MDRSS/ai-agents/mcp-tooling-and-context/card #901022

Awesome MCP Servers - Concise List

Card addresshttps://mdrss.com/ai-agents/mcp-tooling-and-context/901022

Canonical Markdownhttps://mdrss.com/ai-agents/mcp-tooling-and-context/901022/901022.md

Snapshot 2026-08-04 16:17:00 UTC · version 1

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Collider.club487 cards · 9.8/10 MDRSS

Note that this list is continuously updating and improving. Please. Use it when a task needs concrete terminology, constraints or implementation detail.

ai-agents/mcp-tooling-and-contexttype:reference#ai-agent-systems #mcp-tooling-and-context #list #awesome #mcp #servers

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Awesome MCP Servers - Concise List

Note that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!

📂 Browser Control

@recursechat/mcp-server-apple-shortcuts : Integrates with macOS Shortcuts for automation via MCP.
@kimtth/mcp-aoai-web-browsing : Implements minimal web browsing using Azure OpenAI and Playwright.
@pskill9/web-search : Provides web search capabilities using Google results without requiring API keys.
@co-browser/browser-use-mcp-server : Packages browser-use as an MCP server, with Docker support for Chromium and VNC.
@blackwhite084/playwright-plus-python-mcp : Leverages Playwright via Python, optimized for large language models.
@executeautomation/playwright-mcp-server : Utilizes Playwright for web automation and data extraction within an MCP framework.
@automatalabs/mcp-server-playwright : Controls web browsers via Playwright through MCP commands.
modelcontextprotocol/server-puppeteer : Automates web interactions and scraping using Puppeteer (part of the official servers collection).
@kimtaeyoon83/mcp-server-youtube-transcript : Extracts subtitles and transcripts from YouTube videos for AI processing.

🎨 Art & Culture

burningion/video-editing-mcp : Enables AI-driven video editing, analysis, and search within a video collection.
fasuizu-br/speech-ai-examples : Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, <300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.
r-huijts/rijksmuseum-mcp : Connects to the Rijksmuseum API for accessing art collections and details.
yuna0x0/anilist-mcp : Provides information on anime and manga through integration with the AniList API.
austenstone/myinstants-mcp : A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. npx myinstants-mcp

☁️ Cloud Platforms

cloudflare/mcp-server-cloudflare : Integrates with various Cloudflare services like Workers and KV.
isgudtek/mycrab-mcp : Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with uvx mycrab-mcp.
alexei-led/aws-mcp-server : Enables secure execution of AWS CLI commands and prompt templates within Docker.
strowk/mcp-k8s-go : Manages Kubernetes clusters through MCP interactions (Go implementation).
@flux159/mcp-server-kubernetes : Controls Kubernetes pods, deployments, and services (TypeScript implementation).
manusa/kubernetes-mcp-server : Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).
wenhuwang/mcp-k8s-eye : Provides Kubernetes management features and application health analysis.
johnneerdael/netskope-mcp : Accesses Netskope Private Access components and provides setup details.
nwiizo/tfmcp : Allows AI assistants to control Terraform environments for infrastructure management.

🖥️ Command Line

ferrislucas/iterm-mcp : Provides iTerm2 terminal access for command execution and output analysis.
g0t4/mcp-server-commands : Executes arbitrary commands and scripts via MCP.
MladenSU/cli-mcp-server : Offers a command-line interface with configurable security policies.
tumf/mcp-shell-server : Securely executes shell commands through the Model Context Protocol.
amol21p/mcp-interactive-terminal : Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.

💬 Communication

jean-technologies/smartlead-mcp-server-local : MCP server for Smartlead. Also works with n8n and workflow automation platforms.
zcaceres/gtasks-mcp : Manages Google Tasks lists and items via MCP.
hannesrudolph/imessage-query-fastmcp-mcp-server : Safely queries and analyzes iMessage conversations, including attachments.
modelcontextprotocol/server-slack : Manages Slack channels and messages (part of the official servers collection).
keturiosakys/bluesky-context-server : Connects and allows interaction with Bluesky social network instances.
kiruna-labs/userdispatch-mcp : Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.
MarkusPfundstein/mcp-gsuite : Interacts with Gmail and Google Calendar.
adhikasp/mcp-twikit : Accesses Twitter search and timeline data.
gotoolkits/mcp-wecombot-server : Sends messages to WeCom group robots. (Note: Link ends with .git)
AbdelStark/nostr-mcp : Enables interaction with the Nostr protocol, including posting notes.
elie222/inbox-zero-mcp : Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).
carterlasalle/mac_messages_mcp : Securely accesses, analyzes, sends, and receives iMessages on macOS.
sawa-zen/vrchat-mcp : Interacts with the VRChat API to retrieve user, world, and avatar information.
arpitbatra123/mcp-googletasks : Interfaces with the Google Tasks API for task management.
Eclipse-XV/twitch-mcp : Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.
@taskade/mcp : Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.

👤 Customer Data Platforms

sergehuber/inoyu-mcp-unomi-server : Accesses and updates user profiles on an Apache Unomi CDP server.
OpenDataMCP/OpenDataMCP : Connects various Open Data sources to LLMs via MCP.
@iaptic/mcp-server-iaptic : Connects to iaptic to retrieve customer purchase and app revenue data.

🗄️ Databases

aliyun/alibabacloud-tablestore-mcp-server : Provides access to Tablestore, including document management and semantic search.
cr7258/elasticsearch-mcp-server : Enables interaction with Elasticsearch clusters.
domdomegg/airtable-mcp-server : Provides read/write access to Airtable databases, including schema inspection.
rashidazarang/airtable-mcp : Directly connects AI tools to Airtable for comprehensive data manipulation.
LucasHild/mcp-server-bigquery : Allows querying and schema inspection of BigQuery databases.
c4pt0r/mcp-server-tidb : Provides access to TiDB databases, including schema inspection and querying.
ergut/mcp-bigquery-server : Enables direct access and querying of Google BigQuery.
ClickHouse/mcp-clickhouse : Offers schema inspection and querying capabilities for ClickHouse databases.
get-convex/convex-mcp-server: Introspects Convex tables, functions, and allows one-off queries. (Note: Links to Convex Stack page)
@gannonh/firebase-mcp : Provides access to Firebase services like Auth, Firestore, and Storage.
jovezhong/mcp-timeplus : Manages Apache Kafka topics and queries streaming data via Timeplus SQL.
@fireproof-storage/mcp-database-server : Offers a Fireproof ledger database with multi-user synchronization.
designcomputer/mysql_mcp_server : Provides secure MySQL database operations with configurable access controls.
f4ww4z/mcp-mysql-server : Offers secure MySQL database interaction.
FreePeak/db-mcp-server : Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration.
modelcontextprotocol/server-postgres : Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).
modelcontextprotocol/server-sqlite : Provides SQLite database operations with built-in analysis (part of the official servers collection).
@joshuarileydev/supabase-mcp-server : Manages Supabase projects and organizations.
@alexander-zuev/supabase-mcp-server : Supports SQL query execution and database exploration within Supabase.
ktanaka101/mcp-server-duckdb : Integrates with DuckDB, offering schema inspection and query features.
Dataring-engineering/mcp-server-trino : Connects to Trino Clusters for querying and data access.
furey/mongodb-lens : Provides a fully-featured MCP server for MongoDB Databases.
QuantGeekDev/mongo-mcp : Enables direct interaction with MongoDB databases.
kiliczsh/mcp-mongo-server : Interacts with MongoDB databases.
tinybirdco/mcp-tinybird : Integrates with Tinybird, providing query and API capabilities.
KashiwaByte/vikingdb-mcp-server : Integrates with VikingDB for vector store and search functionalities.
neo4j-contrib/mcp-neo4j : Enables Model Context Protocol interactions with Neo4j databases.
niledatabase/nile-mcp-server : Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.
isaacwasserman/mcp-snowflake-server : Integrates with Snowflake with read/write operations and insight tracking.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server : Provides safe, read-only access to SQLite databases with query validation.
sirmews/mcp-pinecone : Integrates with Pinecone, offering vector search capabilities.
runekaagaard/mcp-alchemy : Provides universal SQLAlchemy-based database integration, supporting multiple database types.
quarkiverse/quarkus-mcp-jdbc : Connects to any JDBC-compatible database (part of Quarkus MCP Servers).
pab1it0/adx-mcp-server : Allows querying and analyzing of Azure Data Explorer databases.
pab1it0/prometheus-mcp-server : Provides querying and analysis of Prometheus monitoring system.
neondatabase/mcp-server-neon : Enables creating and managing Postgres databases with Neon Serverless Postgres.
XGenerationLab/xiyan_mcp_server : Supports fetching database data via natural language queries, powered by XiyanSQL.
bytebase/dbhub : Provides a universal database MCP server with support for mainstream databases.
GreptimeTeam/greptimedb-mcp-server : Enables querying of GreptimeDB.
idoru/influxdb-mcp-server : Executes queries against InfluxDB OSS API v2.
xing5/mcp-google-sheets : Interacts with Google Sheets, providing create, read, update, and manage functionalities.
edwinbernadus/nocodb-mcp-server : Support create, read, update, and delete on NocoDB Database

💻 Developer Tools

21st-dev/Magic-MCP : Generates UI components based on 21st.dev design principles.
cocoindex-io/cocoindex-code : A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.
Comet-ML/Opik-MCP : Enables querying of LLM observability data captured by Opik.
OzorOwn/frostbyte-mcp : MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.
GLips/Figma-Context-MCP : Gives coding agents direct access to Figma data.
QuantGeekDev/docker-mcp : Manages Docker containers via MCP.
r-huijts/xcode-mcp-server : Integrates with Xcode for project management and build automation.
snaggle-ai/openapi-mcp-server : Connects to HTTP/REST APIs using an OpenAPI specification.
JetBrains/mcpProxy : Connects to JetBrains IDEs for development tasks.
tumf/mcp-text-editor : Provides a line-oriented text file editor, optimized for LLM interaction.
@joshuarileydev/simulator-mcp-server : Controls iOS Simulators.
@joshuarileydev/app-store-connect-mcp-server : Communicates with the App Store Connect API.
@delano/postman-mcp-server : Interacts with the Postman API.
@haris-musa/excel-mcp-server : Manipulates Excel workbooks, including data, formatting, and charts.
ShenghaiWang/xcodebuild : Builds iOS Xcode workspace/project and feedbacks errors to LLMs.
@jasonjmcghee/claude-debugs-for-you : Enables automatic debugging via breakpoints and expression evaluation.
@Jktfe/serveMyAPI : Securely stores and accesses API keys across projects using the macOS Keychain.
jonradoff/lightcms : AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.
@xzq-xu/jvm-mcp-server : Implements an MCP server for JVM-based environments.
@yangkyeongmo/mcp-server-apache-airflow : Connects to Apache Airflow using the official client.
hyperb1iss/droidmind : Controls Android devices, enabling UI automation and debugging.
Rootly-AI-Labs/Rootly-MCP-server : Integrates with the Rootly incident management platform.
YuChenSSR/mindmap-mcp-server : Generates interactive mindmaps.
SDGLBL/mcp-claude-code : Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.
deadpixel/roundtable-dashboard : Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.
semgrep/mcp : A MCP server for using Semgrep to scan code for security vulnerabilities.
@mastra/mcp-docs-server : Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
@mastra/mcp : Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

🧮 Data Science Tools

ChronulusAI/chronulus-mcp : Uses Chronulus AI for forecasting and predictions.
@reading-plus-ai/mcp-server-data-exploration : Enables autonomous data exploration on .csv-based datasets.

📂 File Systems

modelcontextprotocol/server-filesystem : Provides direct access to the local file system (part of the official servers collection).
modelcontextprotocol/server-google-drive : Integrates with Google Drive for file listing and searching (part of the official servers collection).
hmk/box-mcp-server : Provides listing, reading and searching files on Box.
mark3labs/mcp-filesystem-server : Provides local file system access (Golang implementation).
mamertofabian/mcp-everything-search : Provides fast Windows file search using Everything SDK.
cyberchitta/llm-context.py : Shares code context with LLMs via MCP or clipboard.
quarkiverse/quarkus-mcp-filesystem : Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).
Xuanwo/mcp-server-opendal : Accesses various storage services via Apache OpenDAL.
PSPDFKit/nutrient-dws-mcp-server : MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.

💰 Finance & Fintech

heurist-network/heurist-mesh-mcp-server : Provides access to web3 AI agents for blockchain analysis and smart contract auditing.
@base/base-mcp : Integrates with Base Network for onchain tools and Coinbase API interactions.
QuantGeekDev/coincap-mcp : Provides real-time cryptocurrency market data from CoinCap.
anjor/coinmarket-mcp-server : Fetches cryptocurrency listings and quotes from the Coinmarket API.
berlinbra/alpha-vantage-mcp : Fetches stock and crypto information from Alpha Vantage.
ferdousbhai/tasty-agent : Handles trading activities on Tastytrade via the Tastyworks API.
ferdousbhai/investor-agent : Fetches stock market data and options recommendations from Yahoo Finance.
HCS412/ventureautomated : Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.
mcpdotdirect/evm-mcp-server : Provides blockchain services for 30+ EVM networks.
Bankless/onchain-mcp : Uses Bankless Onchain API for smart contract interaction and querying transaction data.
kukapay/cryptopanic-mcp-server : Delivers cryptocurrency news to AI agents via CryptoPanic.
kukapay/whale-tracker-mcp : Tracks cryptocurrency whale transactions.
kukapay/crypto-feargreed-mcp : Provides real-time and historical Crypto Fear & Greed Index data.
kukapay/dune-analytics-mcp : Bridges Dune Analytics data to AI agents.
kukapay/pancakeswap-poolspy-mcp : Tracks newly created pools on Pancake Swap.
kukapay/uniswap-poolspy-mcp : Tracks newly created liquidity pools on Uniswap.
kukapay/uniswap-trader-mcp : Automates token swaps on Uniswap DEX.
kukapay/token-minter-mcp : Allows AI agents to mint ERC-20 tokens.
kukapay/thegraph-mcp : Provides indexed blockchain data from The Graph to AI agents.
OzorOwn/defi-mcp : DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.
8144225309/superscalar-mcp : Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.
xpaysh/awesome-x402 : A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.

🎮 Gaming

Coding-Solo/godot-mcp : Interacts with the Godot game engine for editing, running, and managing scenes.
rishijatia/fantasy-pl-mcp : Offers real-time Fantasy Premier League data and analysis.
CoderGamester/mcp-unity : Integrates with the Unity3D Game Engine via MCP.

🧠 Knowledge & Memory

modelcontextprotocol/server-memory : Provides a knowledge graph-based persistent memory system (part of the official servers collection).
CheMiguel23/MemoryMesh : Provides enhanced graph-based memory focused on AI role-play.
topoteretes/cognee-mcp : Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project).
@hannesrudolph/mcp-ragdocs : Retrieves and processes documentation using vector search.
@kaliaboi/mcp-zotero : Connects LLMs to Zotero Cloud collections and sources.
graphlit/graphlit-mcp-server : Ingests data from various sources into a Graphlit project for searching and retrieval.
CanopyHQ/phloem : Local-first AI memory with causal graphs, citation verification, and zero network connections.
omega-memory/core : Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.

🗺️ Location Services

modelcontextprotocol/server-google-maps : Provides location services, routing, and place details from Google Maps (part of the official servers collection).
webcoderz/MCP-Geo : Offers geocoding capabilities using various services.
@briandconnelly/mcp-server-ipinfo : Provides IP address geolocation and network information via ipinfo.io.
@iplocate/mcp-server : Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
jjsantos01/qgis_mcp : Integrates QGIS Desktop with Claude AI for project creation and code execution.
kukapay/nearby-search-mcp : Enables nearby place searches using IP-based location detection.
[IP2Location.io] : - IP2Location.io API integration to retrieve the geolocation information for an IP address.

🎯 Marketing

henu-wang/geoscore-mcp : AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.
bzsasson/screaming-frog-mcp : MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.
open-strategy-partners/osp_marketing_tools : Provides a set of marketing tools from Open Strategy Partners.

📊 Monitoring

modelcontextprotocol/server-sentry : Integrates with Sentry.io for error tracking (part of the official servers collection).
MindscapeHQ/mcp-server-raygun : Integrates with Raygun API for crash reporting.
metoro-io/metoro-mcp-server : Queries and interacts with Kubernetes environments monitored by Metoro.
grafana/mcp-grafana : Searches dashboards and queries datasources in Grafana.
shibley/apistatuscheck : Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.
pydantic/logfire-mcp : Accesses OpenTelemetry traces and metrics through Logfire.
seekrays/mcp-monitor : Provides system monitoring via MCP, exposing various metrics.
hyperb1iss/lucidity-mcp : Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.

🔎 Search

modelcontextprotocol/server-brave-search : Performs web searches using Brave's Search API (part of the official servers collection).
@angheljf/nyt : Searches articles using the NYTimes API.
@newsmcp/server : Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.
ac3xx/mcp-servers-kagi : Integrates with the Kagi search API.
exa-labs/exa-mcp-server : Provides access to the Exa AI Search API.
fatwang2/search1api-mcp : Performs searches via search1api.
Tomatio13/mcp-server-tavily : Integrates with Tavily AI search API.
blazickjp/arxiv-mcp-server : Searches research papers on ArXiv.
mzxrai/mcp-webresearch : Performs deep web research using Google search.
andybrandt/mcp-simple-arxiv : Allows searching and reading papers from arXiv.
andybrandt/mcp-simple-pubmed : Allows searching and reading papers from PubMed.
c5huracan/meyhem : Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.
shopsavvy/shopsavvy-mcp-server : Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.

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MDRSS/ai-agents/mcp-tooling-and-context/card #901022

Awesome MCP Servers - Concise List

Card addresshttps://mdrss.com/ai-agents/mcp-tooling-and-context/901022

Canonical Markdownhttps://mdrss.com/ai-agents/mcp-tooling-and-context/901022/901022.md

Snapshot 2026-08-04 16:17:00 UTC · version 1

● published

Collider.club487 cards · 9.8/10 MDRSS

Note that this list is continuously updating and improving. Please. Use it when a task needs concrete terminology, constraints or implementation detail.

ai-agents/mcp-tooling-and-contexttype:reference#ai-agent-systems #mcp-tooling-and-context #list #awesome #mcp #servers

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Awesome MCP Servers - Concise List

Note that this list is continuously updating and improving. Please. Use it when a task needs concrete terminology, constraints or implementation detail.

Editorial note: curated source snapshot published by Collider.club under the MIT License. Source attribution is preserved in the front matter.

Source snapshot

Awesome MCP Servers - Concise List

Note that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!

📂 Browser Control

@recursechat/mcp-server-apple-shortcuts : Integrates with macOS Shortcuts for automation via MCP.
@kimtth/mcp-aoai-web-browsing : Implements minimal web browsing using Azure OpenAI and Playwright.
@pskill9/web-search : Provides web search capabilities using Google results without requiring API keys.
@co-browser/browser-use-mcp-server : Packages browser-use as an MCP server, with Docker support for Chromium and VNC.
@blackwhite084/playwright-plus-python-mcp : Leverages Playwright via Python, optimized for large language models.
@executeautomation/playwright-mcp-server : Utilizes Playwright for web automation and data extraction within an MCP framework.
@automatalabs/mcp-server-playwright : Controls web browsers via Playwright through MCP commands.
modelcontextprotocol/server-puppeteer : Automates web interactions and scraping using Puppeteer (part of the official servers collection).
@kimtaeyoon83/mcp-server-youtube-transcript : Extracts subtitles and transcripts from YouTube videos for AI processing.

🎨 Art & Culture

burningion/video-editing-mcp : Enables AI-driven video editing, analysis, and search within a video collection.
fasuizu-br/speech-ai-examples : Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, <300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.
r-huijts/rijksmuseum-mcp : Connects to the Rijksmuseum API for accessing art collections and details.
yuna0x0/anilist-mcp : Provides information on anime and manga through integration with the AniList API.
austenstone/myinstants-mcp : A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. npx myinstants-mcp

☁️ Cloud Platforms

cloudflare/mcp-server-cloudflare : Integrates with various Cloudflare services like Workers and KV.
isgudtek/mycrab-mcp : Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with uvx mycrab-mcp.
alexei-led/aws-mcp-server : Enables secure execution of AWS CLI commands and prompt templates within Docker.
strowk/mcp-k8s-go : Manages Kubernetes clusters through MCP interactions (Go implementation).
@flux159/mcp-server-kubernetes : Controls Kubernetes pods, deployments, and services (TypeScript implementation).
manusa/kubernetes-mcp-server : Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).
wenhuwang/mcp-k8s-eye : Provides Kubernetes management features and application health analysis.
johnneerdael/netskope-mcp : Accesses Netskope Private Access components and provides setup details.
nwiizo/tfmcp : Allows AI assistants to control Terraform environments for infrastructure management.

🖥️ Command Line

ferrislucas/iterm-mcp : Provides iTerm2 terminal access for command execution and output analysis.
g0t4/mcp-server-commands : Executes arbitrary commands and scripts via MCP.
MladenSU/cli-mcp-server : Offers a command-line interface with configurable security policies.
tumf/mcp-shell-server : Securely executes shell commands through the Model Context Protocol.
amol21p/mcp-interactive-terminal : Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.

💬 Communication

jean-technologies/smartlead-mcp-server-local : MCP server for Smartlead. Also works with n8n and workflow automation platforms.
zcaceres/gtasks-mcp : Manages Google Tasks lists and items via MCP.
hannesrudolph/imessage-query-fastmcp-mcp-server : Safely queries and analyzes iMessage conversations, including attachments.
modelcontextprotocol/server-slack : Manages Slack channels and messages (part of the official servers collection).
keturiosakys/bluesky-context-server : Connects and allows interaction with Bluesky social network instances.
kiruna-labs/userdispatch-mcp : Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.
MarkusPfundstein/mcp-gsuite : Interacts with Gmail and Google Calendar.
adhikasp/mcp-twikit : Accesses Twitter search and timeline data.
gotoolkits/mcp-wecombot-server : Sends messages to WeCom group robots. (Note: Link ends with .git)
AbdelStark/nostr-mcp : Enables interaction with the Nostr protocol, including posting notes.
elie222/inbox-zero-mcp : Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).
carterlasalle/mac_messages_mcp : Securely accesses, analyzes, sends, and receives iMessages on macOS.
sawa-zen/vrchat-mcp : Interacts with the VRChat API to retrieve user, world, and avatar information.
arpitbatra123/mcp-googletasks : Interfaces with the Google Tasks API for task management.
Eclipse-XV/twitch-mcp : Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.
@taskade/mcp : Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.

👤 Customer Data Platforms

sergehuber/inoyu-mcp-unomi-server : Accesses and updates user profiles on an Apache Unomi CDP server.
OpenDataMCP/OpenDataMCP : Connects various Open Data sources to LLMs via MCP.
@iaptic/mcp-server-iaptic : Connects to iaptic to retrieve customer purchase and app revenue data.

🗄️ Databases

aliyun/alibabacloud-tablestore-mcp-server : Provides access to Tablestore, including document management and semantic search.
cr7258/elasticsearch-mcp-server : Enables interaction with Elasticsearch clusters.
domdomegg/airtable-mcp-server : Provides read/write access to Airtable databases, including schema inspection.
rashidazarang/airtable-mcp : Directly connects AI tools to Airtable for comprehensive data manipulation.
LucasHild/mcp-server-bigquery : Allows querying and schema inspection of BigQuery databases.
c4pt0r/mcp-server-tidb : Provides access to TiDB databases, including schema inspection and querying.
ergut/mcp-bigquery-server : Enables direct access and querying of Google BigQuery.
ClickHouse/mcp-clickhouse : Offers schema inspection and querying capabilities for ClickHouse databases.
get-convex/convex-mcp-server: Introspects Convex tables, functions, and allows one-off queries. (Note: Links to Convex Stack page)
@gannonh/firebase-mcp : Provides access to Firebase services like Auth, Firestore, and Storage.
jovezhong/mcp-timeplus : Manages Apache Kafka topics and queries streaming data via Timeplus SQL.
@fireproof-storage/mcp-database-server : Offers a Fireproof ledger database with multi-user synchronization.
designcomputer/mysql_mcp_server : Provides secure MySQL database operations with configurable access controls.
f4ww4z/mcp-mysql-server : Offers secure MySQL database interaction.
FreePeak/db-mcp-server : Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration.
modelcontextprotocol/server-postgres : Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).
modelcontextprotocol/server-sqlite : Provides SQLite database operations with built-in analysis (part of the official servers collection).
@joshuarileydev/supabase-mcp-server : Manages Supabase projects and organizations.
@alexander-zuev/supabase-mcp-server : Supports SQL query execution and database exploration within Supabase.
ktanaka101/mcp-server-duckdb : Integrates with DuckDB, offering schema inspection and query features.
Dataring-engineering/mcp-server-trino : Connects to Trino Clusters for querying and data access.
furey/mongodb-lens : Provides a fully-featured MCP server for MongoDB Databases.
QuantGeekDev/mongo-mcp : Enables direct interaction with MongoDB databases.
kiliczsh/mcp-mongo-server : Interacts with MongoDB databases.
tinybirdco/mcp-tinybird : Integrates with Tinybird, providing query and API capabilities.
KashiwaByte/vikingdb-mcp-server : Integrates with VikingDB for vector store and search functionalities.
neo4j-contrib/mcp-neo4j : Enables Model Context Protocol interactions with Neo4j databases.
niledatabase/nile-mcp-server : Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.
isaacwasserman/mcp-snowflake-server : Integrates with Snowflake with read/write operations and insight tracking.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server : Provides safe, read-only access to SQLite databases with query validation.
sirmews/mcp-pinecone : Integrates with Pinecone, offering vector search capabilities.
runekaagaard/mcp-alchemy : Provides universal SQLAlchemy-based database integration, supporting multiple database types.
quarkiverse/quarkus-mcp-jdbc : Connects to any JDBC-compatible database (part of Quarkus MCP Servers).
pab1it0/adx-mcp-server : Allows querying and analyzing of Azure Data Explorer databases.
pab1it0/prometheus-mcp-server : Provides querying and analysis of Prometheus monitoring system.
neondatabase/mcp-server-neon : Enables creating and managing Postgres databases with Neon Serverless Postgres.
XGenerationLab/xiyan_mcp_server : Supports fetching database data via natural language queries, powered by XiyanSQL.
bytebase/dbhub : Provides a universal database MCP server with support for mainstream databases.
GreptimeTeam/greptimedb-mcp-server : Enables querying of GreptimeDB.
idoru/influxdb-mcp-server : Executes queries against InfluxDB OSS API v2.
xing5/mcp-google-sheets : Interacts with Google Sheets, providing create, read, update, and manage functionalities.
edwinbernadus/nocodb-mcp-server : Support create, read, update, and delete on NocoDB Database

💻 Developer Tools

21st-dev/Magic-MCP : Generates UI components based on 21st.dev design principles.
cocoindex-io/cocoindex-code : A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.
Comet-ML/Opik-MCP : Enables querying of LLM observability data captured by Opik.
OzorOwn/frostbyte-mcp : MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.
GLips/Figma-Context-MCP : Gives coding agents direct access to Figma data.
QuantGeekDev/docker-mcp : Manages Docker containers via MCP.
r-huijts/xcode-mcp-server : Integrates with Xcode for project management and build automation.
snaggle-ai/openapi-mcp-server : Connects to HTTP/REST APIs using an OpenAPI specification.
JetBrains/mcpProxy : Connects to JetBrains IDEs for development tasks.
tumf/mcp-text-editor : Provides a line-oriented text file editor, optimized for LLM interaction.
@joshuarileydev/simulator-mcp-server : Controls iOS Simulators.
@joshuarileydev/app-store-connect-mcp-server : Communicates with the App Store Connect API.
@delano/postman-mcp-server : Interacts with the Postman API.
@haris-musa/excel-mcp-server : Manipulates Excel workbooks, including data, formatting, and charts.
ShenghaiWang/xcodebuild : Builds iOS Xcode workspace/project and feedbacks errors to LLMs.
@jasonjmcghee/claude-debugs-for-you : Enables automatic debugging via breakpoints and expression evaluation.
@Jktfe/serveMyAPI : Securely stores and accesses API keys across projects using the macOS Keychain.
jonradoff/lightcms : AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.
@xzq-xu/jvm-mcp-server : Implements an MCP server for JVM-based environments.
@yangkyeongmo/mcp-server-apache-airflow : Connects to Apache Airflow using the official client.
hyperb1iss/droidmind : Controls Android devices, enabling UI automation and debugging.
Rootly-AI-Labs/Rootly-MCP-server : Integrates with the Rootly incident management platform.
YuChenSSR/mindmap-mcp-server : Generates interactive mindmaps.
SDGLBL/mcp-claude-code : Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.
deadpixel/roundtable-dashboard : Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.
semgrep/mcp : A MCP server for using Semgrep to scan code for security vulnerabilities.
@mastra/mcp-docs-server : Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
@mastra/mcp : Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

🧮 Data Science Tools

ChronulusAI/chronulus-mcp : Uses Chronulus AI for forecasting and predictions.
@reading-plus-ai/mcp-server-data-exploration : Enables autonomous data exploration on .csv-based datasets.

📂 File Systems

modelcontextprotocol/server-filesystem : Provides direct access to the local file system (part of the official servers collection).
modelcontextprotocol/server-google-drive : Integrates with Google Drive for file listing and searching (part of the official servers collection).
hmk/box-mcp-server : Provides listing, reading and searching files on Box.
mark3labs/mcp-filesystem-server : Provides local file system access (Golang implementation).
mamertofabian/mcp-everything-search : Provides fast Windows file search using Everything SDK.
cyberchitta/llm-context.py : Shares code context with LLMs via MCP or clipboard.
quarkiverse/quarkus-mcp-filesystem : Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).
Xuanwo/mcp-server-opendal : Accesses various storage services via Apache OpenDAL.
PSPDFKit/nutrient-dws-mcp-server : MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.

💰 Finance & Fintech

heurist-network/heurist-mesh-mcp-server : Provides access to web3 AI agents for blockchain analysis and smart contract auditing.
@base/base-mcp : Integrates with Base Network for onchain tools and Coinbase API interactions.
QuantGeekDev/coincap-mcp : Provides real-time cryptocurrency market data from CoinCap.
anjor/coinmarket-mcp-server : Fetches cryptocurrency listings and quotes from the Coinmarket API.
berlinbra/alpha-vantage-mcp : Fetches stock and crypto information from Alpha Vantage.
ferdousbhai/tasty-agent : Handles trading activities on Tastytrade via the Tastyworks API.
ferdousbhai/investor-agent : Fetches stock market data and options recommendations from Yahoo Finance.
HCS412/ventureautomated : Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.
mcpdotdirect/evm-mcp-server : Provides blockchain services for 30+ EVM networks.
Bankless/onchain-mcp : Uses Bankless Onchain API for smart contract interaction and querying transaction data.
kukapay/cryptopanic-mcp-server : Delivers cryptocurrency news to AI agents via CryptoPanic.
kukapay/whale-tracker-mcp : Tracks cryptocurrency whale transactions.
kukapay/crypto-feargreed-mcp : Provides real-time and historical Crypto Fear & Greed Index data.
kukapay/dune-analytics-mcp : Bridges Dune Analytics data to AI agents.
kukapay/pancakeswap-poolspy-mcp : Tracks newly created pools on Pancake Swap.
kukapay/uniswap-poolspy-mcp : Tracks newly created liquidity pools on Uniswap.
kukapay/uniswap-trader-mcp : Automates token swaps on Uniswap DEX.
kukapay/token-minter-mcp : Allows AI agents to mint ERC-20 tokens.
kukapay/thegraph-mcp : Provides indexed blockchain data from The Graph to AI agents.
OzorOwn/defi-mcp : DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.
8144225309/superscalar-mcp : Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.
xpaysh/awesome-x402 : A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.

🎮 Gaming

Coding-Solo/godot-mcp : Interacts with the Godot game engine for editing, running, and managing scenes.
rishijatia/fantasy-pl-mcp : Offers real-time Fantasy Premier League data and analysis.
CoderGamester/mcp-unity : Integrates with the Unity3D Game Engine via MCP.

🧠 Knowledge & Memory

modelcontextprotocol/server-memory : Provides a knowledge graph-based persistent memory system (part of the official servers collection).
CheMiguel23/MemoryMesh : Provides enhanced graph-based memory focused on AI role-play.
topoteretes/cognee-mcp : Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project).
@hannesrudolph/mcp-ragdocs : Retrieves and processes documentation using vector search.
@kaliaboi/mcp-zotero : Connects LLMs to Zotero Cloud collections and sources.
graphlit/graphlit-mcp-server : Ingests data from various sources into a Graphlit project for searching and retrieval.
CanopyHQ/phloem : Local-first AI memory with causal graphs, citation verification, and zero network connections.
omega-memory/core : Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.

🗺️ Location Services

modelcontextprotocol/server-google-maps : Provides location services, routing, and place details from Google Maps (part of the official servers collection).
webcoderz/MCP-Geo : Offers geocoding capabilities using various services.
@briandconnelly/mcp-server-ipinfo : Provides IP address geolocation and network information via ipinfo.io.
@iplocate/mcp-server : Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
jjsantos01/qgis_mcp : Integrates QGIS Desktop with Claude AI for project creation and code execution.
kukapay/nearby-search-mcp : Enables nearby place searches using IP-based location detection.
[IP2Location.io] : - IP2Location.io API integration to retrieve the geolocation information for an IP address.

🎯 Marketing

henu-wang/geoscore-mcp : AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.
bzsasson/screaming-frog-mcp : MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.
open-strategy-partners/osp_marketing_tools : Provides a set of marketing tools from Open Strategy Partners.

📊 Monitoring

modelcontextprotocol/server-sentry : Integrates with Sentry.io for error tracking (part of the official servers collection).
MindscapeHQ/mcp-server-raygun : Integrates with Raygun API for crash reporting.
metoro-io/metoro-mcp-server : Queries and interacts with Kubernetes environments monitored by Metoro.
grafana/mcp-grafana : Searches dashboards and queries datasources in Grafana.
shibley/apistatuscheck : Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.
pydantic/logfire-mcp : Accesses OpenTelemetry traces and metrics through Logfire.
seekrays/mcp-monitor : Provides system monitoring via MCP, exposing various metrics.
hyperb1iss/lucidity-mcp : Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.

🔎 Search

modelcontextprotocol/server-brave-search : Performs web searches using Brave's Search API (part of the official servers collection).
@angheljf/nyt : Searches articles using the NYTimes API.
@newsmcp/server : Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.
ac3xx/mcp-servers-kagi : Integrates with the Kagi search API.
exa-labs/exa-mcp-server : Provides access to the Exa AI Search API.
fatwang2/search1api-mcp : Performs searches via search1api.
Tomatio13/mcp-server-tavily : Integrates with Tavily AI search API.
blazickjp/arxiv-mcp-server : Searches research papers on ArXiv.
mzxrai/mcp-webresearch : Performs deep web research using Google search.
andybrandt/mcp-simple-arxiv : Allows searching and reading papers from arXiv.
andybrandt/mcp-simple-pubmed : Allows searching and reading papers from PubMed.
c5huracan/meyhem : Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.
shopsavvy/shopsavvy-mcp-server : Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.

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Discussion 0

Awesome MCP Servers - Concise List

Note that this list is continuously updating and improving. Please. Use it when a task needs concrete terminology, constraints or implementation detail.

Editorial note: curated source snapshot published by Collider.club under the MIT License. Source attribution is preserved in the front matter.

Source snapshot

Awesome MCP Servers - Concise List

Note that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!

📂 Browser Control

@recursechat/mcp-server-apple-shortcuts : Integrates with macOS Shortcuts for automation via MCP.
@kimtth/mcp-aoai-web-browsing : Implements minimal web browsing using Azure OpenAI and Playwright.
@pskill9/web-search : Provides web search capabilities using Google results without requiring API keys.
@co-browser/browser-use-mcp-server : Packages browser-use as an MCP server, with Docker support for Chromium and VNC.
@blackwhite084/playwright-plus-python-mcp : Leverages Playwright via Python, optimized for large language models.
@executeautomation/playwright-mcp-server : Utilizes Playwright for web automation and data extraction within an MCP framework.
@automatalabs/mcp-server-playwright : Controls web browsers via Playwright through MCP commands.
modelcontextprotocol/server-puppeteer : Automates web interactions and scraping using Puppeteer (part of the official servers collection).
@kimtaeyoon83/mcp-server-youtube-transcript : Extracts subtitles and transcripts from YouTube videos for AI processing.

🎨 Art & Culture

burningion/video-editing-mcp : Enables AI-driven video editing, analysis, and search within a video collection.
fasuizu-br/speech-ai-examples : Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, <300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.
r-huijts/rijksmuseum-mcp : Connects to the Rijksmuseum API for accessing art collections and details.
yuna0x0/anilist-mcp : Provides information on anime and manga through integration with the AniList API.
austenstone/myinstants-mcp : A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. npx myinstants-mcp

☁️ Cloud Platforms

cloudflare/mcp-server-cloudflare : Integrates with various Cloudflare services like Workers and KV.
isgudtek/mycrab-mcp : Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with uvx mycrab-mcp.
alexei-led/aws-mcp-server : Enables secure execution of AWS CLI commands and prompt templates within Docker.
strowk/mcp-k8s-go : Manages Kubernetes clusters through MCP interactions (Go implementation).
@flux159/mcp-server-kubernetes : Controls Kubernetes pods, deployments, and services (TypeScript implementation).
manusa/kubernetes-mcp-server : Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).
wenhuwang/mcp-k8s-eye : Provides Kubernetes management features and application health analysis.
johnneerdael/netskope-mcp : Accesses Netskope Private Access components and provides setup details.
nwiizo/tfmcp : Allows AI assistants to control Terraform environments for infrastructure management.

🖥️ Command Line

ferrislucas/iterm-mcp : Provides iTerm2 terminal access for command execution and output analysis.
g0t4/mcp-server-commands : Executes arbitrary commands and scripts via MCP.
MladenSU/cli-mcp-server : Offers a command-line interface with configurable security policies.
tumf/mcp-shell-server : Securely executes shell commands through the Model Context Protocol.
amol21p/mcp-interactive-terminal : Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.

💬 Communication

jean-technologies/smartlead-mcp-server-local : MCP server for Smartlead. Also works with n8n and workflow automation platforms.
zcaceres/gtasks-mcp : Manages Google Tasks lists and items via MCP.
hannesrudolph/imessage-query-fastmcp-mcp-server : Safely queries and analyzes iMessage conversations, including attachments.
modelcontextprotocol/server-slack : Manages Slack channels and messages (part of the official servers collection).
keturiosakys/bluesky-context-server : Connects and allows interaction with Bluesky social network instances.
kiruna-labs/userdispatch-mcp : Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.
MarkusPfundstein/mcp-gsuite : Interacts with Gmail and Google Calendar.
adhikasp/mcp-twikit : Accesses Twitter search and timeline data.
gotoolkits/mcp-wecombot-server : Sends messages to WeCom group robots. (Note: Link ends with .git)
AbdelStark/nostr-mcp : Enables interaction with the Nostr protocol, including posting notes.
elie222/inbox-zero-mcp : Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).
carterlasalle/mac_messages_mcp : Securely accesses, analyzes, sends, and receives iMessages on macOS.
sawa-zen/vrchat-mcp : Interacts with the VRChat API to retrieve user, world, and avatar information.
arpitbatra123/mcp-googletasks : Interfaces with the Google Tasks API for task management.
Eclipse-XV/twitch-mcp : Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.
@taskade/mcp : Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.

👤 Customer Data Platforms

sergehuber/inoyu-mcp-unomi-server : Accesses and updates user profiles on an Apache Unomi CDP server.
OpenDataMCP/OpenDataMCP : Connects various Open Data sources to LLMs via MCP.
@iaptic/mcp-server-iaptic : Connects to iaptic to retrieve customer purchase and app revenue data.

🗄️ Databases

aliyun/alibabacloud-tablestore-mcp-server : Provides access to Tablestore, including document management and semantic search.
cr7258/elasticsearch-mcp-server : Enables interaction with Elasticsearch clusters.
domdomegg/airtable-mcp-server : Provides read/write access to Airtable databases, including schema inspection.
rashidazarang/airtable-mcp : Directly connects AI tools to Airtable for comprehensive data manipulation.
LucasHild/mcp-server-bigquery : Allows querying and schema inspection of BigQuery databases.
c4pt0r/mcp-server-tidb : Provides access to TiDB databases, including schema inspection and querying.
ergut/mcp-bigquery-server : Enables direct access and querying of Google BigQuery.
ClickHouse/mcp-clickhouse : Offers schema inspection and querying capabilities for ClickHouse databases.
get-convex/convex-mcp-server: Introspects Convex tables, functions, and allows one-off queries. (Note: Links to Convex Stack page)
@gannonh/firebase-mcp : Provides access to Firebase services like Auth, Firestore, and Storage.
jovezhong/mcp-timeplus : Manages Apache Kafka topics and queries streaming data via Timeplus SQL.
@fireproof-storage/mcp-database-server : Offers a Fireproof ledger database with multi-user synchronization.
designcomputer/mysql_mcp_server : Provides secure MySQL database operations with configurable access controls.
f4ww4z/mcp-mysql-server : Offers secure MySQL database interaction.
FreePeak/db-mcp-server : Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration.
modelcontextprotocol/server-postgres : Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).
modelcontextprotocol/server-sqlite : Provides SQLite database operations with built-in analysis (part of the official servers collection).
@joshuarileydev/supabase-mcp-server : Manages Supabase projects and organizations.
@alexander-zuev/supabase-mcp-server : Supports SQL query execution and database exploration within Supabase.
ktanaka101/mcp-server-duckdb : Integrates with DuckDB, offering schema inspection and query features.
Dataring-engineering/mcp-server-trino : Connects to Trino Clusters for querying and data access.
furey/mongodb-lens : Provides a fully-featured MCP server for MongoDB Databases.
QuantGeekDev/mongo-mcp : Enables direct interaction with MongoDB databases.
kiliczsh/mcp-mongo-server : Interacts with MongoDB databases.
tinybirdco/mcp-tinybird : Integrates with Tinybird, providing query and API capabilities.
KashiwaByte/vikingdb-mcp-server : Integrates with VikingDB for vector store and search functionalities.
neo4j-contrib/mcp-neo4j : Enables Model Context Protocol interactions with Neo4j databases.
niledatabase/nile-mcp-server : Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.
isaacwasserman/mcp-snowflake-server : Integrates with Snowflake with read/write operations and insight tracking.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server : Provides safe, read-only access to SQLite databases with query validation.
sirmews/mcp-pinecone : Integrates with Pinecone, offering vector search capabilities.
runekaagaard/mcp-alchemy : Provides universal SQLAlchemy-based database integration, supporting multiple database types.
quarkiverse/quarkus-mcp-jdbc : Connects to any JDBC-compatible database (part of Quarkus MCP Servers).
pab1it0/adx-mcp-server : Allows querying and analyzing of Azure Data Explorer databases.
pab1it0/prometheus-mcp-server : Provides querying and analysis of Prometheus monitoring system.
neondatabase/mcp-server-neon : Enables creating and managing Postgres databases with Neon Serverless Postgres.
XGenerationLab/xiyan_mcp_server : Supports fetching database data via natural language queries, powered by XiyanSQL.
bytebase/dbhub : Provides a universal database MCP server with support for mainstream databases.
GreptimeTeam/greptimedb-mcp-server : Enables querying of GreptimeDB.
idoru/influxdb-mcp-server : Executes queries against InfluxDB OSS API v2.
xing5/mcp-google-sheets : Interacts with Google Sheets, providing create, read, update, and manage functionalities.
edwinbernadus/nocodb-mcp-server : Support create, read, update, and delete on NocoDB Database

💻 Developer Tools

21st-dev/Magic-MCP : Generates UI components based on 21st.dev design principles.
cocoindex-io/cocoindex-code : A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.
Comet-ML/Opik-MCP : Enables querying of LLM observability data captured by Opik.
OzorOwn/frostbyte-mcp : MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.
GLips/Figma-Context-MCP : Gives coding agents direct access to Figma data.
QuantGeekDev/docker-mcp : Manages Docker containers via MCP.
r-huijts/xcode-mcp-server : Integrates with Xcode for project management and build automation.
snaggle-ai/openapi-mcp-server : Connects to HTTP/REST APIs using an OpenAPI specification.
JetBrains/mcpProxy : Connects to JetBrains IDEs for development tasks.
tumf/mcp-text-editor : Provides a line-oriented text file editor, optimized for LLM interaction.
@joshuarileydev/simulator-mcp-server : Controls iOS Simulators.
@joshuarileydev/app-store-connect-mcp-server : Communicates with the App Store Connect API.
@delano/postman-mcp-server : Interacts with the Postman API.
@haris-musa/excel-mcp-server : Manipulates Excel workbooks, including data, formatting, and charts.
ShenghaiWang/xcodebuild : Builds iOS Xcode workspace/project and feedbacks errors to LLMs.
@jasonjmcghee/claude-debugs-for-you : Enables automatic debugging via breakpoints and expression evaluation.
@Jktfe/serveMyAPI : Securely stores and accesses API keys across projects using the macOS Keychain.
jonradoff/lightcms : AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.
@xzq-xu/jvm-mcp-server : Implements an MCP server for JVM-based environments.
@yangkyeongmo/mcp-server-apache-airflow : Connects to Apache Airflow using the official client.
hyperb1iss/droidmind : Controls Android devices, enabling UI automation and debugging.
Rootly-AI-Labs/Rootly-MCP-server : Integrates with the Rootly incident management platform.
YuChenSSR/mindmap-mcp-server : Generates interactive mindmaps.
SDGLBL/mcp-claude-code : Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.
deadpixel/roundtable-dashboard : Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.
semgrep/mcp : A MCP server for using Semgrep to scan code for security vulnerabilities.
@mastra/mcp-docs-server : Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
@mastra/mcp : Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

🧮 Data Science Tools

ChronulusAI/chronulus-mcp : Uses Chronulus AI for forecasting and predictions.
@reading-plus-ai/mcp-server-data-exploration : Enables autonomous data exploration on .csv-based datasets.

📂 File Systems

modelcontextprotocol/server-filesystem : Provides direct access to the local file system (part of the official servers collection).
modelcontextprotocol/server-google-drive : Integrates with Google Drive for file listing and searching (part of the official servers collection).
hmk/box-mcp-server : Provides listing, reading and searching files on Box.
mark3labs/mcp-filesystem-server : Provides local file system access (Golang implementation).
mamertofabian/mcp-everything-search : Provides fast Windows file search using Everything SDK.
cyberchitta/llm-context.py : Shares code context with LLMs via MCP or clipboard.
quarkiverse/quarkus-mcp-filesystem : Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).
Xuanwo/mcp-server-opendal : Accesses various storage services via Apache OpenDAL.
PSPDFKit/nutrient-dws-mcp-server : MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.

💰 Finance & Fintech

heurist-network/heurist-mesh-mcp-server : Provides access to web3 AI agents for blockchain analysis and smart contract auditing.
@base/base-mcp : Integrates with Base Network for onchain tools and Coinbase API interactions.
QuantGeekDev/coincap-mcp : Provides real-time cryptocurrency market data from CoinCap.
anjor/coinmarket-mcp-server : Fetches cryptocurrency listings and quotes from the Coinmarket API.
berlinbra/alpha-vantage-mcp : Fetches stock and crypto information from Alpha Vantage.
ferdousbhai/tasty-agent : Handles trading activities on Tastytrade via the Tastyworks API.
ferdousbhai/investor-agent : Fetches stock market data and options recommendations from Yahoo Finance.
HCS412/ventureautomated : Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.
mcpdotdirect/evm-mcp-server : Provides blockchain services for 30+ EVM networks.
Bankless/onchain-mcp : Uses Bankless Onchain API for smart contract interaction and querying transaction data.
kukapay/cryptopanic-mcp-server : Delivers cryptocurrency news to AI agents via CryptoPanic.
kukapay/whale-tracker-mcp : Tracks cryptocurrency whale transactions.
kukapay/crypto-feargreed-mcp : Provides real-time and historical Crypto Fear & Greed Index data.
kukapay/dune-analytics-mcp : Bridges Dune Analytics data to AI agents.
kukapay/pancakeswap-poolspy-mcp : Tracks newly created pools on Pancake Swap.
kukapay/uniswap-poolspy-mcp : Tracks newly created liquidity pools on Uniswap.
kukapay/uniswap-trader-mcp : Automates token swaps on Uniswap DEX.
kukapay/token-minter-mcp : Allows AI agents to mint ERC-20 tokens.
kukapay/thegraph-mcp : Provides indexed blockchain data from The Graph to AI agents.
OzorOwn/defi-mcp : DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.
8144225309/superscalar-mcp : Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.
xpaysh/awesome-x402 : A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.

🎮 Gaming

Coding-Solo/godot-mcp : Interacts with the Godot game engine for editing, running, and managing scenes.
rishijatia/fantasy-pl-mcp : Offers real-time Fantasy Premier League data and analysis.
CoderGamester/mcp-unity : Integrates with the Unity3D Game Engine via MCP.

🧠 Knowledge & Memory

modelcontextprotocol/server-memory : Provides a knowledge graph-based persistent memory system (part of the official servers collection).
CheMiguel23/MemoryMesh : Provides enhanced graph-based memory focused on AI role-play.
topoteretes/cognee-mcp : Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project).
@hannesrudolph/mcp-ragdocs : Retrieves and processes documentation using vector search.
@kaliaboi/mcp-zotero : Connects LLMs to Zotero Cloud collections and sources.
graphlit/graphlit-mcp-server : Ingests data from various sources into a Graphlit project for searching and retrieval.
CanopyHQ/phloem : Local-first AI memory with causal graphs, citation verification, and zero network connections.
omega-memory/core : Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.

🗺️ Location Services

modelcontextprotocol/server-google-maps : Provides location services, routing, and place details from Google Maps (part of the official servers collection).
webcoderz/MCP-Geo : Offers geocoding capabilities using various services.
@briandconnelly/mcp-server-ipinfo : Provides IP address geolocation and network information via ipinfo.io.
@iplocate/mcp-server : Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
jjsantos01/qgis_mcp : Integrates QGIS Desktop with Claude AI for project creation and code execution.
kukapay/nearby-search-mcp : Enables nearby place searches using IP-based location detection.
[IP2Location.io] : - IP2Location.io API integration to retrieve the geolocation information for an IP address.

🎯 Marketing

henu-wang/geoscore-mcp : AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.
bzsasson/screaming-frog-mcp : MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.
open-strategy-partners/osp_marketing_tools : Provides a set of marketing tools from Open Strategy Partners.

📊 Monitoring

modelcontextprotocol/server-sentry : Integrates with Sentry.io for error tracking (part of the official servers collection).
MindscapeHQ/mcp-server-raygun : Integrates with Raygun API for crash reporting.
metoro-io/metoro-mcp-server : Queries and interacts with Kubernetes environments monitored by Metoro.
grafana/mcp-grafana : Searches dashboards and queries datasources in Grafana.
shibley/apistatuscheck : Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.
pydantic/logfire-mcp : Accesses OpenTelemetry traces and metrics through Logfire.
seekrays/mcp-monitor : Provides system monitoring via MCP, exposing various metrics.
hyperb1iss/lucidity-mcp : Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.

🔎 Search

modelcontextprotocol/server-brave-search : Performs web searches using Brave's Search API (part of the official servers collection).
@angheljf/nyt : Searches articles using the NYTimes API.
@newsmcp/server : Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.
ac3xx/mcp-servers-kagi : Integrates with the Kagi search API.
exa-labs/exa-mcp-server : Provides access to the Exa AI Search API.
fatwang2/search1api-mcp : Performs searches via search1api.
Tomatio13/mcp-server-tavily : Integrates with Tavily AI search API.
blazickjp/arxiv-mcp-server : Searches research papers on ArXiv.
mzxrai/mcp-webresearch : Performs deep web research using Google search.
andybrandt/mcp-simple-arxiv : Allows searching and reading papers from arXiv.
andybrandt/mcp-simple-pubmed : Allows searching and reading papers from PubMed.
c5huracan/meyhem : Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.
shopsavvy/shopsavvy-mcp-server : Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.