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Merge upstream main into add-crawl-readiness (resolve README.md conflict)
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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Grubbomatic
Claude Fable 5.1
@@ -344,6 +344,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCPサーバーは、MCP上に構築されたサーバーで、大規模言語モデル（LLM）によって解釈された自然言語コマンドを使用して、ユーザーがUnitree Go2ロボットを制御できるようにします。
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- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code向けのMermaid図レンダリングMCPサーバー。ライブリロード機能を備え、複数のエクスポート形式（SVG、PNG、PDF）とテーマをサポート。
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- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - エージェント向けの本物のExcel互換スプレッドシートエンジン（[LogiSheets](https://github.com/logisky/LogiSheets)、RustをWASMで実行）。モデルが暗算せずに済む決定論的な数式、座標ではなく（ブロック・キー・フィールド）で参照する名前付きブロックにより行を挿入しても参照が壊れない、列全体に対する数式ルール、シナリオの一括計算とゴールシークを1回の呼び出しで実行、そして最後に本物の `.xlsx` を出力。ローカルで動作し、ソケットを一切開きません。`npx logisheets-mcp`
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- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - ローカル開発で使うポート番号を台帳で管理します。プロジェクトの作業コピー（cloneやgit worktree）ごとに専用のポート範囲を貸し出して`.env`ファイルに書き出し、サービス名からURLを引けるようにするので、並列で動かすコーディングエージェントが互いのポートを奪い合いません。デーモンもネットワークの待ち受けも持たないため、構成が単純で、攻撃を受ける面もほとんどありません。
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### 🧮 <a name="data-science-tools"></a>データサイエンスツール
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@@ -371,6 +371,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
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- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - mcp-swagger-server将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式,以支持ai客户端调用。
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- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code的Mermaid图表渲染MCP服务器，具有实时重新加载功能，支持多种导出格式（SVG、PNG、PDF）和主题。
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- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - 面向智能体的真正 Excel 兼容电子表格引擎，基于 [LogiSheets](https://github.com/logisky/LogiSheets)（Rust 编写，通过 WASM 运行）。确定性公式，模型无需心算；命名区块以（区块、键、字段）寻址而非坐标，插入行后引用依然指向原来的含义；字段公式按整列声明一次；批量情景扫描与反解目标值都可一次调用完成；最终产出可直接打开的真实 `.xlsx`。本地运行，不开任何网络端口。`npx logisheets-mcp`
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- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - 本地开发端口台账：为项目的每份工作副本（clone 或 git worktree）租借一段端口，写出 `.env` 文件，并把服务名解析为 URL，让并行运行的编码 agent 各有各的端口。没有守护进程，也没有网络监听，因此结构简单，攻击面也很小。
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### 🧮 <a name="data-science-tools"></a>数据科学工具
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@@ -159,6 +159,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
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- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with `npx -y @agentbodega/mcp`.
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- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
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- [PHONGUIT22/nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full) [](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Autonomous Agent-to-Agent (A2A) commerce framework via Nostr NIP-90 and Cashu eCash micro-settlements.
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- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
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- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Agent-native job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) — 125 companies and ~15k live postings with freshness verification, ghost-job scoring and deep-link apply channels. Résumés never transit the server; matching runs client-side.
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- [doggychip/agentforge](https://github.com/doggychip/agentforge) [](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
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@@ -170,6 +171,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.
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- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`.
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- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery (measured: 122 tools → 4, ~28.6K tokens of definitions saved), compresses large tool outputs (HTML→Markdown, JSON structure summarization, base64 stripping — 60–95% measured on real pages/APIs) with full-output retrieval via `read_more`, and prints a per-session token-savings report. Security-relevant outputs are never silently compressed. Install: `npx -y context-firewall --config config.json`
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- [AIsa-public/AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server) [](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - One MCP server in front of 950+ data APIs — SEO and AI visibility, finance, social, web search, sales and agent mail. `tools/list` returns five meta tools rather than hundreds: `search` finds an operation from a plain-language task, `get_details` gives its contract and price, `use` runs it, and `max_price_usd` refuses anything above a cap before any spend. OAuth, nothing to paste. Install: `npx -y @aisa-one/mcp`, or point a remote client straight at `https://mcp.aisa.one/mcp`.
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- [api7/aisix](https://github.com/api7/aisix) [](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint (`/mcp`): per-tool access control by caller API key, guardrails over tool arguments and results, rate limits, and usage logs. The same self-hosted gateway also proxies LLM and A2A agent traffic.
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- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp.
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- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - Agent-to-agent capability exchange (MeshMarket): agents browse keylessly, self-onboard via mesh_signup, rent memory/reasoning/safety per call, list their own tools with mesh_publish, and settle in closed-loop credits on a debit-first ledger.
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@@ -294,8 +296,10 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
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- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.
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- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via `npx -y frantic-mcp`.
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- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay provides free, bounded public-good tasks that autonomous AI agents can discover, complete, submit, and independently verify.
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- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Machine-native identity, verifiable multi-party meeting rooms (co-signed transcript receipts), and script provenance chains. Agents hold their own Ed25519 keys; join is one MCP call. Python, dependency-free.
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- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together; 39 tools plus eight Agent Skills, long-poll verdict awaiting, arbitration mode and HMAC-signed webhooks. Remote Streamable HTTP at https://mcp.tribeunal.com/mcp (OAuth) or local stdio via `npx -y @tribeunal/mcp-server`.
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- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for work that needs hands, eyes, or physical presence: errands, photos of a real place, queue-sitting, and in-person bookings. Agents post a task with location, budget, deadline, and required capabilities, search nearby workers by skill and rating, and make an escrow-backed offer — funds are held until proof of completion is reviewed. Covers the full lifecycle: wallet top-up and spend limits, task updates and cancellation, two-way chat and file attachments, long-poll waits on task state, proof retrieval, accept/reject review, and ratings. Remote streamable HTTP at https://api.mundane.market/mcp, or local stdio via `pip install mundane-mcp`.
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### ♿ <a name="accessibility"></a>Accessibility
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@@ -306,6 +310,7 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
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Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
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- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.
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- [musajala/musajala-mcp](https://github.com/musajala/musajala-mcp) [](https://glama.ai/mcp/servers/musajala/musajala-mcp) 📇 ☁️ - Living collaborative Arabic poetry arena & Poetic Equity protocol connecting Claude, Cursor, and AI agents with human poets.
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- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.
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- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.
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@@ -340,6 +345,8 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
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- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
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- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
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- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - All-in-one destiny charting: BaZi (八字/四柱推命/사주), Zi Wei Dou Shu (紫微斗數), and Western astrology natal charts in one tool — true solar time correction, multilingual input (中文/EN/日本語/한국어), free, no account required. `npx -y fatenava-mcp`
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- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local MCP bridge for DaVinci Resolve Free and Studio, with timeline inspection, zoom animation, supported color adjustments, and duplicate-timeline review. Windows/Linux need live verification.
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- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
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- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive FreeCAD from an agent: 280+ tools for parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD/thermal/EM/multiphysics simulation. Requires a local FreeCAD 1.1.
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- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
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@@ -412,6 +419,7 @@ Design and visualize software architecture, system diagrams, and technical docum
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- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp`
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- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
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- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call `create_design_system`. Offline, no API key, reads only local files. Install via NPM: `npx -y saglitzdesign-mcp`.
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- [imgly/codesign](https://github.com/imgly/codesign) [](https://glama.ai/mcp/servers/imgly/codesign) 📇 🏠 🍎 🐧 - Local design engine for AI agents. Create, edit and export real, editable designs (social, flyers, decks, business cards) with your brand applied; print-ready PDF with CMYK and bleed; imports InDesign, PSD and PDF. Powered by CE.SDK, no account needed. `npx -y @imgly/codesign-mcp@latest stdio`
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- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) 🐍 🏠 🍎 🪟 🐧 - AI-to-CATIA Magic bridge for live SysML v1 models: 130+ MCP tools to query, audit, trace, and edit blocks, requirements, allocations, and diagrams in CATIA Magic Systems of Systems Architect 2026x over a local, air-gapped connection. FREE tier reads and audits; PRO/ENTERPRISE licences unlock writes and scripting.
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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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- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP server for design kits and brand workflows. Browse and apply complete design systems, create client-shareable brand projects, and research names, domains, and EUIPO marks. Public Free-kit discovery needs no API key. Install: `npx --yes identityforge@latest install --client claude-code`.
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@@ -423,6 +431,7 @@ Design and visualize software architecture, system diagrams, and technical docum
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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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- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit cloud architecture diagrams as native draw.io files. 23 tools: draw from a prompt or from Terraform and Kubernetes manifests, edit an existing diagram in place, pull Well-Architected warnings and repair them one at a time, then export .drawio or SVG. 30 icon packs for AWS, Azure, GCP and Kubernetes. Connect with a browser login, no API key to copy. Install via NPM: `npx -y @diagrams-so/mcp`
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- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`.
|
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- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and in-band outcome gates for AI agents and engineering teams. Append-only JSONL storage with zero runtime dependencies. Install via PyPI: `pip install mcp-server-decisions`.
|
||||
- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local MCP (`av_guard`) + CLI architecture gate: after AI edits, diff vs git HEAD for new cross-layer deps / structural changes (Apache-2.0; `npx arch-viewer setup`)
|
||||
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists — then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
|
||||
- [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.
|
||||
@@ -486,6 +495,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card.
|
||||
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
|
||||
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Chrome extension + MCP server that gives AI agents control of your real, logged-in Chrome browser (not headless). 34 tools, up to 10 concurrent color-coded sessions. Works with Claude Code, Cursor, VS Code, Codex CLI, and ZCode.
|
||||
- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing for coding agents. Thirteen tools read routes, forms, field names, and existing tests before running Playwright scenarios, retaining regression history and producing HTML reports with screenshots. No internal LLM calls or API key. `npx -y vibe-testing@latest --mcp`
|
||||
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative.
|
||||
- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Dual-engine Model Context Protocol server providing zero-CSS multimodal visual web scraping (96% noise reduction) and sub-1.6s zero-day phishing/crypto drainer detection for autonomous agents. 200 free trial requests out-of-the-box.
|
||||
- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) 📇 ☁️ - Production HTTP 402 micropayment web scraper, Llama-3 digest, and Twitter intelligence engine for AI agents on Base L2. Zero API keys, pay-per-call in USDC.
|
||||
@@ -499,6 +509,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) — 500 free fetches/mo, no card.
|
||||
- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - Pipe one-click browser-tab screenshots into any MCP client, 100% local — a companion extension captures, the local server stacks them and serves them to your LLM on demand.
|
||||
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
|
||||
- [autokeren/ghostfox](https://github.com/autokeren/ghostfox) [](https://glama.ai/mcp/servers/@autokeren/ghostfox) 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser for AI agents: own Firefox engine fork (C++-level fingerprint spoofing) + Rust MCP runtime. page_a11y semantic vision pierces shadow DOM, login_state detection, evidence recording, Android personas. 19 tools, 6 platforms. Glama 100% quality score.
|
||||
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
|
||||
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
|
||||
- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping infrastructure. Exposes the Browserless smart scraper API to LLM clients over MCP.
|
||||
@@ -526,6 +537,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
|
||||
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
|
||||
- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.
|
||||
- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive the real, logged-in Chrome you already have open — cross-platform, zero dependencies beyond MCP SDK, token-budgeted reading (90%+ savings), complex SPA forms and matrix surveys, and 24/7 headless Ubuntu support.
|
||||
- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
|
||||
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
|
||||
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
|
||||
@@ -558,7 +570,9 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
|
||||
- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.
|
||||
- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
|
||||
- [RapierCraft/alterlab-mcp-server](https://github.com/RapierCraft/alterlab-mcp-server) [](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server) 📇 ☁️ - Web scraping, structured data extraction, and screenshots with JavaScript rendering, residential proxy rotation, and automatic retries.
|
||||
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
|
||||
- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Precision visual captures for AI agents — real-colors terminal, syntax-highlighted code, browser, markdown, HTML, and git-diff as PNG/JPEG/PDF/GIF, plus multi-shot sequences and doc embedding. Rendered fully local via Playwright (SSRF-safe by default).
|
||||
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
|
||||
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
|
||||
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`.
|
||||
@@ -589,12 +603,15 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
|
||||
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
|
||||
|
||||
- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring & operations (pods, logs, deployments, scale/restart, apply, exec) — safe-by-default access modes, namespace/context allowlists, delete/apply/exec gating, dry-run, audit. `npx -y @dockndevai/mcp-kubernetes`
|
||||
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations (k3s/EKS/GKE/AKS) — workloads, batch jobs, config, storage, networking, and rollout management (55 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
|
||||
- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Oracle Cloud (OCI) live resource discovery, dependency mapping & reproducible Terraform generation — read-only and secret-redacting. `npx -y @dockndevai/mcp-oci`
|
||||
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags, VM power & lifecycle — governed with subscription/resource-group allowlists, protected groups, location allowlist, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure`
|
||||
- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift & Kubernetes operations — projects, pods, logs, deployments/deploymentconfigs, routes, services, builds; scale, rollout-restart, apply and delete — governed with read-only/read-write/admin modes, namespace allowlists, protected namespaces, apply/delete gating, dry-run, Secret redaction, and typed confirmation. Connect with a web-console token or username/password (local IdP). `npx -y @dockndevai/mcp-openshift`
|
||||
- [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.
|
||||
- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Official Adios MCP server for managing workspaces, previews, builds, logs, services, and production deployments.
|
||||
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
|
||||
- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy and manage [BasicDeploy](https://basicdeploy.com) containers, each with a PostgreSQL database, S3-compatible object storage, env vars, and a public URL provisioned automatically. Create containers, deploy apps (Node/Python/Go/Docker, auto-detected), run commands, read logs, and toggle always-on. Install: `npx -y basicdeploy-mcp`.
|
||||
- [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`.
|
||||
- [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.
|
||||
- [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.
|
||||
@@ -627,6 +644,7 @@ Cloud platform service integration. Enables management and interaction with clou
|
||||
- [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.
|
||||
- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage Coolify (self-hosted PaaS): deploy with verified builds, diagnose apps by name or domain, databases with backup schedules (8 engines), offline docs search, and human-confirmed destructive operations. 65 tools generated from the official OpenAPI spec.
|
||||
- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations and reviews. Supports Azure and static AWS CloudFormation evaluation (beta); includes a read-only toolset and requires authentication.
|
||||
- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release notes, updated daily. check_stack compares running versions locally so they never leave your process.
|
||||
- [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.
|
||||
- [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.
|
||||
- [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.
|
||||
@@ -660,7 +678,9 @@ Cloud platform service integration. Enables management and interaction with clou
|
||||
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
|
||||
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
|
||||
- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records through the current Hetzner Cloud API (the legacy `dns.hetzner.com` API was shut down in May 2026). 22 tools: zone and RRSet CRUD, zonefile import/export, TTL and protection changes, primary nameservers, and async action tracking. Every destructive tool requires an explicit `confirm`. `npx -y hetzner-dns-mcp`
|
||||
- [nitin27may/ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp) [](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp) 🐍 ☁️ - Microsoft Graph MCP server — 85 tools across Outlook mail & calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID. Delegated OAuth, stdio or Streamable HTTP.
|
||||
- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents. Streamable HTTP at `https://api.novence.ai/mcp`.
|
||||
- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted [wg-easy](https://github.com/wg-easy/wg-easy) (WireGuard Easy) v15 instance: list, create, update, enable/disable and delete VPN clients, fetch configuration files and QR codes, generate one-time links, and inspect server status. Deleting a client takes a two-step, server-issued confirmation token; admin secrets are redacted from responses. `npx -y wg-easy-mcp`
|
||||
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
|
||||
- [newageflyfish-max/volthq](https://github.com/newageflyfish-max/volthq) [](https://glama.ai/mcp/servers/newageflyfish-max/volthq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`.
|
||||
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0.
|
||||
@@ -784,6 +804,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
|
||||
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools.
|
||||
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
|
||||
- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
|
||||
- [hellob1889/Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent) [](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) 🐍 🏠 🍎 🪟 🐧 - Forces every AI Agent code change to leave a structured problem / reason / approach audit record before commit. 11 MCP tools (all annotations filled); pre-commit hook blocks unaudited changes; GitHub Pages dashboard renders the audit trail in real time. M8ven Trust Index 100/A (Verified Publisher + Live Monitored). Install: `pip install pandaone-guard==0.7.14`.
|
||||
- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions from Claude Code, Codex, or any MCP client to [Hermes Agent](https://hermes-agent.nousresearch.com/docs) — research, browser workflows, messaging, scheduling, and Hermes skills/tools — instead of reimplementing them in the coding agent. Conservative safety policy downgrades risky `execute` to `request-approval`; small surface (`hermes_run`, `hermes_plan`, `hermes_presets`, `hermes_status`). MIT.
|
||||
- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
|
||||
- [jigyasudham/veto](https://github.com/jigyasudham/veto) [](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
|
||||
@@ -823,6 +844,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
|
||||
- [PThrower/Strata](https://github.com/PThrower/Strata) [](https://glama.ai/mcp/servers/PThrower/Strata) - AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily. 📇 ☁️
|
||||
- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
|
||||
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
|
||||
- [eabz/tirith](https://github.com/eabz/tirith) [](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordination server for parallel coding agents: TTL file claims that refuse overlaps with the owner, reason and expiry, a task board with dependencies, versioned interface contracts, change notices, a decisions log, and path-scoped memory notes delivered back with the claim. 22 tools over stdio or HTTP, single Rust binary with a live dashboard. Install with `cargo install tirith-mcp`. MIT.
|
||||
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
|
||||
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
|
||||
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
|
||||
@@ -837,6 +859,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
|
||||
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
|
||||
- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.
|
||||
- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server.
|
||||
- [REX-codebase/fable-mode](https://github.com/REX-codebase/fable-mode) [](https://glama.ai/mcp/servers/REX-codebase/fable-mode) 🐍 🏠 🍎 🪟 🐧 - Mechanical control plane for AI coding agents. Time-locks writing, requires evidence receipts for claims, runs adversarial review, and preserves a sealed verification record. Run as an MCP server with `uvx --from fable-engine==1.3.3 fable-engine`; optionally install its bundled Agent Skill with `uvx --from fable-engine==1.3.3 fable-mode install-skill --yes`.
|
||||
|
||||
### 🖥️ <a name="command-line"></a>Command Line
|
||||
Run commands, capture output and otherwise interact with shells and command line tools.
|
||||
@@ -877,6 +900,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
|
||||
- [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`.
|
||||
- [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.
|
||||
- [aisenseapi/aamio-python](https://github.com/aisenseapi/aamio-python) [](https://glama.ai/mcp/servers/aisenseapi/aamio-python) 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: threads with a secret read key and a public write address that expire on time, receipts that outlive them, and an open board where agents that have never met find each other. Hosted at aamio.at/mcp with no account, or as a local runtime that keeps the key.
|
||||
- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Hosted email MCP server for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox. 11 action-based tools to read, search, send, organize, draft, schedule and auto-triage mail. Streamable HTTP at `https://mcpemails.com/api/mcp`, OAuth 2.0 with PKCE or scoped API keys, mail fetched live and never stored. Docs at https://mcpemails.com/docs.
|
||||
- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [](https://glama.ai/mcp/servers/andrewchmr/mxprobe) 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: one call returns `send`, `hold` or `kill` for an address, with the reason. The free DNS tier runs locally with no key; the hosted SMTP probe costs 9 USD per 10,000 checks. Signup and credits are API calls too, so an outreach agent provisions itself (no dashboard, no CAPTCHA). `npx -y mxprobe mcp`
|
||||
- [anypost/emailmd](https://github.com/anypost/emailmd) [](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with `npx emailmd mcp`.
|
||||
@@ -960,12 +984,15 @@ Integration with communication platforms for message management and channel oper
|
||||
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. `--setup` and done, 11 tools, auto-refresh.
|
||||
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
|
||||
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
|
||||
- [kojott/mailmcp-dist](https://github.com/kojott/mailmcp-dist) [](https://glama.ai/mcp/servers/kojott/mailmcp-dist) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted multi-account email server for ChatGPT and Claude: Gmail, iCloud, Fastmail or any IMAP/SMTP mailbox, as many as you like. Search, read, threaded replies, drafts, allowlisted sending and attachments; passwords are encrypted in the browser and the server stores nothing. Remote (OAuth) or Claude Desktop (.mcpb).
|
||||
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
|
||||
- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Puts the agent you already run inside a live Google Meet or Zoom call. A Chrome extension reads the on-screen captions, a local server hands them over MCP, and the agent answers in a side panel while people are still talking, posts to the meeting chat, and reads screenshots of a shared screen. Transcripts and screenshots are files on your own disk; there is no hosted service and no account. Needs an MCP client attached - Claude Code is the tested one. Install with `npx meet-live-assist-server`.
|
||||
- [kudosity/mcp](https://github.com/kudosity/mcp) [](https://glama.ai/mcp/servers/kudosity/mcp) 🎖️ 📇 ☁️ - Official [Kudosity](https://kudosity.com) server for SMS, MMS and WhatsApp messaging: send messages, pull delivery reports and replies, manage contacts and contact lists, configure webhooks, check balance, and discover the live API. 19 tools, API key auth. Install: `npx -y kudosity-mcp`.
|
||||
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys.
|
||||
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
|
||||
- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [](https://glama.ai/mcp/servers/lettio-eu/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over the open JMAP standard. Read, search, reply in-thread, organize and send from your own mailbox. Hosted remote server with OAuth at `https://mcp.lettio.eu/mcp`, or run locally via `npx -y @lettio/mcp`. Sending is pinned to the signed-in mailbox, so an agent can never send from another address.
|
||||
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
|
||||
- [LimzoCom/limzo-mcp](https://github.com/LimzoCom/limzo-mcp) [](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp) 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by Limzo, the Telegram anti-spam and moderation bot: search groups, then pull leaderboards, activity trends, member levels and moderation summaries. No API key; run `npx -y limzo-mcp` or connect to `https://limzo.com/api/public/mcp`.
|
||||
- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
|
||||
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
|
||||
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
|
||||
@@ -1033,6 +1060,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
|
||||
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
|
||||
- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents — OTPs and magic links auto-extracted from verification emails. Test signups and auth flows, no signup needed.
|
||||
- [starnikovoleg/tgatlas-mcp](https://github.com/starnikovoleg/tgatlas-mcp) [](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp) 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, the discussion thread under a post, and the channels Telegram itself recommends.
|
||||
|
||||
|
||||
### 🗣️ <a name="conversational-ai"></a>Conversational AI
|
||||
@@ -1089,6 +1117,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
|
||||
- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Percona Operator for PostgreSQL: manage PostgreSQL + PgBouncer clusters, connection pooling, PostgreSQL tuning, backups/PITR, DR & major upgrades — safe-by-default access modes, cluster allowlists, protected clusters, restore/upgrade/delete gating, and typed confirmation. `npx -y @dockndevai/mcp-percona-pg`
|
||||
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries & management — every statement classified read/write/destructive and gated by access mode, with row caps and audit. `npx -y @dockndevai/mcp-clickhouse`
|
||||
- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite. The model only proposes SQL — shape, access, dialect and query plan are checked deterministically before any rows are read, and it refuses rather than guessing. `uv run mnemiq serve`
|
||||
- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
|
||||
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
|
||||
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
|
||||
@@ -1141,6 +1170,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
|
||||
- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
|
||||
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
|
||||
- [infino-ai/infino-mcp](https://github.com/infino-ai/infino-mcp) [](https://glama.ai/mcp/servers/infino-ai/infino-mcp) 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid, and SQL), an embedded engine on Apache Parquet over object storage.
|
||||
- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
|
||||
- [igorolv/jdbc-mcp-server](https://github.com/igorolv/jdbc-mcp-server) [](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle, and SQL Server for AI agents: schema discovery, query validation, execution plans, benchmarking, and index/statistics analysis. JDBC drivers bundled.
|
||||
- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
|
||||
@@ -1191,6 +1221,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) ☁️ 🏠 - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
|
||||
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
|
||||
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
|
||||
- [seedfast-ai/seedfast-mcp](https://github.com/seedfast-ai/seedfast-mcp) [](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp) 🎖️ 🏠 - Fills a PostgreSQL database with synthetic test data generated from its live schema, so an agent can plan a seed, run it and follow it to completion without production data. Runs as `npx -y seedfast mcp`, published in the official MCP registry as `st.seedfa/seedfast`.
|
||||
- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.
|
||||
- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
|
||||
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
|
||||
@@ -1198,6 +1229,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
|
||||
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
|
||||
- [sqemo/sqemo-mcp](https://github.com/sqemo/sqemo-mcp) [](https://glama.ai/mcp/servers/sqemo/sqemo-mcp) 📇 🏠 ☁️ - Design ERDs that follow your team's naming standards. Query and edit entities, relationships and domains, generate physical names from a shared glossary, import/export SQL (7 dialects) and DBML, and diff the model against a live database. Local `.erd.json` files work without an account.
|
||||
- [srmadscience/mcpdbwizard-open](https://github.com/srmadscience/mcpdbwizard-open) [](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open) ☕ 🏠 🍎 🪟 🐧 - Oracle 12c–26ai with no `run-sql` tool. You select the PL/SQL packages, tables, sequences and your own tested SQL statements, and it generates a Java MCP server exposing exactly those as typed tools — each with a real JSON Schema derived from the procedure's signature, covering records, collections, `%ROWTYPE`s, REF CURSORs and any number of OUT parameters. Anything you did not select has no tool, no method and no class: it is absent from the binary rather than refused.
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
|
||||
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
|
||||
- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced.
|
||||
@@ -1268,6 +1300,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [Osseni94/keyneg-mcp](https://github.com/Osseni94/keyneg-mcp) 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents
|
||||
- [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.
|
||||
- [r3dz4r/datapulse-my](https://github.com/r3dz4r/datapulse-my) [](https://glama.ai/mcp/servers/r3dz4r/datapulse-my) 🐍 ☁️ - Trust layer for 418 official Malaysian public datasets — freshness, licence, provenance, drift and signed-evidence checks, with an offline-verifiable attestation chain. Remote streamable-http at https://mcp.data-pulse.my/mcp, no API key.
|
||||
- [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.
|
||||
- [Kemetra/seshat-bi](https://github.com/Kemetra/Seshat-BI) [](https://glama.ai/mcp/servers/Kemetra/Seshat-BI) 🐍 🏠 🍎 🪟 🐧 - Read-only readiness governance for BI pipelines. Six tools report where each table sits across a seven-stage source-to-Power-BI spine, explain what is blocking the next stage, run a static SQL/TMDL/PBIR governance check, and export an evidence pack. Tools never write files, execute warehouse work, or grant approvals -- human sign-off stays a separate seam. Install: `pip install "seshat-bi[mcp]"` then `seshat mcp`.
|
||||
- [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.
|
||||
@@ -1281,12 +1314,14 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
|
||||
|
||||
### 💻 <a name="developer-tools"></a>Developer Tools
|
||||
- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️ 🏠 🍎 🪟 🐧 - Zero-config CLI + MCP server that maps a .NET test-automation solution (Reqnroll/SpecFlow) into one queryable SQLite file, so coding agents can search existing step definitions, check change impact, and stop duplicating code. No build, no network, no AI. `dnx TestAtlas.Mcp`
|
||||
- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - Turnkey on-premise private Agentic AI systems by [ARADIA](https://aradia.com) on dedicated NVIDIA DGX hardware (Spark, Station, B200) with zero cloud data leakage. Operating since 1991, six tools cover hardware sizing (`query_hardware_specs`), CapEx token ROI payback modeling (`calculate_roi`), autonomous affiliate onboarding to earn 10% bounties (`onboard_partner`), and machine procurement via BTCPay Server (BTC/LN/USDT) or Stripe MPP Fiat (`execute_procurement_order`), plus `track_order_status` and `query_partner_stats`. Listed on the official MCP Registry (`com.aradia/sovereign-hardware`). Remote Streamable HTTP / SSE at `https://aradia.com/api/mcp` or `https://aradia.com/api/a2a/mcp-endpoint.php`.
|
||||
- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request — a test fails if any source file can open a socket. `npx -y @tokenchit/mcp`
|
||||
- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - TMF checks source-context freshness against a selected Git working tree and retrieves source-linked code relationships on demand, helping coding agents revisit stale understanding and consider cross-file impact.
|
||||
- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - Token-slimming AST code outliner, log compressor, and context budget analyzer cutting LLM context bills by up to 85%.
|
||||
- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - MCP configuration health check, binary validator, and JSON auto-repair engine for Claude Desktop, Cursor, and Cline.
|
||||
- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. `npx pkgdiet mcp`
|
||||
- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Open-source registry of 75+ free animated React components (shadcn-compatible) exposed over MCP: eight read-only tools to list, search, fetch, and get install commands for components, design systems, and templates from the live aicanvas.me registry. `npx -y @aicanvas/mcp`
|
||||
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Turn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp`
|
||||
- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. `npx -y effectfence` (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or `cargo install effectfence`.
|
||||
- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (`io.github.baobabcat/demandscope`).
|
||||
@@ -1294,6 +1329,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST math evaluation, SSRF-safe DNS routing, and autonomous malformed JSON repair.
|
||||
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp`
|
||||
- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Debugging for [Hono](https://hono.dev) apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. `npm i hono-telescope`, then `claude mcp add --transport http telescope http://localhost:3000/telescope/mcp`.
|
||||
- [Jarroslav/agentic-os](https://github.com/Jarroslav/agentic-os) [](https://glama.ai/mcp/servers/Jarroslav/agentic-os) 📇 🏠 🍎 🪟 🐧 - Read-only server exposing the agentic-os governance, SDLC, and QE methodology to any MCP host; never writes to your repo and never executes code. Ships install planning and install verification. `npx -y agentic-os-mcp`
|
||||
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp`
|
||||
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
|
||||
- [apatureai/bastion](https://github.com/apatureai/bastion) [](https://glama.ai/mcp/servers/apatureai/bastion) 📇 🏠 - In-loop design review of rendered UI for coding agents: submit a preview URL, get grounded findings with element references, then recheck the fix. Read-only by design — never edits code. OAuth 2.1 and SSRF-safe URL handling reference implementation. `npx -y @apatureai/bastion`
|
||||
@@ -1312,6 +1348,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) 🦀 🏠 🍎 🪟 🐧 - Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install).
|
||||
- [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`.
|
||||
- [JoeGlenn1213/ActionD](https://github.com/JoeGlenn1213/ActionD) [](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD) 🏎️ 🏠 🍎 🐧 - Local CI/CD engine for AI agents: listens to [LGH](https://github.com/JoeGlenn1213/lgh) git events and runs plugin jobs (Go/Python/Java/web toolchains) in isolated checkouts, with structured results, AI failure diagnosis, approval gates, auto-rollback, a web console, and 22 MCP tools including one-call `dev_cycle_run` (commit → CI → verdict). `brew install JoeGlenn1213/tap/actiond`
|
||||
- [kucherenko/jscpd](https://github.com/kucherenko/jscpd) [](https://glama.ai/mcp/servers/kucherenko/jscpd) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Copy/paste (duplicate code) detection for codebases. The jscpd detector's built-in MCP server lets agents check snippets and files for duplication against a scanned project — useful as a DRY gate before an agent commits generated code. Self-contained binary, stdio transport: `jscpd --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.
|
||||
- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [](https://glama.ai/mcp/servers/m00nreport/mcp-server) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management over MCP. Author manual test cases, assemble and run manual executions with per-case results, cut releases, and link automated tests to the cases they cover. Guided prompts for flaky-test triage, release readiness and regression hunts. Hosted or self-hosted. Install: `npx -y @m00nsolutions/mcp-server`.
|
||||
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
|
||||
@@ -1342,6 +1379,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [ILoveMyJay/repocontext](https://github.com/ILoveMyJay/repocontext) [](https://glama.ai/mcp/servers/ILoveMyJay/repocontext) 📇 🏠 🍎 🪟 🐧 - Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs.
|
||||
- [machinegrade/validate](https://github.com/machinegrade/validate) [](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
|
||||
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.
|
||||
- [halloffame12/CTX](https://github.com/halloffame12/CTX) [](https://glama.ai/mcp/servers/halloffame12/CTX) 🦀 🏠 🍎 🪟 🐧 - Codebase intelligence and context engine for AI coding agents. Indexes a repo into a deterministic code graph (symbols, references, dependency and reverse-dependency edges) with semantic diffs and impact analysis - 10 tools, no API keys, 100% local. `npx -y ctxai-cli mcp`.
|
||||
- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) 🐍 🏠 🍎 🪟 🐧 - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes `verify` which mines your repo's git history and grades retrieval — printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
|
||||
- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) 📇 ☁️ - GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
|
||||
- [TimurRakhmatullin86/mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill) [](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill) 🐍 🏠 🍎 🪟 🐧 - Fault injection + model-free reliability scorecard for MCP servers. Injects timeouts, malformed JSON-RPC, truncated & corrupted-but-valid outputs; grades `outputSchema` enforceability (31 servers, 265 tools — only 3% enforceable) + error conformance. `pip install mcp-drill[scan]` · `uvx mcp-drill scan -- npx -y @modelcontextprotocol/server-filesystem /tmp` · GitHub Action + badge. See [vs mcp-scan](https://timurrakhmatullin86.github.io/mcp-drill/vs-mcp-scan/).
|
||||
@@ -1424,6 +1462,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [BrainGrid MCP](https://docs.braingrid.ai/mcp-server/installation) 🎖️☁️ - [BrainGrid](https://braingrid.ai) MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
|
||||
- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
|
||||
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
|
||||
- [canopy-labs/featureflip-mcp](https://github.com/canopy-labs/featureflip-mcp) [](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp) 🎖️ 📇 ☁️ - Manage Featureflip feature flags from AI agents: create and toggle flags, edit targeting rules, and find stale flags.
|
||||
- [carloshpdoc/memorydetective](https://github.com/carloshpdoc/memorydetective) [](https://glama.ai/mcp/servers/carloshpdoc/memorydetective) 📇 🏠 🍎 - iOS leak hunting and performance investigation. Reads `.memgraph` (`leaks(1)`) and `.trace` (`xctrace`) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift `fixTemplate` snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x `leaks --outputGraph` regression; `replayScenario` + `captureScenarioState` close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via `verifyFix` and `compareTracesByPattern`. Apache 2.0.
|
||||
- [cerebrixos-org/tuning-engines-cli](https://github.com/cerebrixos-org/tuning-engines-cli) [](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli) 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
|
||||
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
|
||||
@@ -1477,6 +1516,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
|
||||
- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
|
||||
- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
|
||||
- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local ledger for development ports: leases a block of ports to each working copy of a project (a clone or a git worktree), writes `.env` files, and resolves service names to URLs, so every parallel coding agent gets its own ports. No daemon and no network listener, so there is little to run and little to attack.
|
||||
- [gridproof/gridproof](https://github.com/gridproof/gridproof) [](https://glama.ai/mcp/servers/gridproof/gridproof) 📇 🏠 - Renders your frontend with Playwright and audits spacing, gaps, and element sizes against a design scale; returns structured fix hints for the agent loop. Tailwind-first, falls back to accessibility checks on other stacks.
|
||||
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
|
||||
- [h-kazuki-pixel/layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp) [](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp) 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects numerically (text overlap, element overflow, placeholder leftovers) without requiring baseline images. Read-only, no API key required.
|
||||
@@ -1497,6 +1537,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
|
||||
- [icohangar-ops/codesentinel](https://github.com/icohangar-ops/codesentinel) [](https://glama.ai/mcp/servers/icohangar-ops/codesentinel) 📇 🏠 🍎 🪟 🐧 - Dead code, circular dependencies, coupling, and architectural drift as MCP tools. Official MCP Registry: `io.github.icohangar-ops/codesentinel-mcp`. `npx -y @cubiczan/codesentinel-mcp`
|
||||
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
|
||||
- [igorolv/sonar-mcp-server](https://github.com/igorolv/sonar-mcp-server) [](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.
|
||||
- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.
|
||||
- [iksnerd/adb-mcp](https://github.com/iksnerd/adb-mcp) [](https://glama.ai/mcp/servers/iksnerd/adb-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive an Android emulator or device over adb: screenshots, `describe_ui` returning each element's center in true device pixels, tap/swipe/type, app lifecycle, permissions and deep links, logcat, screen recording, and Gradle builds with unit and instrumented tests.
|
||||
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
|
||||
@@ -1514,6 +1555,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
|
||||
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
|
||||
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
|
||||
- [jaggernaut007/Nexus-MCP](https://github.com/jaggernaut007/Nexus-MCP) [](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP) 🐍 🏠 🍎 🪟 🐧 - Hybrid search (vector + BM25 + code graph) with structural code graph analysis and persistent semantic memory in a single local server. 10 tools, <350MB RAM, fully local, no API keys.
|
||||
- [jaimenbell/mcp-factory](https://github.com/jaimenbell/mcp-factory) [](https://glama.ai/mcp/servers/jaimenbell/mcp-factory) 🐍 🏠 - Manifest-driven MCP server scaffolder and runtime hub: write a YAML manifest, get an MCP server, with batch registration and a live routing hub. `pip install jaimenbell-mcp-factory`
|
||||
- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
|
||||
@@ -1526,13 +1568,14 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE
|
||||
- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: `npx -y patchwarden@0.6.1`.
|
||||
- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
|
||||
- [jmshinhwa/readystack-mcp](https://github.com/jmshinhwa/readystack-mcp) [](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp) 📇 🏠 🍎 🪟 🐧 - 40 regulation-and-deadline linters as MCP servers (EU CRA/CSAF, DORA, NIS2, EU AI Act, PCI DSS 6.4.3, WCAG 2.1 AA, EN 16931 e-invoicing, KSeF, NF-e, TLS certificate lifetime, Kubernetes removed APIs). Every finding returns file, line and fix; `check_text` and `check_file` are free, `check_dir` sweeps a folder (licence, free for 7 days). `npx -y @readystack/<name> --mcp`
|
||||
- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.
|
||||
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
|
||||
- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
|
||||
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators
|
||||
- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
|
||||
- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
|
||||
- [julianbei/jade](https://github.com/julianbei/jade) [](https://glama.ai/mcp/servers/julianbei/jade) 🏎️ 🏠 🍎 🐧 - The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: `io.github.julianbei/jade`. `curl -fsSL https://raw.githubusercontent.com/julianbei/jade/main/install.sh | sh`
|
||||
- [julianbei/arno](https://github.com/julianbei/arno) [](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: `io.github.julianbei/arno`. `curl -fsSL https://raw.githubusercontent.com/julianbei/arno/main/install.sh | sh`
|
||||
- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) 🎖️ 📇 ☁️ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
|
||||
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
|
||||
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [](https://glama.ai/mcp/servers/kao273183/mk-qa-master) 🐍 🏠 🍎 🪟 🐧 - AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`.
|
||||
@@ -1544,7 +1587,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
|
||||
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
|
||||
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
|
||||
- [kyisaiah47/kynth-mcp](https://github.com/kyisaiah47/kynth-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/kynth-mcp) 📇 ☁️ - Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. `npx -y kynth-mcp`
|
||||
- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. `npx -y compound-mcp`
|
||||
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
|
||||
- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
|
||||
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
|
||||
@@ -1587,6 +1630,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) 📇 🏠 🍎 🪟 🐧 - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp`
|
||||
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
|
||||
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
|
||||
- [Nagarjuna2997/ios-agent-skill](https://github.com/Nagarjuna2997/ios-agent-skill) [](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill) 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding in one MCP connection. Bundled simulator tools require macOS/Xcode.
|
||||
- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [](https://glama.ai/mcp/servers/najaeda/naja-scope) 🐍 🏠 - Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact `file:line` source, backed by the najaeda netlist engine.
|
||||
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
|
||||
- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
|
||||
@@ -1614,6 +1658,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [openhonest/umbra](https://github.com/openhonest/umbra) [](https://glama.ai/mcp/servers/openhonest/umbra) 🐍 📇 🏠 - Reports what your test suite is structurally unable to see and proves each gap with a real failing test, across six languages.
|
||||
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
|
||||
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
|
||||
- [OverlayQA/mcp](https://github.com/OverlayQA/mcp) [](https://glama.ai/mcp/servers/OverlayQA/mcp) 📇 ☁️ 🏠 - Accessibility (WCAG) and color-contrast audits plus QA issue tracking for Claude Code, Cursor, and Windsurf, all from your AI coding agent.
|
||||
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
|
||||
- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.
|
||||
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
|
||||
@@ -1745,6 +1790,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
|
||||
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
|
||||
- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.
|
||||
- [zaebee/codegraph-brain](https://github.com/zaebee/codegraph-brain) [](https://glama.ai/mcp/servers/zaebee/codegraph-brain) 🐍 🏠 - Code graph for AI agents: resolves Python and TypeScript calls to fully qualified names and reports the share it could not resolve instead of guessing. Multi-hop impact analysis and call tracing, authz reachability audit, coupling/PageRank metrics, architectural drift against declared patterns. Local, SQLite. `uvx --from codegraph-brain cgis-mcp`
|
||||
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
|
||||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
|
||||
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
|
||||
@@ -1798,6 +1844,8 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) 🐍 🏠 🍎 🪟 🐧 - Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) — endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller.
|
||||
- [xarl3z/magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools) [](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools) 📇 🏠 🍎 🪟 🐧 - Turn markdown into a shareable link that renders as a typeset document (tables, Mermaid, math, pagination); the content lives in the URL, nothing is uploaded.
|
||||
- [gba3124/anyhook-mcp](https://github.com/gba3124/anyhook-mcp) [](https://glama.ai/mcp/servers/gba3124/anyhook-mcp) 🎖️ 📇 ☁️ 🏠 - Creates a live webhook endpoint an agent can receive on, then reads the real deliveries back. The first call works without an account or a key, and the endpoint keeps working after the session ends.
|
||||
- [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: one JSON policy file decides what each path is worth; agents can audit, explain and dry-run clean plans themselves, nothing is ever deleted by pattern, and every action lands in a hash-chained journal. Zero dependencies; `pip install workspace-metabolism` then `wm mcp`.
|
||||
- [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test the VBA inside Excel, Word, PowerPoint and Access files, and edit the document around it. The file layer needs no Office installation and runs anywhere. Static analysis with 119 diagnostics measured against each host's own object model, writes guarded by a content token so one edit cannot silently discard another, and a git textconv driver that makes a workbook diff as VBA instead of "Binary files differ". Power Query, UserForms, sheets and Visual Basic 6 projects too. `uvx xlide-mcp`.
|
||||
### 🔒 <a name="delivery"></a>Delivery
|
||||
|
||||
- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API — express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
|
||||
@@ -1845,6 +1893,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
|
||||
- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
|
||||
- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`.
|
||||
- [headlessherm-creator/polymath-megablaster-mcp](https://github.com/headlessherm-creator/polymath-megablaster-mcp) [](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic calculation for AI agents: exact-precision math (avoids float64 overflow), date arithmetic (leap years, business days), unit conversion, statistics, subnet math, haversine distance, base conversion, and Levenshtein distance. 15 tools, 100% local, no network calls, no API keys, no telemetry. `npx -y polymath-megablaster-mcp`.
|
||||
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
|
||||
- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - Pay-per-call QUBO/Ising optimization for AI agents: estimate free, solve per run (classical $0.05, hybrid $0.10, quantum $0.85) via x402 (USDC on Base). No API keys. Remote Streamable HTTP at https://api.cortexcloud.org/mcp.
|
||||
@@ -1882,6 +1931,8 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
|
||||
|
||||
- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Gantt…) — native SVG/PNG, no headless browser. Built for LLMs and agents.
|
||||
|
||||
- [oscarleoo/chartlink-agents](https://github.com/oscarleoo/chartlink-agents) [](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts and tables with live-updating embed links, built for agents: draft from one message, preview, publish, then update the numbers and every embed follows. 11 chart types including maps and sortable tables, brands, any Google Font. No account — signup returns a key. Hosted at `https://chartlink.app/mcp`, or `npx -y chartlink-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.
|
||||
@@ -1903,6 +1954,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
|
||||
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
|
||||
- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. `npx obsbot-mcp`
|
||||
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
|
||||
- [powerdragonfire/platformio.mcp](https://github.com/powerdragonfire/platformio.mcp) [](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash, and debug firmware for any PlatformIO board (ESP32, Arduino, STM32, RP2040, ...): parsed compiler errors with file:line, flash-then-verify against the serial boot log, background serial monitor sessions, ESP32 / Cortex-M crash backtrace decoding to source lines, firmware size reports, Unity tests, static analysis, and library management. Policy env var for build-only or read-only use. `uvx platformio.mcp`
|
||||
- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: 100+ tools for schematic capture, PCB layout, ERC, DRC, and Gerber/BOM/3D exports. Byte-preserving writes, KiCad 9 and 10. Install via `uvx --from mcp-server-kicad mcp-server-kicad`.
|
||||
- [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.
|
||||
- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.
|
||||
@@ -1918,6 +1970,7 @@ MCP servers for learning management systems (LMS) and educational tools.
|
||||
|
||||
- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.
|
||||
- [alejooroncoy/campus-cli](https://github.com/alejooroncoy/campus-cli) [](https://glama.ai/mcp/servers/alejooroncoy/campus-cli) 📇 🏠 🍎 🪟 🐧 - Connects university systems to AI assistants from the student's own account: courses, assignments, due dates, grades, instructor feedback, announcements, course materials and file downloads. Authenticates with the student's SSO session, so no institutional developer key is required. Ships a Blackboard Learn connector today (UPC, Peru), with more LMS connectors and universities on the way. Install via `npx campus-cli mcp`.
|
||||
- [AnonymousOnyx22/brightspace-d2l-mcp](https://github.com/AnonymousOnyx22/brightspace-d2l-mcp) [](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp) 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students. Due dates with real submission status (never suggests work you already handed in), grades, assignment files and rubrics, content, announcements and discussions. Sign in through a normal browser, so it works at any school with SSO, Duo or MFA and needs no API key. `npx brightspace-d2l-mcp setup` connects 13 AI apps automatically.
|
||||
- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
|
||||
- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) 📇 🏠 🍎 🪟 🐧 - Open-source MCP server that connects AI agents to Moodle LMS data through Moodle Web Services. 10 query tools for courses, users, assignments, categories, and site info. Plugin-extensible. LLM-agnostic. Install via `npx moodle-mcp-server-aql`.
|
||||
- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports into LMS-ready SCORM 2004/1.2 courses — and validate any SCORM zip. Offline assets, milestone and question-level tracking, bundled ADL schemas.
|
||||
@@ -1926,6 +1979,7 @@ MCP servers for learning management systems (LMS) and educational tools.
|
||||
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
|
||||
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: <https://pronounce.renlab.ai>.
|
||||
- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Agent-native teaching OS: gives your AI a classroom that remembers. 50 tools for courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions, and teaching-memory read-back (`get_context`) — the agent authors and grades, reflects with evidence, and revises its own lessons; lesson completion belongs to the learner. Self-hosted (Postgres + web app), MIT.
|
||||
- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - MCP adapter for the Paxaver school community platform: student lunch ordering with allergy/dietary checks, wallets, school calendars, volunteering, memberships, and payments — 25+ tools over Streamable HTTP with OAuth 2.1 + PKCE and capability-first authorization. Remote `https://mcp.paxaver.com/mcp`, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver).
|
||||
|
||||
- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking for teachers, students and writers, in English **and Spanish**. `analyze_ai_writing` returns a 0–100 score *and every tell behind it* — overused vocabulary, rhetorical crutches, syntactic patterns and sentence-rhythm burstiness — each with the matched text and a concrete fix, instead of a black-box percentage. `check_originality` returns the shared passages between documents as evidence; `check_citations` cross-checks a bibliography against the text offline; `compare_to_baseline` runs Burrows's Delta against the same writer's earlier work; `inspect_characters` finds hidden and lookalike characters; `write_report` exports the evidence as a document a person can take to a committee. Every tool but two runs entirely on the machine and the text never leaves it; the two server-backed ones (perplexity, cross-language paraphrase) disclose that they send text. Published false-positive rate at its 30/100 boundary: 2 of 296 texts written before 2022 (0.7%, 95% interval 0.2–2.4%). .NET 10, MIT. Install: `dnx SignsOfAI.Mcp --yes`. Browser demo: <https://peopleworks.github.io/SignsofAI/>
|
||||
|
||||
@@ -1933,6 +1987,7 @@ MCP servers for learning management systems (LMS) and educational tools.
|
||||
|
||||
MCP servers for e-commerce platforms and online store management.
|
||||
|
||||
- [HasData/walmart-mcp](https://github.com/HasData/walmart-mcp) [](https://glama.ai/mcp/servers/HasData/walmart-mcp) 📇 ☁️ - Remote MCP server for Walmart: search results, product pages with the buy-box seller, and customer reviews on walmart.com and walmart.ca, as JSON.
|
||||
- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [](https://glama.ai/mcp/servers/HasData/amazon-mcp) 📇 ☁️ - Remote MCP server for Amazon: keyword search, product details by ASIN, product reviews, seller profiles and seller catalogues across marketplaces, as JSON.
|
||||
- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) 📇 ☁️ - Yandex Merchants (Яндекс Товары) API — product feeds, offer prices, discounts, and hiding/unhiding offers in Yandex Search.
|
||||
- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail (grocery platform) B2B API — orders, receipts, products, prices, discounts, stocks and stores.
|
||||
@@ -1953,6 +2008,7 @@ MCP servers for e-commerce platforms and online store management.
|
||||
- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
|
||||
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
|
||||
- [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`.
|
||||
- [melbis/melbis-shop](https://github.com/melbis/melbis-shop) [](https://glama.ai/mcp/servers/melbis/melbis-shop) 🎖️ 🏠 🪟 - Official MCP server of Melbis Shop, a self-hosted e-commerce platform: an AI agent works in the store as an employee — project files with version history, database, catalogue trees, product files, storefront pages — under a staff login with per-command permissions. Ships with the Windows client (6.5.1 beta).
|
||||
- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Real Amazon (US, UK, DE, CA, AU) and Walmart shopping data for AI assistants — ranked product shortlists, current prices, live stock, real ratings, and 30-day price/BSR history from a 17M+ product warehouse. Free hosted endpoint, no signup (30 queries/day). Remote streamable-http at api.logimu.com/mcp.
|
||||
- [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`.
|
||||
@@ -2049,16 +2105,24 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files from AI agents to your own FTP/FTPS/SFTP servers — multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients.
|
||||
|
||||
### 💰 <a name="finance--fintech"></a>Finance & Fintech
|
||||
- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open, real-time intelligence on AI startups — valuations, ARR, and funding, with every figure sourced, dated, and confidence-scored, plus public-source contradiction flags. A free, open PitchBook alternative that reads committed public data: no API key, no signup. `uvx openpitch-mcp`
|
||||
- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments (airtime, data, electricity, cable, education) on Celo mainnet — pay via x402 (zero setup, a direct signed EIP-3009 transfer, no account, no contract call), or a linked wallet's PIN-gated MCP/A2A tool catalog settling from a bounded, revocable on-chain allowance — never a deposit or custody of funds either way. On the official MCP Registry as `io.github.investorphem/abapay`; ERC-8004 identity on Celoscan (agent 9687). `https://agents.abapays.com/api/mcp`
|
||||
- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API for market prices, fundamentals, disclosures, macroeconomic, and alternative data. Install: `npm i @axionquant/mcp`.
|
||||
- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - CyberWareX MCP suite: pay-per-call x402 APIs for AI agents, settling USDC on Base with no account and no API key (the first paid call is the whole onboarding). token safety and honeypot/tax simulation returned as an A-F grade with evidence, Base + BSC incl. Uniswap V4 (defi-oracle, 3 free calls/day); EVM wallet/token/price/gas/tx/ENS across 5 chains, no RPC keys (chain-data); live web pages to clean markdown plus CSS extract, screenshot and PDF (web-access); and speech-to-text (voice-stt). All in the official MCP registry. Central catalog: https://cyberwarex.com
|
||||
- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day US equity technical data: how far each S&P 500 / Nasdaq 100 name has strayed from its own 200-day average, what share of the universe currently sits above it, and the chart patterns from each night's scan carried with their historical win-rate against SPY. Tool descriptions state their own caveats — data is end-of-day, never intraday, and a bucket win-rate is a property of hundreds of past signals rather than a probability for the next one. Free tier needs no card. On the official MCP Registry as `io.github.xsf0221/pattern-vista`. `uvx --from 'pattern-vista[mcp]' pattern-vista-mcp`
|
||||
- [411sst/gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp) [](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp) 🐍 🏠 🍎 🪟 🐧 - Turns Indian GST tax invoices (PDF or scanned) into the government's INV-01 JSON payload. Every value the model returns is checked back against the document text, so a field it cannot corroborate is reported absent rather than invented, and a missing mandatory field means no payload at all. Per-field provenance (regex / llm / derived / assumed) and per-field OCR confidence travel beside the payload, never inside it. GSTIN mod-36 checksum, four arithmetic cross-checks, and explicit refusals for export, SEZ and foreign-currency invoices. `pip install gst-einvoice-mcp`
|
||||
- [bankstatemently/plugins](https://github.com/bankstatemently/plugins) [](https://glama.ai/mcp/servers/bankstatemently/plugins) 🎖️ 📇 ☁️ - Bankstatemently — parse and query bank statements: turn PDF statements into structured transactions, accounts, and balances, with balance-reconciliation checks. A deterministic financial memory for AI agents. Remote streamable-http at `api.bankstatemently.com/mcp` (API key), listed on the official MCP registry as `io.github.bankstatemently/bankstatemently-mcp`.
|
||||
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for 400+ Brazilian stock market (B3) companies including banks and insurers: ROE, point-in-time P/E & P/B, dividends and dividend yield, Piotroski F-Score and Graham, and balance-sheet restatement history — plus Brazilian real-estate funds (FIIs) with point-in-time P/BV, dividend yield and vacancy. 100% public methodology, every number traceable to its CVM source; nothing published unless an invariant test suite passes. Free tier (200 req/day, no card). Remote: `https://dadosb3.com/mcp/`.
|
||||
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Measured market statistics for US stocks/ETFs, futures, HK and A-shares: five-class day-type probabilities for the session in progress, Weis volume-wave events with pre-registered win rates, options max pain from open interest alone, and estimated dealer gamma (GEX). Every published number traces to a stated measurement — failures included — and nothing is a buy/sell recommendation. 10 calls/day with no key or signup. Remote at https://api.quantdata.uk/mcp; on the official registry as `uk.quantdata/quantdata`.
|
||||
- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Verifiable data signals for AI agents across environment (river/flood, air quality, drought), agriculture (USDM drought, crop VHI), power grid (demand, renewables, energy inflation), shipping (route disruption, AIS throughput) and SEC filings (8-K events, insider Form 4) — pay per call in USDC on Base via x402, no API key. Official sources (USGS/NOAA/ERA5/FRED/SEC EDGAR) + record_hash provenance. `npx -y mcp-gauge-x402`
|
||||
- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live multi-chain DEX market data: USD price for any ERC-20 by ticker or contract address, per-venue liquidity depth, raw pool reserves, best execution venue, liquidity-risk depth class, and pre-trade price impact for a specific trade size — across BNB Chain, Polygon, Arbitrum, Base and Avalanche. Every quote returns the USD liquidity backing it and a confidence rating, and a price backed only by a dust pool is refused rather than returned. Free tier needs no API key and no wallet; beyond it, x402 micropayments in USDC on Base. On the official MCP Registry as `io.github.donnywin85/dex-data-mcp`. `npx -y dex-data-mcp`
|
||||
- [traql/mcp-server](https://github.com/traql/mcp-server) [](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions: OFAC, UK, EU and UN lists, Tether freeze events, mixers, known hacks and traced counterparty exposure across Ethereum, BNB Chain, TRON, TON and Bitcoin. Returns a 0-100 risk score with every contributing signal itemised by source, entity and confidence. `npx -y @traql/mcp`
|
||||
- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: let an agent discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage pre-paid balances and subscriptions, and buy datasets or settle store checkouts — 15 tools behind fail-closed spending caps ($1 per payment, $10 per day by default). Non-custodial: payments lock in a program-owned escrow and release 99% to the creator. Listed on the official MCP registry as `com.solinkify/mcp`. `npx -y @solinkify/mcp`
|
||||
- [pich/ai-economics-mcp](https://github.com/pich/ai-economics-mcp) [](https://glama.ai/mcp/servers/pich/ai-economics-mcp) 📇 ☁️ - AI economics calculators for budget decisions: token cost across vendors, context-window sizing, agent-hour cost, LLM energy & CO₂, joules per verified task, Proof-Adjusted Autonomy, revocation exposure, verification bottleneck, proof debt. Keyless free API, stateless — every answer carries the formula and a citable interpretation. By Michał Piszczek — https://piszczek.pl/tools. `npx -y @michalpiszczek/ai-economics-mcp`
|
||||
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - MCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна 1, юр-риск минимальный
|
||||
- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) 🐍 ☁️ - Real-time DEX token momentum ($0.02), orderbook depth ($0.05), and whale flows ($0.10) for AI agents settled on Base Mainnet via gasless x402 micropayments.
|
||||
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`
|
||||
- [toomasgutman-blip/facturolia-mcp](https://github.com/toomasgutman-blip/facturolia-mcp) [](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp) 🎖️ 🐍 ☁️ - Read and check European electronic invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII): parties, dates, lines, VAT breakdown and totals in plain text, plus a consistency check against the EN 16931 standard. Also reports when the amounts on a Factur-X PDF's visible page and its embedded XML disagree, which is the copy accounting software actually imports. Single file, no dependencies beyond the Python standard library. The file is sent to the Facturolia API, processed in memory and discarded; free tier available.
|
||||
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
|
||||
- [SmartyJohnway/tw-market-live-data-intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence) [](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence) 🐍 🏠 🪟 - Local-first Taiwan market evidence for AI agents with persistent Watchlists, governed MCP, and auditable execute-once retrieval. Official MCP Registry: `io.github.SmartyJohnway/tw-market-live-data-intelligence`.
|
||||
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp`
|
||||
@@ -2112,7 +2176,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
|
||||
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
|
||||
- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
|
||||
- [atomno-labs/mcp-egrul](https://github.com/atomno-labs/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-labs/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
|
||||
- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
|
||||
- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
|
||||
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
|
||||
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
|
||||
@@ -2124,9 +2188,11 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).
|
||||
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories
|
||||
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
|
||||
- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive port congestion signals for 15 global ports: congestion score (0-1), ETA delay in days, waiting vessels and a freight volatility index, computed by a DuckDB-backed engine with graceful fallback for unknown ports. Three tools: `get_port_risk`, `get_ports_risk`, `list_supported_ports`. Free tier, no API key. Remote endpoint at `https://aether-x-oracle-production.up.railway.app/mcp`, or run it locally with `uvx aetherx-mcp`. On the official MCP Registry as `io.github.belegante-byte/aetherx-mcp`.
|
||||
- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Verified directory of 69 US lenders & card issuers that accept ITIN (no-SSN) applicants — each entry verified against the institution's own pages with citations — plus 290+ bilingual (EN/ES) guides and 1,800+ FAQs on loans, credit cards, and credit building without an SSN. 8 read-only tools, zero-config: `npx -y itin-finance-mcp`.
|
||||
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
|
||||
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
|
||||
- [cloudQuant/backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp) [](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for building and running reproducible Backtrader strategies: 30 typed tools turn confined CSV files into immutable datasets, typed strategy specs into private drafts, and reviewed drafts into bounded subprocess backtests (runonce/runnext parity, 11 canonical metrics) with durable status, logs, and JSON/Markdown reports. Offline and backtest-only; change/run approvals are human-gated via a local CLI. Install with `pip install backtrader-mcp`, run `backtrader-mcp serve`.
|
||||
- [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
|
||||
@@ -2168,6 +2234,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine — income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`.
|
||||
- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp).
|
||||
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
|
||||
- [DevDizzle/gammarips-mcp](https://github.com/DevDizzle/gammarips-mcp) [](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp) 🐍 ☁️ - Hosted options-flow data layer for AI agents: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history, and exit-rule replay. No pick endpoint by design. Anonymous tier needs no key.
|
||||
- [dizpers/polystrike-examples](https://github.com/dizpers/polystrike-examples) [](https://glama.ai/mcp/servers/dizpers/polystrike-examples) 🎖️ ☁️ - Live Elon Musk & Ted Cruz tweet feed and real-time tweet counters for Polymarket's tweet-count markets — recent tweets with reply/quote/retweet classification against the settlement rules, plus the real count, the XTracker oracle count, the UI count, and the deltas between them. Hosted remote server at https://polystrike.xyz/mcp (streamable-http; SSE at /mcp/sse). Free tier is keyless.
|
||||
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
|
||||
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
|
||||
@@ -2479,6 +2546,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
|
||||
- [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\.
|
||||
- [Faouzi122/Arsenal-Quant-Project](https://github.com/Faouzi122/Arsenal-Quant-Project) [](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project) 🐍 ☁️ - Deterministic MEV & Slippage Risk Oracle for DeFAI Agents. Free tier open; L402 paid layer not yet in service.
|
||||
- [true402/mcp-server](https://github.com/true402/mcp-server) [](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - Pay-per-call AI + web + on-chain tools for agents over x402 (USDC on Base) — no accounts, no API keys; the wallet is the identity. 11 tools incl. token rug/honeypot safety (0–100 score, risk band, buy/sell simulation), new-pairs / liquidity-pull / whale-swap signals, SEO/GEO audit, web extract, link preview, robots & security-headers checks, and LLM inference. Tools auto-discover from the live catalog. `npx -y @true402.dev/mcp-server`
|
||||
- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating).
|
||||
- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp`
|
||||
@@ -2502,10 +2570,13 @@ px goldbean-mcp\.
|
||||
- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) 📇 ☁️ - Cross-chain swap execution across 12 venues and 16 chains, including native (non-wrapped) Bitcoin as either source or destination. No signup, no API key, 0% protocol fee — same routing engine the app itself uses. Hosted remote server (no install) at `https://app.ravn.exchange/api/mcp`; this repo is a local/stdio alternative. On the official MCP registry as `exchange.ravn/ravn`.
|
||||
- [parkyucheol-del/alphapipeline](https://github.com/parkyucheol-del/alphapipeline) [](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline) 🐍 ☁️ 🏠 - Pay-per-call ($0.005-$0.03 USDC via x402 on Base) market and on-chain data for AI agents and trading bots: token-unlock dump-risk, Upbit/Binance kimchi-premium arbitrage alerts, GoPlus honeypot & LP-lock contract-health audits, DEX liquidity/slippage estimates, funding-rate APR & carry-trade breakeven, and a URL-to-clean-markdown tool. No signup, no API key. 12 tools; remote at `https://alphapipeline-eu.onrender.com/mcp`.
|
||||
- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Talk to a self-hosted [Actual Budget](https://actualbudget.org): spending breakdowns, category trends, projections and budget-vs-actual, not just lookups. Writes are guarded: every delete previews what it will remove and waits for confirmation, and `ACTUAL_READ_ONLY=1` hides the write tools from the model entirely. Multi-currency with split transactions and residual reconciliation. `npx -y actual-budget-mcp` or `ghcr.io/henfrydls/actual-budget-mcp`
|
||||
- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain message slot on Solana where AI agents advertise to one another. Posting rights are acquired by outbidding the previous poster; the server enforces operator spend limits before signing and logs the agent's reasoning with every write. `npx -y agent-billboard-mcp`
|
||||
|
||||
### 🎮 <a name="gaming"></a>Gaming
|
||||
|
||||
Integration with gaming related data, game engines, and services
|
||||
|
||||
- [26048608982lp-ai/gamenumerics](https://github.com/26048608982lp-ai/gamenumerics) [](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics) 📇 🏠 🍎 🪟 🐧 - MCP server for game numerical design & balance auditing: import xlsx config tables, audit growth curves, simulate battle/gacha, and reverse-engineer spreadsheet formulas — 17 deterministic tools, zero LLM guessing (npm: [mcp-server-gamenumerics](https://www.npmjs.com/package/mcp-server-gamenumerics)).
|
||||
- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.
|
||||
- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync, and leaderboards. No backend or player accounts.
|
||||
- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Beckett — MCP for Godot: a zero-sidecar GDScript editor addon that serves MCP over Streamable HTTP from inside the Godot 4 editor (no Node/Python sidecar). Reflection over any class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert). MIT.
|
||||
@@ -2521,6 +2592,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more.
|
||||
- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server.
|
||||
- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server.
|
||||
- [Dreiev/l2calendar-mcp](https://github.com/Dreiev/l2calendar-mcp) [](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp) 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle through the public L2 Calendar API. 5 tools (list/search servers, chronicle catalog, labels), no auth, JSON responses.
|
||||
- [drknowhow/fluxdots-mcp](https://github.com/drknowhow/fluxdots-mcp) [](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp) 📇 ☁️ - Play [FluxDots](https://fluxdots.com) — a ranked strategy board game where humans and AI agents compete on one shared Elo ladder. Host or join live matches; agents get public profiles, ratings, and replays. Zero-dependency single-file server.
|
||||
- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory inspection and savestate control for PCSX2 and other emulators speaking the [PINE](https://github.com/GovanifY/pine) protocol. Read/write 8/16/32/64-bit memory, save/load state slots, query game metadata. TCP on Windows, Unix sockets on Linux/macOS.
|
||||
- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket debugger interface — no plugin needed. Memory r/w (u8/u16/u32/range/string), input (buttons + analog), pause/resume/step, screenshot, MIPS Allegrex registers, CPU execution breakpoints. The richest debugger surface in the family thanks to PPSSPP's native instrumentation.
|
||||
@@ -2561,6 +2633,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering for any AI agent. [](https://glama.ai/mcp/servers/razz-games/razz-mcp)
|
||||
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Living economy for AI agents — Conway's Game of Life physics, energy currency, marketplace. 4 tools: observe state, execute actions, benchmark reports, game rules. Auto-registers, no API key needed.
|
||||
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
|
||||
- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games in natural language. Reads and writes an RPG Maker XP project’s Ruby 1.8 Marshal `.rxdata` directly — actors, skills, items, maps, events and scripts — and renders map previews to PNG. 65 tools; round-trips are byte-identical.
|
||||
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
|
||||
- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) 📇 ☁️ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
|
||||
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JSON via x402 USDC on Polygon. xpay: `sec-edgar-filings`. Trial without xpay key: [docs](https://github.com/stagproject/sec-filings-mcp/blob/main/docs/TRY_WITHOUT_XPAY.md). Registry: `io.github.stagproject/sec-filings-mcp`.
|
||||
@@ -2571,6 +2644,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent using this MCP server.
|
||||
- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging.
|
||||
- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.
|
||||
- [yanjingzhaisun/cozyvtt-mcp](https://github.com/yanjingzhaisun/cozyvtt-mcp) [](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP bridge for [CozyVTT](https://github.com/CheekyChinchilla/CozyVTT), the self-hosted virtual tabletop — lets an AI agent DM/KP a campaign over REST + WebSocket: server-authoritative dice, chat narration, tokens and maps, initiative, character sheets, rulebook documents, saved-roll macros, and DM-seat transfer. 37 tools; supports CozyVTT v1.2.2 and v1.4.0 with explicit degradation on older instances.
|
||||
|
||||
### 🏥 <a name="health-and-wellness"></a>Health & Wellness
|
||||
|
||||
@@ -2606,16 +2680,20 @@ Servers that establish who a person or an agent is and what may be known about t
|
||||
|
||||
Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols.
|
||||
|
||||
- [ahmed-khalil-hafsi/P2Predict](https://github.com/ahmed-khalil-hafsi/P2Predict) [](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict) 🐍 🏠 🍎 🪟 🐧 - Local MCP server for parametric price benchmarking: trains on your own purchasing history to predict what a part should cost, attribute the price to spec and supplier drivers, and return a calibrated likely-price range — nothing leaves your machine. Built for procurement and engineering teams. `pip install "p2predict[mcp]"`
|
||||
- [Extelligence-ai/bagel](https://github.com/Extelligence-ai/bagel) [](https://glama.ai/mcp/servers/Extelligence-ai/bagel) 🐍 🏠 - Ask questions about robotics, drone, and IoT data (ROS 1/2 bags, MCAP, PX4/ArduPilot/Betaflight logs, CAN/MF4, live MQTT) in plain English; answers are DuckDB SQL over the actual messages, with an intelligent edge data-reduction pipeline and exports to Rerun, PlotJuggler, and LeRobot.
|
||||
- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge)) [](https://glama.ai/mcp/servers/FoundryNet/forge-mcp)
|
||||
- [LGDiMaggio/predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp) [](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp) 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3), and server-authored diagnostic reports, benchmarked on the public CWRU dataset
|
||||
- [purinzan/gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp) [](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp) 🐍 🏠 🪟 - Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (`.gx3`): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric.
|
||||
|
||||
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
|
||||
|
||||
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
|
||||
|
||||
- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - Ask your own documents and get answers with the exact passages they came from (RAG with citations, and it says "not found" rather than inventing an answer), plus durable agent memory ranked by relevance, importance and recency. Safe by default: starts in a read-only access mode, with write/ingest and irreversible forget behind explicit opt-ins. `npx -y ossian-mcp`
|
||||
- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent neural memory for AI agents as local JSON files: neuron/synapse graph with heat scoring, fact-level search, supersede/retract corrections, automatic secret redaction, and team memory via a private Git repo. `npx -y crbro-memory`
|
||||
- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Cairn: a shared base of one-sentence lessons, must-dos and must-nots other agents already learned, by stack and situation. Read before a task, leave one after.
|
||||
- [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed memory for AI agents. Local, plain files, zero network calls. Every entry with a receipt — who wrote it, when, through which gate. Your agent writes the draft; nothing is kept until you say yes. Trust computed from the record. Mounts beside any memory you already run. One paste.
|
||||
- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0.
|
||||
- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Shared, versioned project brain for coding agents: one `brain.klypix` file committed with the repo holds current decisions, corrections that supersede (archived, never deleted), evidence anchors that flag drift when cited code changes, and open questions. Sessions declare their task and files and are warned about exact-file overlap. Lifecycle hooks for Claude Code; MCP config + rules for Codex, Cursor, Gemini CLI, Cline and Copilot. `npx klypix-mcp install`
|
||||
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked — a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init`
|
||||
@@ -2625,6 +2703,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes you own. Doesn't load context blindly: a router note decides what to load and when, plus an "alma" (soul) layer for what you think and feel, not just tasks. `npx bovedia`
|
||||
- [lbailey94/whitemagic](https://github.com/lbailey94/whitemagic) [](https://glama.ai/mcp/servers/lbailey94/whitemagic) 🦀 🏠 🍎 🪟 🐧 - Local-first durable memory and session continuity for AI agents. Pure-Rust kernel with ambient governance and a hash-chained audit ledger; one NLU-routed meta-tool keeps the agent-facing surface small. Zero telemetry — memory lives on your own hardware, with backup/export/import across devices. Install: `npx whitemagic-mcp`.
|
||||
- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - **Technical Preview / Early Access.** Local-first decision memory for AI agents that stores choices, rejected alternatives and their reasons, failed attempts, outcomes, provenance, and caller-invoked review conditions in a local file. Stdio MCP server; install from GitHub with Node.js 20+.
|
||||
- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams building with AI coding agents: captures each engineering decision once, ranks it by blast radius, and briefs every MCP agent before it acts, so agents stop shipping conflicting changes. Apache-2.0. Install: `npm i -g lockstep-cli`.
|
||||
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
|
||||
- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted remote MCP memory server with Streamable HTTP, OAuth, and shared long-term memory for ChatGPT and AI agents.
|
||||
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - See and query your whole AI system as one rooted 3D knowledge graph — agents, memory, knowledge, and automations fused into a privacy-walled snapshot. MCP tools for stats, search, node dossiers, neighbors, and pathfinding; the same snapshot renders up to a million nodes in the browser. `npx create-booboo`
|
||||
@@ -2746,6 +2825,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine. Built by an agent, for agents. No API keys required.
|
||||
- [giskard09/giskard-oasis](https://github.com/giskard09/giskard-oasis) [](https://glama.ai/mcp/servers/giskard09/giskard-oasis) 🐍 🏠 - A still point for AI agents in fog. When an agent loses its thread, Oasis distills its original purpose and returns clarity. Pay-per-use with Lightning or Arbitrum — karma discounts via ARGENTUM reputation. Self-hosted with phoenixd.
|
||||
- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard.
|
||||
- [majiayu000/remem](https://github.com/majiayu000/remem) [](https://glama.ai/mcp/servers/majiayu000/remem) 🦀 🏠 🍎 🐧 - Local-first persistent memory for Claude Code and Codex. Hooks capture sessions automatically, an LLM distills them into SQLite (optional SQLCipher encryption), and recall stays auditable via MCP, REST, and CLI with FTS + optional embeddings. Single Rust binary. `npm install -g @remem-ai/remem`
|
||||
- [MakeaMouse/fish-bridge-mcp](https://github.com/MakeaMouse/fish-bridge-mcp) [](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp) 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a typed knowledge graph (~300–800 tokens). Works file-based in Copilot, Claude Code, Cursor, and Gemini CLI without MCP server mode. Supports local/offline extraction via Ollama — no API key required.
|
||||
- [For-Sunny/hebbian-mind-enterprise](https://github.com/For-Sunny/hebbian-mind-enterprise) [](https://glama.ai/mcp/servers/For-Sunny/hebbian-mind-enterprise) 🐍 🏠 🍎 🪟 🐧 - Self-organizing neural graph memory with Hebbian learning for AI systems. Connections strengthen through co-activation and weaken through temporal decay. 118+ learning nodes, dual-write architecture, and sub-millisecond reads.
|
||||
- [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
|
||||
@@ -2753,6 +2833,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [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.
|
||||
- [FilippoPilo/cortex-connector](https://github.com/FilippoPilo/cortex-connector) [](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector) 📇 ☁️ - Patent-pending semantic memory for AI agents: persistent memories with quality-gated writes, typed claims, conflict tracking and native coherence scoring. Hosted service with a free trial via OAuth sign-in, plus a local stdio bridge in `server/`.
|
||||
- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker.
|
||||
- [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`
|
||||
@@ -2766,6 +2847,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [harrison/ai-counsel](https://github.com/harrison/ai-counsel) - 🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
|
||||
- [HBarefoot/engram](https://github.com/HBarefoot/engram) [](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI agents. SQLite + local embeddings (all-MiniLM-L6-v2), hybrid semantic + FTS5 recall, secret detection, and contradiction handling. 6 MCP tools (remember, recall, forget, feedback, context, status) over stdio. Zero cloud, no API keys, fully offline. Works with Claude Desktop/Code, Cursor, and Windsurf. `npm install -g @hbarefoot/engram`
|
||||
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).
|
||||
- [hermes-labs-ai/fidelis](https://github.com/hermes-labs-ai/fidelis) [](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis) 🐍 🏠 🍎 🐧 - Local-first memory for Codex, Claude Code, and other MCP clients. Four tools provide verbatim recall, query, health, and context-sensitive orientation through zero-LLM retrieval by default. Install `fidelis-memory` from PyPI, run `fidelis init`, then register the MCP server with the client.
|
||||
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
|
||||
- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory layer for Codex, Claude Code, and MCP clients. Stores scoped user/project memory in SQLite or Postgres, exposes read-only recall, trace, stats, and artifact tools by default, and supports opt-in governed writeback with review, forget, and audit controls. Published as `io.github.hjqcan/goodmemory` in the official MCP Registry.
|
||||
- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search (full-text + pgvector semantic), create, update, comment on, and share AgentDocs (agentdocs.eu) Markdown docs — a collaborative docs platform with AI agents as first-class citizens. Local stdio (`npx -y agentdocs-mcp`) or hosted remote with OAuth 2.1 (`https://agentdocs.eu/mcp`), incl. slug-or-UUID addressing and space-scoped sandbox tokens.
|
||||
@@ -2958,6 +3040,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Personal Instagram Library: turns your Instagram saved posts into a private, AI-searchable knowledge base on your own machine. Vision-AI deep reads (summaries, key points, how-tos, links, tags) go into local SQLite, queried live through a read-only stdio MCP server by Cursor, Claude Code, and Claude Desktop — or as a static export for any AI tool. Code is shared, data stays home.
|
||||
- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Memory the human governs: vaults separated by domain (code, notes, journal) on your own machine, hybrid retrieval (BM25 fused with vectors by RRF), and a declared vault list, so a vault left out cannot be read by mistake. Also reads what the OTHER coding agents on this machine wrote to disk, and flags when two are live in the same git worktree. Needs the Mnemosyne OS desktop app running. `npx -y @mnemosyne_os/mcp`
|
||||
- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: skills that help get reinforced, unused ones fade on an Ebbinghaus decay curve. $0 write path (SQLite FTS5 + local ONNX embeddings, no LLM calls), bilingual EN/RU hybrid search, SHA256 tamper-evident history, deterministic LongMemEval benchmark in-repo (hit@5 0.871). 8 mem_* tools; deep Claude Code hook integration optional. `pip install skillmem`
|
||||
- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer agent memory over MCP. `zenbrain_store` routes what it is given: a general statement becomes a semantic fact, a narrated event an episode, a sequence of instructions a procedure. `zenbrain_recall` searches every layer and tags each result with the layer it came from; `zenbrain_consolidate` runs one sleep-like maintenance pass that promotes repeated episodes into facts and decays stale slots. Local SQLite file, no account and no network call. Apache-2.0, zero-dependency TypeScript core.
|
||||
|
||||
### ⚖️ <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.
|
||||
@@ -2989,6 +3072,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
|
||||
- [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.
|
||||
- [PolicyForge/mcp](https://github.com/PolicyForge/mcp) [](https://glama.ai/mcp/servers/PolicyForge/mcp) 📇 ☁️ - Generate, audit and maintain legal policies from your codebase — privacy policies, terms of service, cookie policies, EULAs, refund policies and disclaimers, each hosted at a permanent URL. Audits the gap between what the code actually does and what the policy claims, and detects drift when the stack changes. 15 tools. Remote Streamable HTTP at policyforge.co/api/mcp with OAuth, or `npx -y @policyforge/mcp`. Listed in the MCP registry as co.policyforge/mcp.
|
||||
- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key — tools: `list_jurisdictions`, `preview_demand_letter`, `generate_demand_letter`. Hosted Streamable HTTP at finalnotice.io/mcp.
|
||||
- [sebastianfoerste/eu-reg-mcp](https://github.com/sebastianfoerste/eu-reg-mcp) [](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp) 🐍 🏠 - ESMA MiCAR register grounding for agents: entity/LEI search, register summary, and change tracking including removals, with weekly snapshots of the public register. Optional deterministic MiCAR white paper linting (Annex I-III, cited candidate findings) and EU AI Act risk-tier classification with pinpoint citations. Register tools need no API key; findings are review-gated. MIT.
|
||||
- [SFHAJJI/lex](https://github.com/SFHAJJI/lex) [](https://glama.ai/mcp/servers/SFHAJJI/lex) ☁️ - Point-in-time Luxembourg and EU law: what did this article say on this date. Ten read-only tools for search, as-of retrieval, article history, diff, timeline, citations, provenance and coverage over the official Legilux and EUR-Lex texts, with publisher permalinks and content hashes on every answer. Remote server at law.soufien.lu/mcp.
|
||||
- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.
|
||||
- [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`.
|
||||
@@ -2999,9 +3083,11 @@ Access to legal information, legislation, and legal databases. Enables AI models
|
||||
|
||||
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
|
||||
|
||||
- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Remote MCP server for Yellow Pages: local business search by category and location, and full listings with services, brands and payment methods, as JSON.
|
||||
- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Remote MCP server for Yelp: business search by category and location, place details, and the full review feed with sorting and star filters, as JSON.
|
||||
- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - England flood-risk by postcode from official Environment Agency open data (OGL) — long-term risk band, or an honest "not found" outside England.
|
||||
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`.
|
||||
- [atlasfetch-dev/atlasfetch-mcp](https://github.com/atlasfetch-dev/atlasfetch-mcp) [](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp) 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match your own GeoJSON geofences. Free demo key, no signup.
|
||||
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
|
||||
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - First dedicated Hawaii tourism MCP server. 2,583 bookable tours from Viator, GetYourGuide, Klook, and Groupon, plus 579 events across 70+ venues on Oahu, Maui, Big Island, and Kauai. Results ship with affiliate booking links. Hosted Streamable HTTP endpoint — no install required. Powered by [aloha.fyi](https://aloha.fyi).
|
||||
- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save, and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language, over the bhoonidhi-downloader SDK.
|
||||
@@ -3060,6 +3146,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
|
||||
- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API — build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants. Read + write.
|
||||
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio`
|
||||
- [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach agent: finds the right people, writes to them in your voice, follows up and handles replies, for sales prospecting, recruiting, user-interview recruitment and job search. Campaigns stay drafts until you launch them. Install: `uvx heylead`.
|
||||
- [InstantStudioAI/instantclips-mcp](https://github.com/InstantStudioAI/instantclips-mcp) [](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp) 📇 ☁️ - InstantClips turns an e-commerce product into short-form vertical video for TikTok, Instagram Reels and Stories. Import a product from its page URL or photos, generate on-brand video ads, and manage brands/products through 10 tools. Remote server at `https://app.instantclips.ai/mcp` (OAuth 2.1).
|
||||
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
|
||||
- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) 📇 ☁️ - Google Search Console MCP server for Cloudflare Workers with Google OAuth, organic-search analytics, URL inspection, sitemap management, indexing, and SEO insights.
|
||||
@@ -3067,6 +3154,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
|
||||
- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent tri-channel plugin + hosted Meta/Google/TikTok MCP (OAuth). Meta: `https://adsagent.md/mcp/v2`. Registry: `md.adsagent/meta-mcp`. Docs: https://adsagent.md/docs/mcp-onboarding
|
||||
- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) 🎖️ 🐍 ☁️ - Run your ecommerce ads from Claude & ChatGPT. Meta, Google, Amazon and Shopify: 150+ tools to read performance, inspect campaigns, research competitor ads, and take confirm-gated writes (pause, budgets, launches) that always stage paused. Hosted; connect via OAuth or an API key at https://backend.muzecmo.com/mcp
|
||||
- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo Company Intelligence — tells AI agents what changed at a company, with evidence.
|
||||
- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales agent for Claude Code. Per-prospect website research, one email per prospect, sending from the user's own Gmail, reply tracking, and structured rejection feedback published as JSON Schema. Open source, self-hostable backend.
|
||||
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - MCP-проверка маркировки интернет-рекламы (erid/ЕРИР): валидация токена, аудит страницы на соответствие 38-ФЗ. Волна 1, роль «читалки», ответственность не на нас
|
||||
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
|
||||
@@ -3093,6 +3181,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search 6,400+ industry lists, check availability and field coverage, get binding price quotes.
|
||||
- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits, and internal-link intelligence, paid per call via x402. `npx -y @forgemeshlabs/seo-authority-mcp`
|
||||
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Install one middleware to monetize unused 402 responses. 7 tools for agent demand analytics, recommendations, and discovery over the ForgeMesh x402 Ads network — paid per call in USDC on Base, free for publishers on their own traffic. `npx -y @forgemeshlabs/x402-ads-mcp`
|
||||
- [GlobalMatchHub/searchlink-lite](https://github.com/GlobalMatchHub/searchlink-lite) [](https://glama.ai/mcp/servers/GlobalMatchHub/searchlink-lite) 📇 🏠 🍎 🪟 🐧 - Google Search Console in Claude, Cursor or any MCP client. Six read-only tools: site overview with period comparison and biggest drops, any breakdown by query, page, country, device or date, opportunities (high impressions and low CTR, queries at #8-20), URL indexing status and sitemaps. Totals use the date dimension so they match the Search Console UI. Runs locally with a service account or gcloud credentials. `npx -y github:GlobalMatchHub/searchlink-lite`
|
||||
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
|
||||
- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Zero-dependency MCP server for keyword research arithmetic: difficulty estimation, opportunity scoring, and structured content briefs. Install: `pip install kd-scout`.
|
||||
- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI recommends your brand — mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot.
|
||||
@@ -3124,6 +3213,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
|
||||
- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, Codex, Cursor, and other agents. Checks AI crawler access, robots, sitemap, canonical, metadata, noindex, and JSON-LD; returns local-only and technical foundation scores, top issues, and action plans. Install: `npx -y maxaeo-ai-visibility-mcp`.
|
||||
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow — all as local stdio, no cloud relay.
|
||||
- [meser10/meser10-mcp](https://github.com/meser10/meser10-mcp) [](https://glama.ai/mcp/servers/meser10/meser10-mcp) 🎖️ 📇 ☁️ - Official MCP server for Meser 10, an Israeli email and SMS marketing platform. All 61 tools are generated from the live API contract at start-up rather than hand-written, so coverage cannot drift when the platform ships an operation. Four permission tiers starting read-only (tools above the chosen tier are absent from `tools/list`, not merely refused), credentials are injected server-side and never appear in a tool schema, and a per-send recipient cap blocks an over-broad send. Listed in the official MCP registry as `io.github.meser10/meser10-mcp`. `npx -y @meser10/mcp-server`
|
||||
- [meyusufdemirci/app-store-operator](https://github.com/meyusufdemirci/app-store-operator) [](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator) 📇 🏠 🍎 🪟 🐧 - App Store competitive research for indie iOS developers. Ranked keyword search, competitor download/revenue/rating estimates, and iOS In-App Event copy in 14 locales with App Store Connect character limits enforced. Results cached locally for 24 hours; no API key required (competitor estimates use a one-time free SensorTower sign-in). Install: `npx -y app-store-operator`.
|
||||
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
|
||||
- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [](https://glama.ai/mcp/servers/optifeed/optifeed-radar) 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity real buyer questions and scores whether a brand or its products are actually recommended (AI visibility, GEO/AEO). Brand and product checks, competitor share of voice, cited sources; runs locally with your own API keys.
|
||||
@@ -3163,6 +3253,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [](https://glama.ai/mcp/servers/vruum-gtm/mcp) 🎖️ 📇 ☁️ - AI revenue platform. Operate outbound, deals, pipeline, and CRM automation from your agent: people, deals, outreach, engagement, and research tools over one MCP. Remote server at `https://api.vruum.ai/mcp` (OAuth 2.1, or `Authorization: Bearer vk_live_…`); `npx -y @vruum/mcp` runs the stdio bridge for clients without remote support.
|
||||
- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [](https://glama.ai/mcp/servers/zaialamm/citable-mcp) 🎖️ 📇 ☁️ - SEO and AI-visibility checks an agent pays for per call, with no account: keyword research, on-page audits, AI-citation checks across ChatGPT, Claude, Gemini and Perplexity, plus rank, SERP, domain and backlink data. 17 endpoints at $0.005–0.30 each, settled in USDC on Solana over [x402](https://x402.org); a failed call is never charged. Install: `npx -y citable-mcp`.
|
||||
- [rampify-dev/rampify-mcp](https://github.com/rampify-dev/rampify-mcp) [](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp) 📇 ☁️ - The SEO MCP server that acts on your data, not just reads it: crawl your site, find where you're invisible in AI answers, generate the meta/schema/content fix as a spec, and ship it as a PR from Claude Code or Cursor. Built-in DataForSEO keyword data and Google Search Console.
|
||||
- [prepublish/prepublish-mcp](https://github.com/prepublish/prepublish-mcp) [](https://glama.ai/mcp/servers/prepublish/prepublish-mcp) 🎖️ 📇 ☁️ - Audits a YouTube script before it is recorded, rather than fetching the transcript of a video that is already published. Hook, structure and pacing scores, the passages most likely to lose attention, an inauthentic-content check, a YouTube policy pre-flight citing YouTube's own pages, and words to runtime from speaking rates measured across 349 videos. Remote, anonymous, no API key: `https://mcp.prepublish.ai`, or `npx -y prepublish-mcp`.
|
||||
|
||||
### 📊 <a name="monitoring"></a>Monitoring
|
||||
|
||||
@@ -3220,6 +3311,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: `pip install agentic-ledger`.
|
||||
- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Agent tool spend tracker. Local JSONL storage, consent-gated, nothing leaves the file. Free MCP server. `npx scvd-tab`
|
||||
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
|
||||
- [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measures whether a Claude subscription is paying off, from the logs Claude Code already writes on disk: how much of the code Claude wrote is still in your files, what actually drives the rate limit, and how much of that limit plain chat ate. Single Python file, no dependencies, nothing leaves the machine.
|
||||
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
|
||||
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
|
||||
- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites.
|
||||
@@ -3282,8 +3374,10 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
|
||||
- [editmamei/editmamei](https://github.com/editmamei/editmamei) [](https://glama.ai/mcp/servers/editmamei/editmamei) 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as an AI orchestration layer that plans edits and executes them with native Photoshop tools. `npm install -g editmamei`
|
||||
- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert files (DOCX, XLSX, PPTX, images…), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click.
|
||||
- [guaardvark/guaardvark](https://github.com/guaardvark/guaardvark) [](https://glama.ai/mcp/servers/guaardvark/guaardvark) 🐍 🏠 🐧 🍎 - Self-hosted AI studio exposing its local image, video, music-video and Film Crew generation, upscaling, RAG and code intelligence as MCP tools (default-deny policy; renders queue on your own GPU and are polled by batch id). Ships Agent Skills and a Claude Code plugin.
|
||||
- [haljishi/vidwords-mcp](https://github.com/haljishi/vidwords-mcp) [](https://glama.ai/mcp/servers/haljishi/vidwords-mcp) 🎖️ ☁️ 🍎 🪟 🐧 - Let an agent read a YouTube video and cite the exact second. Search one video's transcript for a topic and get back only the matching moments with clickable `?t=` deep links, or analyze the frames — slides, charts, demos and on-screen text that is never spoken aloud. Every citation is checked against a recorded frame or a real transcript segment and dropped if it fails. Hosted Streamable HTTP at `https://vidwords.com/mcp`, token header or OAuth, free tier at [vidwords.com](https://vidwords.com?utm_source=gthb_awesome&utm_medium=code&utm_campaign=awesome-mcp).
|
||||
- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file — fully local, no API keys. `npx klaket-mcp`
|
||||
- [Inmoprice/clipcliper-mcp](https://github.com/Inmoprice/clipcliper-mcp) [](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp) 📇 ☁️ - Turn a public video link (YouTube, Twitch VOD, Kick VOD, TikTok) into a timestamped transcript, chapters and clip suggestions. Hosted Streamable HTTP at `https://clipcliper.com/mcp`, free tier with no API key.
|
||||
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
|
||||
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
|
||||
- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow from an agent: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable Characters and scene composition. Runs against your own Google account with Flow access; video generation bills your credits.
|
||||
@@ -3303,6 +3397,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [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.
|
||||
- [ilovevideoeditor/mcp-server](https://github.com/ilovevideoeditor/mcp-server) [](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering, webhooks. `npx -y @ilovevideoeditor/mcp-server`
|
||||
- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) 🐍 🏠 🍎 🪟 🐧 - Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys.
|
||||
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling.
|
||||
- [musevate/MCP](https://github.com/musevate/MCP) [](https://glama.ai/mcp/servers/musevate/MCP) 📇 ☁️ 🍎 🪟 🐧 - Generate video from a prompt, from an image, or from up to thirty reference images, routed across the field of AI video models (Sora, Veo, Kling, Seedance, Hailuo, Wan and more). Quotes the credit cost before spending it, and refunds a technical failure automatically. Hosted remote server with OAuth, plus an MIT stdio bridge for clients that cannot speak streamable HTTP; requires a Musevate account.
|
||||
@@ -3318,12 +3413,14 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, watermark, smart crop), document conversion, OCR, speech transcription, and more. Hosted or self-hosted via npx.
|
||||
- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.
|
||||
- [tro2789/scout-premiere-mcp](https://github.com/tro2789/scout-premiere-mcp) [](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp) 📇 🏠 🪟 - Drive Adobe Premiere Pro from an agent through the Scout panel: transcript search with frame-accurate timecodes, markers, cuts, exports, and 266 ExtendScript tools for effects, transitions, export and project management.
|
||||
- [tydude001/proofcut](https://github.com/tydude001/proofcut) [](https://glama.ai/mcp/servers/tydude001/proofcut) 🐍 🏠 🪟 🐧 - Source-available, local-first video editor for agents: recordings to a finished film. Cut by transcript, hang b-roll off phrases, score, caption, render and master over OpenTimelineIO, ffmpeg, whisper and MLT, then check the render against the edit it came from. Every tool is also a CLI command, plus a browser workspace with an agent pane.
|
||||
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
|
||||
- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) 🐍 🏠 🍎 🪟 - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files
|
||||
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
|
||||
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
|
||||
- [rendobar/mcp](https://github.com/rendobar/mcp) [](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier.
|
||||
- [WaveSpeedAI/mcp-server](https://github.com/WaveSpeedAI/mcp-server) [](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official WaveSpeed server: run any model on the live wavespeed.ai catalog (image, video, audio, 3D) with catalog search, per-model schema introspection, local-file upload via @path markers, and price quotes before running. `npx -y @wavespeed/mcp`
|
||||
- [WeftCut/WeftCut](https://github.com/WeftCut/WeftCut) [](https://glama.ai/mcp/servers/WeftCut/WeftCut) 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - Drive a real desktop NLE from any MCP client: place/trim/split clips, keyframes, effects, captions, role-based audio mixing, markers, checkpoints and hardware-accelerated export — the whole editing vocabulary, exposed as MCP tools, resources and prompts. Edits land live in the timeline the user is watching, every call is recorded in an Agent panel, and a multi-step batch can be rehearsed against a throwaway project clone (`dry_run`) before it touches anything.
|
||||
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification — all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`.
|
||||
- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder.
|
||||
- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more.
|
||||
@@ -3336,6 +3433,7 @@ Servers for controlling the desktop operating system: screenshots, window manage
|
||||
|
||||
- [suleyman416/mcp-applemusic](https://github.com/suleyman416/mcp-applemusic) [](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic) 🐍 🏠 🍎 - FastMCP server for Apple Music on macOS with 74 tools, autonomous tokenless DJ daemon, DJ energy mixes, multi-room AirPlay, Spotify & M3U playlist importers, listening journal, and Apple Replay analytics.
|
||||
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop.
|
||||
- [SunnyLich/OpenWand](https://github.com/SunnyLich/OpenWand) [](https://glama.ai/mcp/servers/SunnyLich/OpenWand) 🐍 🏠 🐧 🪟 🍎 - Local MCP stdio server that gives trusted AI clients read-only desktop context through OpenWand, including selection, clipboard, active-window, browser-page, and screen context.
|
||||
- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
|
||||
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation for LLM agents with entity-based actions instead of coordinate-only clicking. Uses UIA, CDP, screenshots, keyboard/mouse/clipboard, and terminal control, plus entity leases, verified delivery, causal context, and interaction memory to reduce silent UI automation failures.
|
||||
- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control a real Windows PC you own from any MCP client, locally or remotely. Hosted MCP (`https://mcp.glasswarp.com/mcp`) or `npx @glasswarp/mcp`. Observe (UIA + screenshots), click/type/drag/scroll, launch apps, owner Live View. BYOH — your machine, your key; you bring the model.
|
||||
@@ -3348,9 +3446,12 @@ Servers for controlling the desktop operating system: screenshots, window manage
|
||||
- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [](https://glama.ai/mcp/servers/ostapondo/Plonk) 📇 🏠 🍎 - A Mac window manager an agent can drive, plus ten more menu bar utilities behind the same icon: see every monitor and window, arrange a layout across displays in one call, snap a window into zones you drew yourself, save workspaces that relaunch apps into their places, keep-awake, measure the screen, screenshot a window by name even when it is buried behind other windows, annotate it, and read text off the screen on-device — handed back a box per line, so what was read can be pointed at. 20 tools, backed by a native menu bar app over a local-only loopback API; no cloud, no telemetry. `npx -y plonk-mcp`, or open the shipped `.mcpb` bundle in Claude Desktop.
|
||||
- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [](https://glama.ai/mcp/servers/emazaheri/ios-agent) 🐍 🏠 🍎 - Drive a real iPhone or an iOS Simulator through XCUIAutomation and WebDriverAgent. Screens arrive as a compact digest rather than raw accessibility XML (37,000 tokens to 329 on a long list), element resolution runs server-side through six tiers so a retry costs no model tokens, every action returns the screen it produced, and destructive actions are classified before they run and ask first.
|
||||
- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) 🐍 🏠 🍎 - Turn a Mac into a remote computer-use MCP server with one command. `uvx usemymac up` wraps CUA's computer-server (screenshot, mouse, keyboard, windows, apps, accessibility tree) in a per-run token, hides shell and file tools unless opted in, and opens a Cloudflare quick tunnel so Claude Code, Codex, or any MCP client on another machine can use the Mac. Rides an existing CuaDriver daemon when one is running.
|
||||
- [dockndevai/mcp-mac-control](https://github.com/dockndevai/mcp-mac-control) [](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control) 📇 🏠 🍎 - Full control of a Mac — drive it like a human: shell, AppleScript, files, processes, and human-like GUI (move, click, double/right-click, drag, scroll, type, key combos) with a screenshot perception loop. Full control by default; MACCTL_SAFE_MODE=true inverts to safe-by-default (read-only, gated, confirmations). The powerful sibling of mcp-macos. `npx -y @dockndevai/mcp-mac-control`
|
||||
- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [](https://glama.ai/mcp/servers/dockndevai/mcp-macos) 📇 🏠 🍎 - Safe-by-default control of a Mac: read files, list processes & apps, take screenshots, read the clipboard; and behind explicit opt-ins, run shell commands (allowlisted), AppleScript, move files to Trash, and inject GUI input. Read-only by default with layered access modes, per-path/command allowlists, and human confirmation (MCP elicitation) on the dangerous calls. `npx -y @dockndevai/mcp-macos`
|
||||
- [chryaner/terrarium](https://github.com/chryaner/terrarium) [](https://glama.ai/mcp/servers/chryaner/terrarium) 🏎️ 🏠 🪟 - Fork, break, and revert real VirtualBox VMs as MCP tools. Forks are linked clones (~0.1s) and revert restores a RAM snapshot in seconds. Drives GUI-only guests through the hypervisor with screenshot, click, scroll, type and keys, so an agent controls a machine with no SSH, guest agent, or network, including Windows XP. Windows host with VirtualBox required. `npx -y terrarium-mcp mcp`
|
||||
- [munimtechnologies/munim-computer-use](https://github.com/munimtechnologies/munim-computer-use) [](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use) 🦀 📇 🏠 🍎 🪟 🐧 - Accessibility-first Computer Use for any agent: element ids instead of guessed pixels, background input that never moves your mouse, an agent pointer overlay, zoom with correct coordinate mapping, and an own tab group in your signed-in Chrome. Same 30 tools on macOS, Windows and Linux; npm launcher `munim-computer-use`.
|
||||
|
||||
- [Dominic-DK/askew-mcp](https://github.com/Dominic-DK/askew-mcp) [](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Let an agent use a real iPhone, iPad or Mac through Apple Shortcuts: run a Shortcut on a locked phone and get the result back, send lock-screen notifications, and read what the phone sends (Calendar, Reminders, Notes, HomeKit, Wallet events). End-to-end encrypted relay, one automation on the phone. `npx -y askew-mcp`
|
||||
|
||||
### 🎙️ <a name="podcasts"></a>Podcasts
|
||||
|
||||
@@ -3383,6 +3484,8 @@ auto-download. Install via `npx atlassian-trello-mcp`.
|
||||
- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - [Kelvia](https://kelvia.app) task manager an agent can fully operate: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner. 58 tools with MCP safety annotations and selectable toolsets. Hosted endpoint with OAuth 2.1 — one command, no token to paste. `npx kelvia-mcp`
|
||||
- [illodev/workfile](https://github.com/illodev/workfile) [](https://glama.ai/mcp/servers/illodev/workfile) 🎖️ 📇 🏠 🍎 🪟 🐧 - Work, Docs, History and durable Memory as Markdown inside the repository, so the backlog reviews, branches and merges with the code that answers it. Cards carry a lifecycle and a claim, so parallel agents refuse to edit a card another actor holds. 30 tools, plus a CLI, a Claude Code plugin and a local UI. `npx -y @illodev/workfile mcp`
|
||||
- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Redmine for AI agents: issues, projects, wiki, attachments (PDF/DOCX/ZIP text extraction), time entries, release and blocker analytics; read-only by default with optional write tools.
|
||||
- [kenzotp/mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna) [](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Zuuna](https://app.zuuna.de) developer project management: 8 tools for boards, cards, moves, and comments over the Zuuna v1 API; the agent reads the board, codes in the repo, and when the PR merges, git activity moves the card. `npx -y mcp-server-zuuna`
|
||||
[](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna)
|
||||
|
||||
### 🏠 <a name="real-estate"></a>Real Estate
|
||||
|
||||
@@ -3401,10 +3504,13 @@ MCP servers for real estate CRM, property management, and agent workflows.
|
||||
- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SF Peninsula (California) building permits and parcel buildability: search issued permits by city, keyword, contractor or valuation; SB 9 lot-split eligibility with per-parcel block reasons; ADU feasibility with estimated units and buildable square footage; and underbuilt-parcel redevelopment leads. Read-only, works keyless on a demo tier. `npx -y addressintel-mcp`
|
||||
- [TargetGrps/partelisto-mcp](https://github.com/TargetGrps/partelisto-mcp) [](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp) #️⃣ ☁️ - Guest check-in and SES.HOSPEDAJES (Spanish short-term-rental police registration) for property operators: booking status, guest-form completion, SES filing status, create a booking, and resend a guest's check-in link. OAuth-scoped read/write, no guest PII exposed. Listed in the official MCP Registry as `io.github.TargetGrps/partelisto-mcp`.
|
||||
|
||||
- [zornade/zornade-mcp](https://github.com/zornade/zornade-mcp) [](https://glama.ai/mcp/servers/zornade/zornade-mcp) 📇 ☁️ - Italian cadastral, geospatial and real-estate data for AI agents: geocoding on 18.7M+ addresses, parcel profiles for the whole Italian territory (risk, solar potential, valuations, POI), parcel lookup by point/bbox, and administrative lists. Requires a free Zornade API key. Remote: https://mcp.zornade.com/mcp, or self-host via Docker in the repo.
|
||||
|
||||
### 🔬 <a name="research"></a>Research
|
||||
|
||||
Tools for conducting research, surveys, interviews, and data collection.
|
||||
|
||||
- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Remote MCP server for Google Trends: interest over time, interest by region, and rising and top related queries and topics for any keyword, as JSON.
|
||||
- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Remote MCP server for Google Scholar: search with author and year filters, cited-by and all-versions lookups, and citations in five styles with BibTeX export, as JSON.
|
||||
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
|
||||
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Independent trust scores, claim audits, and comparisons for AI agents — queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0–100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu).
|
||||
@@ -3421,6 +3527,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [herbertkokholm/cite-caddy](https://github.com/herbertkokholm/cite-caddy) [](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Full read/write access to a Zotero library — 39 tools covering items, collections, tags, attachments, notes, and bibliography/citation export. Self-service, multi-tenant: sign in with your own Zotero API key via a first-party OAuth 2.1 flow, no shared credentials. Version-gated writes, with an idempotency-key option to make retried deletes/moves safe.
|
||||
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) 📇 ☁️ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
|
||||
- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/vote.andre/elections).
|
||||
- [jshelley/briefing-mcp](https://github.com/jshelley/briefing-mcp) [](https://glama.ai/mcp/servers/jshelley/briefing-mcp) 📇 ☁️ - Hourly LLM-ranked news briefings (AI, frontier labs, markets, sports, world) as structured JSON, rendered 480x800 e-ink pages and a free provenance dump of every candidate with dedupe metadata. 25 free calls/day, then a $9/month key or x402. Install via `npx -y github:jshelley/briefing-mcp`.
|
||||
- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - MCP server for US immigration guidance — live Visa Bulletin, priority date checker and immigration term explanations. Free to use.
|
||||
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
|
||||
- [Liyux3/scholar-mcp](https://github.com/Liyux3/scholar-mcp) [](https://glama.ai/mcp/servers/Liyux3/scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic paper search across OpenAlex, Semantic Scholar, arXiv, PubMed, OpenReview and more with RRF fusion, citation graphs with PageRank, full-text paper reading, PDF download, and a local paper library with Zotero, Obsidian, and Notion connectors.
|
||||
@@ -3442,6 +3549,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research MCP with 17 tools for video and channel search, transcripts, comments, playlists, timestamped frames, and private local semantic corpora. Fourteen tools work without an API key. Install: `uvx tube-bridge`.
|
||||
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape — free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
|
||||
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API.
|
||||
- [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - Provenance-first MCP server for the UNESCO Institute for Statistics (UIS): ~5,000 indicators on education (enrolment, completion, literacy, expenditure), science/R&D, culture and communication by country, region and year, with source URL, data release, retrieval timestamp and licence on every response. Hosted or local via `npx uis-mcp-server`.
|
||||
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
|
||||
- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search per media type and the curated collections. No API key. `npx -y mcp-libraryofcongress`
|
||||
- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search data.bnf.fr, the open catalogue of the Bibliothèque nationale de France, for authors, their works and the editions held. No API key. `npx -y mcp-databnf`
|
||||
@@ -3469,11 +3577,13 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Decisions the model doesn't make: a Rete rule engine returns the verdict, retrieval over your own policy documents explains it — so an explanation can't invent a threshold your rulebook doesn't have. Turn a written policy into draft rules that cite the sentence each encodes, save them as YAML, then decide; every verdict names the rule that fired, and you can ask why any rule didn't.
|
||||
### 🔎 <a name="search"></a>Search & Data Extraction
|
||||
- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audit and fix tools: score any site 0-100 against 50+ AI crawlers (ChatGPT, Claude, Perplexity, Google AI), validate JSON-LD and robots.txt, compare human vs AI-crawler views, and generate llms.txt, robots.txt, and JSON-LD schema. Install via `npx -y crawl-readiness-mcp`.
|
||||
- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Remote MCP server for Bing search: organic results with the ad block and the Copilot answer, targeted by market, country, language and device, as JSON.
|
||||
- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Remote MCP server for web scraping: fetch any public page with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as markdown, text, HTML or JSON.
|
||||
- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data for agents: scrape to Markdown, extract metadata, links and JSON-LD schema, audit on-page SEO, detect tech stacks, and validate XML sitemaps. Free tier, no card. Install via `npx -y @tooltrace/mcp-server`, or use the hosted endpoint at `https://mcp.tooltrace.io/mcp`.
|
||||
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Agent-native web search for AI agents: one provider-neutral `web_search` tool aggregating model-native grounding (ARK, Gemini, Grok, DeepSeek, Zhipu) and agent search APIs (Exa, Parallel, Brave, Perplexity, Tavily, You.com). Keyless free defaults, stdio + stateless Streamable-HTTP MCP, CLI, Python API, and Hermes plugin. Install via `pipx install agent-web-search-mcp`.
|
||||
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts in five formats (text, JSON, SRT, VTT, srv3), video and channel search, playlists, and 4,000-video batch jobs over a hosted endpoint. 14 tools, free tier, no card.
|
||||
- [jlucasmcrell/apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers) [](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers) 🐍 🏠 - Model Context Protocol server exposing verified public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR, and state contractor registries. Run locally via Python stdio.
|
||||
- [AgenticAdvertising/topalternativesto-mcp](https://github.com/AgenticAdvertising/topalternativesto-mcp) [](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp) 📇 ☁️ - Verified software comparisons: pricing read from each vendor's own page with its source URL and the date it was checked, plus ranked alternatives for any tool.
|
||||
- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) 🐍 ☁️ - Recall-first web search: finds every relevant event across the open web, not just the top results.
|
||||
- [igorsaevets/page2ai-mcp](https://github.com/igorsaevets/page2ai-mcp) [](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp) 📇 🏠 - Convert any web page URL into clean Markdown for LLM context. Runs entirely on your machine with no external API calls and no API key. Preserves tables, code blocks and heading structure. Install via `npx -y @page2ai/mcp`.
|
||||
- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call agent APIs over x402 (USDC on Base): per-token LLM inference (Llama 3.1/Qwen/Mistral), per-second GPU/CPU compute, on-chain/DeFi + SEC-EDGAR + news data, and clean-Markdown/Cloudflare-stealth web scraping. Signed receipts, no signup — auto-claims a free-tier key. Install via `npx -y gate402-mcp`.
|
||||
@@ -3490,6 +3600,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
|
||||
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
|
||||
- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API.
|
||||
- [denyn1/aifeed-protocol](https://github.com/denyn1/aifeed-protocol) [](https://glama.ai/mcp/servers/denyn1/aifeed-protocol) 📇 🏠 - MCP server (`packages/aifeed-mcp-server`) for the AIFeed protocol: verify signed publisher manifests (Ed25519 + DNS `_aifeed` anchor), fetch token-budgeted AIFeed Markdown or MAKO pages, verify declared asset downloads, and rank delta-index entries. Install via `npx -y aifeed-mcp-server`.
|
||||
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
|
||||
- [AllNewsAPI/mcp-server](https://github.com/AllNewsAPI/mcp-server) [](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Get access to real-time and historical news data including top headlines from global sources via AllNewsAPI.
|
||||
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
|
||||
@@ -3511,6 +3622,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
|
||||
- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies.
|
||||
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search capabilities using Brave's Search API
|
||||
- [bumbaRasch/searxng-mcp-server](https://github.com/bumbaRasch/searxng-mcp-server) [](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server) 📇 🏠 - Self-hosted SearXNG metasearch for MCP clients: web, image, news, video and music search plus page fetch. No API keys, no tracking; SSRF-guarded fetch with prompt-injection wrapping.
|
||||
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
|
||||
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
|
||||
- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [](https://glama.ai/mcp/servers/capad-xyz/searchts) 🐍 🏠 - Keyless web access for AI agents: an escalating open-source unlocker (browser-fingerprint fetch → JS-render relay → stealth browser) reads bot-walled pages as clean Markdown, plus multi-provider web search with rank fusion, subtitles-first video transcripts, and page asset grabbing. No API keys; ships a reproducible benchmark.
|
||||
@@ -3632,6 +3744,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations, and resolve UK postcodes to local authorities. 5 read-only tools, no API keys required.
|
||||
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery
|
||||
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
|
||||
- [phpcip/opensolr-mcp](https://github.com/phpcip/opensolr-mcp) [](https://glama.ai/mcp/servers/phpcip/opensolr-mcp) 🐍 ☁️ - Managed Apache Solr search for AI agents: hybrid (BM25 + kNN) and semantic search, document ingestion with server-side embeddings, grounded RAG answers, and index management. In the official MCP Registry as `com.opensolr/opensolr-mcp`. Install via `uvx opensolr-mcp`.
|
||||
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
|
||||
- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhooks.
|
||||
- [quantumproxies/quanticdata-mcp-server](https://github.com/quantumproxies/quanticdata-mcp-server) [](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server) 🎖️ 📇 ☁️ - Web data for AI agents: scrape any page to clean Markdown, structured SERP search across three engines, site crawl and map, 74 ready-made collectors, and datasets from a plain-language prompt — through residential proxies, billed per successful call.
|
||||
@@ -3706,6 +3819,8 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef, browse its tree of ingredient categories, read a recipe with its ingredients, method, cost and nutrition, and ask what can be cooked from what is in the fridge. Rescales to any number of servings, and lists the other languages a recipe was published in. No API key. `npx -y mcp-ptitchef`
|
||||
- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food and read a recipe in either of the two renditions the site writes, its own and the one restated for readers in the United States. Publishes the vocabulary each search facet accepts, since the site answers a value it does not know with a total of zero. Rescales to any number of people. No API key. `npx -y mcp-bbc-goodfood`
|
||||
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients with the quantity separated from the line, steps, difficulty, cost level, resting time, and the five wines the site ranks for a dish. Rescales any recipe to a number of people, saying on each line whether the arithmetic landed exactly. No API key. `npx -y mcp-supertoinette`
|
||||
- [AG-Bureau/mcp-search](https://github.com/AG-Bureau/mcp-search) [](https://glama.ai/mcp/servers/AG-Bureau/mcp-search) 🐍 🏠 - Search, read, images, screenshots and multi-source answers over your own SearXNG. Every answer says which engines were asked and what to disbelieve; the engine pool maintains itself.
|
||||
|
||||
### 🔒 <a name="security"></a>Security
|
||||
|
||||
- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: `guard` evaluates each declared action against org policy before it executes (allow/warn/block/require-approval with one-click human approval), records every decision to a causal ledger, and adds plan preflight, scoped delegation grants, and containment verdicts. `npx -y @dashclaw/mcp-server`
|
||||
@@ -3717,6 +3832,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - Deterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, gas recommendations, and preflight safety intelligence for autonomous agents on Base (`Chain ID: 8453`). Supports stdio and hosted SSE. `npx -y m2m-sentinel-sdk`
|
||||
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm`
|
||||
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - The read-only safety layer for onchain AI agents. 13 read-only tools on Base + EVM: token/contract safety (honeypot & rug-pull checks cross-referenced across GoPlus + honeypot.is), risky-approval detection, verified-source lookup, balances, ENS + Basenames, gas, and prices. No private keys, no required API keys. `npx -y basescope`
|
||||
- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Tamper-proof audit trail for AI agent tool calls. Transparent stdio proxy with cryptographic attestation (Ed25519 signing), hash-chained records, YAML policy enforcement (allow/deny/transform), and OpenTelemetry export. Zero server modification required. `npm i @mcp-audit-gateway/core`
|
||||
- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - Pre-interact JSON risk briefs for wallet/agent builders: `address` / `token` / `url` → score, band, flags, sources (phishing/scam/wallet/URL-reputation heuristics). Live OpenPhish + eth_getCode. x402 $0.01 USDC/brief or free demo 20/day. Analytics-only — not financial advice. Install: `npx -y github:sachio222/54ch10-mcp`. Site: https://54ch10.uk
|
||||
- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run`
|
||||
- [askalf/truecopy](https://github.com/askalf/truecopy) [](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers — scans tool definitions for poisoned instructions, pins vetted servers by content hash in a committed lock, and verifies drift in CI; the bundled truecopy-mcp proxy exposes only pinned, unmodified tools from a live server.
|
||||
@@ -3732,6 +3848,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [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`
|
||||
- [suhui-organization/pod](https://github.com/suhui-organization/pod) [](https://glama.ai/mcp/servers/suhui-organization/pod) 📇 🏠 🍎 🐧 - Least-privilege compiler for AI agents. Run your agent in record-only mode, compile the smallest policy it actually needs from its real tool calls, enforce it at an MCP gateway (deny > approve > allow), and keep a SHA-256 hash-chained audit that verifies offline. `curl -fsSL https://raw.githubusercontent.com/suhui-organization/pod/v0.3.2/scripts/install.sh | sh`
|
||||
- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - **SSRF-hardened web gateway MCP** — `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) · Registry `io.github.alexar76/aimarket-mcp`.
|
||||
- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - **Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).
|
||||
- [alexar76/argus](https://github.com/alexar76/argus) [](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - **ARGUS-3 as a stdio MCP server** (`argus mcp` → `argus_ask`, `argus_status`). **WARDEN** vets third-party MCP servers before any tool runs (LUMEN-scored firewall, tool-def pinning, drift sentinel). Distinct from `aimarket-oracle-gateway` (oracle tools) and `aimarket-plugins` (hub packager). npm `@alexar76/argus3` · [live](https://magic-ai-factory.com/argus/).
|
||||
@@ -3748,7 +3865,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation, and governance: issue passports, build and verify narrowing-only delegation chains, enforce policy at a gateway, and emit signed admission and outcome records. 150 tools. `npx -y agent-passport-system-mcp`
|
||||
- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance before an agent trusts it: cryptographic C2PA Content Credentials validation against the official trust lists, EXIF and XMP consistency checks, and classical pixel forensics fused into one typed verdict with a 0 to 100 confidence. Free keyless tier, opt-in shareable verdict permalinks, and key-gated signed PDF audit reports. Provenance validation, not a deepfake detector. `npx chronoverify-mcp`
|
||||
- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API.
|
||||
- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
|
||||
- [AgentAvow/AgentAvow](https://github.com/AgentAvow/AgentAvow) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Signed, independently-recomputable safety scores for the MCP servers, packages, and tools an agent connects to: a 0–100 score plus an Ed25519/JWS attestation you can recompute offline against a public JWKS, a README badge, and a GitHub Action to gate CI merges on a minimum score. Free, no account (formerly agentgraph-co/agentgraph).
|
||||
- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned.
|
||||
- [AperionAI/shield](https://github.com/AperionAI/shield) [](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls — DROP TABLE, rm -rf, force-push — before they execute. MCP supply-chain protection: TOFU tool-catalog pinning against rug pulls, plus tool-description and tool-result scanning for tool poisoning and prompt injection. 51 starter rules, approval gates, audit logging. Single binary, Apache-2.0.
|
||||
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake — no proof, no transaction. MIT licensed, 4,244 tests.
|
||||
@@ -3795,6 +3912,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [Cubiczan/trust-ledger-os](https://github.com/Cubiczan/trust-ledger-os) [](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os) 📇 🏠 🍎 🪟 🐧 - Trust/risk control plane for AI teams: phases, routes, package catalog over MCP. `node packages/mcp/dist/server.js` after build.
|
||||
- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
|
||||
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
|
||||
- [dambuchs/redact-pdf-mcp](https://github.com/dambuchs/redact-pdf-mcp) [](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Permanently redact PII from PDFs, scans and screenshots: names, emails, phone numbers, addresses, IBANs and card numbers are removed from the file (pages rasterized, text layer dropped), not covered. OCR in 100+ languages, EU/Swiss-hosted, keyless demo on your own file.
|
||||
- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) 🏠 ☁️ - 55 tools for verified public data lookups — CVE/SBOM security audits, licence compliance, patents, federal contracts, NPI provider lookups, nonprofit 990 filings, and domain intelligence. No API key required.
|
||||
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
|
||||
- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication — SPF, DMARC, DKIM, MX, blacklists, domain/SSL expiry. Deterministic, validated fix records (never LLM-generated); hosted server at dnsdoctor.dev/mcp with anonymous access.
|
||||
@@ -3850,6 +3968,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
|
||||
- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak through its Admin REST API — users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin`
|
||||
- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield`
|
||||
- [nh4ttruong/secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp) [](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - [SecObserve](https://github.com/MaibornWolff/SecObserve) vulnerability and license management from an agent: triage observations through the four-eyes approval workflow, manage products, branches and rules, import scan reports and SBOMs, run scans, and generate VEX. 18 tools over ~50 REST resources, with mandatory field projection and filter validation — a wrong filter name errors instead of silently returning the unfiltered list. `uvx secobserve-mcp`
|
||||
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner and MCP server for MCP servers and AI agent tools. Detects secrets, shell execution, risky tool descriptions, environment access, and prompt-injection phrases. `mcp-shield-server`
|
||||
- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) 🐍 🏠 - Permission tiers, approval gates, and secret-redacting audit logging enforced inside the server at the tool boundary; includes a demo order-desk server. `uvx mcp-gatehouse`
|
||||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
|
||||
@@ -3876,6 +3995,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
|
||||
- [SaravananJaichandar/etch-mcp](https://github.com/SaravananJaichandar/etch-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Signed audit chain for AI agent decisions. Every event signed, Merkle-chained per project, anchored to public transparency logs, and offline-verifiable against a pinned public key without dependency on our infrastructure. Post-hoc evidence primitive, complementary to runtime enforcement (not a substitute). Zero-signup try-it-now: `curl -X POST https://etch.systems/v1/your-project` returns a bearer token you can drop into any MCP client.
|
||||
- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) 📇 ☁️ - AI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat intelligence records (FTC/FCC complaints, carrier analysis, URLhaus, ThreatFox). Returns risk scores, verdicts, and detailed signals. 10 tools, OAuth 2.1 + API key auth, Streamable HTTP transport.
|
||||
- [scalekit-inc/scalekit-mcp-server](https://github.com/scalekit-inc/scalekit-mcp-server) [](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server) 🎖️ 📇 ☁️ - Hosted Scalekit MCP. Manage orgs, users, and SSO from the agent. https://mcp.scalekit.com
|
||||
- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required.
|
||||
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) 📇 🏠 — Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
|
||||
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
|
||||
@@ -3949,11 +4069,17 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [CTRLRun/ctrlrun](https://github.com/CTRLRun/ctrlrun) [](https://glama.ai/mcp/servers/CTRLRun/ctrlrun) 🐍 🏠 - Execution safety for AI agent actions. `ctrlrun mcp-operator` exposes the approval queue as tools (`list_pending_approvals`, `approve`, `deny`, `resolve`, plus `receipts`, `effects`, `stats` and `inspect_action`), so the human who has to answer a held action answers it from the assistant they are already in; read tools answer without a credential and write tools refuse without one that names a person. Separately, the gateway proxies any MCP server so every tool call is checked against a YAML policy before it runs: allow, hold for a human, or deny. Approvals are single-use and bound to the hash of the exact action, one logical effect runs at most once across processes and hosts, and an unknown outcome is recorded AMBIGUOUS rather than FAILED so a blind retry is refused. Every attempt leaves a hash-chained JSON receipt. Apache-2.0. `pip install ctrlrun`
|
||||
|
||||
- [Drumworks/ssid-mcp](https://github.com/Drumworks/ssid-mcp) [](https://glama.ai/mcp/servers/Drumworks/ssid-mcp) 📇 ☁️ - MAC-address (OUI) vendor lookup and router default-login directory for AI agents. Identify a device manufacturer from its MAC address, detect randomized/private (locally-administered) addresses instead of reporting "unknown", or fetch a router's default login IP and admin credentials — every router field cited to the manufacturer's own documentation. Free tier, no signup. `npx -y ssid-mcp`
|
||||
- [oleg-vdv/kepil](https://github.com/oleg-vdv/kepil) [](https://glama.ai/mcp/servers/oleg-vdv/kepil) 🐍 🏠 - Accountability layer for AI agents: a passport per agent version, a per-job mandate (allowed actions and systems, spending limits, expiry), a fail-closed gate that checks every action before a model is called, and an append-only hash-chained journal verified by a separate implementation in another language. Irreversible actions stop and wait for a person: the server deliberately has no confirm tool.
|
||||
|
||||
- [boy-offi9-inc/hexforge-gateway](https://github.com/boy-offi9-inc/hexforge-gateway) [](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway) 📇 🏠 ☁️ 🐧 - AI-assisted APK reverse-engineering workspace. Orchestrates jadx, apktool, adb, and frida as MCP agents through a Workflow engine, with a stdio MCP Server Frontend for Claude Desktop/Code/Cursor. Runs on Termux (Android) or PC; Supabase persistence is opt-in.
|
||||
|
||||
- [gostanos/smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp) [](https://glama.ai/mcp/servers/gostanos/smallprint-action) 📇 ☁️ - Read the Small Print record: the tool descriptions, schemas and instructions of MCP servers, agent skills and plugins, hashed every version and diffed between releases, each change graded by a printed rule, with public advisories joined by version. Four read-only tools over the public record, including a yes-or-no check that a server's small print has not moved since the version you approved; `npx -y smallprint-mcp`.
|
||||
|
||||
### 🌐 <a name="social-media"></a>Social Media
|
||||
|
||||
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
|
||||
|
||||
- [HasData/instagram-mcp](https://github.com/HasData/instagram-mcp) [](https://glama.ai/mcp/servers/HasData/instagram-mcp) 📇 ☁️ - Remote MCP server for public Instagram data: profiles and post feeds by handle with follower counts, captions, hashtags and mentions parsed, as JSON.
|
||||
- [HasData/youtube-mcp](https://github.com/HasData/youtube-mcp) [](https://glama.ai/mcp/servers/HasData/youtube-mcp) 📇 ☁️ - Remote MCP server for YouTube: search, video and channel data and transcripts, as JSON, with no Google Cloud project or YouTube Data API key to manage.
|
||||
- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [](https://glama.ai/mcp/servers/HasData/tiktok-mcp) 📇 ☁️ - Remote MCP server for public TikTok data: profile lookup, an account's videos, video comments and reply threads, and keyword search over videos or creators, as JSON.
|
||||
- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` → `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
|
||||
@@ -3987,7 +4113,9 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
|
||||
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation
|
||||
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform — 57 tools for publishing, comments, insights, hashtags, DMs, and token management.
|
||||
- [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog (velog.io) blog server with 23 tools. Reading, search, stats, tags and series work without authentication; writing defaults to drafts and private posts, and public publishing stays behind an opt-in `VELOG_ALLOW_PUBLIC=1` flag. Documents velog's undocumented GraphQL behaviour measured against the live API. 2 runtime dependencies, Node 22.18+, MIT.
|
||||
- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools — viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com.
|
||||
- [pendpost/pendpost](https://github.com/pendpost/pendpost) [](https://glama.ai/mcp/servers/pendpost/pendpost) 📇 🏠 - Local-first social media MCP server. An AI agent drafts and schedules posts across Instagram, Facebook, LinkedIn, YouTube, X, Telegram, Discord, Mastodon, Nostr, and more, including long-form blogs on WordPress and Ghost, behind a human approval gate you control; read-only tools can never publish.
|
||||
- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon & Discord from any AI agent via one MCP tool (`post_to_social`). Connect accounts once; flat per-brand pricing. Install: `npx -y postwire-mcp`.
|
||||
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant.
|
||||
- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`.
|
||||
@@ -3998,6 +4126,7 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [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.
|
||||
- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools for AI agents through the Sofya API. Search the web for full page content instead of snippets, fetch URLs as clean markdown (including PDFs), extract structured data from a page with a prompt, and run multi-source deep research that returns a cited report.
|
||||
- [glennprime/synthnet-mcp](https://github.com/glennprime/synthnet-mcp) [](https://glama.ai/mcp/servers/glennprime/synthnet-mcp) 🎖️ 📇 ☁️ - Official MCP server for SynthNet ([synthnet.io](https://synthnet.io)), an independent social network for AI agents. Agents join with an ed25519 keypair they hold, paint one self-portrait a day with their own image model (SVG or p5.js as a fallback), reply to the humans and agents who talk to them, and keep a reputation that persists across context resets. Free, no API key needed. Install: `npx -y @synthnet/mcp`.
|
||||
- [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.
|
||||
@@ -4020,6 +4149,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
|
||||
- [asterwise/asterwise-mcp](https://github.com/asterwise/asterwise-mcp) [](https://glama.ai/mcp/servers/asterwise/asterwise-mcp) 🐍 ☁️ - Hosted Vedic and Western astrology MCP server (103 read-only tools): natal and divisional charts, five-level Vimshottari dasha, Ashtakavarga, Shadbala, yogas, panchanga and muhurta, Ashtakoota and Tamil porutham matching with Rajju/Vedha vetoes, KP, Lal Kitab, Western charts, numerology, tarot. Swiss Ephemeris precision, OAuth 2.1, free tier. Remote: `https://mcp.asterwise.com/mcp`.
|
||||
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`.
|
||||
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
|
||||
- [mihnin/stellara-mcp](https://github.com/mihnin/stellara-mcp) [](https://glama.ai/mcp/servers/mihnin/stellara-mcp) 📇 ☁️ 🍎 🪟 🐧 - Stellara: deterministic Swiss Ephemeris tools for Western astrology — natal chart (14 points, houses, angles, aspects with exact orbs and applying/separating), transits to a natal chart, synastry, and a birth-place resolver that turns "Warsaw, 17 May 1990 14:30" into coordinates plus the historically correct UTC offset. No AI inside, nothing stored. Install: `npx -y stellara-mcp` (free key at https://stellara.natlex.it/#api) or remote `https://mcp.stellara.natlex.it/mcp` with a Stellara account.
|
||||
- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Fast, typed Vietnamese Tử Vi horoscope calculation engine and MCP server with 51 traditional pattern evaluations, transit charts, auspicious date checking, and chart rendering.
|
||||
- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Sub-arcsecond astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography, with interactive chart apps in Claude and ChatGPT. Install: `npx -y @openephemeris/mcp-server`.
|
||||
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`.
|
||||
@@ -4065,11 +4195,14 @@ Tools for accessing sports-related data, results, and statistics.
|
||||
- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health — sleep, recovery, workouts, and personal baselines in a local SQLite store.
|
||||
- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code.
|
||||
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
|
||||
- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial, experimental Mi Fitness connector with local SQLite storage, JSON/CSV exports, and a local stdio MCP server for sleep, activity, workouts, and other available records. Cloud sync depends on device and account region; includes an account-free synthetic demo.
|
||||
- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language - pace/HR/power/cadence targets, repeat blocks, swim strokes and pool lengths.
|
||||
- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Official server for sports, markets, affiliates, events, futures, and open main-line odds. Six read-only tools with a customer API key. Remote endpoint `https://mcp.therundown.io/mcp`, or run locally over stdio from Node.js 22+ source and an official ZIP.
|
||||
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
|
||||
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges.
|
||||
- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Hosted server that connects Apple Health, Fitbit, Oura, and Google Health Connect to Claude and ChatGPT so they can read your workouts, sleep, nutrition, and recovery. 60 tools, 11 inline chart widgets.
|
||||
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
|
||||
- [wmmg101/kilter-mcp](https://github.com/wmmg101/kilter-mcp) [](https://glama.ai/mcp/servers/wmmg101/kilter-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read-only access to your own Kilter Board climbing logbook: sessions, sends, projects, grade pyramid, hardest sends, month-by-month progression and wall-angle comparison. Unofficial; signs in with your own Kilter account, tokens kept in memory only. `uvx kilter-mcp`
|
||||
- [Zsadigzade/trainbud](https://github.com/Zsadigzade/trainbud) [](https://glama.ai/mcp/servers/Zsadigzade/trainbud) 📇 🏠 🍎 🪟 🐧 - Talk to your Garmin Connect training data — activities, sleep, heart rate, recovery, body composition, stress, VO2 max, and a memory layer for goals and races. Findings are computed against your own 28-day baselines by detectors in code, not generated by the model, and an unworn night reads as unknown rather than a score of zero. Runs entirely on your machine: credentials in a local `.env`, SQLite cache, no account and no hosted service. Includes an optional Connect IQ watch app that asks from your wrist. Install: `npx trainbud setup`.
|
||||
### 🎧 <a name="support-and-service-management"></a>Support & Service Management
|
||||
Tools for managing customer support, IT service management, and helpdesk operations.
|
||||
@@ -4124,6 +4257,7 @@ Tools for converting text-to-speech and vice-versa
|
||||
|
||||
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
|
||||
|
||||
- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Remote MCP server for Airbnb: search stays by location, dates and guests, and read a single listing in full (price, amenities, host, reviews), as JSON.
|
||||
- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Remote MCP server for Booking.com: search stays by destination and dates, and read a single property in full (rooms, rates, facilities, review scores), as JSON.
|
||||
- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Live scuba-dive planning for AI agents — ranked dive-forecast windows near any place for any day, month-by-month best-time climatology per destination, marine-life seasonality from GBIF sighting records, and facts for 4,800+ dive sites. Hosted at https://pickadive.com/mcp (Streamable HTTP, no auth, free).
|
||||
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp
|
||||
@@ -4268,6 +4402,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
|
||||
- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first MCP server that connects AI agents to Notion. Agents write markdown: easy-notion-mcp converts it to Notion's block API and back again. 43 tools, ~6-7x fewer response tokens vs official Notion MCP, documented round-trip support.
|
||||
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Full-instance management for self-hosted n8n including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audit and health monitoring (51 tools).
|
||||
- [htmlradar/htmlradar](https://github.com/htmlradar/htmlradar) [](https://glama.ai/mcp/servers/htmlradar/htmlradar) 🎖️ 📇 ☁️ - Share the HTML your agent just wrote as a tracked link, then read back who opened it and which sections they read. Open source, AGPL-3.0, self-hostable, free for two links. `npx -y htmlradar-mcp`
|
||||
- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - A document-level AI humanizer — rewrite a whole .docx/.pptx, only selected passages, or just the text flagged by a Turnitin/iThenticate report, in place, keeping formatting, tables, images, citations and formulas intact. `npx -y humanpen-mcp`.
|
||||
- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
|
||||
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
|
||||
@@ -4344,6 +4479,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
|
||||
- [siweina/dsh-novel-writer](https://github.com/siweina/dsh-novel-writer) [](https://glama.ai/mcp/servers/siweina/dsh-novel-writer) 📇 🏠 🍎 🪟 🐧 - Local-first novel-writing toolkit for Chinese web-novel (网文) authors: 16 tools for chapter stats, style-baseline self-check, foreshadowing/plot-thread tracking, continuity and OOC audits, keyword and sentence-pattern analysis, and offline semantic search — no API key, no network. Also ships as a DSH plugin. `npx -y -p dsh-novel-writer dsh-novel-writer-mcp --root /path/to/novels`
|
||||
|
||||
- [atomno-mcp/mcp-newbuild](https://github.com/atomno-mcp/mcp-newbuild) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild) 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits, 214-FZ compliance.
|
||||
- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) 🐍 ☁️ - MCP-сервер над открытыми данными Росреестра: проверка квартиры/участка, история сделок (по доступным данным), кадастровая стоимость
|
||||
- [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`
|
||||
|
||||
@@ -4352,6 +4488,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call — constraints, chains, AI judgment, invoicing, local dashboard.
|
||||
- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) 🐍 ☁️ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.
|
||||
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
|
||||
- [AgentTanuki/agent-guild](https://github.com/AgentTanuki/agent-guild) [](https://glama.ai/mcp/servers/AgentTanuki/agent-guild) 🐍 🏠 - Self-hosted agent reputation and signed evidence with its own graph and issuer. The separate hosted service offers free endpoint preflight (probes/logs the selected URL) and paid ranking; evidence is not a safety guarantee.
|
||||
- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
|
||||
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
|
||||
- [bguillow-rgb/percolate-mcp](https://github.com/bguillow-rgb/percolate-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only access to the Percolate specialty coffee database: search 1,100+ curated coffees with tasting profiles, get curated brew recipes (ratio, temperature, grind) per coffee, compare, and ask what to brew right now. Zero-config `npx -y percolate-mcp`; remote streamable-HTTP endpoint also available.
|
||||
@@ -4463,6 +4600,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) 🐍 ☁️ - Domain registration for AI agents. Check availability, buy domains (Stripe or x402 crypto), and auto-configure Cloudflare DNS. Zero setup required.
|
||||
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
|
||||
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model.
|
||||
- [neufagents/mcp-triage](https://github.com/neufagents/mcp-triage) [](https://glama.ai/mcp/servers/neufagents/mcp-triage) 📇 🏠 🍎 🪟 🐧 - Client-side diagnostics and mechanical fixes for MCP config files across Claude Desktop, Claude Code, Codex, Cursor, VS Code, Windsurf, OpenClaw and dsh: broken JSON (comments, trailing commas), commands missing from PATH, missing env vars, relative paths, transport mismatches, cross-client config drift. `npx mcp-triage` is read-only by default; `--fix` repairs with backups. Zero runtime dependencies.
|
||||
- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
|
||||
- [ni-c/mealie-mcp](https://github.com/ni-c/mealie-mcp) [](https://glama.ai/mcp/servers/ni-c/mealie-mcp) 📇 🏠 🍎 🪟 🐧 - Curated access to a self-hosted [Mealie](https://mealie.io) recipe manager: 52 tools for recipes, website/photo imports, meal plans and shopping lists, with confirmation tokens on destructive operations and a read-only mode.
|
||||
- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
|
||||
@@ -4513,6 +4651,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
|
||||
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
|
||||
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
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- [mohamed-khairy-5i/tossinbox](https://github.com/mohamed-khairy-5i/tossinbox) [](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox) 📇 🏠 🍎 🪟 🐧 - Disposable email (temp mail) CLI + MCP server for AI agents. Spawn a throwaway inbox, wait for the OTP verification code, toss it — no sign-up, no API keys, `--json` on every command, exit codes 0-4. Install: `npx -y tossinbox` or `brew install mohamed-khairy-5i/tap/tossinbox`.
|
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- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
|
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- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - AI-powered commerce MCP server with 22 tools: shopping cart (TMF663), orders (TMF622), shipment tracking (TMF621), session booking, Uniswap swaps, P2P marketplace, promo pickup, and cryptographic identity (SLH-DSA/ECDSA). No passwords — your wallet IS your account.
|
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- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection with AnkiConnect & MCP
|
||||
@@ -4533,6 +4672,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [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.
|
||||
- [KongFangXun/sofagent](https://github.com/KongFangXun/sofagent) [](https://glama.ai/mcp/servers/KongFangXun/sofagent) 📇 🏠 🍎 🪟 🐧 - Commit-time audit engine for AI coding agents (Claude Code, Codex, Cursor, etc.): scans git diffs with 24 audit rules (secret leaks, out-of-scope edits, blind modifications without prior reads, commit-message prompt injection, unauthorized file changes), writes an HMAC-signed tamper-evident local audit history, and ships MCP tools for governance aggregation. MIT.
|
||||
- [labaccessnow/netip-mcp](https://github.com/labaccessnow/netip-mcp) [](https://glama.ai/mcp/servers/labaccessnow/netip-mcp) 📇 🏠 🍎 🪟 🐧 - The whatismynetip.com toolbox: subnet math for IPv4 and IPv6, IP conversion, IPv6 normalisation, MAC vendor lookup against the full IEEE registry (bundled), a hand-written 100-port directory with exposure verdicts, DNS and reverse DNS over DNS-over-HTTPS, blocklist checks that are honest about lists that refuse public resolvers, TLS certificate inspection with an SSRF guard, and the public IP the internet sees. No account, no telemetry, nothing read from disk. `npx -y github:labaccessnow/netip-mcp`
|
||||
## Frameworks
|
||||
|
||||
@@ -4561,7 +4701,6 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [fireostendere/mcp_diptrace](https://github.com/fireostendere/mcp_diptrace) [](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace) 🐍 🏠 🪟 - Local MCP server and Windows bridge for reading, reviewing, and guarded editing of DipTrace PCB and schematic projects, with cross-platform offline XML analysis.
|
||||
- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) 📇 ☁️ - MCP-native Trust Infrastructure for AI Agents. Persistent encrypted memory with Trust Quotient scoring, cross-agent handover, and immutable audit trail.
|
||||
- [DROOdotFOO/raxol](https://github.com/DROOdotFOO/raxol/tree/master/packages/raxol_mcp) [](https://glama.ai/mcp/servers/DROOdotFOO/raxol) 🏠 🍎 🪟 🐧 - An Elixir/OTP framework for MCP servers and clients (stdio and in-process transports). Tools are derived from a running UI component tree rather than hand-written schemas, so `mix mcp.server` lets an agent drive a terminal application: read its state, send keys, take a structured screenshot.
|
||||
|
||||
## Tips and Tricks
|
||||
|
||||
### Official prompt to inform LLMs how to use MCP
|
||||
|
||||
Reference in New Issue
Block a user