diff --git a/README.md b/README.md index 68401032..9e9ffd72 100644 --- a/README.md +++ b/README.md @@ -276,6 +276,7 @@ Web content access and automation capabilities. Enables searching, scraping, and - [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) πŸ“‡ 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. - [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) πŸ“‡ ☁️ - Fetch YouTube subtitles and transcripts for AI analysis - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. +- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [glama](https://glama.ai/mcp/servers/junipr-labs/mcp-server) πŸ“‡ ☁️ - Web intelligence API for AI agents β€” screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included. - [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation - [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots - [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) πŸ“‡ 🏠 - Browser automation for web scraping and interaction @@ -303,6 +304,8 @@ Cloud platform service integration. Enables management and interaction with clou - [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) πŸ“‡ ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials. - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) πŸ“‡ ☁️ - upload and manipulation of IPFS storage - [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [glama](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments. +- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [glama](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls through AI assistants β€” firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations. +- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [glama](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters through AI assistants β€” VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations. - [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support - [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support. - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) πŸŽ–οΈ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products. @@ -341,6 +344,7 @@ Cloud platform service integration. Enables management and interaction with clou - [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events. - [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language. - [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 πŸͺŸ 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments. +- [shipstatic/mcp](https://github.com/shipstatic/mcp) [glama](https://glama.ai/mcp/servers/shipstatic/shipstatic) πŸ“‡ ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting β€” upload files, get a URL, and connect custom domains. - [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes. - [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [glama](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) πŸ“‡ ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles. - [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) πŸ“‡ ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API @@ -367,6 +371,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g. - [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 πŸͺŸ - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack. - [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?" - [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment. +- [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) ([glama](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server)) πŸ¦€ 🏠 🍎 πŸͺŸ 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes. - [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body. - [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) πŸ¦€ 🏠 🐧 🍎 - 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. @@ -426,6 +431,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge Run commands, capture output and otherwise interact with shells and command line tools. - [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ πŸ–₯️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts. +- [ferodrigop/forge](https://github.com/ferodrigop/forge) ([glama](https://glama.ai/mcp/servers/ferodrigop/forge)) πŸ“‡ 🏠 - 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. ### πŸ’¬ Communication @@ -595,6 +601,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [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. - [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino +- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [glama](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) πŸ“‡ 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products - [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) πŸŽ–οΈ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. - [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 πŸ“‡ ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store. - [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization @@ -608,6 +615,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database. - [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)[glama](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). ### πŸ“Š Data Platforms @@ -616,6 +624,7 @@ Data Platforms for data integration, transformation and pipeline orchestration. - [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) πŸ“‡ ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai. - [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 πŸͺŸ 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP). - [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 πŸͺŸ 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features. +- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [glama](https://glama.ai/mcp/servers/bintocher/mcp-superset) 🐍 ☁️ 🏠 🍎 πŸͺŸ 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports. - [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) 🐍 ☁️ - Brazilian agricultural data for LLMs β€” prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3. - [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [glama](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) πŸ“‡ ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia). - [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) πŸŽ–οΈ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. @@ -743,6 +752,7 @@ Tools and integrations that enhance the development workflow and environment man - [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 πŸͺŸ - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline. - [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [glama](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 πŸͺŸ 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output. - [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) πŸ“‡ 🏠 πŸ› 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) [glama](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #️⃣ 🏠 🍎 πŸͺŸ 🐧 - 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) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management. - [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) πŸ“‡ 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman. - [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) πŸ¦€ 🏠 🍎 πŸͺŸ 🐧 - A MCP server to interact with Neovim @@ -751,6 +761,7 @@ Tools and integrations that enhance the development workflow and environment man - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM. - [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [glama](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) πŸ“‡ ☁️ 🍎 πŸͺŸ 🐧 - MCP server for AI prompt optimization β€” transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document). - [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) πŸ“‡ 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode +- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [glama](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 πŸͺŸ - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions. - [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting. - [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README. - [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) πŸ“‡ ☁️ 🍎 πŸͺŸ 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use. @@ -762,6 +773,7 @@ Tools and integrations that enhance the development workflow and environment man - [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. - [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images. - [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) πŸ“‡ 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files. +- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [glama](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) πŸ“‡ 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes. - [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase. - [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) πŸ“‡ 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start. - [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) β˜• ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation. @@ -789,6 +801,7 @@ Tools and integrations that enhance the development workflow and environment man - [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) πŸ¦€ 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing. - [pskill9/website-downloader](https://github.com/pskill9/website-downloader) πŸ—„οΈ πŸš€ - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally. - [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) πŸ¦€ 🏠 πŸͺŸ - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform. +- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [glama](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 πŸͺŸ 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs. - [public-ui/kolibri](https://github.com/public-ui/kolibri) πŸ“‡ ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI. - [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) β˜• 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents. - [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents. @@ -949,6 +962,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 πŸͺŸ - Fast Windows file search using Everything SDK - [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 πŸͺŸ 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access. +- [LincolnBurrows2017/filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp) [glama](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp) 🐍 🏠 - Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions. - [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. - [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) πŸŽ–οΈ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. - [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) πŸ“‡ 🏠 - Direct local file system access. @@ -1168,6 +1182,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. - [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [glama](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process β€” works with Claude Code, Cursor, Windsurf, and any MCP client. - [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) πŸ“‡ ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial. +- [epicsagas/alcove](https://github.com/epicsagas/alcove)([glama](https://glama.ai/mcp/servers/epicsagas/alcove)) πŸ¦€ 🏠 🍎 πŸͺŸ 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos. - [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [glama](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 πŸͺŸ 🐧 - 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. - [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 - [AVIDS2/memorix](https://github.com/AVIDS2/memorix) [glama](https://glama.ai/mcp/servers/@AVIDS2/memorix) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Cross-agent memory bridge for AI coding agents. Persistent knowledge graph shared across 10 IDEs via MCP. 22 tools including team collaboration, auto-cleanup, mini-skills, session management, and workspace sync. 753 tests. 100% local, zero API keys required. @@ -1205,12 +1220,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) πŸ“‡ 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features. - [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [glama](https://glama.ai/mcp/servers/@kael-bit/engram-rs) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies. - [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) πŸ“‡ ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud +- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [glama](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required. - [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) πŸ“‡ 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker. - [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access. - [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools. - [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf - [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) 🐍 🏠 🍎 πŸͺŸ 🐧 - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships. - [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) πŸ“‡ ☁️ 🏠 🍎 πŸͺŸ 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions. +- [mlorentedev/hive](https://github.com/mlorentedev/hive) [glama](https://glama.ai/mcp/servers/mlorentedev/hive) 🐍 🏠 🍎 πŸͺŸ 🐧 - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client. - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) πŸ“‡ 🏠 - Knowledge graph-based persistent memory system for maintaining context - [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) πŸ“‡ ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage. - [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 πŸͺŸ 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker. @@ -1220,6 +1237,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 πŸͺŸ 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport. - [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 πŸͺŸ 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first. - [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection. +- [papersflow-ai/papersflow-mcp](https://github.com/papersflow-ai/papersflow-mcp) [glama](https://glama.ai/mcp/servers/papersflow-ai/papers-flow) πŸ“‡ ☁️ - Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows. - [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents. - [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) πŸ“‡ πŸ¦€ 🏠 🍎 🐧 πŸͺŸ - 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. - [pfillion42/memviz](https://github.com/pfillion42/memviz) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - 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. @@ -1231,6 +1249,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) ([glama](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp)) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Full automation of Google NotebookLM β€” Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API. - [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [glama](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client. - [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) πŸ“‡ 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required. +- [l33tdawg/sage](https://github.com/l33tdawg/sage) [glama](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 πŸͺŸ 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed β€” no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers. - [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. - [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) πŸ“‡ 🏠 🍎 πŸͺŸ 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring. - [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [glama](https://glama.ai/mcp/servers/@Smriti-AA/smriti) πŸ¦€ 🏠 🍎 πŸͺŸ 🐧 - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL. @@ -1425,7 +1444,9 @@ Tools for conducting research, surveys, interviews, and data collection. - [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform - [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) πŸŽ–οΈ πŸ“‡ ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai) - [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) πŸ“‡ ☁️ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking. +- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [glama](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) πŸ“‡ 🏠 - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools. - [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) πŸŽ–οΈ πŸ“‡ ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/) +- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [glama](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/) - [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI - [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 πŸͺŸ 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI. - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more. @@ -1469,6 +1490,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) πŸŽ–οΈ πŸ“‡ ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent - [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) πŸ“‡ ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling. - [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ πŸ”Ž - Highest Accuracy Web Search for AI +- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) ([glama](https://glama.ai/mcp/servers/FayAndXan/spectrawl)) πŸ“‡ 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search. - [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ πŸ”Ž - Highest Accuracy Deep Research and Batch Tasks MCP - [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) πŸŽ–οΈ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery - [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery β€” search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs. @@ -1490,6 +1512,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [glama](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) πŸ“‡ ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev). - [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations - [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site. +- [MarcinDudekDev/the-data-collector](https://github.com/MarcinDudekDev/the-data-collector) [glama](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base. - [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) πŸ“‡ ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API - [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) πŸŽ–οΈ πŸ“‡ ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities. @@ -1577,6 +1600,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) πŸ“‡ ☁️ 🏠 - MCP server for Zitadel identity management β€” manage users, projects, OIDC apps, roles, and service accounts through natural language. - [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) β˜• 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude. - [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 πŸͺŸ 🐧 - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard. +- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [glama](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) πŸ“‡ ☁️ 🍎 πŸͺŸ 🐧 - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%. ### 🌐 Social Media @@ -1774,6 +1798,7 @@ Interact with Git repositories and version control platforms. Enables repository - [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - πŸ“‡ ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform. - [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) πŸ“‡ ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). - [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - πŸ“‡ ☁️ Allows AI clients to manage records and notes in Attio CRM +- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [glama](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) πŸ“‡ ☁️ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants. - [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) πŸ“‡ ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP). - [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 πŸͺŸ 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows. - [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) πŸŽ–οΈ πŸ“‡ 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.