diff --git a/README.md b/README.md index d87f2bc3f..296196a2b 100644 --- a/README.md +++ b/README.md @@ -132,6 +132,7 @@ Servers for accessing many apps and tools through a single MCP server. - [1mcp/agent](https://github.com/1mcp-app/agent) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. - [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Unified API for AI agents โ€” 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 โ€” no API keys, no signup. `npx -y @2sio/mcp` - [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) ๐Ÿ“‡ โ˜๏ธ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base. +- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) ๐Ÿ“‡ - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) โ€” finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more โ€” each an x402 pay-per-call tool in USDC on Base and Solana. Includes a `discover` meta-tool over the whole network and a cross-vertical referral graph. No API keys. `npx mcp-pulsenetwork` - [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) ๐Ÿ“‡ โ˜๏ธ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required. - [Aganium/agenium](https://github.com/Aganium/agenium) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Bridge any MCP server to the agent:// network โ€” 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. - [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - 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. @@ -192,6 +193,7 @@ Servers for accessing many apps and tools through a single MCP server. - [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) ๐Ÿ“‡ โ˜๏ธ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev). - [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐Ÿชฉ ๐Ÿง - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading. - [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) ๐Ÿ“‡ โ˜๏ธ - Preflight by [x402station.io](https://x402station.io) โ€” infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`. +- [scotia1973-bot/api-hub](https://github.com/scotia1973-bot/api-hub) [![scotia1973-bot/api-hub MCP server](https://glama.ai/mcp/servers/scotia1973-bot/api-hub/badges/score.svg)](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: `pip install gadgethumans-api-hub-mcp` or `uvx gadgethumans-api-hub-mcp`. Hosted at `api.gadgethumans.com/mcp`. - [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments. - [sitbon/magg](https://github.com/sitbon/magg) ๐ŸŽ ๐ŸชŸ ๐Ÿง โ˜๏ธ ๐Ÿ  ๐Ÿ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. - [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [![smart-mcp-proxy/mcpproxy-go MCP server](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go/badges/score.svg)](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) ๐ŸŽ๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint. @@ -238,6 +240,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena - [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview. - [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. - [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server` +- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization โ€” computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. `npx @bluesprincemedia/thiri-mcp` - [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) ๐Ÿ - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection - [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis - [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp` @@ -387,6 +390,7 @@ Web content access and automation capabilities. Enables searching, scraping, and - [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - 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. - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ - An MCP Server Integration with Apple Shortcuts - [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) ๐Ÿ ๐Ÿ  - 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. +- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Python MCP server for Selenium WebDriver โ€” 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed. - [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) ๐Ÿ“‡ - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. - [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) ๐Ÿ“‡ โ˜๏ธ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`. - [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) ๐Ÿ“‡ โ˜๏ธ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required. @@ -514,6 +518,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g. - [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) ๐Ÿ ๐Ÿ  - Run Python code in a secure sandbox via MCP tool calls - [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) ๐Ÿฆ€ ๐Ÿ  ๐Ÿง ๐ŸŽ - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions. - [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [![rikarazome/prolog-reasoner MCP server](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner/badges/score.svg)](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems. +- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [![SebastianGilPinzon/colab-mcp MCP server](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support. - [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [![Sowiedu/Edict MCP server](https://glama.ai/mcp/servers/sowiedu/edict/badges/score.svg)](https://glama.ai/mcp/servers/sowiedu/edict) ๐Ÿ“‡ ๐Ÿ  โ€“ Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop. - [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [![telleroutlook/agentkit-js MCP server](https://glama.ai/mcp/servers/telleroutlook/agentkit-js/badges/score.svg)](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ โ€“ Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels โ€” in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI. - [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages @@ -589,6 +594,7 @@ Run commands, capture output and otherwise interact with shells and command line - [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [![bvisible/mcp-ssh-manager MCP server](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager/badges/score.svg)](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH. - [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [![Capsule Bash MCP server](https://glama.ai/mcp/servers/capsulerun/bash/badges/score.svg)](https://glama.ai/mcp/servers/capsulerun/bash) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required. - [danmartuszewski/hop](https://github.com/danmartuszewski/hop) ๐ŸŽ๏ธ ๐Ÿ–ฅ๏ธ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts. +- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding โ€” secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh` - [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app. - [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) ๐ŸŽ๏ธ ๐Ÿ  ๐ŸŽ ๐Ÿง - Interactive PTY sessions for AI agents โ€” local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency. - [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) ๐Ÿ“‡ ๐Ÿ  - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard. @@ -642,6 +648,7 @@ Integration with communication platforms for message management and channel oper - [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) ๐Ÿ โ˜๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) - [Infobip/mcp](https://github.com/infobip/mcp) ๐ŸŽ–๏ธ โ˜๏ธ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment. - [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands. +- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) ๐Ÿ“‡ โ˜๏ธ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows. - [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) ๐Ÿ“‡ ๐Ÿ  - Unofficial Proton Mail MCP server โ€” send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG. - [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) ๐Ÿ“‡ โ˜๏ธ - Manage Inxmail Commerce transactional emails โ€” events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking. - [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector). @@ -809,6 +816,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #๏ธโƒฃ ๐Ÿ  ๐ŸชŸ ๐Ÿง - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive). - [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) ๐Ÿ“‡ ๐Ÿ  - PostgreSQL database integration with schema inspection and query capabilities - [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) ๐Ÿ ๐Ÿ  - SQLite database operations with built-in analysis features +- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [![mahAnuj/mcp-multi-db MCP server](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db/badges/score.svg)](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) ๐Ÿ“‡ ๐Ÿ  - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`. - [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸชŸ ๐ŸŽ ๐Ÿง - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) ๐Ÿ ๐Ÿ  - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances) - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) ๐Ÿ“‡ โ˜๏ธ โ€” An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres @@ -839,6 +847,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) ๐Ÿ โ˜๏ธ - 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. - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) ๐ŸŽ๏ธ ๐Ÿ  - 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) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data. +- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [![SurajKGoyal/amnesic MCP server](https://glama.ai/mcp/servers/SurajKGoyal/amnesic/badges/score.svg)](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - The MCP server that remembers your database โ€” 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. - [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) ๐Ÿ ๐Ÿ  Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. - [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [![ThinAir Data MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) ๐Ÿ“‡ โ˜๏ธ - Connect any AI to PostgreSQL, MySQL, or SQL Server โ€” 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available. - [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) ๐Ÿ โ˜๏ธ - TDolphinDB database integration with schema inspection and query capabilities @@ -1116,6 +1125,7 @@ Tools and integrations that enhance the development workflow and environment man - [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use. - [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/microservices-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/microservices-sh/mcp) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`. - [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) ๐Ÿ“‡ ๐Ÿ  - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations. +- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Offload cheap work from your cloud LLM agent to a local Ollama model โ€” summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [![Michael-WhiteCapData/ollama-handoff MCP server](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff) - [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) ๐Ÿ  ๐ŸŽ - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search. - [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies. - [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md. @@ -1292,6 +1302,9 @@ Tools and integrations that enhance the development workflow and environment man - [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [![JSungMin/vs-token-safer MCP server](https://glama.ai/mcp/servers/JSungMin/vs-token-safer/badges/score.svg)](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies โ€” ~20ร— fewer tokens. Also symbol-level edit-by-name, a Bash-grepโ†’indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI. - [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [![ysalitrynskyi/opn-mcp MCP server](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl โ€” the open-source, self-hostable URL shortener. Works with the hosted service or your own instance. - [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [![mambalabsdev/mcp-domain-deliverability-checker MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) ๐Ÿ“‡ โ˜๏ธ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor. +- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [![ozers/hooksense-mcp MCP server](https://glama.ai/mcp/servers/ozers/hooksense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ozers/hooksense-mcp) ๐Ÿ“‡ โ˜๏ธ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands โ€” signature-verified and decrypted โ€” instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp` + +- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Structural code context server for AI agents โ€” compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required. ### ๐Ÿ”’ Delivery @@ -1305,6 +1318,8 @@ Tools and integrations that enhance the development workflow and environment man - [childrentime/reactuse](https://github.com/childrentime/reactuse) [![childrentime/reactuse MCP server](https://glama.ai/mcp/servers/childrentime/reactuse/badges/score.svg)](https://glama.ai/mcp/servers/childrentime/reactuse) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server for the [ReactUse](https://reactuse.com) library โ€” 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs. - [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [![kannajune/mcp-architect MCP server](https://glama.ai/mcp/servers/kannajune/mcp-architect/badges/score.svg)](https://glama.ai/mcp/servers/kannajune/mcp-architect) ๐Ÿ ๐Ÿ  - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`. - [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [![codemagic-mcp MCP server](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) ๐Ÿ“‡ โ˜๏ธ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server. +- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [![deslay1/amendor-mcp MCP server](https://glama.ai/mcp/servers/deslay1/amendor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deslay1/amendor-mcp) ๐Ÿ“‡ โ˜๏ธ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp` +- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [![LS-SIEM-LLP/qa-probe MCP server](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe/badges/score.svg)](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe` ### ๐Ÿงฎ Data Science Tools @@ -1317,6 +1332,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan - [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) ๐Ÿ ๐Ÿ  - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling. - [BlackMount-ai/blackmount-nlp-mcp](https://github.com/BlackMount-ai/blackmount-nlp-mcp) [![BlackMount-ai/blackmount-nlp-mcp MCP server](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: `pip install blackmount-nlp-mcp`. - [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) ๐Ÿ ๐Ÿ  - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization. +- [chohyerinn/filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server) [![filter-mcp-server MCP server](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) ๐Ÿ ๐Ÿ  - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP - [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) ๐Ÿ โ˜๏ธ - Predict anything with Chronulus AI forecasting and prediction agents. - [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0. - [Daichi-Kudo/llm-advisor-mcp](https://github.com/Daichi-Kudo/llm-advisor-mcp) [![Daichi-Kudo/llm-advisor-mcp MCP server](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required. @@ -1365,6 +1381,7 @@ Provides access to documentation and shortcuts for working on embedded devices. - [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) ๐Ÿ“‡ ๐Ÿ“Ÿ - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices. - [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) ๐Ÿฆ€ ๐Ÿ“Ÿ - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more - [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) ๐Ÿฆ€ ๐Ÿ“Ÿ - A comprehensive MCP server for serial port communication +- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [![ByteAsk/ByteAsk-Embedded-MCP MCP server](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP/badges/score.svg)](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) ๐Ÿ โ˜๏ธ ๐Ÿ“Ÿ - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents โ€” returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key. - [horw/esp-mcp](https://github.com/horw/esp-mcp) ๐Ÿ“Ÿ - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. - [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) ๐Ÿ ๐Ÿ“Ÿ - An MCP server that standardizes and contextualizes industrial Modbus data. - [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) ๐Ÿ ๐Ÿ“Ÿ - An MCP server that connects to OPC UA-enabled industrial systems. @@ -1426,6 +1443,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [8b-is/smart-tree](https://github.com/8b-is/smart-tree) ๐Ÿฆ€ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization. - [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [![aadilr/changethisfile-mcp MCP server](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) ๐Ÿ“‡ โ˜๏ธ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in โ†’ signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README). - [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) ๐ŸŽ–๏ธ โ˜๏ธ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction. +- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [![bzsanti/oxidize-python MCP server](https://glama.ai/mcp/servers/bzsanti/oxidize-python/badges/score.svg)](https://glama.ai/mcp/servers/bzsanti/oxidize-python) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package โ€” run locally with `uvx oxidize-mcp`. - [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [![chisel MCP server](https://glama.ai/mcp/servers/@ckanthony/chisel/badges/score.svg)](https://glama.ai/mcp/servers/@ckanthony/chisel) ๐Ÿฆ€ ๐Ÿ  ๐ŸŽ ๐Ÿง โ˜๏ธ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100ร— fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500ร—). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM). - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐Ÿ ๐Ÿ  - Share code context with LLMs via MCP or clipboard - [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [![Dissimilis/DirForge MCP server](https://glama.ai/mcp/servers/Dissimilis/DirForge/badges/score.svg)](https://glama.ai/mcp/servers/Dissimilis/DirForge) #๏ธโƒฃ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root. @@ -1458,10 +1476,12 @@ Provides direct access to local file systems with configurable permissions. Enab ### ๐Ÿ’ฐ Finance & Fintech - [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [![capitalcom-mcp-server MCP server](https://glama.ai/mcp/servers/nmcob5apit/badges/score.svg)](https://glama.ai/mcp/servers/nmcob5apit) ๐Ÿ ๐Ÿ  โ˜๏ธ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview โ†’ confirm โ†’ execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`. +- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [![InnarM/blank-invoice-maker-mcp MCP server](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled โ€” review and download a watermark-free PDF. Invoice data stays in the browser. `npx blank-invoice-maker-mcp` - [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [![qinisolabs/bizdays MCP server](https://glama.ai/mcp/servers/qinisolabs/bizdays/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/bizdays) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules). - [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [![0rkz/byte-mcp-server MCP server](https://glama.ai/mcp/servers/0rkz/byte-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - PayPerByte โ€” per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys. - [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [![Savvly/savvly-mcp MCP server](https://glama.ai/mcp/servers/Savvly/savvly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Savvly/savvly-mcp) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`. - [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [![eliasfire617/crypto-market-data-mcp MCP server](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) ๐Ÿ โ˜๏ธ - Live crypto market data โ€” price, funding rates, open interest, long/short ratio, order book, candles โ€” across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison. +- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [![ocbenji/bitcoinbenji-mcp MCP server](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs โ€” all on a self-hosted solar-powered GPU, no third-party APIs, pay 2โ€“100 sats per call. `npm i -g @bitcoinbenji/mcp` - [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [![intelica-mcp MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) ๐Ÿ โ˜๏ธ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet โ€” no accounts, no API keys. - [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [![AMKRS3/keycae-mcp MCP server](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) ๐Ÿ“‡ โ˜๏ธ - Argentine electronic invoicing (facturaciรณn electrรณnica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via `npx keycae-mcp`. - [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [![Logitale/toreador-mcp-server MCP server](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free. @@ -1801,6 +1821,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [![wuzenghai616-lang/goldbean MCP server](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean/badges/score.svg)](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - x402 Micropaid API Marketplace โ€” 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\. +- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [![bevanding/signaldaemon MCP server](https://glama.ai/mcp/servers/bevanding/signaldaemon/badges/score.svg)](https://glama.ai/mcp/servers/bevanding/signaldaemon) ๐Ÿ โ˜๏ธ - 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). ### ๐ŸŽฎ Gaming @@ -1896,6 +1917,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [![Goldentrii/AgentRecall-MCP MCP server](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp` - [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [![central-intelligence MCP server](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) ๐Ÿ“‡ โ˜๏ธ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client. - [epicsagas/alcove](https://github.com/epicsagas/alcove)[![alcove MCP server](https://glama.ai/mcp/servers/epicsagas/alcove/badges/score.svg)](https://glama.ai/mcp/servers/epicsagas/alcove) ๐Ÿฆ€ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos. +- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [![nucleus-mcp MCP server](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) ๐Ÿ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Sovereign Agent OS โ€” persistent memory, governance, and audit trails for AI agents. One brain for Cursor, Claude Code, Windsurf, and Gemini. Local-first `.brain/` directory with engrams, hypervisor file protection, and optional remote sync. `pip install nucleus-mcp` or Streamable HTTP at `relay.nucleusos.dev`. - [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [![mengram MCP server](https://glama.ai/mcp/servers/@alibaizhanov/mengram/badges/score.svg)](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs. - [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [![soul-mcp-server MCP server](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity โ€” personality, voice, values, and behavioral constraints in a machine-readable YAML file. - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐Ÿ โ˜๏ธ ๐Ÿ  - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering @@ -1978,6 +2000,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [![IgorGanapolsky/mcp-memory-gateway MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) ๐Ÿ“‡ ๐Ÿ  - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks. - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) ๐Ÿ“‡ ๐Ÿ  - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations. - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) ๐Ÿ“‡ ๐Ÿ  - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification. +- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [![md-vision-mcp MCP server](https://glama.ai/mcp/servers/japlete/md-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/japlete/md-vision-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs. - [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿง - A simple memory tool for coding agents using DuckDB and VoyageAI. - [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [![JinNing6/Noosphere MCP server](https://glama.ai/mcp/servers/JinNing6/Noosphere/badges/score.svg)](https://glama.ai/mcp/servers/JinNing6/Noosphere) ๐Ÿ โ˜๏ธ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD. - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features. @@ -2242,6 +2265,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [ingero-io/ingero](https://github.com/ingero-io/ingero) [![ingero-io/ingero MCP server](https://glama.ai/mcp/servers/ingero-io/ingero/badges/score.svg)](https://glama.ai/mcp/servers/ingero-io/ingero) ๐ŸŽ๏ธ ๐Ÿ  ๐Ÿง - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency. - [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ ๐ŸŽ - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF. - [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) ๐Ÿ โ˜๏ธ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping +- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [![jabbawocky/statuscraft MCP server](https://glama.ai/mcp/servers/jabbawocky/statuscraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/statuscraft) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" โ€” and get a live answer pulled directly from official status pages, including full incident detail when something is broken. `npx -y github:jabbawocky/statuscraft` - [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [![Jwrede/llmprobe MCP server](https://glama.ai/mcp/servers/Jwrede/llmprobe/badges/score.svg)](https://glama.ai/mcp/servers/Jwrede/llmprobe) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export. - [kascada/logmcp](https://github.com/kascada/logmcp) [![kascada/logmcp MCP server](https://glama.ai/mcp/servers/kascada/logmcp/badges/score.svg)](https://glama.ai/mcp/servers/kascada/logmcp) ๐ŸŽ๏ธ ๐Ÿ  ๐Ÿง - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited. - [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production contextโ€”logs, metrics, and tracesโ€”into your local environment to auto-fix code faster @@ -2267,6 +2291,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [![Sudhan30/freshprobe MCP server](https://glama.ai/mcp/servers/Sudhan30/freshprobe/badges/score.svg)](https://glama.ai/mcp/servers/Sudhan30/freshprobe) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine. - [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [![apistatuscheck-mcp-server MCP server](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm. - [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history +- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [![sudomichael/gizmoanalytics-mcp MCP server](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) ๐Ÿ“‡ โ˜๏ธ - Gizmo Analytics โ€” cookieless web analytics for AI coding agents. Framework-aware install (Next/Remix/SvelteKit/Nuxt/Astro/Vite/React/HTML), OAuth onboarding, 28 tools for setup + query + workflow operations (summarize_all_sites, explain_traffic_change, detect_anomalies). Hosted MCP at gizmoanalytics.io/mcp. - [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics. - [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [![ThinkneoAI/mcp-server MCP server](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) ๐Ÿ โ˜๏ธ - ThinkNEO Control Plane โ€” Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control. - [tickstem/mcp](https://github.com/tickstem/mcp) [![tickstem/mcp MCP server](https://glama.ai/mcp/servers/tickstem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickstem/mcp) ๐ŸŽ๏ธ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`. @@ -2320,6 +2345,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - 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) [![autoeq-mcp MCP server](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - 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) [![rendobar/mcp MCP server](https://glama.ai/mcp/servers/rendobar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/rendobar/mcp) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - 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. +- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [![macos-vision-mcp MCP server](https://glama.ai/mcp/servers/woladi/macos-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ - 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 โ€” 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`. ### ๐Ÿ–ฅ๏ธ OS Automation @@ -2490,6 +2516,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) ๐Ÿ“‡ โ˜๏ธ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output. - [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) ๐Ÿ“‡ โ˜๏ธย -ย Discover, extract, and interact with the web - one interface powering automated access across the public internet. - [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [![marketplace-search-mcp MCP server](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) ๐Ÿ“‡ โ˜๏ธ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data. +- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [![mambalabsdev/mcp-company-firmographic-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) ๐Ÿ“‡ โ˜๏ธ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance. - [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [![mambalabsdev/mcp-domain-to-linkedin-url-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) ๐Ÿ“‡ โ˜๏ธ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata. - [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) ๐Ÿ“‡ โ˜๏ธ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API - [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [![MikkoParkkola/nab MCP server](https://glama.ai/mcp/servers/MikkoParkkola/nab/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/nab) ๐ŸŽ๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context. @@ -2599,6 +2626,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [![ze6ad36390 MCP server](https://glama.ai/mcp/servers/ze6ad36390/badges/score.svg)](https://glama.ai/mcp/servers/ze6ad36390) ๐Ÿ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Third-party certifying proxy โ€” sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client. - [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) ๐Ÿ ๐ŸชŸ ๐Ÿ  MCP server for analyzing ROADrecon gather results from Azure tenant enumeration - [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud. +- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [![Perufitlife/web-exposure-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes โ€” exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only. - [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [![Bichev/agentradar-mcp MCP server](https://glama.ai/mcp/servers/Bichev/agentradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) ยท npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp). - [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [![Buggy1111/anonymize-mcp MCP server](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via รšFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`. - [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [![FoundryNet/mint-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/mint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) ๐Ÿ โ˜๏ธ ๐ŸŽ–๏ธ - MINT Protocol โ€” universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools. @@ -2617,6 +2645,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) ๐Ÿ ๐Ÿ  - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory. - [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. - [duriantaco/skylos](https://github.com/duriantaco/skylos) [![mcp-skylos MCP server](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos/badges/score.svg)](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation. +- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [![taskbounty-check MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-check/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes `scan_repo`, `explain_finding`, and `generate_fix_plan` to MCP clients; reads only allowlisted workflow and update configuration, modifies nothing, makes no outbound requests by default, and has zero runtime dependencies. Run with `npx -y taskbounty-check@0.1.6 mcp`. - [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [![emiliaprotocol/emilia-protocol MCP server](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol/badges/score.svg)](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) ๐Ÿ“‡ ๐Ÿ  - Human sign-off + trust receipts for AI agents: requires a named human's approval before an irreversible action (payment release, record change, deploy), then mints an offline-verifiable Ed25519 Trust Receipt. Also exposes trust profiles, receipt verification, disputes, and delegation. Apache-2.0; policy engine formally verified. Install: `npx -y @emilia-protocol/mcp-server`. - [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [![fetch-guard MCP server](https://glama.ai/mcp/servers/@Erodenn/fetch-guard/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping. - [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง โ€“ A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App. @@ -2844,6 +2873,7 @@ Access to travel and transportation information. Enables querying schedules, rou - [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [![Autonomad1/autonomad-travel MCP server](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel/badges/score.svg)](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) ๐Ÿ“‡ โ˜๏ธ - AI travel agent over MCP โ€” live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included). - [campertunity/mcp-server](https://github.com/campertunity/mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Search campgrounds around the world on campertunity, check availability, and provide booking links - [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) ๐Ÿ ๐Ÿ  - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics. +- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [![forgemeshlabs/travel-agent-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) ๐Ÿ“‡ โ˜๏ธ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance. - [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [![forgemeshlabs/travel-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) ๐Ÿ“‡ โ˜๏ธ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers. - [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [![japan-seasons-mcp MCP server](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) ๐Ÿ“‡ โ˜๏ธ - Live Japan seasonal travel โ€” cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily. - [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [![mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) ๐Ÿ ๐Ÿ  - Combined TeslaMate analytics + Fleet API commands โ€” 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry). @@ -2910,8 +2940,10 @@ Interact with Git repositories and version control platforms. Enables repository - [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [![benmonopoli/open-greenhouse-mcp MCP server](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) ๐Ÿ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations. - [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐Ÿง - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server. - [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances. +- [bzdOS/hubd](https://github.com/bzdOS/hubd) [![bzdOS/hubd MCP server](https://glama.ai/mcp/servers/bzdOS/hubd/badges/score.svg)](https://glama.ai/mcp/servers/bzdOS/hubd) ๐Ÿ“‡ ๐Ÿ  - Files-first project hub for teams of humans and AI agents: shared journal, cross-project tasks, agent queues, and a read-only kanban. MCP server + CLI, zero dependencies. - [ayo-nci/bulkrender-mcp](https://github.com/ayo-nci/bulkrender-mcp) [![ayo-nci/bulkrender-mcp MCP server](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp) ๐Ÿ“‡ โ˜๏ธ - Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX template once, call `generate_document` or `generate_batch` with JSON data, and receive a signed download link. Walk-in `acp_*` tools let agents pay per-session via Stripe with no account required. `npx bulkrender-mcp` - [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [![can4hou6joeng4/boss-agent-cli MCP server](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli/badges/score.svg)](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization. +- [donggyun112/keymem](https://github.com/donggyun112/keymem) [![donggyun112/keymem MCP server](https://glama.ai/mcp/servers/donggyun112/keymem/badges/score.svg)](https://glama.ai/mcp/servers/donggyun112/keymem) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Associative key-graph memory for LLM agents โ€” recall by association, not vector similarity. - [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [![ByAxe/keynote-mcp MCP server](https://glama.ai/mcp/servers/ByAxe/keynote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds. - [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [![gws-mcp-server MCP server](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI. - [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [![ContextPulse MCP server](https://glama.ai/mcp/servers/ContextPulse/contextpulse/badges/score.svg)](https://glama.ai/mcp/servers/ContextPulse/contextpulse) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0. @@ -2974,6 +3006,7 @@ Interact with Git repositories and version control platforms. Enables repository - [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [![yoryocoruxo-ai/rendoc-mcp-server MCP server](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Generate professional PDF documents (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars markup via the [rendoc](https://rendoc.dev) API. 7 tools for document generation, template management, and usage tracking. - [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration. - [krtw00/konbu](https://github.com/krtw00/konbu) [![krtw00/konbu MCP server](https://glama.ai/mcp/servers/krtw00/konbu/badges/score.svg)](https://glama.ai/mcp/servers/krtw00/konbu) ๐ŸŽ๏ธ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Self-hostable all-in-one planner (calendar, notes, todos, bookmarks) with built-in MCP server for AI assistant integration. Single Go binary, MIT. +- [kfuras/notipo-app](https://github.com/kfuras/notipo-app) [![kfuras/notipo-app MCP server](https://glama.ai/mcp/servers/kfuras/notipo-app/badges/score.svg)](https://glama.ai/mcp/servers/kfuras/notipo-app) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - WordPress publishing for AI agents. 13 tools to list, create, update, publish, and delete posts. Markdown to Gutenberg, automatic image hosting, featured image generation, SEO metadata (Rank Math / Yoast / SEOPress / AIOSEO), categories, and tags โ€” one MCP call runs the full pipeline. Self-host with Docker or use the hosted SaaS at [notipo.com](https://notipo.com). AGPL-3.0. - [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [![bit2beat/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server that connects Claude to Bitrix24 โ€” CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com). - [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) ๐Ÿ“‡ โ˜๏ธ - W-2 event staffing for AI agents across 300+ US and Canadian markets. Brand ambassadors, registration, hospitality, setup/breakdown, ushers. Read-only data lookups for coverage, rates, lead-time guidance, and state compliance, plus an opt-in request_quote submission. No auth required. MCP server at `https://mcp.tempguru.co/mcp` and skills at [`tempguru-co/tempguru-agent-skills`](https://github.com/tempguru-co/tempguru-agent-skills). [![Glama](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp) - [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [![juergenkoller-software/inkra-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) ๐Ÿ  ๐ŸŽ - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) โ€” native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview. 18 MCP tools for document editing, outline navigation, folder browsing, bookmarks, and view modes.