Server
  - blazickjp/arxiv-mcp-server
  - chanmeng/google-news-mcp-server
  - ConechoAI/openai-websearch-mcp
  - devflowinc/trieve
  - Dumpling-AI/mcp-server-dumplingai
  - erithwik/mcp-hn
  - genomoncology/biomcp
  - hellokaton/unsplash-mcp-server
  - Ihor-Sokoliuk/MCP-SearXNG
  - isnow890/naver-search-mcp
  - mzxrai/mcp-webresearch
  - nickclyde/duckduckgo-mcp-server
  - pskill9/web-search
  - takashiishida/arxiv-latex-mcp
  - reading-plus-ai/mcp-server-deep-research
  - SecretiveShell/MCP-searxng
  - the0807/GeekNews-MCP-Server
  - Tomatio13/mcp-server-tavily
  - zhsama/duckduckgo-mcp-server
  - Exa
- 💻 开发与代码执行
  - E2B
  - JetBrains
  - code-executor
  - code-sandbox-mcp
  - ForeverVM
  - Riza
  - ZenML
  - vivekVells/mcp-pandoc
  - pydantic/pydantic-ai/mcp-run-python
  - JetBrains IDE Proxy
  - yepcode/mcp-server-js
  - oraios/serena
  - ezyang/codemcp
  - maxim-saplin/mcp_safe_local_python_executor
  - tumf/mcp-text-editor
  - VSCode Devtools
  - xzq.xu/jvm-mcp-server
  - yWorks/mcp-typescribe
  - zcaceres/fetch-mcp
  - idosal/git-mcp
  - tgeselle/bugsnag-mcp
  - jordandalton/restcsv-mcp-server
  - jjsantos01/jupyter-notebook-mcp
  - pydantic/pydantic-ai/mcp-run-python
  - admica/FileScopeMCP
  - yzfly/mcp-python-interpreter
- 🖥️ 命令行与 Shell 交互
  - iTerm MCP
  - Windows CLI
  - g0t4/mcp-server-commands
  - MladenSU/cli-mcp-server
  - OthmaneBlial/term_mcp_deepseek
  - tumf/mcp-shell-server
  - wonderwhy-er/DesktopCommanderMCP
- 🔄 版本控制 (Git / GitHub / GitLab)
  - github/github-mcp-server
  - modelcontextprotocol/server-git
  - modelcontextprotocol/server-gitlab
  - Gitee
  - Github Actions
  - gitea/gitea-mcp
  - modelcontextprotocol/server-github
  - adhikasp/mcp-git-ingest
  - ddukbg/github-enterprise-mcp
  - kopfrechner/gitlab-mr-mcp
  - Tiberriver256/mcp-server-azure-devops
- 🗄️ 数据库交互
  - Chroma
  - Aiven
  - Milvus
  - MotherDuck
  - Neon
  - Qdrant
  - SingleStore
  - StarRocks
  - Tinybird
  - modelcontextprotocol/server-redis
  - modelcontextprotocol/server-sqlite
  - BigQuery (by LucasHild)
  - designcomputer/mysql_mcp_server
  - niledatabase/nile-mcp-server - 使用 LLM 管理和查询 Postgres 数据库、租户、用户、认证。 | 官方实现 (Nile) 🎖️, Python 开发, Nile PG 平台管理。 |
  - supabase-community/supabase-mcp
  - confluentinc/mcp-confluent
  - googleapis/genai-toolbox
  - Dataring-engineering/mcp-server-trino
  - edwinbernadus/nocodb-mcp-server
  - weaviate/mcp-server-weaviate
  - modelcontextprotocol/server-postgres
  - alexanderzuev/supabase-mcp-server
  - aliyun/alibabacloud-tablestore-mcp-server
  - benborla29/mcp-server-mysql
  - c4pt0r/mcp-server-tidb
  - Canner/wren-engine
  - centralmind/gateway
  - cr7258/elasticsearch-mcp-server
  - ergut/mcp-bigquery-server
  - f4ww4z/mcp-mysql-server
  - FreePeak/db-mcp-server
  - furey/mongodb-lens
  - gannonh/firebase-mcp
  - get-convex/convex-backend - convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) |
  - hannesrudolph/sqlite-explorer-fastmcp-mcp-server
  - idoru/influxdb-mcp-server
  - KashiwaByte/vikingdb-mcp-server
  - kiliczsh/mcp-mongo-server
  - ktanaka101/mcp-server-duckdb
  - isaacwasserman/mcp-snowflake-server
  - joshuarileydev/supabase-mcp-server
  - jovezhong/mcp-timeplus
  - mcp-server-jdbc
  - memgraph/mcp-memgraph - 包括对 Memgraph 执行查询和模式资源的工具。 | 官方实现 (Memgraph) 🎖️, Python 开发 🐍, 本地运行 🏠, Memgraph 集成。 |
  - openlink/mcp-server-odbc
  - openlink/mcp-server-sqlalchemy
  - pab1it0/adx-mcp-server
  - pab1it0/prometheus-mcp-server
  - QuantGeekDev/mongo-mcp
  - rashidazarang/airtable-mcp
  - runekaagaard/mcp-alchemy
  - Zhwt/go-mcp-mysql
  - sirmews/mcp-pinecone
  - TheRaLabs/legion-mcp
  - tradercjz/dolphindb-mcp-server
  - XGenerationLab/xiyan_mcp_server - to-SQL LLM 驱动。 | 社区实现, TypeScript 开发 📇, 云服务 ☁️, 自然语言转 SQL 查询 (XiyanSQL)。 |
  - xing5/mcp-google-sheets
  - ClickHouse/mcp-clickhouse
- ☁️ 云平台与服务集成 (AWS, Cloudflare, Azure, K8s, etc.)
  - AWS KB Retrieval
  - AWS Resources Operations
  - Kubernetes and OpenShift
  - VolcEngine TOS
  - AWS S3
  - alexbakers/mcp-ipfs
  - alexei-led/k8s-mcp-server
  - bright8192/esxi-mcp-server
  - johnneerdael/netskope-mcp
  - flux159/mcp-server-kubernetes
  - hardik-id/azure-resource-graph-mcp-server
  - jdubois/azure-cli-mcp
  - Kubernetes (Go)
  - nwiizo/tfmcp
  - Pulumi
  - rohitg00/kubectl-mcp-server
  - silenceper/mcp-k8s
  - thunderboltsid/mcp-nutanix
  - weibaohui/k8m
  - weibaohui/kom
  - wenhuwang/mcp-k8s-eye
  - erikhoward/adls-mcp-server
  - Cloudflare
  - alexei-led/aws-mcp-server
- 💬 通讯与协作 (Slack, Email, Calendar, Social, etc.)
  - Inbox Zero
  - gotoHuman
  - Discord (by v-3)
  - LINE
  - agentmail-toolkit/mcp
  - InditexTech/mcp-teams-server
  - modelcontextprotocol/server-bluesky
  - modelcontextprotocol/server-slack
  - softeria/ms-365-mcp-server
  - AbdelStark/nostr-mcp
  - adhikasp/mcp-twikit
  - arpitbatra123/mcp-googletasks
  - carterlasalle/mac_messages_mcp
  - chaindead/telegram-mcp
  - ClaudePost
  - gotoolkits/wecombot
  - Gmail
  - Gmail Headless
  - Google Calendar (by v-3)
  - hannesrudolph/imessage-query-fastmcp-mcp-server
  - takumi0706/google-calendar-mcp
  - teddyzxcv/ntfy-mcp
  - jagan-shanmugam/mattermost-mcp-host
  - lharries/whatsapp-mcp
  - MarkusPfundstein/mcp-gsuite
  - Apple Calendar
  - Telegram
  - userad/didlogic_mcp
  - X (Twitter) (by vidhupv)
  - Google Tasks (by zcaceres)
- 💰 金融与加密货币
  - Stripe
  - Chargebee
  - Financial Datasets
  - narumiruna/yfinance-mcp
  - AlphaVantage
  - Thirdweb
  - Bankless Onchain
  - EVM MCP Server
  - Bsc-mcp
  - Solana Agent Kit
  - base/base-mcp
  - codex-data/codex-mcp
  - coinpaprika/dexpaprika-mcp
  - anjor/coinmarket-mcp-server
  - berlinbra/alpha-vantage-mcp
  - bitteprotocol/mcp
  - ferdousbhai/investor-agent
  - ferdousbhai/tasty-agent
  - getalby/nwc-mcp-server
  - intentos-labs/beeper-mcp
  - janswist/mcp-dexscreener
  - kukapay/crypto-feargreed-mcp
  - kukapay/cryptopanic-mcp-server
  - kukapay/crypto-indicators-mcp
  - kukapay/crypto-portfolio-mcp
  - kukapay/crypto-sentiment-mcp
  - kukapay/dune-analytics-mcp
  - kukapay/freqtrade-mcp
  - kukapay/jupiter-mcp
  - kukapay/pancakeswap-poolspy-mcp
  - kukapay/rug-check-mcp
  - kukapay/thegraph-mcp
  - kukapay/token-minter-mcp - 20 代币工具的 MCP 服务器。 | 社区实现, Python 开发 🐍, 云服务 ☁️, 多链 ERC-20 铸造。 |
  - kukapay/token-revoke-mcp - 20 代币授权的 MCP 服务器。 | 社区实现, Python 开发 🐍, 云服务 ☁️, 多链 ERC-20 授权管理。 |
  - kukapay/uniswap-poolspy-mcp
  - kukapay/uniswap-trader-mcp
  - kukapay/whale-tracker-mcp
  - laukikk/alpaca-mcp
  - longportapp/openapi
  - mcpdotdirect/starknet-mcp-server
  - pwh-pwh/coin-mcp-server
  - minhyeoky/mcp-server-ledger - cli 集成，用于管理金融交易和生成报告。 | 社区实现, Python 开发 🐍, 本地运行 🏠, ledger-cli 记账。 |
  - openMF/mcp-mifosx
  - QuantGeekDev/coincap-mcp
  - SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop
  - SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop
- 📁 文件系统与存储
  - modelcontextprotocol/server-filesystem
  - Box
  - Golang Filesystem Server
  - calclavia/mcp-obsidian
  - Fireproof
  - microsoft/markitdown - 一个将多种文件格式（本地或远程）转换为 Markdown 以供 LLM 使用的库。 | 官方实现 (Microsoft) 🎖️, Python 开发 🐍, 本地运行 🏠, 文件转 Markdown。 |
  - exoticknight/mcp-file-merger
  - filesystem@quarkiverse/quarkus-mcp-servers
  - Xuanwo/mcp-server-opendal
  - modelcontextprotocol/server-filesystem
  - modelcontextprotocol/server-google-drive
  - cyberchitta/llm-context.py
  - hmk/box-mcp-server
  - Everything Search (mamertofabian)
- 📊 数据分析、处理与可视化
  - yzfly/mcp-excel-server
  - Axiom
  - Comet Opik
  - Keboola
  - Excel (by haris-musa)
  - Data Exploration
  - Dataset Viewer
  - QuickChart
  - Mindmap
  - JSON
  - flowcore/mcp-flowcore-platform
  - GreptimeDB
  - JordiNei/mcp-databricks-server
  - jwaxman19/qlik-mcp
  - ChronulusAI/chronulus-mcp
  - Vega-Lite - Lite 格式和渲染器从获取的数据生成可视化图表。 | 社区实现, Python 开发 🐍, 本地运行 🏠, 数据可视化生成。 |
  - zcaceres/markdownify-mcp
- 🛠️ 效率工具与集成 (Office, Project Management, etc.)
  - PipedreamHQ/pipedream
- 🛠️ 效率工具与集成 (Office, Project Management, Notes, etc.)
  - Make
  - Fibery
  - Dart
  - PipedreamHQ/pipedream
  - Rember
  - Zapier
  - Airtable (by domdomegg)
  - akseyh/bear-mcp-server
  - awwaiid/mcp-server-taskwarrior
  - Badhansen/notion-mcp
  - bart6114/my-bear-mcp-server
  - danhilse/notion_mcp
  - evalstate/mcp-miro
  - fradser/mcp-server-apple-reminders
  - hiromitsusasaki/raindrop-io-mcp-server
  - hmk/attio-mcp-server
  - ivo-toby/contentful-mcp
  - kelvin6365/plane-mcp-server
  - k-jarzyna/mcp-miro
  - kj455/mcp-kibela
  - KS-GEN-AI/confluence-mcp-server
  - KS-GEN-AI/jira-mcp-server
  - lciesielski/mcp-salesforce
  - Linear (by jerhadf)
  - MarkusPfundstein/mcp-obsidian
  - Notion (by v-3)
  - recursechat/mcp-server-apple-shortcuts
  - suekou/mcp-notion-server
  - tacticlaunch/mcp-linear
  - Todoist
  - roychri/mcp-server-asana
  - Home Assistant (by tevonsb)
  - sirmews/apple-notes-mcp
  - sooperset/mcp-atlassian
  - allenporter/mcp-server-home-assistant
  - yuna0x0/hackmd-mcp
- multimedia 多媒体与内容创作
  - abhiemj/manim-mcp-server
  - burningion/video-editing-mcp
  - EverArt
  - ElevenLabs
  - Image Generation
  - Replicate
  - YouTube
  - Amazon Bedrock Nova Canvas
  - apinetwork/piapi-mcp-server
  - awkoy/replicate-flux-mcp
  - diivi/aseprite-mcp
  - InhiblabCore/mcp-image-compression
  - j3k0/speech.sh
  - kimtaeyoon83/mcp-server-youtube-transcript
  - samuelgursky/davinci-resolve-mcp
  - anaisbetts/mcp-youtube
- 🧠 知识、记忆与 RAG
  - modelcontextprotocol/server-memory
  - Needle
  - Inkeep
  - Graphlit
  - Basic Memory
  - cognee-mcp
  - Minima
  - Rememberizer AI
  - pinecone-io/assistant-mcp
  - CheMiguel23/MemoryMesh
  - entanglr/zettelkasten-mcp
  - hannesrudolph/mcp-ragdocs
  - kaliaboi/mcp-zotero
  - mcp-summarizer
  - topoteretes/cognee - mcp 的开发分支) | 社区实现, TypeScript 开发 📇, 本地运行 🏠, GraphRAG 记忆 (更通用)。 |
  - unibaseio/membase-mcp
  - mem0ai/mem0-mcp
- 🔒 安全与分析
  - Semgrep
  - OpenCTI
  - Whois MCP
  - BICScan
  - atomicchonk/roadrecon_mcp_server
  - BurtTheCoder/mcp-dnstwist
  - BurtTheCoder/mcp-maigret
  - BurtTheCoder/mcp-shodan
  - BurtTheCoder/mcp-virustotal
  - fosdickio/binary_ninja_mcp
  - fr0gger/MCP_Security
  - Gaffx/volatility-mcp
  - heurist-network/heurist-mesh-mcp-server
  - mrexodia/ida-pro-mcp
  - nickpending/mcp-recon
  - qianniuspace/mcp-security-audit
  - rad-security/mcp-server
  - roadwy/cve-search_mcp - Search API 的 MCP 服务器。提供全面访问 CVE-Search，浏览供应商/产品、按 ID 获取 CVE、获取最新 CVE。 | 社区实现, Python 开发 🐍, 本地运行 🏠, CVE 漏洞信息查询 (CVE-Search)。 |
  - sapientpants/deepsource-mcp-server
  - sapientpants/sonarqube-mcp-server
  - securityfortech/secops-mcp
  - 13bm/GhidraMCP
- 🛠️ 其他实用工具与集成
  - AgentRPC
  - APIMatic MCP
  - IBM wxflows
  - Langfuse Prompt Management
  - UnifAI
  - VeyraX
  - Calculator
  - Time
  - Sequential Thinking
  - OpenAPI AnyApi
  - OpenAPI Schema
  - GraphQL Schema
  - modelcontextprotocol/server-everything
  - julien040/anyquery
  - MetaMCP
  - OpenMCP - mcp.org](https://open-mcp.org)。 | 社区实现, TypeScript 开发 📇, 本地运行 🏠, 跨平台 🍎🪟🐧, Web API 转 MCP 服务器。 |
  - VeriTeknik/pluggedin-mcp-proxy
  - AbdelStark/bitcoin-mcp
  - amidabuddha/unichat-mcp-server
  - anaisbetts/mcp-installer
  - andybrandt/mcp-simple-openai-assistant
  - andybrandt/mcp-simple-timeserver
  - automation-ai-labs/mcp-link
  - baba786/phabricator-mcp-server
  - billster45/mcp-chatgpt-responses
  - blurrah/mcp-graphql
  - chrishayuk/mcp-cli
  - gotoolkits/DifyWorkflow
  - evalstate/mcp-hfspace
  - future-audiences/wikimedia-enterprise-model-context-protocol
  - jagan-shanmugam/climatiq-mcp-server
  - joshuarileydev/mac-apps-launcher-mcp-server
  - kenliao94/mcp-server-rabbitmq
  - kukapay/whattimeisit-mcp
  - kukapay/whereami-mcp
  - kukapay/whoami-mcp
  - lamemind/mcp-server-multiverse
  - lightconetech/mcp-gateway
  - magarcia/mcp-server-giphy
  - marcelmarais/Spotify
  - mcp-server-jfx
  - mediar-ai/screenpipe
  - mrexodia/user-feedback-mcp
  - mrjoshuak/godoc-mcp
  - mzxrai/mcp-openai
  - NakaokaRei/swift-mcp-gui
  - nguyenvanduocit/all-in-one-model-context-protocol
  - pierrebrunelle/mcp-server-openai
  - pskill9/hn-server
  - NON906/omniparser-autogui-mcp
  - pskill9/website-downloader
  - Open Strategy Partners Marketing Tools
  - PV-Bhat/vibe-check-mcp-server - check" Agent 来确保用户对齐，防止级联错误和范围蔓延的 MCP 服务器。 | 社区实现, TypeScript 开发 📇, 云服务 ☁️, Agent 对齐检查。 |
  - paulotaylor/voyp-mcp - Voice Over Your Phone MCP 服务器，用于拨打电话。 | 社区实现, TypeScript 开发 📇, 电话拨打。 |
  - pwh-pwh/cal-mcp
  - pyroprompts/any-chat-completions-mcp
  - reeeeemo/ancestry-mcp
  - rusiaaman/wcgw
  - SecretiveShell/MCP-wolfram-alpha
  - Seym0n/tiktok-mcp
  - tomekkorbak/oura-mcp-server
  - wanaku-ai/wanaku
  - wong2/mcp-cli
  - ws-mcp
  - ZeparHyfar/mcp-datetime
  - zueai/mcp-manager
  - HenryHaoson/Yuque-MCP-Server
- 🏃 体育与游戏
  - r-huijts/strava-mcp
  - rishijatia/fantasy-pl-mcp
  - sawa-zen/vrchat-mcp
  - CoderGamester/mcp-unity
  - Coding-Solo/godot-mcp
  - kw510/strava-mcp
  - mikechao/balldontlie-mcp
  - pab1ito/chess-mcp
  - r-huijts/firstcycling-mcp
- 🏛️ 艺术与文化
  - djalal/quran-mcp-server
  - r-huijts/rijksmuseum-mcp
  - r-huijts/oorlogsbronnen-mcp - 1945) 的历史记录、照片和文件。 | 社区实现, TypeScript 开发 📇, 云服务 ☁️, 荷兰二战历史资料。 |
  - yuna0x0/anilist-mcp
- 🌍 地理位置与出行
  - Airbnb MCP Server
  - briandconnelly/mcp-server-ipinfo
  - jagan-shanmugam/open-streetmap-mcp
  - kukapay/nearby-search-mcp
  - KyrieTangSheng/mcp-server-nationalparks
  - louiscklaw/hko-mcp
  - modelcontextprotocol/server-google-maps
  - NS Travel Information MCP Server
  - pab1it0/tripadvisor-mcp
  - QGIS MCP
  - SaintDoresh/Weather-MCP-ClaudeDesktop
  - SecretiveShell/MCP-timeserver
  - webcoderz/MCP-Geo
- 更多 MCP Server 资源
  - MCP.so
  - awesome-mcp-servers
  - web目录
MCP 资源
- 更多 MCP Server 资源
MCP Server 开发
- **1. 使用 LLM 构建 MCP 服务器**
  - https://modelcontextprotocol.io/llms-full.txt
  - MCP TypeScript SDK - sdk) 的代码仓库。
  - Model Context Protocol(MCP) 编程极速入门
Star History
- **1. 使用 LLM 构建 MCP 服务器**
  - ![Star History Chart - history.com/#yzfly/Awesome-MCP-ZH&Date)
- - ![Star History Chart - history.com/#yzfly/Awesome-MCP-ZH&Date)
  - ![Star History Chart - history.com/#yzfly/Awesome-MCP-ZH&Date)
Uncategorized
- Uncategorized
MCP 是什么？
- MCP 架构图
- MCP 架构图
MCP 服务器

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MCP 服务器精选列表 482 MCP 服务器 18 MCP 资源 16 MCP 客户端 15 Uncategorized 5 MCP Server 开发 3 Star History 3 MCP 是什么？ 2

Sub Categories

🛠️ 其他实用工具与集成 67 🗄️ 数据库交互 58 💰 金融与加密货币 46 🔍 搜索 37 🛠️ 效率工具与集成 (Office, Project Management, Notes, etc.) 36 💬 通讯与协作 (Slack, Email, Calendar, Social, etc.) 30 💻 开发与代码执行 26 ☁️ 云平台与服务集成 (AWS, Cloudflare, Azure, K8s, etc.) 24 🌐 浏览器自动化与网页交互 23 🔒 安全与分析 22 📊 数据分析、处理与可视化 17 🧠 知识、记忆与 RAG 17 multimedia 多媒体与内容创作 16 📁 文件系统与存储 14 🌍 地理位置与出行 13 更多 MCP Server 资源 11 🔄 版本控制 (Git / GitHub / GitLab) 11 🏃 体育与游戏 9 🖥️ 命令行与 Shell 交互 7 Uncategorized 5 **1. 使用 LLM 构建 MCP 服务器** 4 🏛️ 艺术与文化 4 🛠️ 效率工具与集成 (Office, Project Management, etc.) 1

Keywords

mcp 87 mcp-server 48 model-context-protocol 32 ai 28 llm 26 claude 22 cursor 9 playwright 8 python 8 typescript 7 agent 6 modelcontextprotocol 6 api 5 mcp-servers 4 database 4 kubernetes 4 anthropic-claude 4 sql 4 golang 4 agents 4 llms 4 windsurf 4 llm-tools 4 mysql 3 claude-desktop 3 cline 3 cli 3 workflows 3 finance 3 browser 3 web-scraping 3 copilot 2 notion 2 agentic-ai 2 browser-extension 2 deepseek 2 docker 2 server 2 git 2 supabase 2 business-intelligence 2 tools 2 amazon-bedrock 2 azure 2 kubectl 2 k8s 2 rag 2 sqlite 2 content-extraction 2 data-collection 2