diff --git a/README.md b/README.md
index 49db7cd68..013a0c91c 100644
--- a/README.md
+++ b/README.md
@@ -85,6 +85,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* ๐ค - [Coding Agents](#coding-agents)
* ๐ฅ๏ธ - [Command Line](#command-line)
* ๐ฌ - [Communication](#communication)
+* ๐ฃ๏ธ - [Conversational AI](#conversational-ai)
* ๐ค - [Customer Data Platforms](#customer-data-platforms)
* ๐๏ธ - [Databases](#databases)
* ๐ - [Data Platforms](#data-platforms)
@@ -134,6 +135,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) ๐ โ๏ธ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
- [doggychip/agentforge](https://github.com/doggychip/agentforge) [](https://glama.ai/mcp/servers/doggychip/agentforge) ๐ โ๏ธ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
+- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev).
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) ๐ โ๏ธ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) โ no setup required, bring your own API key.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) ๐ โ๏ธ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
@@ -174,10 +176,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) โ๏ธ ๐ - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
- [portel-dev/ncp](https://github.com/portel-dev/ncp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
+- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) ๐ โ๏ธ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) ๐ โ๏ธ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) ๐ ๐ ๐ ๐ชฉ ๐ง - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](https://glama.ai/mcp/servers/supertrained/rhumb) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
- [sitbon/magg](https://github.com/sitbon/magg) ๐ ๐ช ๐ง โ๏ธ ๐ ๐ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
+- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) ๐ โ๏ธ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) ๐ โ๏ธ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn a web service into an MCP server in one click without making any code changes.
@@ -218,6 +222,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) ๐ - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) ๐ ๐ โ๏ธ ๐ ๐ช - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
+- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp`
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) ๐ ๐ ๐ - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) ๐ โ๏ธ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) ๐ ๐ - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) ๐ โ๏ธ - MCP server to interact with the Discogs API
@@ -296,6 +301,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) ๐ ๐ - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) ๐ - An MCP server for browser automation using Playwright
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) ๐ฆ Lightweight browser automation MCP server in Rust with zero dependencies.
+- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) โ 500 free fetches/mo, no card.
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) ๐ ๐ - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) ๐ - An MCP python server using Playwright for browser automation,more suitable for llm
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) ๐๏ธ ๐ - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
@@ -324,6 +330,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) ๐ ๐ - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) ๐ ๐ - An MCP Server that enables AI assistants to interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) ๐๏ธ ๐ ๐ ๐ง - iOS Safari debugging via ios-webkit-debug-proxy โ MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
+- [Metadrama/obscura-mcp](https://github.com/Metadrama/obscura-mcp) [](https://glama.ai/mcp/servers/Metadrama/obscura-mcp) ๐ โ๏ธ ๐ง ๐ช ๐ - MCP server adapter for the lightweight Rust headless browser Obscura โ high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run [locally](https://github.com/Metadrama/obscura-mcp) or as [hosted endpoint](https://glama.ai/mcp/connectors).
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) ๐ โ๏ธ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) ๐ ๐ ๐ - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) ๐ ๐ - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
@@ -444,15 +451,17 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
+- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) ๐ โ๏ธ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) ๐ ๐ ๐ ๐ช ๐ง - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) ๐ ๐ - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) ๐ ๐ - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
+- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) ๐ ๐ ๐ ๐ช ๐ง - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) ๐ฆ ๐ ๐ ๐ช ๐ง - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) ๐ โ๏ธ ๐ - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) ๐ ๐ ๐ ๐ช ๐ง - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
-- [chernistry/bernstein](https://github.com/chernistry/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic multi-agent orchestrator for 18 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, OpenAI Agents SDK, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. ~11K monthly PyPI downloads, Apache 2.0.
+- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) ๐ โ๏ธ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) ๐ ๐ - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) ๐ ๐ - Coding agent with basic read, write and command line tools.
@@ -462,6 +471,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) ๐ ๐ ๐ ๐ช ๐ง - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) ๐ ๐ - Run any command with `run_command` and `run_script` tools.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) ๐ฆ ๐ - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
+- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) ๐ ๐ ๐ ๐ช ๐ง - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
- [irskep/persistproc](https://github.com/irskep/persistproc) ๐ ๐ - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) ๐ โ๏ธ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) ๐ ๐ - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
@@ -591,6 +601,12 @@ Integration with communication platforms for message management and channel oper
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) ๐ โ๏ธ ๐ ๐ช - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
+### ๐ฃ๏ธ Conversational AI
+
+Tools for building and operating AI conversation agents that hold structured dialogues with end users.
+
+- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
+
### ๐ค Customer Data Platforms
Provides access to customer profiles inside of customer data platforms
@@ -698,6 +714,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) ๐๏ธ ๐ - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) ๐๏ธ ๐ โ๏ธ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) ๐ ๐ Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
+- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) ๐ โ๏ธ - Connect any AI to PostgreSQL, MySQL, or SQL Server โ 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) ๐ โ๏ธ - TDolphinDB database integration with schema inspection and query capabilities
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) ๐๏ธ โ๏ธ - A Go implementation of a Model Context Protocol (MCP) server for Trino
- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) ๐ ๐ - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products
@@ -731,6 +748,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) ๐ โ๏ธ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) ๐๏ธ ๐ โ๏ธ ๐ - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
+- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) ๐ โ๏ธ ๐ ๐ช ๐ง - 96 tools across 21 modules for La Rรฉunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) ๐ โ๏ธ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) ๐ โ๏ธ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) ๐ - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
@@ -753,13 +771,16 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) ๐ ๐ - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) ๐ โ๏ธ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) ๐ ๐ - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift โ App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
+- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) ๐ ๐ ๐ ๐ช ๐ง - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store โ so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
Tools and integrations that enhance the development workflow and environment management.
+- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [](https://glama.ai/mcp/servers/marin1321/mcp-devtools) ๐ ๐ ๐ ๐ช ๐ง - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [](https://glama.ai/mcp/servers/EtienneChollet/ontomics) ๐ฆ ๐ ๐ ๐ง - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) ๐ ๐ - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
+- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) ๐ ๐ ๐ ๐ช ๐ง - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) ๐ ๐ - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) ๐ ๐ ๐ - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) ๐ ๐ โ๏ธ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
@@ -869,6 +890,7 @@ Tools and integrations that enhance the development workflow and environment man
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) ๐ ๐ - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) ๐๏ธ ๐ โ๏ธ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
- [idosal/git-mcp](https://github.com/idosal/git-mcp) ๐ โ๏ธ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
+- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) ๐ ๐ - MCP server that blocks AI coding agents from repeating mistakes โ turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) ๐ - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) ๐ โ๏ธ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
@@ -1076,6 +1098,7 @@ Tools and integrations that enhance the development workflow and environment man
- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) ๐ ๐ ๐ ๐ช ๐ง - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [](https://glama.ai/mcp/servers/hikmahtech/drwhome) ๐ โ๏ธ โ Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP โ point Claude Desktop at the URL.
- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) ๐ฆ ๐ ๐ ๐ช ๐ง - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT.
+- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script.
### ๐ Delivery
@@ -1084,6 +1107,8 @@ Tools and integrations that enhance the development workflow and environment man
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) ๐ ๐ โ๏ธ ๐ - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) ๐ โ๏ธ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
+- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ ๐ ๐ ๐ ๐ช ๐ง - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens โ 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
+
### ๐งฎ Data Science Tools
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
@@ -1166,6 +1191,7 @@ MCP servers for e-commerce platforms and online store management.
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) ๐ ๐ ๐ ๐ช ๐ง - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`.
- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.
+- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) ๐๏ธ โ๏ธ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.
### ๐ณ Environment & Nature
@@ -1209,8 +1235,10 @@ Provides direct access to local file systems with configurable permissions. Enab
- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) ๐ โ๏ธ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`.
- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) ๐ โ๏ธ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full `EscrowV1` contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. `npx @arbitova/mcp-server`
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) ๐ โ๏ธ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics โ pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
+- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Czech National Bank (ฤNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) ๐ โ๏ธ - AI-native business management โ invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) ๐ ๐ ๐ ๐ช - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
+- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [](https://glama.ai/mcp/servers/openpulsechain/public) ๐ โ๏ธ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) ๐ โ๏ธ - Deep Research for crypto - free & fully local
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Access institutional-grade alternative financial data directly in your LLM workflows.
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) ๐๏ธ ๐ โ๏ธ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
@@ -1272,6 +1300,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) ๐ ๐ - Solana blockchain data for AI agents โ wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection).
- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) ๐ โ๏ธ - 25 tools for Solana blockchain โ wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet).
- [Handshake58/DRAIN-marketplace](https://github.com/Handshake58/DRAIN-marketplace) ๐ โ๏ธ - Open marketplace for AI services โ LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
+- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) ๐ โ๏ธ - DeFi execution MCP server โ swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server`
- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) ๐ โ๏ธ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys โ agents pay with USDC.
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) ๐ โ๏ธ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
- [evan-moon/firma](https://github.com/evan-moon/firma) [](https://glama.ai/mcp/servers/evan-moon/firma) ๐ ๐ ๐ ๐ช ๐ง - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`.
@@ -1307,6 +1336,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) ๐ โ๏ธ ๐ - MCP server for Indigo Protocol on Cardano โ iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) ๐ โ๏ธ ๐ - Cardano blockchain MCP server for wallet interactions โ submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) ๐ - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
+- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) ๐ โ๏ธ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free โ 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp`
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) ๐ ๐ - An MCP server that enables AI models to query the Bitcoin blockchain.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) ๐ โ๏ธ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) ๐ โ๏ธ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
@@ -1370,6 +1400,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐ โ๏ธ - An MCP server that empowers AI agents to inspect any walletโs balance and onchain activity across major EVM chains and Solana chain.
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐ โ๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐ โ๏ธ - A mcp server for tracking cryptocurrency whale transactions.
+- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) ๐ โ๏ธ - Live Hyperliquid HIP-4 prediction market data. 10 tools for odds, orderbooks, candles, trades, and portfolio positions. First MCP server for on-chain prediction markets. No API keys required.
- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) ๐ โ๏ธ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification.
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) ๐ โ๏ธ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) ๐๏ธ ๐ โ๏ธ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
@@ -1399,6 +1430,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) ๐ ๐ โ๏ธ - European financial data for AI agents โ ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) ๐ฆ ๐ โ๏ธ ๐ ๐ช ๐ง - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) ๐ ๐ - Non-custodial EVM wallet MCP โ routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
+- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) ๐ ๐ ๐ ๐ช ๐ง - Personal asset planning for Japan's ใคใฟใใฆ NISA / iDeCo: 4 zero-auth tools โ `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.
- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) ๐ โ๏ธ ๐ ๐ช ๐ง - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base โ no API keys. 6 endpoints from $0.01.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) ๐ โ๏ธ - Octagon AI Agents to integrate private and public market data
@@ -1464,12 +1496,14 @@ Provides direct access to local file systems with configurable permissions. Enab
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) ๐ โ๏ธ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) โ๏ธ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) ๐ โ๏ธ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC.
+- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) ๐ ๐ - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) ๐ โ๏ธ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) ๐ โ๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) ๐ ๐ - Structured 3-layer memory system (trades โ patterns โ strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) ๐ โ๏ธ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision โ returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat.
- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [](https://glama.ai/mcp/servers/tunedforai/x402-mcp) ๐ โ๏ธ - Real-time crypto market structure for AI agents โ orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD with whale activity, 7yr OHLCV history with buy/sell flow, on-chain address risk. Free via MCP ([`@tunedforai/x402-mcp`](https://www.npmjs.com/package/@tunedforai/x402-mcp) on npm) or pay-per-call in USDC on Base via x402 REST at [`x402.tunedfor.ai`](https://x402.tunedfor.ai) โ no API key, no rate limits.
- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) ๐ โ๏ธ ๐ โ Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response โ no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP Registry, and the Apify Store.
+- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) ๐ โ๏ธ โ SEC EDGAR signal intelligence for AI agents โ insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.
- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) ๐ โ๏ธ - Institutional 13F intelligence for Claude Desktop, Cursor, and VS Code. Nine Read tools: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime, sector flows. SEC EDGAR-sourced. Install `uvx the13f-mcp`.
### ๐ฎ Gaming
@@ -1508,6 +1542,7 @@ Integration with gaming related data, game engines, and services
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) ๐ โ๏ธ - Living economy for AI agents โ Conway's Game of Life physics, energy currency, marketplace. 4 tools: observe state, execute actions, benchmark reports, game rules. Auto-registers, no API key needed.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) ๐ โ๏ธ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - ๐๏ธ ๐ ๐ ๐ช ๐ง๏ธ MCP server connecting AI systems to Stockfish chess engine.
+- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) ๐ โ๏ธ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) ๐ - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) ๐ โ๏ธ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) ๐ โ๏ธ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
@@ -1559,6 +1594,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) ๐ ๐ - Enhanced graph-based memory with a focus on AI role-play and story generation
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** โ testers and feedback welcome.
+- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) ๐ โ๏ธ ๐ง - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) ๐ ๐ - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
@@ -1607,6 +1643,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) ๐ ๐ ๐ ๐ช ๐ง - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
- [leesgit/claude-session-continuity-mcp](https://github.com/leesgit/claude-session-continuity-mcp) [](https://glama.ai/mcp/servers/leesgit/claude-session-continuity-mcp) ๐ ๐ ๐ ๐ช ๐ง - Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge graph. Multilingual semantic search (94+ languages) with cross-language retrieval.
+- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) ๐ ๐ โ๏ธ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) ๐ ๐ ๐ ๐ช ๐ง - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [](https://glama.ai/mcp/servers/LuizEduPP/Rememb) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
@@ -1614,6 +1651,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [](https://glama.ai/mcp/servers/markmhendrickson/neotoma) ๐ ๐ ๐ ๐ช ๐ง - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) ๐ ๐ - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) ๐ ๐ - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
+- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) ๐ ๐ ๐ - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup`
- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) ๐ โ๏ธ - Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.
- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships.
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
@@ -1661,6 +1699,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [](https://glama.ai/mcp/servers/@Smriti-AA/smriti) ๐ฆ ๐ ๐ ๐ช ๐ง - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) ๐ ๐ ๐ ๐ช ๐ง - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.
+- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) ๐ โ๏ธ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) ๐๏ธ ๐ ๐ ๐ช ๐ง - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) ๐ ๐ - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
@@ -1726,8 +1765,10 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) ๐ ๐ - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) ๐ โ๏ธ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
+- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) ๐ โ๏ธ - Location & routing intelligence for AI agents โ geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐ โ๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available).
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) ๐ - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
+- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) ๐ โ๏ธ - GPS coordinates to AI-ready location context โ returns place name, stable category (gym, supermarket, restaurantโฆ), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐ ๐ - Geocoding MCP server for nominatim, ArcGIS, Bing
### ๐ฏ Marketing
@@ -1748,6 +1789,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) ๐ โ๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) ๐ โ๏ธ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) โ an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) ๐ โ๏ธ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
+- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) ๐ โ๏ธ ๐ - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md โ not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) ๐ โ๏ธ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`.
@@ -1758,6 +1800,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) ๐ โ๏ธ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) ๐ ๐ - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow โ all as local stdio, no cloud relay.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) ๐ ๐ - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
+- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) ๐ โ๏ธ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app).
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) ๐ ๐ - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`.
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) ๐ โ๏ธ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) ๐ โ๏ธ ๐ - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results โ simply and reliably.
@@ -1771,6 +1814,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) ๐ โ๏ธ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription.
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) ๐ โ๏ธ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
+- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) ๐ -
### ๐ Monitoring
@@ -1781,6 +1825,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) ๐ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
+- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) ๐ ๐ ๐ ๐ง - Local system monitoring โ CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ โ Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) ๐ โ๏ธ ๐ - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
@@ -1828,12 +1873,14 @@ Access and analyze application monitoring data. Enables AI models to review erro
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
+- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) ๐ ๐ ๐ ๐ช ๐ง - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) ๐ โ๏ธ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) ๐ โ๏ธ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install โ add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) ๐ ๐ ๐ ๐ฅ ๐ ๐ผ๏ธ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) ๐ ๐ - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐ โ๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
+- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) ๐ ๐ ๐ - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) ๐ ๐ ๐ ๐ช ๐ง - Turn your self-hosted Immich photo library into a conversation โ natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) ๐ โ๏ธ ๐ ๐ช ๐ง - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
@@ -1861,6 +1908,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) ๐ ๐ ๐ง - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45โ49 Linux desktop.
+- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) ๐ฆ ๐ ๐ ๐ ๐ง - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
### ๐ Product Management
@@ -1893,6 +1941,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) ๐ โ๏ธ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) ๐ โ๏ธ ๐ - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
+- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) ๐ ๐ - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword โ each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) ๐ โ๏ธ - Access legislative data from all 50 US states and Congress โ search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
@@ -1958,6 +2007,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) ๐ ๐ - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments โ no API keys required. Self-hosted with phoenixd.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) ๐ โ๏ธ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) ๐ โ๏ธ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
+- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [](https://glama.ai/mcp/servers/HasData/hasdata-mcp) ๐ โ๏ธ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - ๐ โ๏ธ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) ๐ โ๏ธ - A MCP server for Unsplash image search.
- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) ๐ โ๏ธ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas' remote jobs database.
@@ -2024,10 +2074,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) ๐๏ธ ๐ โ๏ธ - 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.
+- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [](https://glama.ai/mcp/servers/sifter-ai/sifter) ๐ ๐ โ๏ธ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) ๐ โ๏ธ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) ๐ โ๏ธ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) ๐ โ๏ธ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev).
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) ๐ โ๏ธ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
+- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) ๐ โ๏ธ - Schema-validated document extraction with searchable workspace memory. Extract structured fields from PDFs, scans, images, and forms; AI agents can also search, filter, and query past extractions.
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) ๐ โ๏ธ - An MCP Server that retrieves and processes news data from the GeekNews site.
- [MarcinDudekDev/the-data-collector](https://github.com/MarcinDudekDev/the-data-collector) [](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp) ๐ โ๏ธ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base.
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) ๐ โ๏ธ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
@@ -2152,9 +2204,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) ๐๏ธ โ๏ธ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Search ะบะฐัะฐะปะพะณะฟะพ.ัั (Russian software registry, 26k+ products) for import-substitution and ะคะกะขะญะ/ะคะกะ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ะคะ, 187-ะคะ) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) ๐ ๐ - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
+- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) ๐ฆ ๐ ๐ ๐ช ๐ง - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing โ emits BLOCK / WARN / PASS verdicts, never coaches the agent.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) ๐ ๐ - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) ๐ โ๏ธ ๐ - MCP server for Zitadel identity management โ manage users, projects, OIDC apps, roles, and service accounts through natural language.
+- [taniwhaai/arai](https://github.com/taniwhaai/arai) [](https://glama.ai/mcp/servers/taniwhaai/arai) ๐ฆ ๐ ๐ ๐ช ๐ง - Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) โ no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision: deny` to block tool calls in Claude Code; advisory rules inject context. PostToolUse is correlated with PreToolUse to produce per-rule obeyed/ignored compliance verdicts in a local JSONL audit log. MCP tools โ `arai_add_guard` (register rules mid-session), `arai_list_guards`, `arai_recent_decisions` โ work in any MCP client (Claude Desktop, Cursor, Windsurf, Cline). No network on the hook hot path; opt-out anonymous telemetry.
- [toan203/osv-ui](https://github.com/toan203/osv-ui) [](https://glama.ai/mcp/servers/toan203/osv-ui) ๐ ๐ ๐ ๐ช ๐ง - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev.
- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) ๐ ๐ ๐ ๐ช ๐ง - Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) โ ๐ - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
@@ -2169,11 +2223,16 @@ Tools for conducting research, surveys, interviews, and data collection.
- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [](https://glama.ai/mcp/servers/UPinar/contrastapi) ๐ โ๏ธ - Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.
- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context.
+
+- [mopanc/depguard](https://github.com/mopanc/depguard) [](https://glama.ai/mcp/servers/mopanc/depguard) ๐ ๐ ๐ ๐ช ๐ง - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 12 MCP tools. Zero runtime dependencies โ the SBOM serializer is implemented natively against the public CycloneDX schema.
+
- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners detect PAN/CVV exposure, weak crypto, missing audit logs, vulnerable deps, TLS misconfig, auth weaknesses, plus CycloneDX 1.6 SBOM generation - each finding mapped to the exact PCI requirement. AI-assisted triage via triage_findings. Keyless-signed multi-arch Docker image on ghcr.io.
+- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [](https://glama.ai/mcp/servers/layervai/qurl-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) for AI agents โ secure URL gateway for the qURL API. 9 tools (create / resolve / list / get / delete / extend / update / mint-link / batch-create), 3 resources, 3 guided prompts. stdio transport, OIDC-attested npm provenance.
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
+- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) ๐ ๐ - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` โ `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) ๐๏ธ โ๏ธ - AIโpowered YouTube uploaderโno CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) ๐ ๐ - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) ๐ ๐ - Turn URLs into viral posts via "remake" command.
@@ -2182,6 +2241,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) ๐ ๐ - An MCP server for interacting with Bluesky via the atproto client.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) ๐ โ๏ธ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) ๐ โ๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Read WeChat (ๅพฎไฟก) Official Account articles with native multimodal output โ body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/่ง้ขๅท (metadata + cover via public API).
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) ๐ โ๏ธ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events โ no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) ๐ ๐ - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) ๐ โ๏ธ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
@@ -2207,6 +2267,7 @@ Tools for accessing sports-related data, results, and statistics.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐๏ธ โ๏ธ โ Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) ๐ ๐ - Personalized Fantasy Premier League intelligence โ scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) ๐ โ๏ธ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
+- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [](https://glama.ai/mcp/servers/googlarz/suunto-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context.
- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) ๐ ๐ - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) ๐ ๐ - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) ๐ ๐ ๐ ๐ช ๐ง - FIFA World Cup 2026 data โ 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
@@ -2214,7 +2275,7 @@ Tools for accessing sports-related data, results, and statistics.
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) ๐ ๐ - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) ๐ - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) ๐ โ๏ธ - MCP server for XERT cycling analytics โ access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
-- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [](https://glama.ai/mcp/servers/partymola/withings-mcp) ๐ โ๏ธ ๐ - MCP server for the Withings Health API. OAuth, local SQLite cache, and trend analysis. Tools for body composition, sleep, activity, workouts, ECG, and connected devices.
+- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) ๐ โ๏ธ ๐ - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) ๐ โ๏ธ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) ๐ โ๏ธ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) ๐ โ๏ธ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
@@ -2275,6 +2336,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) ๐ โ๏ธ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) ๐ โ๏ธ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) ๐ โ๏ธ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates.
+- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) ๐ โ๏ธ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) ๐ โ๏ธ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) ๐ ๐ ๐ ๐ช ๐ง - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis.
@@ -2294,6 +2356,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) ๐ โ๏ธ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) ๐ ๐ - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) ๐ โ๏ธ ๐ - GitLab platform integration for project management and CI/CD operations
+- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) ๐ โ๏ธ ๐ - GitLab CI/CD โ pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) ๐ โ๏ธ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) ๐๏ธ โ๏ธ - An MCP server for managing your repositories on Forgejo/Gitea server.
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) ๐ ๐ - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
@@ -2314,7 +2377,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) ๐ ๐ ๐ ๐ช ๐ง - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) ๐ ๐ ๐ - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
+- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [](https://glama.ai/mcp/servers/ContextPulse/contextpulse) ๐ ๐ ๐ ๐ช - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0.
- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [](https://glama.ai/mcp/servers/corbym/backlog-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes โ all backed by plain markdown files versioned in your repository.
+- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) ๐ ๐ ๐ - Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully locally โ no API keys required.
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) ๐ โ๏ธ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev).
@@ -2343,6 +2408,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [](https://glama.ai/mcp/servers/timergy-app/timergy) ๐ โ๏ธ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
+- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) ๐ ๐ - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) ๐ โ๏ธ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
@@ -2363,6 +2429,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) ๐ ๐ - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call โ constraints, chains, AI judgment, invoicing, local dashboard.
- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) ๐ โ๏ธ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - โฟ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
+- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) ๐ ๐ - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #๏ธโฃ ๐ - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
@@ -2431,6 +2498,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) ๐ ๐ - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) ๐ ๐ - An MCP server to list and launch applications on MacOS
+- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [](https://glama.ai/mcp/servers/justinstimatze/gemot) ๐๏ธ ๐ โ๏ธ - Structured deliberation server for multi-agent coordination. Agents submit positions, vote on a 5-point scale, and receive analysis identifying cruxes (key disagreements), opinion clusters, bridging statements, and consensus. Two-engine pipeline (LLM text analysis + PCA vote clustering) inspired by Polis and Talk to the City.
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) ๐ โ๏ธ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - ๐๏ธ ๐ This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) ๐ ๐ - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ