diff --git a/README.md b/README.md
index a15ee937..bb0ad531 100644
--- a/README.md
+++ b/README.md
@@ -391,6 +391,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) π βοΈ - AWS S3 operations β list buckets, browse objects, upload/download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) π π/π§ βοΈ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) ποΈ βοΈ/π - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
+- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) π βοΈ - MCP server for the Portkey AI Gateway Admin API β 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) ποΈ π π - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) π π - MCP server implementation for PythonAnywhere cloud platform.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) π βοΈ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
@@ -416,6 +417,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [weibaohui/kom](https://github.com/weibaohui/kom) ποΈ βοΈ/π - 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) ποΈ βοΈ/π - 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) ποΈ βοΈ - 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.
+- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [](https://glama.ai/mcp/servers/xmpuspus/cloudwright) π βοΈ - 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.
### π¨βπ» Code Execution
@@ -448,6 +450,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) π βοΈ π - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) π π π πͺ π§ - 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) ποΈ π π πͺ π§ - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
+- [chernistry/bernstein](https://github.com/chernistry/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) π π βοΈ π πͺ π§ - Deterministic multi-agent orchestrator for 18 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, OpenAI Agents SDK, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. ~11K monthly PyPI downloads, Apache 2.0.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) π βοΈ - 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) π π - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) π π - Coding agent with basic read, write and command line tools.
@@ -769,7 +772,9 @@ Tools and integrations that enhance the development workflow and environment man
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) π π - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) π π βοΈ π πͺ π§ - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) π π π πͺ π§ - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
+- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [](https://glama.ai/mcp/servers/aidemd-mcp/server) π π - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) π π π πͺ π§ - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
+- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) π π π πͺ π§ - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) π π π - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) π βοΈ π - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) π π π πͺ π§ - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
@@ -895,6 +900,7 @@ Tools and integrations that enhance the development workflow and environment man
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) π π π οΈ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #οΈβ£ π π πͺ π§ - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) π π - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
+- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) π π π πͺ π§ - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: `@underground-cultural-district/mcp-server`
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) π π π§ - An MCP server to manage test suites and cases, which is an alternative to Postman.
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) π¦ π π πͺ π§ - A MCP server to interact with Neovim
- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) π π - MCP server that closes the feedback loop for AI coding agents β CI monitoring, process watching, file changes, HTTP polling.
@@ -916,6 +922,7 @@ Tools and integrations that enhance the development workflow and environment man
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) π π π πͺ π§ - 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) π βοΈ - 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.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) π π π§ π - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
+- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) π π π πͺ - 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) ποΈ π π πͺ π§ - 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) π - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) π π - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
@@ -1162,6 +1169,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) π π - Share code context with LLMs via MCP or clipboard
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) π π π πͺ π§ - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) π π π πͺ π§ - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
+- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) π π π πͺ π§ - 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) ποΈ π - File merger tool, suitable for AI chat length limits.
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) β π - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) π βοΈ - Box integration for listing, reading and searching files
@@ -1195,6 +1203,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) ποΈ π βοΈ - Allow AI agents to interact with Alchemy's blockchain APIs.
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) π βοΈ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) π βοΈ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
+- [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) ποΈ π βοΈ π - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) π π πͺ - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) π π - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) π βοΈ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
@@ -1363,6 +1372,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) π π βοΈ - European financial data for AI agents β ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) π¦ π βοΈ π πͺ π§ - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) π π - Non-custodial EVM wallet MCP β routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
+- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) π βοΈ π πͺ π§ - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base β 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) π βοΈ π πͺ π§ - 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) π βοΈ - Octagon AI Agents to integrate private and public market data
- [oerc-s/primordia](https://github.com/oerc-s/primordia) π βοΈ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
@@ -1633,6 +1643,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) π π β Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) π π βοΈ - ...
- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [](https://glama.ai/mcp/servers/yakuphanycl/instinct) π π π πͺ π§ - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits β₯5 β mature, β₯10 β rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
+- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [](https://glama.ai/mcp/servers/Wynelson94/longhand) π π π πͺ π§ - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.
### βοΈ Legal
@@ -1656,6 +1667,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) π βοΈ - Explore French communes and cadastral parcels based on name and surface
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) π βοΈ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) π βοΈ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
+- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) π βοΈ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) π π π πͺ π§ - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS β camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) π βοΈ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
@@ -1700,6 +1712,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) π βοΈ π πͺ π§ - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) π βοΈ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`.
- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) π βοΈ - Validates email addresses to reduce email bounces during marketing campaigns.
+- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) π π - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) π βοΈ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) π βοΈ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign β 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) π βοΈ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
@@ -1713,6 +1726,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
brand visibility monitoring via 16 specialized tools.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) π βοΈ β 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) π βοΈ β 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) π βοΈ - 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.
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) π βοΈ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription.
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) π βοΈ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
@@ -1824,6 +1838,7 @@ MCP servers for real estate CRM, property management, and agent workflows.
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) π βοΈ - 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.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) π βοΈ - 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) π βοΈ - 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.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) π βοΈ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
@@ -1851,6 +1866,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) π π - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) π π - Audit URLs for AI crawler readiness β checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) π π βοΈ - Web search using free multi-engine search (NO API KEYS REQUIRED) β Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
+- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) π βοΈ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API.
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) π π - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) π βοΈ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) π βοΈ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
@@ -1993,6 +2009,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [](https://glama.ai/mcp/servers/MARUCIE/authbox) π ποΈ π π πͺ π§ - 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) π π π πͺ π§ - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) π¦ π Β - 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.
+- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) π βοΈ - 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) π βοΈ π πͺ π§ - 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.
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) π π π πͺ π§ - 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 β no proof, no transaction. MIT licensed, 4,244 tests.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) π π π πͺ π§ - 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.
@@ -2032,6 +2049,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) π¦ π π¨ π πͺ π§ - 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) π π π πͺ π§ - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required β works as a transparent HTTP proxy or MCP server.
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) π βοΈ π πͺ π§ - 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) π βοΈ π πͺ π§ - 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) π π π§ - 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.
- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) π βοΈ π πͺ π§ - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
- [goklab/guardvibe](https://github.com/goklab/guardvibe) π π π πͺ π§ - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code β scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
@@ -2073,14 +2091,17 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
+- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) π βοΈ π πͺ π§ - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required.
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) π π β Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) π π - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [semgrep/mcp](https://github.com/semgrep/mcp) π βοΈ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [](https://glama.ai/mcp/servers/dneiil7zph) π βοΈ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) π βοΈ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) π π βοΈ π πͺ π§ - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
+- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) π π π πͺ π§ - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) ποΈ π βοΈ π πͺ π§ - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) ποΈ βοΈ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
+- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) π βοΈ π πͺ π§ - Search ΠΊΠ°ΡΠ°Π»ΠΎΠ³ΠΏΠΎ.ΡΡ (Russian software registry, 26k+ products) for import-substitution and Π€Π‘Π’ΠΠ/Π€Π‘Π-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-Π€Π, 187-Π€Π) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) π π - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) ποΈ π π π πͺ π§ - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) π π - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
@@ -2200,6 +2221,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) π βοΈ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) π βοΈ - 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.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) π βοΈ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
+- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) π π π πͺ π§ - 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.
### π Version Control
@@ -2241,8 +2263,11 @@ Interact with Git repositories and version control platforms. Enables repository
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) π βοΈ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) π βοΈ π π πͺ π§ - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev).
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) π π - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
+- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) π βοΈ π π πͺ π§ - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) π π πͺ - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
+- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) π βοΈ ποΈ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) π βοΈ π πͺ π§ - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
+- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) π βοΈ π πͺ π§ - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) π βοΈ π πͺ π§ - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) π βοΈ π πͺ π§ - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) π βοΈ π - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2