diff --git a/README.md b/README.md
index bb7db8f5a..2b310cb51 100644
--- a/README.md
+++ b/README.md
@@ -74,6 +74,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.
* 🔗 - [Aggregators](#aggregators)
+* 🤝 - [Agreements & Coordination](#agreements--coordination)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
@@ -107,6 +108,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🖥️ - [OS Automation](#os-automation)
+* 🎙️ - [Podcasts](#podcasts)
* 📋 - [Product Management](#product-management)
* 🏠 - [Real Estate](#real-estate)
* 🔬 - [Research](#research)
@@ -132,6 +134,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
- [2s-io/sdk](https://github.com/2s-io/sdk) [](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 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 — no API keys, no signup. `npx -y @2sio/mcp`
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — 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) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - 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) 📇 ☁️ 🍎 🪟 🐧 - 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.
- [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.
@@ -160,6 +163,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
+- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.
- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft`
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
@@ -190,7 +194,9 @@ Servers for accessing many apps and tools through a single MCP server.
- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - 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) 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
+- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport.
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight by [x402station.io](https://x402station.io) — 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) [](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) 🐍 ☁️ 📇 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - 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) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
@@ -219,6 +225,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle`
- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
+### 🤝 Agreements & Coordination
+
+MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
+
+- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.
+
### 🎨 Art & Culture
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
@@ -237,6 +249,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — 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) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - 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`
@@ -259,6 +272,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
+- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp`
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
@@ -275,6 +289,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp`
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
+- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp`
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
- [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.
@@ -283,6 +298,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
+- [awdr74100/figwright](https://github.com/awdr74100/figwright) [](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`.
@@ -297,6 +313,7 @@ Design and visualize software architecture, system diagrams, and technical docum
### Biology, Medicine and Bioinformatics
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
+- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up.
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
@@ -330,6 +347,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
+- [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.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
@@ -352,6 +370,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
+- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
- [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.
@@ -381,10 +400,12 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
- [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.
- [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.
- [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.
+- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 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) 📇 - 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) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - 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) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
@@ -426,15 +447,19 @@ Cloud platform service integration. Enables management and interaction with clou
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [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.
+- [GavinLucas/docker-mcp](https://github.com/GavinLucas/docker-mcp) [](https://glama.ai/mcp/servers/GavinLucas/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 162 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
- [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.
+- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. `npx -y cloudflare-mcp-pro`.
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
+- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs.
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
+- [john-broadway/proximo](https://github.com/john-broadway/proximo) [](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox`
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
@@ -484,6 +509,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
+- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. `pip install opencloudcosts`
- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops.
@@ -512,6 +538,7 @@ 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) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
+- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
@@ -523,6 +550,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
+- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
@@ -533,6 +561,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
+- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
@@ -540,11 +569,13 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
+- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 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.
- [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.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
- [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [](https://glama.ai/mcp/servers/kagan-sh/kagan) 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
@@ -559,6 +590,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
+- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
@@ -580,12 +612,16 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
- [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.
+
### 🖥️ Command Line
Run commands, capture output and otherwise interact with shells and command line tools.
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/capsulerun/bash) 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ 🖥️ - 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) [](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh`
+- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — 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) [](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - 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.
@@ -595,6 +631,7 @@ Run commands, capture output and otherwise interact with shells and command line
- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw `tmux_command` passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. `uvx mcp-tmux`.
- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
+- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.
### 💬 Communication
@@ -625,6 +662,7 @@ Integration with communication platforms for message management and channel oper
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
+- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`.
@@ -639,6 +677,7 @@ Integration with communication platforms for message management and channel oper
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - 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) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — 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) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
@@ -667,12 +706,14 @@ Integration with communication platforms for message management and channel oper
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
+- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`.
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
+- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
@@ -707,6 +748,7 @@ Integration with communication platforms for message management and channel oper
Tools for building and operating AI conversation agents that hold structured dialogues with end users.
+- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs.
- [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [](https://glama.ai/mcp/servers/kiro0x/five-mcp) 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
@@ -768,6 +810,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
+- [devopam/MCPg](https://github.com/devopam/MCPg) [](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports.
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
@@ -805,6 +848,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - 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) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
+- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - 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) 📇 ☁️ 🪟 🍎 🐧 - 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) 🐍 🏠 - 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) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
@@ -835,6 +879,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [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.
- [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.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 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) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
@@ -854,6 +899,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
+- [croc100/Litescope](https://github.com/croc100/Litescope) [](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp`
### 📊 Data Platforms
@@ -900,14 +946,17 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### 💻 Developer Tools
+- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
+- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
+- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: `npx code-graph-indexer`.
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries.
The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
@@ -918,6 +967,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
Tools and integrations that enhance the development workflow and environment management.
+- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
@@ -935,6 +985,7 @@ Tools and integrations that enhance the development workflow and environment man
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.
+- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - MCP Blast-Radius Auditor — static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` · [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/)
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
@@ -1113,6 +1164,7 @@ Tools and integrations that enhance the development workflow and environment man
- [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`.
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
+- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) 🐍 🏠 🍎 🪟 🐧 - Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff)
- [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) 📇 ☁️ - 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.
@@ -1120,7 +1172,7 @@ Tools and integrations that enhance the development workflow and environment man
- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MobileReality/mdma) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`.
- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) 📇 🏠 🍎 🪟 - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`
- [getmockd/mockd](https://github.com/getmockd/mockd) [](https://glama.ai/mcp/servers/getmockd/mockd) 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
-- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) 🏠 - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
+- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) 📇 ☁️ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [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.
@@ -1152,6 +1204,7 @@ Tools and integrations that enhance the development workflow and environment man
- [mcpware/pagecast](https://github.com/mcpware/pagecast) [](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`
- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
+- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: `npx pincushion-mcp`.
- [pipepie/pipepie](https://github.com/pipepie/pipepie) [](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform.
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
@@ -1285,8 +1338,16 @@ Tools and integrations that enhance the development workflow and environment man
- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`.
- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
+- [xfloukiex-lab/laugh-tale](https://github.com/xfloukiex-lab/laugh-tale) [](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale) 🐍 🏠 🍎 🪟 🐧 - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. `pip install laugh-tale-mcp`
- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI.
- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
+- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp`
+
+- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
+- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`.
+
+- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`
### 🔒 Delivery
@@ -1298,7 +1359,10 @@ Tools and integrations that enhance the development workflow and environment man
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
- [childrentime/reactuse](https://github.com/childrentime/reactuse) [](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - MCP server for the [ReactUse](https://reactuse.com) library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
+- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
+- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - 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`
### 🧮 Data Science Tools
@@ -1311,6 +1375,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) 🐍 🏠 - 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) [](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) 🐍 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 - 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) [](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) 🐍 🏠 - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
@@ -1336,6 +1401,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
+- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. `uvx mcp-gnu-units`.
### 📊 Data Visualization
@@ -1359,6 +1425,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - 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) 🦀 📟 - 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) 🦀 📟 - A comprehensive MCP server for serial port communication
+- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — 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) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
@@ -1404,6 +1471,10 @@ MCP servers for e-commerce platforms and online store management.
- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`.
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
+### 🛒 E-Commerce
+
+- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation via MCP. Search products, inspect discounts, list delivery slots, read cart and order history, and update cart quantities.
+
### 🌳 Environment & Nature
Provides access to environmental data and nature-related tools, services and information.
@@ -1420,6 +1491,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in → 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/) 🎖️ ☁️ - 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) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - 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 — run locally with `uvx oxidize-mcp`.
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500×). 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) 🐍 🏠 - Share code context with LLMs via MCP or clipboard
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - 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.
@@ -1429,6 +1501,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
+- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) 📇 ☁️ - Convert, compress, merge, split, and OCR PDFs, plus convert between 100+ file formats (Word, Excel, PowerPoint, images, ebooks, video) from any AI agent. Backed by the GuruPDF API; free tier with daily credits, zero-config via `npx gurupdf-mcp`.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
@@ -1450,9 +1523,14 @@ Provides direct access to local file systems with configurable permissions. Enab
- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools.
### 💰 Finance & Fintech
+- [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`
+- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (`get_balance`, `get_prices`) plus license-gated Pro/Team tools (`get_portfolio`, `prepare_transfer`, `deploy_token`). `npx @wkalidev/multichain-mcp`
+- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled — 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) [](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - 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) [](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - PayPerByte — 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) [](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - 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) [](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Live crypto market data — price, funding rates, open interest, long/short ratio, order book, candles — across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
+- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) 📇 ☁️ 🍎 🪟 🐧 - 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 — all on a self-hosted solar-powered GPU, no third-party APIs, pay 2–100 sats per call. `npm i -g @bitcoinbenji/mcp`
- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) 🐍 ☁️ - 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 — no accounts, no API keys.
- [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) 📇 ☁️ - Argentine electronic invoicing (facturación electrónica) 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) [](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free.
@@ -1475,6 +1553,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin regime detection intelligence — know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data.
- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
+- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. `uvx alpha-forge-mcp`
- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at `https://optionsahoy.com/mcp` (no auth, no install). Six tools, same engine as the in-browser calculators at [optionsahoy.com/tools](https://optionsahoy.com/tools).
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
@@ -1503,6 +1582,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at `api.bitcompare.net/mcp` or via `npx @bitcompare/mcp-server`.
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
+- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) 🐍 ☁️ - Read-only Blocksize market-data discovery MCP package. Search instruments, inspect pricing and docs, and build x402 HTTP URLs for paid live data with USDC settlement on Solana and Base.
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
@@ -1600,6 +1680,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) 🐍 ☁️ 🏠 - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [](https://glama.ai/mcp/servers/JayOfemi/shikamaru) 📇 🏠 - Deterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI guessing your interest math.
+- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [](https://glama.ai/mcp/servers/keel-trade/keel-trade) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest, and automate Hyperliquid trading strategies. Typed strategy composition, deterministic backtests on real Hyperliquid funding + price history, opt-in live execution with bit-for-bit backtest-to-live parity.
- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) 📇 ☁️ - Circle Agent Stack for AI agents: create USDC wallets, set spend policies, send stablecoin, and pay x402-gated endpoints. Wraps the Circle CLI so auth stays out of the server. Six tools. `npx circle-agent-stack-mcp`
- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [](https://glama.ai/mcp/servers/krystiangw/agenticpay) 📇 ☁️ 🏠 - Open-source x402 micropayments stack for MCP. Pay-per-tool-call USDC settlement on Solana via the first open-source self-hostable facilitator (no x402.org dependency). Includes TypeScript SDK, CLI, paywall middleware, hosted devnet endpoint, and a live Claude Opus demo. `npm install @agenticpay/sdk`
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
@@ -1694,6 +1775,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths.
- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.
+- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Read-only MCP server exposing your live MyLinedChart desktop chart context (symbol, candles, drawings, indicators, IBKR status) to local AI agents. Local, private, read-only.
- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) 📇 ☁️ 🍎 🪟 🐧 - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base — no API keys. 6 endpoints from $0.01.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
@@ -1738,10 +1820,12 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp`
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic data — 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
+- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) ownership, dilution-risk scoring, congressional & executive (STOCK Act) trades, FEC campaign finance, SEC filing search, compliance monitoring, and a dilution-aware stock screener. 86 tools over live Signal8 data.
- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Workflow tools for US federal contractors — go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data.
- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) 📇 ☁️ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
- [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [](https://glama.ai/mcp/servers/sophymarine/openregistry) 🎖️ ☁️ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` — OAuth 2.1, streamable HTTP, free anonymous tier.
- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) 📇 ☁️ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities — no API key needed.
+- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via the SQD Portal API; hosted Streamable HTTP endpoint or local stdio.
- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP.
- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data.
@@ -1790,7 +1874,11 @@ 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\.
+- [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`
+- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data (B3, CVM, BCB) for AI assistants — stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`.
+- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
@@ -1864,12 +1952,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os`
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history.
+- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp`
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
- [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol
lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50–80% on Python repos ≥ 15K LOC vs. raw
file reads. Works with Claude Code, Cursor, and Gemini CLI. Fully offline — no API keys required for indexing. `pip install cognirepo`
+- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Make any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Tools: `list_sites` and `ask_site`. `npx -y @agentreadyweb/mcp`
- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
@@ -1885,19 +1975,23 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
+- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sovereign Agent OS — 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) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and behavioral constraints in a machine-readable YAML file.
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - 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
- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [](https://glama.ai/mcp/servers/ayushagrawal288/memex) 🐍 🏠 - Production-grade persistent memory service for AI agents. Semantic search with recency decay (configurable α blend), local ONNX embeddings (zero API cost), background memory summarisation, and Prometheus/Grafana observability. `docker compose up` — no cloud dependencies.
+- [baodq06/memocall](https://github.com/baodq06/memocall) [](https://glama.ai/mcp/servers/baodq06/memocall) 📇 🏠 🍎 🪟 🐧 - Recall past Claude Code conversations from any project. Lists and searches your sessions, then loads one on demand as clean, compact Markdown — with outline, turn-range, and in-session search for large sessions. Read-only over local `~/.claude` transcripts; collapses tool calls to stay under the context cap. `npx -y memocall`
- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces.
- [Battam1111/Myco](https://github.com/Battam1111/Myco) [](https://glama.ai/mcp/servers/Battam1111/Myco) 🐍 🏠 🍎 🪟 🐧 - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesystem graph — AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK imports in the kernel and plugin tree. Editable-default install. Works with Claude Code, Cursor, Windsurf, Zed, VS Code, and any MCP client.
- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) 🐍 🏠 🍎 🪟 🐧 - Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker.
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) 📇 ☁️ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management — upload, download, search, and organize files that the server never sees in plaintext.
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
+- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) 🦀 🏠 🍎 🪟 🐧 - Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes `search_threads`, `search_current_project`, `recent_threads`, and `get_thread` so any agent can recall its own past work.
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
+- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`
- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host.
- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools — Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` — free tier, no credit card. [Website](https://cachly.dev)
- [cdeust/Cortex](https://github.com/cdeust/Cortex) [](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`
@@ -1946,6 +2040,7 @@ 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.
+- [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`
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
@@ -1956,6 +2051,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and troubleshooting guides. 8 tools for searching filaments, comparing materials, and diagnosing print issues. `npx 3dprint-oracle`
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
- [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).
- [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.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker`
@@ -1964,6 +2060,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - 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) 📇 🏠 - 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) 📇 🏠 - 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) [](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI.
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
@@ -2018,6 +2115,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pathrule/mcp](https://github.com/pathrule/mcp) [](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp`
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ - - 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.
+- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) 🦀 🏠 🍎 🪟 🐧 - Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud.
- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) 📇 ☁️ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required.
- [pfillion42/memviz](https://github.com/pfillion42/memviz) 📇 🏠 🍎 🪟 🐧 - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
@@ -2026,6 +2124,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory & context-handoff across AI tools — capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted.
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
+- [riponcm/projectmem](https://github.com/riponcm/projectmem) [](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex.
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity engine that solves session orientation. Boot reports with gap detection and 100-point scoring, structured end-session capture with typed continuity records, and BM25 memory search. 7 tools, local SQLite + FTS5, zero API keys. `npx rekindle`
- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [](https://glama.ai/mcp/servers/roampal-ai/roampal-core) 🐍 🏠 - Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.
- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
@@ -2042,6 +2141,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 🪟 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
- [laradji/deadzone](https://github.com/laradji/deadzone) [](https://glama.ai/mcp/servers/laradji/deadzone) 🏎️ 🏠 🍎 🐧 - Local-first semantic search over library docs. Single Go binary, MCP stdio, vector index pinned to the binary version. Like Context7 with the internet off. Pre-built index DB auto-fetched on first launch and SHA256-verified, then zero network. Also available as `docker run --rm -i ghcr.io/laradji/deadzone server`. Listed in the official MCP Registry as `io.github.laradji/deadzone`.
+- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed.
- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) 🐍 🏠 🍎 🪟 🐧 - Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp`
@@ -2062,6 +2162,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
+- [samvallad33/vestige](https://github.com/samvallad33/vestige) [](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients.
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) 🐍 🏠 - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
@@ -2081,13 +2182,18 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io)
- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
+- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp`
+- [Yarmoluk/ckg-mcp](https://github.com/Yarmoluk/ckg-mcp) [](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) 🐍 🏠 - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context — agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8× RAG's F1 at 11× fewer tokens, ~42× RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp`
### ⚖️ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [](https://glama.ai/mcp/servers/ad0750/regintel-mcp)🐍 ☁️ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks.
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
+- [atomno-labs/mcp-sudact](https://github.com/atomno-labs/mcp-sudact) [](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
+- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers.
+- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`.
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
@@ -2101,6 +2207,7 @@ 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.
+- [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`.
- [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).
@@ -2142,6 +2249,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [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`
- [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`.
- [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.
- [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.
@@ -2158,7 +2266,9 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
+- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp`
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
+- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications.
- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) 📇 🏠 🍎 🪟 🐧 - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server).
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - `@deliveriq/mcp` — email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
@@ -2171,9 +2281,11 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via [CrawlGraph](https://crawlgraph.com). 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: `npx -y crawlgraph-mcp`.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/).
- [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.
- [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.
- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app).
+- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-first web analytics with a read-only MCP server for aggregate traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting.
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`.
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
@@ -2182,6 +2294,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
brand visibility monitoring via 16 specialized tools.
+- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management — all from chat.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language.
@@ -2203,6 +2316,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`.
+- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` — no polling, and a job started in one session can be watched from a completely different one.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
@@ -2225,6 +2339,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [ingero-io/ingero](https://github.com/ingero-io/ingero) [](https://glama.ai/mcp/servers/ingero-io/ingero) 🏎️ 🏠 🐧 - 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) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - 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) 🐍 ☁️ - 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) [](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - 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?" — 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) [](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - 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 context—logs, metrics, and traces—into your local environment to auto-fix code faster
@@ -2250,6 +2365,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [](https://glama.ai/mcp/servers/Sudhan30/freshprobe) 🏎️ ☁️ 🏠 - 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) [](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) 📇 ☁️ - 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) 📇 ☁️ 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) 📇 ☁️ - Gizmo Analytics — 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) 📇 ☁️ 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
- [tickstem/mcp](https://github.com/tickstem/mcp) [](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`.
@@ -2268,6 +2384,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
+- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects from any MCP client: arbitrary ExtendScript, background rendering, deep comp/layer inspection, and first-class Arabic/RTL & multilingual support (works on AE in any UI language). 47 tools.
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp`
- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - An MCP server to search for (free) stock images and videos from pexels.com.
@@ -2303,6 +2420,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [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.
+- [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`.
### 🖥️ OS Automation
@@ -2315,6 +2433,12 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp`
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) — OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools.
+### 🎙️ Podcasts
+
+Servers for podcast analytics, search, hosting, and discovery.
+
+- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design.
+
### 📋 Product Management
Tools for product planning, customer feedback analysis, and prioritization.
@@ -2327,6 +2451,7 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.
- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search. Read-only mode, image attachment
+- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Reviews a plan for what's missing — unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
auto-download. Install via `npx atlassian-trello-mcp`.
### 🏠 Real Estate
@@ -2336,24 +2461,30 @@ MCP servers for real estate CRM, property management, and agent workflows.
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API.
- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis — cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
+- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp`
### 🔬 Research
Tools for conducting research, surveys, interviews, and data collection.
- [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).
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai — free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) 📇 ☁️ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
+- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite, and compare the Pāli Canon (Tipiṭaka) — full coverage at parity with SuttaCentral (~444K segments across Sutta, Vinaya, Abhidhamma). Hybrid trigram+vector search, full-sutta fetch with cross-reference URLs (SuttaCentral + 84000.org), segment-aligned translation comparison, and Pāli word lookup against the P. A. Payutto dictionary. Free, non-commercial — offered as Dhamma Dāna. Hosted at `https://tripitaka-mcp.com` or self-host via Docker.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
- [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.
+- [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.
- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model — DOI deduplication, NCBI-Taxonomy synonym expansion, paper→data linking, and checksum-verified download. `uvx data-aggregator-mcp`.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
+- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
+- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword — each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
- [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`
@@ -2376,6 +2507,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
### 🔎 Search & Data Extraction
+- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time, ML-enriched news intelligence — urgency scoring, political lean & event clustering across 190+ countries.
+- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - Verified ICD-10-CM medical code lookup, validation & reverse search — official descriptions, never guessed. [](https://glama.ai/mcp/servers/qinisolabs/icdwise)
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server`
- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`.
- [mrslbt/rippr](https://github.com/mrslbt/rippr) [](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`.
@@ -2457,6 +2590,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server
- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp`
+- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean-markdown page fetch over the Keenable web index. Two tools: `search_web_pages`, `fetch_page_content`. Keyless by default (1,000 req/hour); an optional API key lifts the cap. Hosted Streamable HTTP at `https://api.keenable.ai/mcp`, or run `npx -y @keenable/mcp`.
- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary. Fetch, render, crawl, and screenshot powered by the Servo browser engine with a built-in MCP server.
- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages.
@@ -2469,6 +2603,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - 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) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - 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) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - 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.
@@ -2522,6 +2657,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
+- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of 2,000+ AI tools, compare them, find alternatives, and check whether a tool is still active, defunct, or acquired. Hosted remote MCP at `https://tooldirectory.ai/api/mcp` or `npx -y tooldirectory-mcp`.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server`
@@ -2541,9 +2677,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.
+- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth.
### 🔒 Security
+- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier.
+- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) — verify the structured facts an agent emits against checksums and curated data.
- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp`
- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier.
- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking.
@@ -2555,10 +2694,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript.
- [Acacian/aegis](https://github.com/Acacian/aegis) [](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
+- [ajipurn/fida](https://github.com/ajipurn/fida) [](https://glama.ai/mcp/servers/ajipurn/fida) 🦀 🏠 - Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
+- [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.
- [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.
- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
@@ -2577,6 +2719,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — 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) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes — 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) [](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - 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) · npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp).
- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via ÚFAL/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) [](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol — 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.
@@ -2595,6 +2738,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - 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) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - 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) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
@@ -2606,6 +2750,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
- [getaegis/aegis](https://github.com/getaegis/aegis) [](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server.
+- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - AI-native HTTP security testing toolkit: 17 tools (send, intruder, race, chain, oob) with low-level control over HTTP/1.1 + HTTP/2 (raw framing, connection pinning).
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
@@ -2635,6 +2780,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base.
- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
- [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`
- [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.
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
@@ -2702,6 +2848,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution.
- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io
- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504).
+- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check whether a recruiter or job offer is a scam before you reply. Extracts entities (company, links, email, phone, wallets) from a pasted message and cross-checks company registration, domain age, look-alike/typosquat domains, phishing & malware blocklists, email deliverability, crypto-scam databases, and Internet Archive history — free OSINT, no API keys.
+
### 🌐 Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
@@ -2713,7 +2861,9 @@ Integration with social media platforms to allow posting, analytics, and interac
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
+- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled.
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
+- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit MCP — download videos without watermark, get curated 15-hashtag sets across 15 niches with strategy tips, look up best posting times for 12 countries, and generate viral hook formulas across 8 categories. No API keys, no signup, free. Install: `npx -y tiktapdown-mcp`. Companion to [tiktapdown.com](https://tiktapdown.com).
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
@@ -2730,10 +2880,12 @@ Integration with social media platforms to allow posting, analytics, and interac
- [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.
- [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`.
+- [publora/mcp-server](https://github.com/publora/mcp-server) [](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Official Publora MCP server — schedule and publish posts across 10 social platforms (Twitter/X, LinkedIn, Instagram, Threads, TikTok, YouTube, Facebook, Bluesky, Mastodon, Telegram) from Claude, Cursor, or any MCP client. 18 tools for cross-platform posting, scheduling, media upload, and LinkedIn analytics. Hosted at mcp.publora.com.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys.
+- [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.
- [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.
@@ -2746,6 +2898,7 @@ Integration with social media platforms to allow posting, analytics, and interac
Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.
- [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`.
+- [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`.
### 🏃 Sports
@@ -2782,6 +2935,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages.
+- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - MCP server for IT Glue, the MSP documentation platform. Semantic vector search over documentation, document and flexible-asset read/write, role-based access control, and bring-your-own-key support.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes.
@@ -2821,7 +2975,9 @@ Access to travel and transportation information. Enables querying schedules, rou
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - AI travel agent over MCP — 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) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - 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) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
+- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — 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) [](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
@@ -2831,6 +2987,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
+- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Free rental car search with real-time pricing from multiple providers worldwide. No API key required. Hosted at mcp.octotrip.app.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required.
- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup.
@@ -2846,6 +3003,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) 📇 ☁️ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates.
- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
+- [victorlane/Flyan](https://github.com/victorlane/Flyan) [](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys.
- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis.
### 🔄 Version Control
@@ -2886,8 +3044,10 @@ Interact with Git repositories and version control platforms. Enables repository
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🐧 - 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) 📇 ☁️ 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - 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) [](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp) 📇 ☁️ - 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) [](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents — recall by association, not vector similarity.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - 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.
@@ -2950,9 +3110,11 @@ Interact with Git repositories and version control platforms. Enables repository
- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/krtw00/konbu) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 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) [](https://glama.ai/mcp/servers/kfuras/notipo-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 — 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) [](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that connects Claude to Bitrix24 — 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) 📇 ☁️ - 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). [](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp)
- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) — 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.
+- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat.
### 🛠️ Other Tools and Integrations
@@ -2978,6 +3140,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes. 16 tools, zero-config, TypeScript-native.
+- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient alternative to the official Notion MCP: 43 operations (pages, databases, blocks, comments, files, templates) behind just 2 tools, ~90% less context overhead. Token auth, so it runs headless in CI, cron, and background agents where OAuth-only can't.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.