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@@ -161,6 +161,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
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- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
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- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
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- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft`
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- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
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- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
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- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
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@@ -260,6 +261,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
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- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
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- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
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- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
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- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
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- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Stop wiring nodes by hand — describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work.
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- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
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- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
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@@ -290,6 +292,7 @@ Design and visualize software architecture, system diagrams, and technical docum
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- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
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- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
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- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
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- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints.
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### <a name="bio"></a>Biology, Medicine and Bioinformatics
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- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
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@@ -340,6 +343,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
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- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser
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- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
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- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
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- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.
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- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
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- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
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- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
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@@ -397,6 +401,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
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Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
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- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
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- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`.
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- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
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- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
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- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️ ☁️ 🍎 🪟 🐧 - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHub…) — driven through one CLI-backed MCP tool. Install with `npx -y @anythink-cloud/mcp`.
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@@ -420,6 +425,7 @@ Cloud platform service integration. Enables management and interaction with clou
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- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
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- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
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- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
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- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
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- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
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- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
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- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
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@@ -507,6 +513,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
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- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
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- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
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- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
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- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
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- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
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### 🤖 <a name="coding-agents"></a>Coding Agents
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@@ -517,6 +524,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
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- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
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- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
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- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - 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.
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- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
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- [askbudi/roundtable](https://github.com/askbudi/roundtable) 🐍 🏠 - 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.
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- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
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- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - 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.
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@@ -596,6 +604,7 @@ Integration with communication platforms for message management and channel oper
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- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
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- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.
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- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
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- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
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- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
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- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
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- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging.
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@@ -740,6 +749,7 @@ Secure database access with schema inspection capabilities. Enables querying and
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- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
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- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
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- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
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- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.
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- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.
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- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
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- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
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@@ -851,6 +861,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
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- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) 📇 🏠 - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
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- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) 📇 🏠 🍎 🪟 🐧 - Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`.
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- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: `npx scala-mcp-server`.
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- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) 🐍 🏠 - Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: `uvx mcp-airflow`.
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- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
|
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- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
|
||||
@@ -879,6 +890,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
|
||||
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
|
||||
- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
|
||||
- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.
|
||||
- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [](https://glama.ai/mcp/servers/soil-dev/capsulemcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports — stdio (`npx capsulemcp`) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
|
||||
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
|
||||
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
|
||||
@@ -893,6 +905,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
|
||||
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
|
||||
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
|
||||
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
|
||||
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
|
||||
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
|
||||
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
|
||||
@@ -1097,6 +1110,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
|
||||
- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. `npx @mcpware/ui-annotator`
|
||||
- [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
|
||||
- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`.
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
|
||||
- [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
|
||||
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
|
||||
@@ -1266,9 +1280,12 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
|
||||
- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.
|
||||
- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. `npx @graphpilot-oss/graphpilot mcp`
|
||||
- [Disentinel/grafema](https://github.com/Disentinel/grafema) [](https://glama.ai/mcp/servers/Disentinel/grafema) 📇 🏠 🍎 🪟 🐧 - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema`
|
||||
- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`.
|
||||
|
||||
- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
|
||||
- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI.
|
||||
- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
|
||||
|
||||
### 🔒 <a name="delivery"></a>Delivery
|
||||
|
||||
@@ -1281,6 +1298,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
|
||||
- [childrentime/reactuse](https://github.com/childrentime/reactuse) [](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - MCP server for the [ReactUse](https://reactuse.com) library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
|
||||
- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
|
||||
- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
|
||||
|
||||
### 🧮 <a name="data-science-tools"></a>Data Science Tools
|
||||
|
||||
@@ -1325,6 +1343,8 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
|
||||
|
||||
- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
|
||||
|
||||
- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.
|
||||
|
||||
- [pushtodisplay/cli](https://github.com/pushtodisplay/cli)[](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts.
|
||||
|
||||
- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
|
||||
@@ -1346,7 +1366,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
|
||||
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
|
||||
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
|
||||
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
|
||||
- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) [](https://glama.ai/mcp/servers/FoundryNet/forge-mcp) 🐍 ☁️ 📟 🎖️ - Cross-OEM industrial machine intelligence — normalize and query machine telemetry across Fanuc, Siemens, Haas, DMG Mori, and Mazak through one schema. 14 tools for telemetry normalization, coverage lookup, and edge attestation.
|
||||
- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously.
|
||||
|
||||
### 🎓 <a name="education"></a>Education
|
||||
|
||||
@@ -1371,6 +1391,7 @@ MCP servers for e-commerce platforms and online store management.
|
||||
- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (`https://ai.tracepass.eu/mcp`) or local. Install via `npx -y tracepass-mcp-server`.
|
||||
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.
|
||||
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via `npx ai-furniture-hub`.
|
||||
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for [Patchistry](https://patchistry.com), the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: `list_canvases`, `list_patches`, `recommend_build`, `get_shipping`, and `contact`. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via `npx -y patchistry-mcp-server`.
|
||||
|
||||
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
|
||||
|
||||
@@ -1390,6 +1411,7 @@ Provides access to environmental data and nature-related tools, services and inf
|
||||
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
|
||||
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`.
|
||||
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
|
||||
- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.
|
||||
|
||||
### 📂 <a name="file-systems"></a>File Systems
|
||||
|
||||
@@ -1438,6 +1460,7 @@ 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) 📇 ☁️ - 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) 📇 ☁️ - 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) 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
|
||||
- [Apex-Foundation/copilot-mcp](https://github.com/Apex-Foundation/copilot-mcp) [](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit.
|
||||
- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) 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) 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
|
||||
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - 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.
|
||||
@@ -1478,6 +1501,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server`
|
||||
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits — no custodial infrastructure, no API keys. Built on Base.
|
||||
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
|
||||
- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at `api.bitcompare.net/mcp` or via `npx @bitcompare/mcp-server`.
|
||||
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
|
||||
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
|
||||
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
|
||||
@@ -1604,6 +1628,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
|
||||
- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) 📇 ☁️ - Real-time Solana memecoin intelligence — 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested ≥3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: `npx -y smithery mcp add madeonsol/solana-kol-intelligence`.
|
||||
- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals.
|
||||
- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share stock market MCP server — real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: `get_stock_quote`, `search_stock`, `main_fund_rank`, `sector_fund_flow`, `get_kline`. Install: `uvx mcp-eastmoney` or `pip install mcp-eastmoney`.
|
||||
- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally — private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
|
||||
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
|
||||
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
|
||||
@@ -1649,6 +1674,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript.
|
||||
- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) 🎖️ 🦀 ☁️ - Official Longbridge brokerage MCP — 110 tools for US/HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans, portfolio analytics and community sharelists. Hosted at `https://openapi.longbridge.com/mcp` with OAuth 2.1 via RFC 9728.
|
||||
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
|
||||
- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.
|
||||
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
|
||||
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
|
||||
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - The most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key.
|
||||
@@ -1666,6 +1692,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data for AI agents — 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) 🦀 🏠 ☁️ 🍎 🪟 🐧 - 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) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
|
||||
- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths.
|
||||
- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `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) 📇 ☁️ 🍎 🪟 🐧 - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base — 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) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
|
||||
@@ -1743,6 +1770,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) ☁️ - 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) 📇 ☁️ - 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) 🐍 🏠 - 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.
|
||||
- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments MCP lets AI coding agents register Yolfi workspaces, create crypto checkout payment links, configure webhooks, verify webhook signatures, and check payment status. Install with `npx -y @yolfi/agent mcp`.
|
||||
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
|
||||
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - 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) 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
|
||||
@@ -1754,9 +1782,14 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [tradallo/reputation](https://github.com/tradallo/reputation) [](https://glama.ai/mcp/servers/tradallo/reputation) 📇 ☁️ - MCP server + TS client + CLI for the **Tradallo Verified Record Protocol**. Query cryptographically-verified human + AI-agent trading reputations: track records, agent version history, paginated Universal Trade Receipts, and on-chain Solana memo notarization lookup. Every response is JCS-canonicalized + ed25519-verified locally before returning. Install: `npx @tradallo/reputation`.
|
||||
- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) 📇 🏠 - Backtest PineScript v6 strategies locally: transpiles Pine→C++ and runs on the deterministic, TradingView-validated PineForge engine (245/246 strict parity, no API key).
|
||||
- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data — income statements, balance sheets, cash flow and 40+ ratios for every US public company, normalized from raw XBRL. Install with `npx secfinapi-mcp`.
|
||||
- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Multi-venue perpetual funding-rate data & cross-exchange funding arbitrage across 20+ exchanges (incl. HIP-3 sub-DEXes). Free screener; paid signals via x402 micropayments with built-in auto-pay. 3 tools, stdio. Install with `npx -y @usenami/funding-mcp`.
|
||||
- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Signing keys never leave an AWS Nitro Enclave (attested PCR0); agents receive policy-bounded signatures, not credentials. Built to survive prompt injection and supply-chain key leaks. 5 tools, stdio. Install with `npx -y @usenami/signer-mcp`.
|
||||
- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp`
|
||||
- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - VietQR payments for AI agents in Vietnam. Agents generate a VietQR code, send it to the user, and auto-confirm settlement from the bank feed. Non-custodial — money flows directly to the merchant's bank account, never held by the platform. `pip install agentpay-vn`, ships an MCP server for Claude Desktop/Code.
|
||||
- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - MCP server for Gainium DCA/Combo/Grid trading bots — manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants.
|
||||
|
||||
- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - x402 Micropaid API Marketplace — 10 AI tools for agents. Crypto prices, web search, weather, image-gen, LLM chat, code execution, translation, sentiment analysis, and QR code generation. Pay-per-call with USDC on Base (no API keys, no registration). Install with \
|
||||
px goldbean-mcp\.
|
||||
|
||||
### 🎮 <a name="gaming"></a>Gaming
|
||||
|
||||
@@ -1823,6 +1856,7 @@ Control smart home devices, home network equipment, and automation systems.
|
||||
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
|
||||
- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers through natural conversation with Claude. 25 tools covering live sensor data, multi-day history, VPD/temperature/humidity automations, port control, advance scheduling, and grow stage templates.
|
||||
- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control a Kodi media player over its JSON-RPC API — transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb).
|
||||
- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs — switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU.
|
||||
|
||||
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
|
||||
|
||||
@@ -1848,6 +1882,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
|
||||
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
|
||||
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
|
||||
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`
|
||||
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
|
||||
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
|
||||
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
|
||||
@@ -1863,6 +1898,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
|
||||
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
|
||||
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
|
||||
- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host.
|
||||
- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools — Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` — free tier, no credit card. [Website](https://cachly.dev)
|
||||
- [cdeust/Cortex](https://github.com/cdeust/Cortex) [](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`
|
||||
- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps.
|
||||
@@ -1908,6 +1944,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP
|
||||
- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [](https://glama.ai/mcp/servers/dl4rce/flaiwheel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies.
|
||||
- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.
|
||||
- [grooverLab/fable](https://github.com/grooverLab/fable) [](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only.
|
||||
- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and crashes) and recalls it via MCP tools — whole-file SQLCipher encryption, FTS5 full-text search (CJK-friendly), never touches your bot token.
|
||||
- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvector.
|
||||
- [gingugu/gingugu](https://github.com/gingugu/gingugu) [](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip install gingugu`
|
||||
@@ -1931,6 +1968,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
|
||||
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
|
||||
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
|
||||
- [kage-core/Kage](https://github.com/kage-core/Kage) [](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Verified, git-native memory for coding agents. Memory is plain JSON packets committed in your repo, each checked against the code it cites — hallucinated citations rejected at write, stale or changed memory withheld at recall, plus diff-time stale-catch. Local-only (BM25 + vectors), no account, no API key. `npx -y @kage-core/kage-graph-mcp install`
|
||||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
|
||||
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a user→team→org hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0.
|
||||
@@ -2042,6 +2080,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [](https://glama.ai/mcp/servers/tribal-memory/tribal) 🦀 🏠 - Self-hosted semantic memory server, served over MCP, for an engineering team's tribal knowledge: the tacit decisions and hard-won reasoning behind the code, captured once and kept queryable for the team and the agents they work with. Postgres-backed (pgvector).
|
||||
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
|
||||
- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io)
|
||||
- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
|
||||
|
||||
### ⚖️ <a name="legal"></a>Legal
|
||||
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
|
||||
@@ -2053,6 +2092,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
|
||||
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
|
||||
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
|
||||
- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code — USPTO statutory pillar scores (§101 eligibility, §102 novelty, §103 non-obviousness, §112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`.
|
||||
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.
|
||||
- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`.
|
||||
- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
|
||||
@@ -2215,6 +2255,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [tickstem/mcp](https://github.com/tickstem/mcp) [](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`.
|
||||
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
|
||||
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Fast and minimal Sentry MCP server written in Rust
|
||||
- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability — 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and `incident-triage-snapshot` aggregation that fans out to 4 fetches in one call.
|
||||
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
|
||||
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
|
||||
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.
|
||||
@@ -2228,6 +2269,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - 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) 🐍 ☁️ 🍎 🪟 🐧 - 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) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
|
||||
- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp`
|
||||
- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - An MCP server to search for (free) stock images and videos from pexels.com.
|
||||
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — 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) 🐍 📇 🏠 🎥 🔊 🖼️ - 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.
|
||||
@@ -2243,6 +2285,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp`
|
||||
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
|
||||
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4.
|
||||
- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp`
|
||||
- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.
|
||||
- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
|
||||
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) 📇 🏠 🍎 🪟 🐧 - MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
|
||||
@@ -2278,6 +2321,7 @@ Tools for product planning, customer feedback analysis, and prioritization.
|
||||
|
||||
- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) 📇 🏠 - Software estimation server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools.
|
||||
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) 🐍 🏠 🐧 - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.
|
||||
- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`.
|
||||
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
|
||||
- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing productions, stages, frames (cards), checklists, comments, and labels. Ideas land in an Idea Pool and graduate into full productions with stages (Idea → Scripting → Filming → Editing → Published). All tools ship with MCP safety annotations. `npx framedeck-mcp`
|
||||
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.
|
||||
@@ -2323,6 +2367,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`.
|
||||
- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - MCP server for [YADE](https://yade-dem.org/) — open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
|
||||
- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) 📇 ☁️ - Academic peer-review and research workflow tools from [Science AI Journal](https://scienceaijournal.com): Pre-Check (paper-tier prediction), AI multi-agent peer review, Research Gaps Finder, Journal Recommender (1,214 venues with predatory-journal flags), Duplicate Publication Checker (CrossRef/arXiv/medRxiv/bioRxiv/Unpaywall/900k-paper library), and the Article Writer pipeline. Free local tools (FTS5, zero LLM cost); LLM tools use caller account credits.
|
||||
- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) 🐍 🏠 ☁️ 🐧 🍎 - Chemistry toolbox computed from authoritative data: molecular weight / molar mass of any formula (nested groups, isotope labels, propagated NIST uncertainties, percent composition), isotope-distribution mass spectra (m/z peaks for a given charge), and name⇆formula lookup with isomer resolution. Element masses from the NIST Atomic Weights and Isotopic Compositions database; offline and deterministic, with an optional on-by-default online fallback (PubChem/Wikidata/EPA CompTox) that can be disabled. `uvx mcp-molecules`.
|
||||
|
||||
### 🔎 <a name="RAG"></a>end to end RAG platforms
|
||||
|
||||
@@ -2499,6 +2544,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
|
||||
### 🔒 <a name="security"></a>Security
|
||||
|
||||
- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp`
|
||||
- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier.
|
||||
- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking.
|
||||
- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime`
|
||||
@@ -2621,6 +2667,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
|
||||
- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) 📇 ☁️ - Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market enrichment, and composite risk scoring. Deployed on Google Cloud Run.
|
||||
- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
|
||||
- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scan→patch→re-scan→verify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira).
|
||||
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
|
||||
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - 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) 🐍 ☁️ 🍎 🪟 🐧 - Search каталогпо.рф (Russian software registry, 26k+ products) for import-substitution and ФСТЭК/ФСБ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ФЗ, 187-ФЗ) using Claude.
|
||||
@@ -2666,6 +2713,7 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command.
|
||||
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
|
||||
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
|
||||
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
|
||||
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
|
||||
- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode.
|
||||
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - 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.
|
||||
@@ -2686,7 +2734,9 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client.
|
||||
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
|
||||
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys.
|
||||
- [taisly/agent](https://github.com/taisly/agent) [](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts.
|
||||
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
|
||||
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth.
|
||||
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
|
||||
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
|
||||
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) 📇 ☁️ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.
|
||||
@@ -2783,6 +2833,7 @@ Access to travel and transportation information. Enables querying schedules, rou
|
||||
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
|
||||
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
|
||||
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required.
|
||||
- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup.
|
||||
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
|
||||
- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
|
||||
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
|
||||
@@ -2790,6 +2841,7 @@ Access to travel and transportation information. Enables querying schedules, rou
|
||||
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
|
||||
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - 17 freight calculation and reference tools — ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
|
||||
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
|
||||
- [street1983nk/infranode](https://github.com/street1983nk/infranode) [](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools.
|
||||
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) 📇 ☁️ - 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) 📇 ☁️ - 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) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
|
||||
@@ -2826,6 +2878,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
|
||||
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
|
||||
- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Safely schedule Outlook meetings on on-prem Exchange EWS. Resolves attendees, discovers rooms, suggests slots, and requires preview-confirmed create/update/cancel writes with local credential handling and audit-friendly lifecycle records.
|
||||
-
|
||||
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v. AMN). 8 tools backed by [`@attendance-engine/core`](https://www.npmjs.com/package/@attendance-engine/core) — a pure-function, zero-deps, 100%-covered engine. Deterministic answers; same query, same answer, every time.
|
||||
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [JobGPT](https://6figr.com/jobgpt) — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
|
||||
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation.
|
||||
@@ -2865,6 +2918,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server`
|
||||
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
|
||||
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation.
|
||||
- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot: scheduling for AI agents. Check real calendar availability and book meetings on connected Google/Microsoft calendars. Pay per meeting booked, not per seat.
|
||||
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
|
||||
- [proompteng/bilig](https://github.com/proompteng/bilig) [](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services.
|
||||
- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports (invoices, contracts, statements) from [ReportFlow](https://re-port-flow.com) templates. 9 tools, 4 resources, 3 prompt recipes. OAuth2 + PKCE for first-run auth; supports single PDF and batch (ZIP) generation. `npx -y reportflow-mcp`
|
||||
@@ -2902,6 +2956,8 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
|
||||
### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
|
||||
|
||||
- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi 八字, qimen 奇門, 5-element, daily 干支) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server`
|
||||
|
||||
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
|
||||
- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
|
||||
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call — constraints, chains, AI judgment, invoicing, local dashboard.
|
||||
@@ -3066,9 +3122,11 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io)
|
||||
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
|
||||
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
|
||||
- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - MLflow — 82 tools across experiments, runs, registered models, model versions, traces, assessments. MLflow 3 GenAI traces support and 5 workflow Prompts (analyze-failed-traces, promote-best-run, compare-top-runs).
|
||||
- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) 🐍🏠 - A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.
|
||||
- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [](https://glama.ai/mcp/servers/yyyhy/nash-arena) 🐍 ☁️ - A Chess and Card Game Arena For LLM, Agents can battle in game by mcp
|
||||
- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [](https://glama.ai/mcp/servers/aarifmms/keyblind) 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault with MCP for AI agents. Secrets resolved at runtime, never leaked to LLM conversations.
|
||||
- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) 📇 ☁️ - Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH keys to run real commands (exec/rsync) with the secret injected into a single command — never returned to the model or shown in chat. Client-side AES-256-GCM, per-agent scoping, append-only audit log.
|
||||
## Frameworks
|
||||
|
||||
> [!NOTE]
|
||||
|
||||
Reference in New Issue
Block a user