# AllMCPs - The Definitive Model Context Protocol Directory > AllMCPs (https://allmcps.com) is the open directory of Model Context Protocol (MCP) servers, tools, and integrations for AI agents, Claude Desktop, Cursor, and custom LLMs. ## Directory Overview - **Total MCP Servers:** 31481 (as of Nov 12, 2026, 04:35 UTC) - **Categories:** ๐Ÿ”— Aggregators, ๐Ÿ”„ Version Control, ๐Ÿ“Š Data Platforms, ๐Ÿ—„๏ธ Databases, ๐Ÿ”’ Security, ๐Ÿ’ป Developer Tools, ๐Ÿ’ฌ Communication, ๐ŸŽฅ Multimedia Process, ๐Ÿง  Knowledge & Memory, ๐ŸŽ™๏ธ Speech-to-Text, ๐Ÿ’ฐ Finance & Fintech, ๐Ÿ”Ž Search & Data Extraction, ๐ŸŽฎ Gaming, ๐Ÿ‘ค Customer Data Platforms, ๐Ÿ“ Architecture & Design, ๐Ÿข Workplace & Productivity, ๐Ÿ–ฅ๏ธ OS Automation, ๐ŸŒ Social Media, ๐Ÿ“‚ File Systems, ๐ŸŽจ Art & Culture, ๐Ÿ›’ E-Commerce, ๐Ÿ“‚ Browser Automation, ๐Ÿ› ๏ธ Other Tools and Integrations, ๐Ÿ”ฌ Research, ๐Ÿš† Travel & Transportation, โ˜๏ธ Cloud Platforms, ๐Ÿ–ฅ๏ธ Command Line, ๐Ÿ“Š Data Visualization, ๐Ÿค– Coding Agents, ๐Ÿ—ฃ๏ธ Conversational AI, ๐Ÿ  Home Automation, ๐Ÿƒ Sports, ๐Ÿญ Industrial & IoT, ๐Ÿ“Š Monitoring, ๐Ÿงฎ Data Science Tools, ๐Ÿ“‹ Product Management, ๐ŸŽฏ Marketing, ๐Ÿงฌ Biology & Bioinformatics, ๐Ÿ‘จโ€๐Ÿ’ป Code Execution, ๐ŸŽ“ Education, ๐Ÿ—บ๏ธ Location Services, ๐ŸŽง Text-to-Speech, โš–๏ธ Legal, ๐ŸŒณ Environment & Nature, ๐ŸŒŽ Translation Services, ๐Ÿ“ฆ Delivery, ๐Ÿ“Ÿ Embedded System, ๐Ÿ”ฎ Spirituality & Esoterica, ๐Ÿ  Real Estate, ๐ŸŽง Support & Service Management, ๐Ÿš€ Aerospace & Astrodynamics, ๐ŸŽ™๏ธ Podcasts, ๐Ÿ”‘ Cryptography, ๐Ÿค Agreements & Coordination - **Full Catalog Export (Markdown):** https://allmcps.com/llms-full.txt - **Structured Catalog Export (JSON dataset):** https://allmcps.com/data.json - **Agent Search API:** https://allmcps.com/api/v1/search?q={query} - **Remote MCP Server Tool:** https://allmcps.com/api/mcp - **Per-listing Markdown:** https://allmcps.com/mcp/{id}.md - **Per-listing Alternatives:** https://allmcps.com/mcp/{id}/alternatives - **Side-by-side Compare:** https://allmcps.com/mcp/{id}/vs/{otherId} - **Agent auth & claim API:** https://allmcps.com/auth.md (register via POST /api/v1/agent/register, confirm code at /confirm, and claim listings via POST /api/v1/agent/claim with DNS TXT / site badge / GitHub README) ## AllMCPs Developer Resources - **AllMCPs API Documentation:** https://allmcps.com/docs/api - **AllMCPs OpenAPI Spec:** https://allmcps.com/api/v1/openapi.json (RFC 9457-style typed errors, OAuth-style scoped Bearer auth documented under components.securitySchemes) - **AllMCPs OAuth Scopes / Protected Resource Metadata:** https://allmcps.com/.well-known/oauth-protected-resource - **AllMCPs MCP Server (remote, JSON-RPC):** https://allmcps.com/api/mcp โ€” also live at https://allmcps.com/.well-known/mcp. Speaks MCP 2026-07-28 (per-request `_meta`, `server/discover`) and the initialize-based 2025-11-25 and earlier. Tools include search_mcp_servers (transport and verified_only filters), get_mcp_install_config (configs for 13 clients), get_mcp_alternatives, compare_mcp_servers and recommend_mcp_stack. - **AllMCPs CLI / MCP Server (npm package):** `npx allmcps-server` โ€” https://www.npmjs.com/package/allmcps-server (run with no args for the stdio MCP server, or a subcommand like `allmcps-server search ` for direct CLI output) - **AllMCPs API Versioning & Deprecation Policy:** URL-versioned (`/api/v1`); deprecations get a `Deprecation`/`Sunset` header โ‰ฅ90 days ahead โ€” see https://allmcps.com/docs/api ## Submit an MCP Server (Free) - **Listing is always free** โ€” no payment required to get listed. - **Submit (web):** https://allmcps.com/submit - **Submit (agent API, recommended):** POST a JSON-RPC `tools/call` for `submit_mcp_server` to https://allmcps.com/api/mcp โ€” call `tools/list` first for the full field schema (required: name, url, description, category, email; optional enrichment: tags, license, authType, pricingModel, maintenanceStatus, compatibleClients, supportUrl, suggestedInstallCommand, suggestedInstallArgs โ€” fill in whatever you can confidently determine from the repo for a fully flushed-out listing). Also available as the `submit_mcp_server` tool in the `allmcps-server` npm package. Or POST the same fields as flat JSON to https://allmcps.com/api/v1/submit (no CAPTCHA โ€” the human /submit form requires one, this endpoint doesn't; GET https://allmcps.com/api/v1/categories for the valid category list). AI assistants may submit on behalf of the person authorised to list a server: one accurate submission per server, no bulk or unattended runs (https://allmcps.com/terms#prohibited-conduct). - Paid boosts (priority review, featured, premium) are optional upgrades. See https://allmcps.com/pricing ## Promotions - Promo code `AGENTREADY` takes 50% off paid boosts, priority review and Premium at checkout. Listing is free without it. ## Agent Workflow Prompts (Ready-to-use MCP System Prompts) - **Prompts Hub:** https://allmcps.com/prompts - [Full-Stack Web Developer Agent](https://allmcps.com/prompts/fullstack-developer): Postgres + GitHub + Puppeteer / Browser Automation - [GitHub Pull Request Review Agent](https://allmcps.com/prompts/github-pr-review): GitHub MCP + Context7 Docs - [Production Error Triage Agent](https://allmcps.com/prompts/sentry-error-triage): Sentry + GitHub + Linear - [CI Failure Debugger](https://allmcps.com/prompts/ci-failure-debugger): GitHub Actions + Git + Filesystem - [Security Code Review Agent](https://allmcps.com/prompts/security-code-review): Snyk + GitHub Security + Filesystem - [Browser E2E Test Author](https://allmcps.com/prompts/playwright-e2e-testing): Playwright MCP + Filesystem - [Figma Design-to-Code Agent](https://allmcps.com/prompts/figma-to-code): Figma MCP + Playwright Visual Check - [Web Performance & Core Web Vitals Auditor](https://allmcps.com/prompts/web-performance-audit): Chrome DevTools MCP + Filesystem - [Supabase Schema & Migration Assistant](https://allmcps.com/prompts/supabase-schema-migrations): Supabase MCP (read-only) + Git - [Postgres Query Performance Tuner](https://allmcps.com/prompts/postgres-performance-tuning): Postgres MCP Pro + Filesystem - [Data Pipeline (dbt) Debugger](https://allmcps.com/prompts/dbt-pipeline-debugger): dbt MCP + GitHub - [Weekly Product Analytics Report](https://allmcps.com/prompts/product-analytics-report): PostHog + Google Sheets / Drive - [Incident Response Commander](https://allmcps.com/prompts/incident-response): PagerDuty + Grafana + Slack - [Kubernetes Troubleshooting Agent](https://allmcps.com/prompts/kubernetes-troubleshooter): Kubernetes MCP + Grafana - [Terraform Change Reviewer](https://allmcps.com/prompts/terraform-plan-review): Terraform MCP + GitHub - [Competitor & Market Research Agent](https://allmcps.com/prompts/market-research): Brave Search + Firecrawl + Filesystem - [Team Knowledge Base Q&A](https://allmcps.com/prompts/team-knowledge-qa): Atlassian (Confluence + Jira) + Slack - [Technical SEO Site Audit](https://allmcps.com/prompts/technical-seo-audit): Firecrawl + Chrome DevTools + Search Console - [SEO Content Refresh Planner](https://allmcps.com/prompts/seo-content-refresh): Search Console + Brave Search + Firecrawl - [Release Notes & Changelog Writer](https://allmcps.com/prompts/release-notes-writer): GitHub + Linear - [Stripe Revenue & Billing Health Report](https://allmcps.com/prompts/stripe-revenue-report): Stripe + Google Sheets / Drive - [Automated Research & Knowledge Agent](https://allmcps.com/prompts/research-agent): Memory + Web Search/Fetch + Obsidian Note Storage - [DevOps & Cloud Infrastructure Engineer](https://allmcps.com/prompts/devops-engineer): Cloudflare + Git + Docker/CLI - [Data Analyst & SQL Scientist Agent](https://allmcps.com/prompts/data-analyst): SQLite / Postgres + Data Science & Visualization - [Product & Operations Coordinator](https://allmcps.com/prompts/product-ops): Slack / Discord + Linear / Jira + Customer Support ## Best MCP Servers by Use Case (curated, ranked) - [Best MCP Servers for Databases](https://allmcps.com/best/databases) - [Best MCP Servers for Developers](https://allmcps.com/best/developer-tools) - [Best MCP Servers for Web Search & Scraping](https://allmcps.com/best/web-search) - [Best MCP Servers for Security](https://allmcps.com/best/security) - [Best MCP Servers for Browser Automation](https://allmcps.com/best/browser-automation) - [Best MCP Servers for Slack & Communication](https://allmcps.com/best/communication) - [Best MCP Servers for Memory & Knowledge](https://allmcps.com/best/memory-knowledge) - [Best MCP Servers for Finance & Fintech](https://allmcps.com/best/finance) - [Best MCP Servers for Cloud Platforms](https://allmcps.com/best/cloud) - [Best MCP Servers for Coding Agents](https://allmcps.com/best/coding-agents) - [Best MCP Servers for Monitoring & Observability](https://allmcps.com/best/monitoring) - [Best MCP Servers for File Systems](https://allmcps.com/best/file-systems) - [Best MCP Servers for Git & Version Control](https://allmcps.com/best/version-control) - [Best MCP Servers for Workplace & Productivity](https://allmcps.com/best/workplace-productivity) - [Best MCP Servers for Marketing](https://allmcps.com/best/marketing) - [Best MCP Servers for Social Media](https://allmcps.com/best/social-media) - [Best MCP Servers for Customer Data Platforms](https://allmcps.com/best/customer-data-platforms) - [Best MCP Servers for Data Platforms](https://allmcps.com/best/data-platforms) - [Best MCP Servers for Research](https://allmcps.com/best/research) - [Best MCP Servers for Data Science](https://allmcps.com/best/data-science) - [Best MCP Servers for Code Execution](https://allmcps.com/best/code-execution) - [Best MCP Servers for Command Line & Terminal](https://allmcps.com/best/command-line) - [Best MCP Servers for E-Commerce](https://allmcps.com/best/e-commerce) - [Best MCP Servers for Legal](https://allmcps.com/best/legal) - [Best MCP Servers for Multimedia & Media Processing](https://allmcps.com/best/multimedia) - [Best MCP Servers for Gaming](https://allmcps.com/best/gaming) - [Best MCP Servers for Maps & Location](https://allmcps.com/best/location-services) - [Best MCP Servers for Travel & Transportation](https://allmcps.com/best/travel) - [Best MCP Servers for PostgreSQL](https://allmcps.com/best/postgres) - [Best MCP Servers for SQLite](https://allmcps.com/best/sqlite) - [Best MCP Servers for MySQL](https://allmcps.com/best/mysql) - [Best MCP Servers for MongoDB](https://allmcps.com/best/mongodb) - [Best MCP Servers for GitHub](https://allmcps.com/best/github) - [Best MCP Servers for GitLab](https://allmcps.com/best/gitlab) - [Best MCP Servers for Docker](https://allmcps.com/best/docker) - [Best MCP Servers for Kubernetes](https://allmcps.com/best/kubernetes) - [Best MCP Servers for AWS](https://allmcps.com/best/aws) - [Best MCP Servers for OpenAPI](https://allmcps.com/best/openapi) - [Best MCP Servers for Notion](https://allmcps.com/best/notion) - [Best MCP Servers for Jira](https://allmcps.com/best/jira) - [Best MCP Servers for Google Workspace](https://allmcps.com/best/google-workspace) - [Best MCP Servers for Slack](https://allmcps.com/best/slack) - [Best MCP Servers for Discord](https://allmcps.com/best/discord) - [Best MCP Servers for YouTube](https://allmcps.com/best/youtube) - [Best MCP Servers for PDF](https://allmcps.com/best/pdf) - [Best MCP Servers for Stripe](https://allmcps.com/best/stripe) - [Best MCP Servers for Playwright](https://allmcps.com/best/playwright) - [Best MCP Servers for SEO](https://allmcps.com/best/seo) - [Best MCP Servers for Figma](https://allmcps.com/best/figma) - [Best MCP Servers for Obsidian](https://allmcps.com/best/obsidian) - [Best MCP Servers for Shopify](https://allmcps.com/best/shopify) - [Best MCP Servers for Gmail](https://allmcps.com/best/gmail) - [Best MCP Servers for Redis](https://allmcps.com/best/redis) - [Best MCP Servers for Cloudflare](https://allmcps.com/best/cloudflare) - [Best MCP Servers for Supabase](https://allmcps.com/best/supabase) - [Best MCP Servers for Confluence](https://allmcps.com/best/confluence) - [Best MCP Servers for BigQuery](https://allmcps.com/best/bigquery) - [Best MCP Servers for n8n](https://allmcps.com/best/n8n) - [Best MCP Servers for Salesforce](https://allmcps.com/best/salesforce) - [Best MCP Servers for Terraform](https://allmcps.com/best/terraform) ## MCP Client Setup Guides (how to install MCP servers) - [How to Install MCP Servers in Claude Desktop](https://allmcps.com/clients/claude-desktop) - [How to Install MCP Servers in Cursor](https://allmcps.com/clients/cursor) - [How to Install MCP Servers in Cline / VS Code](https://allmcps.com/clients/cline) - [How to Install MCP Servers in Windsurf](https://allmcps.com/clients/windsurf) - [How to Install MCP Servers in Claude Code](https://allmcps.com/clients/claude-code) - [How to Install MCP Servers in VS Code (GitHub Copilot)](https://allmcps.com/clients/vs-code) - [How to Install MCP Servers in Zed](https://allmcps.com/clients/zed) - [How to Install MCP Servers in OpenAI Codex CLI](https://allmcps.com/clients/codex) - [How to Install MCP Servers in Gemini CLI](https://allmcps.com/clients/gemini-cli) - [How to Install MCP Servers in JetBrains AI Assistant](https://allmcps.com/clients/jetbrains) - [How to Install MCP Servers in Roo Code](https://allmcps.com/clients/roo-code) - [How to Install MCP Servers in Continue](https://allmcps.com/clients/continue) - [How to Install MCP Servers in LM Studio](https://allmcps.com/clients/lm-studio) ## Categories & Featured Servers ### ๐Ÿ”— Aggregators Category page: https://allmcps.com/categories/aggregators - [AllMCPs Server](https://allmcps.com/mcp/allmcps-server): The official MCP server for AllMCPs.com - submit and manage tools directly from your AI. The open directory for MCP servers. Connect Claude, Cursor, Windsurf, and AI agents to databases, tools, files, and APIs. Explore 10,000+ servers. AllMCPs is the premier, open directory for discovering, evaluating, and installing Model Context Protocol (MCP) servers to equip AI agents and LLMs with real-world superpowers. (Package: `allmcps-server`) - [1mcp/agent](https://allmcps.com/mcp/1mcp-agent): A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. (Package: `@upstash/context7-mcp`) - [arikusi/deepseek-mcp-server](https://allmcps.com/mcp/arikusi-deepseek-mcp-server): MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking. (Package: `@arikusi/deepseek-mcp-server`) - [smart-mcp-proxy/mcpproxy-go](https://allmcps.com/mcp/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. (Remote endpoint: `https://mcp.context7.com/mcp`) - [MCPHub](https://allmcps.com/mcp/mcphub-2): Self-hosted MCP gateway that aggregates, routes and manages multiple MCP servers behind one endpoint. (Package: `time-mcp`) - [SandBase CLI](https://allmcps.com/mcp/sandbase-cli): Open-source CLI and MCP server for discovering and calling 2,000+ AI models and APIs through one consistent developer interface. (Package: `@sandbaseai/cli@latest`) - [Crypto News Aggregator](https://allmcps.com/mcp/crypto-news-aggregator): Free crypto news aggregator MCP - Bitcoin Ethereum DeFi Solana altcoins feeds (Package: `@nirholas/free-crypto-news-mcp`) - [HelpCode-ai/anythingmcp](https://allmcps.com/mcp/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 โ€” 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. - [mcp-public](https://allmcps.com/mcp/mcp-public): Search engine for AI agents to find MCP servers, A2A agents, and skills on their own. (Remote endpoint: `https://tiza.cc/mcp`) - [2s-io/sdk](https://allmcps.com/mcp/2s-io-sdk): Unified API for AI agents โ€” 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 โ€” no API keys, no signup. npx -y @2sio/mcp (Package: `@2sio/mcp`) ### ๐Ÿ”„ Version Control Category page: https://allmcps.com/categories/version-control - [Git](https://allmcps.com/mcp/git): Tools to read, search, and manipulate Git repositories. (Package: `installations`) - [bgauryy/octocode-mcp](https://allmcps.com/mcp/bgauryy-octocode-mcp): AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime. (Package: `octocode`) - [Gitee MCP Server](https://allmcps.com/mcp/gitee-mcp-server): ่ฎฉ AI ็”จ่‡ช็„ถ่ฏญ่จ€็ฎก็† Gitee ไป“ๅบ“๏ผšๆŸฅ starใ€็ฎก Issueใ€ๅŸบไบŽ commit ็”Ÿๆˆไธญๆ–‡ CHANGELOG๏ผˆๅŽŸ็”Ÿๆ— ๆญค API๏ผ‰ (Package: `gitee-mcp`) - [git-mcp-server](https://allmcps.com/mcp/git-mcp-server): MCP server for GitLab and GitHub (Package: `@raytien/git-mcp-server`) - [atlassian-mcp-server](https://allmcps.com/mcp/atlassian-mcp-server): Official remote MCP server for Atlassian. Securely connect Jira, Confluence, Jira Service Management, Bitbucket, and Compass to Claude, ChatGPT, Cursor, VS Code, and other AI tools using OAuth 2.1 or API tokens. (Remote endpoint: `https://mcp.atlassian.com/v2/mcp`) - [git-mcp-server](https://allmcps.com/mcp/git-mcp-server-2): Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more. (Package: `@cyanheads/git-mcp-server@latest`) - [github/github-mcp-server](https://allmcps.com/mcp/github-github-mcp-server): Official GitHub server for integration with repository management, PRs, issues, and more. (Remote endpoint: `https://api.githubcopilot.com/mcp/`) - [github](https://allmcps.com/mcp/github-4): GitHub analytics - repos, PRs, issues, releases, contributors - [idosal/git-mcp](https://allmcps.com/mcp/idosal-git-mcp): gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation (Remote endpoint: `https://docs.augmentcode.com/setup-augment/mcp`) - [git-history](https://allmcps.com/mcp/git-history): Give AI agents Git history tools: commit search, file history, blame, contributors, ref diffs. (Package: `mcp-server-git-history`) ### ๐Ÿ“Š Data Platforms Category page: https://allmcps.com/categories/data-platforms - [Avo](https://allmcps.com/mcp/avo): Define, ship & query your analytics tracking from one source of truth, trusted by humans and agents. (Remote endpoint: `https://mcp.avo.app/mcp`) - [CorpusIQ](https://allmcps.com/mcp/corpusiq): 65+ MCP tools for business operations: ecommerce, finance, marketing, and analytics data through one streamable-HTTP endpoint. Built for operators. (Remote endpoint: `https://mcp2.corpusiq.io/mcp`) - [dbt-labs/dbt-mcp](https://allmcps.com/mcp/dbt-labs-dbt-mcp): Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. (Package: `dbt-mcp`) - [openmetadata](https://allmcps.com/mcp/openmetadata-2): OpenMetadata MCP โ€” metadata, lineage, search, data quality, OM 1.12+ Data Contracts (Package: `@us-all/openmetadata-mcp`) - [bintocher/mcp-superset](https://allmcps.com/mcp/bintocher-mcp-superset): 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. (Package: `mcp-superset`) - [CivicDataForge Government Evidence](https://allmcps.com/mcp/civicdataforge-government-evidence): CivicDataForge is a production remote MCP server for AI agents that provides ten source-bound government-record evidence tools plus four run helpers across property compliance, healthcare exclusions, regulated facilities, environmental records, Norway company evidence, and jurisdiction routing. Public initialize and tool discovery require no credential; execution uses the callerโ€™s own Apify API token in the X-Apify-Token header. Results preserve official source links, scope limits, provenance, and failure states through one stable endpoint. (Package: `github:equinoxaifinance-rgb/civicdataforge-mcp`) - [mcp-trino](https://allmcps.com/mcp/mcp-trino): MCP server for Trino data warehouses. Query, analyze plans, and explore schemas. - [Statistics Canada MCP Server](https://allmcps.com/mcp/statistics-canada-mcp-server): Access Statistics Canada data via the Web Data Services API (Package: `statcan-mcp-server`) - [us-all/airflow-mcp-server](https://allmcps.com/mcp/us-all-airflow-mcp-server): Airflow REST API โ€” 7 tools (DAG list, runs, task instances, log tails, trigger, clear). dag-health-rollup aggregation. Airflow 3.x /api/v2 + JWT (SimpleAuthManager); pin 0.1.x for Airflow 2.x. Read-only by default; trigger/clear write-gated. (Package: `@us-all/airflow-mcp`) - [aegis-dq/aegis-dq](https://allmcps.com/mcp/aegis-dq-aegis-dq): Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency. (Package: `aegis-dq`) ### ๐Ÿ—„๏ธ Databases Category page: https://allmcps.com/categories/databases - [InfluxData/influxdb3_mcp_server](https://allmcps.com/mcp/influxdata-influxdb3-mcp-server): Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated (Package: `usage`) - [s2-streamstore/s2-sdk-typescript](https://allmcps.com/mcp/s2-streamstore-s2-sdk-typescript): Official MCP server for the S2.dev serverless stream platform. - [devopam/MCPg](https://allmcps.com/mcp/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. (Package: `mcpg`) - [blackwell-systems/agent-lsp](https://allmcps.com/mcp/blackwell-systems-agent-lsp): Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk. (Package: `agent-lsp`) - [universal-db-mcp](https://allmcps.com/mcp/universal-db-mcp): Security-first MCP server for PostgreSQL, SQLite, MySQL, DuckDB with SQL injection prevention. (Package: `universal-db-mcp`) - [Databases (read-only, switchable)](https://allmcps.com/mcp/databases-read-only-switchable): Read-only SQL, MongoDB, Redis and Elasticsearch access, switchable mid-conversation. (Package: `@shibbirweb/mcp-db-read-only`) - [designcomputer/mysql_mcp_server](https://allmcps.com/mcp/designcomputer-mysql-mcp-server): MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines (Package: `mysql_mcp_server`) - [hana-mcp-server](https://allmcps.com/mcp/hana-mcp-server): SAP HANA MCP server โ€” Model Context Protocol server for SAP HANA and HANA Cloud. Use with Claude Code, VS Code, and other AI agents. (Package: `hana-mcp-ui`) - [MySQL MCP](https://allmcps.com/mcp/mysql-mcp): MCP server for one MySQL database: schema, read-only queries and guarded writes. (Package: `mcp-mysql-client`) - [qdrant/mcp-server-qdrant](https://allmcps.com/mcp/qdrant-mcp-server-qdrant): An official Qdrant Model Context Protocol (MCP) server implementation (Package: `mcp-server-qdrant`) ### ๐Ÿ”’ Security Category page: https://allmcps.com/categories/security - [Feranor Resilience](https://allmcps.com/mcp/feranor-resilience): Scan/purge hidden text & score web domains: TLS, DNS, headers, speed. Free scans, $0.01 actions. The Tools: - text_scan_v1 โ€” free Scans a text string for invisible Unicode characters, homoglyphs, and normalization issues. Returns a risk score, a list of flagged characters, and detected homoglyphs. Never modifies the input text. - text_purge_v1 โ€” $0.01 per call Removes invisible Unicode characters and replaces homoglyphs in a text string, then normalizes the result. Returns the cleaned text plus a before-and-after risk comparison. - domain_check_score_v1 โ€” free Overall score, per-category scores, and how many findings each category raised. Use it to triage: rank a list of domains, confirm one is healthy, or decide whether the full report is worth pulling. It tells you which categories are weak and how many issues they hold, but not what the issues are. - domain_check_score_batch_v1 โ€” free The same triage scores for up to 100 domains in a single call. One score summary per distinct domain: overall score, per-category scores, and how many findings each category raised. Never the findings themselves. - domain_check_v1 โ€” $0.01 per call Full report for one domain: weighted score out of 100, per-category breakdown, and every individual finding with a prioritised remediation order. - domain_check_batch_v1 โ€” from $0.005 per domain The same full report for up to 100 domains in a single call, with **one payment for the whole batch** instead of one per domain. Both cheaper per domain and much faster than calling `domain_check_v1` in a loop. (Remote endpoint: `https://www.feranor.com/tools/mcp`) - [REA](https://allmcps.com/mcp/rea): Reverse engineer anything from your terminal or agent with one CLI and MCP server. - [LaurieWired/GhidraMCP](https://allmcps.com/mcp/lauriewired-ghidramcp): A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports. (Package: `ghidra-mcp`) - [mrexodia/ida-pro-mcp](https://allmcps.com/mcp/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. (Package: `https`) - [bx33661/Wireshark-MCP](https://allmcps.com/mcp/bx33661-wireshark-mcp): Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities. (Package: `wireshark-mcp`) - [13bm/GhidraMCP](https://allmcps.com/mcp/13bm-ghidramcp): MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol. - [icoretech/warden-mcp](https://allmcps.com/mcp/icoretech-warden-mcp): MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official bw CLI. (Package: `@icoretech/warden-mcp@latest`) - [radareorg/r2mcp](https://allmcps.com/mcp/radareorg-r2mcp): MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering. - [reverse-engineering-assistant](https://allmcps.com/mcp/reverse-engineering-assistant): MCP server for reverse engineering tasks in Ghidra ๐Ÿ‘ฉโ€๐Ÿ’ป (Package: `reverse-engineering-assistant`) - [mcp-threatintel](https://allmcps.com/mcp/mcp-threatintel): Unified threat intel - OTX, AbuseIPDB, GreyNoise, abuse.ch, Feodo Tracker (Package: `mcp-threatintel-server`) ### ๐Ÿ’ป Developer Tools Category page: https://allmcps.com/categories/developer-tools - [docker/hub-mcp](https://allmcps.com/mcp/docker-hub-mcp): Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images - [next-ai-draw-io](https://allmcps.com/mcp/next-ai-draw-io): Draw and edit draw.io diagrams by chatting with an AI. Web app, desktop app, and an MCP server for Claude Code, Cursor, Codex and VS Code. (Package: `@next-ai-drawio/mcp-server@latest`) - [eyaltoledano/claude-task-master](https://allmcps.com/mcp/eyaltoledano-claude-task-master): AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage. (Package: `task-master-ai`) - [upstash/context7](https://allmcps.com/mcp/upstash-context7): Up-to-date code documentation for LLMs and AI code editors. - [vercel/next-devtools-mcp](https://allmcps.com/mcp/vercel-next-devtools-mcp): Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features. (Package: `next-devtools-mcp@latest`) - [APIANT.AI](https://allmcps.com/mcp/apiant-ai): An AI integration engineer that builds, tests, monitors, and improves integrations, helping teams create robust solutions instead of workarounds. - [ARC-1](https://allmcps.com/mcp/arc-1): MCP server for SAP ABAP systems (Package: `arc-1@latest`) - [hechtcarmel/jetbrains-debugger-mcp-plugin](https://allmcps.com/mcp/hechtcarmel-jetbrains-debugger-mcp-plugin): A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. - [mcp-abap-adt](https://allmcps.com/mcp/mcp-abap-adt-2): ABAP ADT MCP server for reading SAP objects (programs, classes, tables, CDS) via ADT (Package: `mcp-abap-adt`) - [Azure DevOps (ADO)](https://allmcps.com/mcp/azure-devops-ado): The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. (Package: `@azure-devops/mcp`) ### ๐Ÿ’ฌ Communication Category page: https://allmcps.com/categories/communication - [line/line-bot-mcp-server](https://allmcps.com/mcp/line-line-bot-mcp-server): MCP Server for Integrating LINE Official Account (Package: `@line/line-bot-mcp-server`) - [Infobip/mcp](https://allmcps.com/mcp/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. - [call4me](https://allmcps.com/mcp/call4me): call4me lets your AI agent make real phone calls for you. Ask Claude, ChatGPT, Cursor, Codex or your own app to book a table, schedule a dentist appointment, cancel a subscription or ask a business a question. It calls, waits on hold, gets through the phone menu, talks to the person who answers, and reports back with the outcome and a transcript. It can also ring you to join the call. Calls are paid from prepaid credits, starting at $10. (Remote endpoint: `https://call4.me/mcp`) - [microsoft-outlook-mcp](https://allmcps.com/mcp/microsoft-outlook-mcp): Microsoft Outlook (mail) MCP server โ€” read, search, and send email through Microsoft Graph. (Package: `ms-calendar-mcp`) - [Unstructured Transform](https://allmcps.com/mcp/unstructured-transform): Transform MCP is a single MCP-native tool that turns any file into agent-ready data, called directly from your agent session with no separate pipeline to wire up. Drop in a PDF, spreadsheet, scan, or email and get back partitioned, enriched, chunked, and embedded output ready for RAG, vector stores, or agent memory. 60+ formats, one call, 15,000 free pages a month. - [softeria/ms-365-mcp-server](https://allmcps.com/mcp/softeria-ms-365-mcp-server): MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) (Package: `@softeria/ms-365-mcp-server`) - [webhook.co](https://allmcps.com/mcp/webhook-co): Receive, inspect, replay and deliver webhooks โ€” with signature verification and agent triggers. (Package: `@webhook-co/cli`) - [DirectMailAmerica](https://allmcps.com/mcp/directmailamerica): Print and mail one First-Class letter or full-color postcard to a US address. Preview artwork, edit the cover sheet, review an exact quote, and approve the mailing before sending. Approval is bound to the content, recipients, options and total. Version 2.4.0 saves retryable mailing requests in a durable queue. If live pricing is unavailable, eligible products can use a configured fallback total. Quoting does not charge. Explicit approval may debit credits and queue fulfillment; queued mail has not been submitted, and retries reuse the same artwork, recipients, options and approved price without charging again. Check the existing quote or job rather than creating a duplicate. Unpriced requests cannot charge or mail and require approval after pricing. Test with a separate no-cost simulation that cannot charge or mail. Full MCP provides 75 tools, including email-to-mail workflows, stationery and administration. For focused sending, use the 23-tool Narrow profile at https://directmailamerica.com/api/mcp-narrow. When content review is enabled, mailing content may be processed by AI and content-safety services, and requests may be held or rejected; details are in https://directmailamerica.com/privacy. Super simple. - [imap-mcp-server](https://allmcps.com/mcp/imap-mcp-server): IMAP/SMTP MCP server to search, read, organize, send, reply & forward email for AI assistants (Package: `imap-mcp-server`) - [lanchuske/local-mcp](https://allmcps.com/mcp/lanchuske-local-mcp): Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac โ€” no cloud, no tokens, no API keys. (Package: `local-mcp@latest`) ### ๐ŸŽฅ Multimedia Process Category page: https://allmcps.com/categories/multimedia-process - [Vocuno](https://allmcps.com/mcp/vocuno): Official Vocuno plugin for Claude that connects to Vocuno's remote MCP server for AI song generation, covers, remixes, stem separation, voice conversion, audio editing, mixing, mastering, and music analysis. (Remote endpoint: `https://vocuno.com/mcp`) - [mordor-forge/trident-mcp](https://allmcps.com/mcp/mordor-forge-trident-mcp): AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling. - [guimatheus92/mcp-video-analyzer](https://allmcps.com/mcp/guimatheus92-mcp-video-analyzer): MCP server for video analysis โ€” extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required. (Package: `mcp-video-analyzer@latest`) - [mcp-kling](https://allmcps.com/mcp/mcp-kling): MCP server for Kling AI video generation (Package: `mcp-kling`) - [DareDev256/fcpxml-mcp-server](https://allmcps.com/mcp/daredev256-fcpxml-mcp-server): The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ€” health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed. (Package: `fcp-mcp-server`) - [photoshop-mcp](https://allmcps.com/mcp/photoshop-mcp): MCP server for Adobe Photoshop automation - control Photoshop from AI assistants - [editmamei](https://allmcps.com/mcp/editmamei): Photoshop MCP server: natural-language AI photo editing with your own Photoshop. AI orchestration. (Package: `editmamei`) - [samuelgursky/davinci-resolve-mcp](https://allmcps.com/mcp/samuelgursky-davinci-resolve-mcp): MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control (Package: `davinci-resolve-mcp`) - [ae-mcp](https://allmcps.com/mcp/ae-mcp): A stdio connector for the local ae-mcp After Effects panel; install the AE extension separately. (Package: `ae-mcp-jkdg`) - [ronak-create/FableCut](https://allmcps.com/mcp/ronak-create-fablecut): Zero-dependency browser video editor that AI agents drive through a JSON timeline. MCP tools to add/patch clips, keyframes, transitions, text animations and filters, import media, and analyze a reference video into an edit blueprint (shots, beats, BPM, drop); the open editor UI live-reloads on every change and exports via ffmpeg. (Package: `fablecut`) ### ๐Ÿง  Knowledge & Memory Category page: https://allmcps.com/categories/knowledge-and-memory - [Moxie-Docs-MCP](https://allmcps.com/mcp/moxie-docs-mcp): MCP & Agent Skills for Automated Documentation, and codebase conventions + context (Package: `moxie-docs`) - [vectorize-io/hindsight](https://allmcps.com/mcp/vectorize-io-hindsight): Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory (Package: `@vectorize-io/hindsight-coding-agents`) - [writerslogic/scrivener-mcp](https://allmcps.com/mcp/writerslogic-scrivener-mcp): Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. npm i -g scrivener-mcp (Package: `scrivener-mcp`) - [bitbonsai/mcp-obsidian](https://allmcps.com/mcp/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. (Package: `@bitbonsai/mcpvault@latest`) - [minutes](https://allmcps.com/mcp/minutes): The private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting. (Package: `minutes-mcp`) - [Sequential Thinking](https://allmcps.com/mcp/sequential-thinking): Dynamic and reflective problem-solving through thought sequences. (Package: `@modelcontextprotocol/server-sequential-thinking`) - [shinpr/mcp-local-rag](https://allmcps.com/mcp/shinpr-mcp-local-rag): 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. (Package: `mcp-local-rag`) - [aliasunder/vault-cortex](https://allmcps.com/mcp/aliasunder-vault-cortex): MCP server for Obsidian vaults โ€” hybrid search, notes & files, memory, tasks, link graph, OAuth-protected. (Package: `vault-cortex@latest`) - [gingugu/gingugu](https://allmcps.com/mcp/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 (Package: `gingugu`) - [MarkusPfundstein/mcp-obsidian](https://allmcps.com/mcp/markuspfundstein-mcp-obsidian): MCP server that interacts with Obsidian via the Obsidian rest API community plugin (Package: `mcp-obsidian`) ### ๐ŸŽ™๏ธ Speech-to-Text Category page: https://allmcps.com/categories/speech-to-text - [eviscerations/whisper-windows-mcp](https://allmcps.com/mcp/eviscerations-whisper-windows-mcp): Windows-native local audio and video transcription using whisper.cpp with Vulkan GPU acceleration. No cloud APIs, no Python. Batch processing, multilingual support, model management, and background job handling built in. (Package: `whisper-windows-mcp`) - [whisper-mcp](https://allmcps.com/mcp/whisper-mcp): Local audio transcription using whisper.cpp. Transcribe with OpenAI Whisper models. (Package: `whisper-mcp`) - [CrispASR Agent Transcriber](https://allmcps.com/mcp/crispasr-agent-transcriber): Transcribe local audio and video with CrispASR and local models only. (Package: `@emiyakatuz/crispasr-agent-transcriber@latest`) - [Whisper Transcribe](https://allmcps.com/mcp/whisper-transcribe): Transcribe audio locally with faster-whisper or through the OpenAI Whisper API. (Package: `whisper-transcribe-mcp`) - [Video Transcriber](https://allmcps.com/mcp/video-transcriber): Transcribe videos from 1000+ platforms or local files offline, and search across every transcript - [mcp-listen](https://allmcps.com/mcp/mcp-listen): Give your AI agents the ability to listen. Microphone capture and speech-to-text. (Package: `mcp-listen`) - [samson-art/transcriptor-mcp](https://allmcps.com/mcp/samson-art-transcriptor-mcp): Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis (Remote endpoint: `https://transcriptor.gateway.mcpal.io/mcp`) - [spokenmd/spoken](https://allmcps.com/mcp/spokenmd-spoken): Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the Spoken API. Search episodes, get transcripts, check credit balance. (Package: `spoken-mcp`) - [transcribe-app/mcp-transcribe](https://allmcps.com/mcp/transcribe-app-mcp-transcribe): This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file. - [voice-audio-mcp](https://allmcps.com/mcp/voice-audio-mcp): Voice Audio MCP server. Tools: text to speech, list voices, transcribe. Built by MEOK AI Labs. (Package: `meok-setup`) ### ๐Ÿ’ฐ Finance & Fintech Category page: https://allmcps.com/categories/finance-and-fintech - [BlockVectra: multi-chain RPC & Data API](https://allmcps.com/mcp/blockvectra-multi-chain-rpc-data-api): Keyless docs/discovery. RPC follows chain policy; indexed data and account tools need an API key. (Package: `@blockvectra/mcp@0.1.0`) - [mcptoon](https://allmcps.com/mcp/mcptoon): Every Agent discovers all your MCP tools from one install; major token savings via TOON output. (Package: `mcptoon`) - [zwldarren-akshare-one-mcp](https://allmcps.com/mcp/zwldarren-akshare-one-mcp): Provide access to Chinese stock market data including historical prices, real-time data, news, andโ€ฆ (Package: `akshare-one-mcp`) - [Brazilian Central Bank (BCB) MCP](https://allmcps.com/mcp/sidneybissoli-bcb-br-mcp): MCP server for the Brazilian Central Bank (Banco Central do Brasil): SGS time series (Selic, IPCA, exchange rates, GDP and 139 curated, source-verified indicators), the Focus market-expectations survey and PTAX official exchange rates. 15 tools, 3 resources and 3 prompts, with provenance metadata on every response. Runs locally via npx (stdio) or through the hosted endpoint at https://bcb.sidneybissoli.com/mcp โ€” no API key or signup required. (Package: `bcb-br-mcp`) - [xinkuang-china-stock-mcp](https://allmcps.com/mcp/xinkuang-china-stock-mcp): Access real-time and historical market data for China A-shares and Hong Kong stocks, along with neโ€ฆ - [Priors](https://allmcps.com/mcp/priors): Credit records for AI agents on Robinhood Chain. Read any ERC-8004 agent's repayment record and score, pay x402 APIs in USDG from the agent's own wallet within caps, and borrow from or repay a Priors credit line. A hosted read-only server needs no key. (Package: `@priors/mcp`) - [@agentfund/mcp](https://allmcps.com/mcp/-agentfund-mcp): Fundraising infrastructure for AI agents on Solana โ€” campaigns, x402 donations, and on-chain reputation. MCP tools for registering agents, creating campaigns, and donating via the x402 pay-to-call flow, backed by Anchor programs (agentregistry, escrow, reputation). npx -y @agentfund/mcp (Package: `@agentfund/mcp`) - [@arbitova/mcp-server](https://allmcps.com/mcp/-arbitova-mcp-server): Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full EscrowV1 contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. npx @arbitova/mcp-server (Package: `@arbitova/mcp-server`) - [@frihet/mcp-server](https://allmcps.com/mcp/-frihet-mcp-server): AI-native business management โ€” invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline. (Package: `@frihet/mcp-server`) - [@iiatlas/hledger-mcp](https://allmcps.com/mcp/-iiatlas-hledger-mcp): Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals. (Package: `@iiatlas/hledger-mcp`) ### ๐Ÿ”Ž Search & Data Extraction Category page: https://allmcps.com/categories/search-and-data-extraction - [firecrawl/firecrawl-mcp-server](https://allmcps.com/mcp/firecrawl-firecrawl-mcp-server): Official Firecrawl server to search the web and scrape, crawl, map, and extract structured data from any site for LLMs. Handles JS-rendered pages, PDFs, and batch jobs; hosted remote MCP with OAuth or self-host. (Package: `firecrawl-mcp`) - [exa-labs/exa-mcp-server](https://allmcps.com/mcp/exa-labs-exa-mcp-server): A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way. (Package: `exa-mcp-server`) - [blazickjp/arxiv-mcp-server](https://allmcps.com/mcp/blazickjp-arxiv-mcp-server): A Model Context Protocol server for searching and analyzing arXiv papers (Package: `arxiv-mcp-server`) - [goesByhc/cn-scraper-mcp](https://allmcps.com/mcp/goesbyhc-cn-scraper-mcp): MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login. (Package: `cn-scraper-mcp`) - [Aas-ee/open-webSearch](https://allmcps.com/mcp/aas-ee-open-websearch): Web search using free multi-engine search (NO API KEYS REQUIRED) โ€” Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. (Package: `open-websearch@latest`) - [linxule/mineru-mcp](https://allmcps.com/mcp/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. (Package: `mineru-mcp`) - [0xMassi/webclaw](https://allmcps.com/mcp/0xmassi-webclaw): Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerprinting bypasses anti-bot without a browser. 67% fewer tokens than raw HTML. npx create-webclaw auto-configures Claude, Cursor, Windsurf, Codex, OpenCode. (Package: `create-webclaw`) - [Geonode MCP Server](https://allmcps.com/mcp/geonode-mcp-server): Give MCP-compatible AI assistants web search and content collection tools. Extract pages, discover URLs, crawl sites and run batches for research and downstream analysis. Geonode offers limited keyless page extraction; an API key enables the full toolset, including JavaScript rendering and country targeting. Supported functions: Extract webpage content from a compatible AI assistant or coding tool. Try basic synchronous page extraction without an API key, within anonymous limits. Use an API key for URL discovery, crawls, web search and batch jobs. Access JavaScript rendering and country targeting with authenticated requests. Monitor long-running extraction and crawl jobs from your MCP client. Turn a page into context: Extract a page as Markdown for your assistant to read. MCP server URL: https://mcp.geonode.com/mcp Try limited keyless page extraction through a compatible MCP client. Sign up and connect your Geonode API key to access additional features and the usage limits included in your plan. Try Geonode for free: https://app.geonode.com/signup Learn more: https://geonode.com (Remote endpoint: `https://mcp.geonode.com/mcp`) - [nickclyde/duckduckgo-mcp-server](https://allmcps.com/mcp/nickclyde-duckduckgo-mcp-server): A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing. (Package: `duckduckgo-mcp-server`) - [opendatalab/MinerU-Ecosystem](https://allmcps.com/mcp/opendatalab-mineru-ecosystem): Official MinerU document parsing MCP (mineru-open-mcp on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the MinerU API; free Flash mode without an API key (about 20 pages per file); optional MINERUAPITOKEN for higher limits. (Package: `mineru-open-mcp`) ### ๐ŸŽฎ Gaming Category page: https://allmcps.com/categories/gaming - [IvanMurzak/Unity-MCP](https://allmcps.com/mcp/ivanmurzak-unity-mcp): โƒฃ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP Server for Unity Editor and for a game made with Unity (Package: `unity-mcp-cli`) - [Coding-Solo/godot-mcp](https://allmcps.com/mcp/coding-solo-godot-mcp): A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. (Package: `@coding-solo/godot-mcp`) - [Erodenn/godot-mcp-runtime](https://allmcps.com/mcp/erodenn-godot-mcp-runtime): MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running. (Package: `godot-mcp-runtime`) - [Awesome Mineflayer MCP](https://allmcps.com/mcp/awesome-mineflayer-mcp): Control a Mineflayer Minecraft bot with 120+ MCP tools: move, mine, craft, fight, build, and see. (Package: `awesome-mineflayer-mcp`) - [dmang-dev/mcp-mgba](https://allmcps.com/mcp/dmang-dev-mcp-mgba): Drive the mGBA Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server. (Package: `mcp-mgba`) - [godot](https://allmcps.com/mcp/godot): FastMCP server for Godot 4.x โ€” AI-assisted projects, files, assets, and GDScript (Package: `godot-mcp-server`) - [dmang-dev/mcp-bizhawk](https://allmcps.com/mcp/dmang-dev-mcp-bizhawk): Drive the BizHawk multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more. (Package: `mcp-bizhawk`) - [Godot MCP](https://allmcps.com/mcp/godot-mcp-4): MCP server for full Godot 4.x engine control with 165 tools for AI-driven game development (Package: `@tugcantopaloglu/godot-mcp`) - [Godot MCP](https://allmcps.com/mcp/godot-mcp-5): Pure-Python FastMCP server for Godot 4 โ€” 28 headless & animation tools. Runs via uvx. (Package: `godot-mcp-uvx`) - [gregario/godot-forge](https://allmcps.com/mcp/gregario-godot-forge): Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3โ†’4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics. (Package: `godot-forge`) ### ๐Ÿ‘ค Customer Data Platforms Category page: https://allmcps.com/categories/customer-data-platforms - [RudderStack MCP](https://allmcps.com/mcp/rudderstack-mcp): Hosted MCP server for RudderStack. Ask Claude, ChatGPT, Cursor or Codex why events failed, which warehouse loads broke, or where your tracking plan is violated. Write and test transformations on sample events before deploying. OAuth login, your existing permissions, PII masked. (Remote endpoint: `https://mcp.rudderstack.com/mcp`) - [Apollo.io](https://allmcps.com/mcp/apollo-io): Prospect, enrich leads, and manage outreach sequences with Apollo.io. (Remote endpoint: `https://mcp.apollo.io/mcp`) - [hustcc/mcp-echarts](https://allmcps.com/mcp/hustcc-mcp-echarts): Generate visual charts using Apache ECharts with AI MCP dynamically. (Package: `mcp-echarts`) - [lionkiii/google-searchconsole-mcp](https://allmcps.com/mcp/lionkiii-google-searchconsole-mcp): Google Search Console MCP server with 13 SEO tools โ€” search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison. (Package: `google-searchconsole-mcp`) - [Salesforce](https://allmcps.com/mcp/salesforce): MCP server for Salesforce CRM โ€” Accounts, Contacts, Opportunities, Leads, Cases. (Package: `salesforce-mcp`) - [ckalima/pipedrive-mcp-server](https://allmcps.com/mcp/ckalima-pipedrive-mcp-server): MCP server for Pipedrive CRM. 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as @ckalima/pipedrive-mcp-server. MIT. (Package: `@ckalima/pipedrive-mcp-server`) - [avisangle/method-crm-mcp](https://allmcps.com/mcp/avisangle-method-crm-mcp): 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). - [Castaldo-Solutions/mcp-vtenext](https://allmcps.com/mcp/castaldo-solutions-mcp-vtenext): MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as @castaldosolutions/mcp-vtenext. - [iaptic/mcp-server-iaptic](https://allmcps.com/mcp/iaptic-mcp-server-iaptic): Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics. (Package: `mcp-server-iaptic`) - [QuackbackIO/quackback](https://allmcps.com/mcp/quackbackio-quackback): Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs. (Remote endpoint: `https://quackback.io/docs/mcp`) ### ๐Ÿ“ Architecture & Design Category page: https://allmcps.com/categories/architecture-and-design - [21st-dev/Magic-MCP](https://allmcps.com/mcp/21st-dev-magic-mcp): Create crafted UI components inspired by the best 21st.dev design engineers. (Package: `@21st-dev/cli@latest`) - [SolidWorks](https://allmcps.com/mcp/solidworks): Model, measure and verify parametric parts and assemblies in a running SolidWorks (Windows). (Package: `solidworks-mcp`) - [GLips/Figma-Context-MCP](https://allmcps.com/mcp/glips-figma-context-mcp): Provide coding agents direct access to Figma data to help them one-shot design implementation. (Package: `figma-developer-mcp`) - [FreeCAD MCP](https://allmcps.com/mcp/freecad-mcp): Control FreeCAD from Claude โ€” 3D modeling, PartDesign, CAM toolpaths, and more via 30+ tools. - [CAD MCP Server](https://allmcps.com/mcp/cad-mcp-server): Inspect STEP CAD geometry, topology, mass properties, and PMI via MCP. (Package: `cad-mcp-server`) - [figma-ui-mcp](https://allmcps.com/mcp/figma-ui-mcp): Bidirectional Figma MCP โ€” AI draws UI on Figma canvas, reads designs back (Package: `figma-ui-mcp`) - [Horizun Revit MCP](https://allmcps.com/mcp/horizun-revit-mcp): Open-source MCP server for Autodesk Revit: typed BIM edits, families, exports and Power BI. - [MeltFlex AI](https://allmcps.com/mcp/meltflex-ai): AI interior design โ€” restyle rooms, place furniture, and virtually stage spaces from a photo. (Package: `meltflex-mcp`) - [adobe-mcp](https://allmcps.com/mcp/adobe-mcp-2): MCP server that turns Adobe InDesign into an AI design automation platform โ€” 135+ tools for layout, styles, export, and publishing workflows (Package: `adobe-mcp-indesign`) - [ahujasid/blender-mcp](https://allmcps.com/mcp/ahujasid-blender-mcp): Open-source MCP to use Blender with any LLM (Package: `blender-mcp`) ### ๐Ÿข Workplace & Productivity Category page: https://allmcps.com/categories/workplace-and-productivity - [xlsx-tools-mcp](https://allmcps.com/mcp/xlsx-tools-mcp): MCP server for accurate, structure-preserving read/write access to Excel (.xlsx) files (Package: `xlsx-tools-mcp`) - [aashari/mcp-server-atlassian-jira](https://allmcps.com/mcp/aashari-mcp-server-atlassian-jira): Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time. (Package: `@aashari/mcp-server-atlassian-jira`) - [haris-musa/excel-mcp-server](https://allmcps.com/mcp/haris-musa-excel-mcp-server): An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae). (Package: `excel-mcp-server`) - [EthanQC/feishu-user-plugin](https://allmcps.com/mcp/ethanqc-feishu-user-plugin): All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth. (Package: `feishu-user-plugin`) - [LogiSheets](https://allmcps.com/mcp/logisheets): An Excel-compatible spreadsheet engine for agents: deterministic formulas, block memory, real .xlsx. (Package: `logisheets-mcp`) - [Sheets MCP](https://allmcps.com/mcp/sheets-mcp): Google Sheets for agent workflows in Claude Code and Claude Desktop: APIs, files, schedules, undo. (Package: `@sheetsmcp/server`) - [partymola/ticktick-mcp](https://allmcps.com/mcp/partymola-ticktick-mcp): MCP server for TickTick task management: create, update, complete, move, and filter tasks with field-preserving updates and completion tracking. (Package: `ticktick-mcp`) - [sbroenne/mcp-server-excel](https://allmcps.com/mcp/sbroenne-mcp-server-excel): โƒฃ ๐Ÿ  ๐ŸชŸ - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only. - [anytype-mcp](https://allmcps.com/mcp/anytype-mcp): Official MCP server for Anytype API - your encrypted, local and collaborative wiki. (Package: `@anyproto/anytype-mcp`) - [dev-mirzabicer/ticktick-sdk](https://allmcps.com/mcp/dev-mirzabicer-ticktick-sdk): Comprehensive async Python SDK for TickTick with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics. (Package: `ticktick-sdk`) ### ๐Ÿ–ฅ๏ธ OS Automation Category page: https://allmcps.com/categories/os-automation - [Windows-MCP](https://allmcps.com/mcp/windows-mcp): An MCP Server for computer-use in Windows OS (Package: `windows-mcp`) - [iphone-use](https://allmcps.com/mcp/iphone-use): Lets AI agents drive a real iPhone over USB or Wi-Fi: read the screen, tap, type, swipe and replay app flows. Self-hosted on macOS. - [mobile-next/mobile-mcp](https://allmcps.com/mcp/mobile-next-mobile-mcp): MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported. (Package: `@mobilenext/mobile-mcp@latest`) - [Computer Use](https://allmcps.com/mcp/computer-use-2): Local MCP server for desktop automation: mouse, keyboard, screen, windows, and processes. (Package: `go-computer-use-mcp-server`) - [scrcpy-mcp](https://allmcps.com/mcp/scrcpy-mcp): MCP server for Android device control via ADB and scrcpy (Package: `scrcpy-mcp`) - [Mobile Device MCP](https://allmcps.com/mcp/mobile-device-mcp): Control iOS and Android devices with multi-device and seamless Native/WebView support. (Package: `@srmorete/mobile-device-mcp@latest`) - [mobilerun](https://allmcps.com/mcp/mobilerun): Control real Android and iOS devices with LLM agents โ€” tap, swipe, type, automate flows. (Package: `mobilerun`) - [oswright](https://allmcps.com/mcp/oswright): Windows desktop automation that re-reads only what changed: 7x fewer tokens per task. (Package: `oswright`) - [Computer Use](https://allmcps.com/mcp/computer-use-3): Accessibility-first desktop control for any agent: background input, agent pointer, zoom, Chrome. (Package: `munim-computer-use`) - [mirroir-mcp](https://allmcps.com/mcp/mirroir-mcp): Control a real iPhone through macOS iPhone Mirroring: screenshot, tap, swipe, type. (Package: `mirroir-mcp`) ### ๐ŸŒ Social Media Category page: https://allmcps.com/categories/social-media - [Arcmira: YouTube Transcript Search](https://allmcps.com/mcp/arcmira): Give your AI the ability to find who said what with timestamps, discover whatโ€™s being discussed across videos and livestreams, and distinguish organic recommendations from sponsored ad reads. Search indexed YouTube transcripts for quotes, speaker appearances, mentions, sponsors and recommendations. API docs: https://arcmira.com/docs. Coverage and account access vary; speaker and sponsorship classifications can be incomplete or incorrect, so check the linked source. The hosted MCP exposes arcmira_describe, arcmira_execute_read, arcmira_execute_write and arcmira_feedback. Connect with Arcmira OAuth or a personal bearer API key. A paid read uses credits from your plan, then your on-demand budget. Setup: https://arcmira.com/docs/mcp-server. Usage: https://arcmira.com/docs/usage-and-billing. Public plugin files are Apache-2.0; the hosted research service is proprietary. (Remote endpoint: `https://mcp.arcmira.com/mcp`) - [karanb192/reddit-mcp-buddy](https://allmcps.com/mcp/karanb192-reddit-mcp-buddy): Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. (Package: `reddit-mcp-buddy`) - [Nooticr](https://allmcps.com/mcp/nooticr): Social intelligence for 10 networks: read posts and trends, monitor brand mentions, then create. (Package: `@nooticr/mcp`) - [Pinlyx MCP](https://allmcps.com/mcp/crm-solid-mcp): Read and reply to social DMs, schedule posts, and manage CRM contacts and deals across Telegram, X, WhatsApp, Instagram and email from your AI assistant. (Package: `@crmsolid/mcp-server`) - [mcp-youtube-transcript](https://allmcps.com/mcp/mcp-youtube-transcript): An MCP server retrieving transcripts of YouTube videos (Package: `mcp-youtube-transcript`) - [mikusnuz/meta-mcp](https://allmcps.com/mcp/mikusnuz-meta-mcp): Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform โ€” 57 tools for publishing, comments, insights, hashtags, DMs, and token management. (Package: `@mikusnuz/meta-mcp`) - [Twitter/X MCP](https://allmcps.com/mcp/twitter-x-mcp): Read public X posts, replies, profiles, and search results through Rettiwt or the official API. (Package: `@granitebps/twitter-mcp`) - [BibiGPT](https://allmcps.com/mcp/bibigpt): Summarize, transcribe and search YouTube, Bilibili, TikTok, podcasts and other videos with AI. (Remote endpoint: `https://bibigpt.co/api/mcp`) - [bulatko/vk-mcp-server](https://allmcps.com/mcp/bulatko-vk-mcp-server): MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats. (Package: `vk-mcp-server`) - [Decodo MCP Server](https://allmcps.com/mcp/mcp-server-64): Enable your AI agents to scrape and parse web content dynamically, including geo-restricted sites (Package: `@decodo/mcp-server`) ### ๐Ÿ“‚ File Systems Category page: https://allmcps.com/categories/file-systems - [Filesystem](https://allmcps.com/mcp/filesystem): Secure file operations with configurable access controls. (Package: `@modelcontextprotocol/server-filesystem`) - [microsoft/markitdown](https://allmcps.com/mcp/microsoft-markitdown): MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. (Package: `markitdown-mcp`) - [martingeidobler/android-mcp-server](https://allmcps.com/mcp/martingeidobler-android-mcp-server): 21-tool Android device control via ADB โ€” screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via npx android-mcp-server. (Package: `android-mcp-server`) - [Filesystem MCP](https://allmcps.com/mcp/filesystem-mcp): MCP Server that enables LLMs to interact with the local filesystem. - [Everything File Search](https://allmcps.com/mcp/everything-file-search): Lightning-fast Windows file search for AI agents via voidtools Everything's real-time NTFS index (Package: `everything-mcp`) - [mamertofabian/mcp-everything-search](https://allmcps.com/mcp/mamertofabian-mcp-everything-search): Fast Windows file search using Everything SDK (Package: `mcp-server-everything-search`) - [zspace-cli](https://allmcps.com/mcp/zspace-cli): Zero-config MCP server + CLI for ZSpace NAS: manage files and pool stats via desktop client proxy. (Package: `zspace-cli`) - [anymd](https://allmcps.com/mcp/anymd): Any file โ†’ clean Markdown for AI agents: PDF, Office, EPUB, HTML, images. Local Rust MCP server. - [Synology NAS](https://allmcps.com/mcp/synology-nas): MCP server for Synology NAS โ€” browse files, monitor health, and automate operations (Package: `mcp-synology`) - [Box](https://allmcps.com/mcp/box): Box (enterprise cloud storage) MCP Pack (Package: `@pipeworx/mcp-box`) ### ๐ŸŽจ Art & Culture Category page: https://allmcps.com/categories/art-and-culture - [pzfreo/build123d-mcp](https://allmcps.com/mcp/pzfreo-build123d-mcp): MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL. (Package: `build123d-mcp`) - [shanghai-library-open-data-mcp](https://allmcps.com/mcp/shanghai-library-open-data-mcp): ไธŠๆตทๅ›พไนฆ้ฆ†ๅผ€ๆ”พๆ•ฐๆฎๆฃ€็ดข MCP๏ผš็บชๅนด/ๅฎถ่ฐฑ/ๅปบ็ญ‘/็บข่‰ฒไบ‹ไปถ/97 ไธช webapi + ๆœ้Ÿต่ฏ—่ฏ๏ผŒๆ”ฏๆŒ stdio ไธŽ HTTPใ€‚ (Package: `shanghai-library-open-data-mcp`) - [ArturLys/ao3-mcp](https://allmcps.com/mcp/arturlys-ao3-mcp): Search the Archive of Our Own (AO3) and delegate full-fic reading to a secondary model (Gemini), so the agent recommends from the actual text, not the author's blurb. pip install ao3-mcp (Package: `ao3-mcp`) - [AceDataCloud/MCPSeedream](https://allmcps.com/mcp/acedatacloud-mcpseedream): ByteDance Seedream image generation and editing via Ace Data Cloud API. (Package: `mcp-seedream-pro`) - [mcp-lrclib](https://allmcps.com/mcp/mcp-lrclib): Search tracks on LRCLIB and fetch plain or time-synced (LRC) lyrics. No API key. (Package: `mcp-lrclib`) - [cfpramod/open-museum-mcp](https://allmcps.com/mcp/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 (Package: `open-museum-mcp`) - [attalla1/photopea-mcp-server](https://allmcps.com/mcp/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 (Package: `photopea-mcp-server`) - [gemini-image](https://allmcps.com/mcp/gemini-image): Google Gemini image generation, editing, and local processing via MCP (Package: `@jimothy-snicket/gemini-image-mcp`) - [j-east/pixel-surgeon-mcp](https://allmcps.com/mcp/j-east-pixel-surgeon-mcp): AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. npx pixel-surgeon-mcp (Package: `pixel-surgeon-mcp`) - [jau123/MeiGen-AI-Design-MCP](https://allmcps.com/mcp/jau123-meigen-ai-design-mcp): AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs). (Package: `meigen`) ### ๐Ÿ›’ E-Commerce Category page: https://allmcps.com/categories/e-commerce - [TonyWang-hub/mcp-cn-commerce](https://allmcps.com/mcp/tonywang-hub-mcp-cn-commerce): Read-only merchant data connector for 8 Chinese e-commerce platforms โ€” Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via pip install mcp-cn-commerce. (Package: `mcp-cn-commerce`) - [Wildberries MCP (RU)](https://allmcps.com/mcp/wildberries-mcp-ru): API Wildberries ะฒ ะ˜ะ˜-ะฐััะธัั‚ะตะฝั‚ะต: ะฟั€ะพะดะฐะถะธ, ะพัั‚ะฐั‚ะบะธ, ะบะฐั€ั‚ะพั‡ะบะธ, ั†ะตะฝั‹, ะพั‚ั‡ั‘ั‚ั‹ (Package: `wildberries-mcp-ru`) - [AON โ€” Agent Offer Network](https://allmcps.com/mcp/aon-agent-offer-network): Real, buyable product and service offers โ€” live pricing and trackable links for any MCP agent. (Remote endpoint: `https://api.aon.pro/v1/mcp`) - [Agent Central](https://allmcps.com/mcp/agentcentral-to-agent-central-mcp): Agent Central connects the AI you already use to your Amazon Seller Central account. Use Claude, ChatGPT, Cursor, Claude Code, and other MCP clients to query Amazon Ads, inventory, orders, catalog, finance, and fulfillment data. The hosted server exposes 177 domain-scoped tools and 5 utilities, for 182 tools in total. Keys can be read-only or limited to specific areas. Supported changes are previewed by default and audit-logged. There is no server to install. (Remote endpoint: `https://mcp.agentcentral.to/mcp`) - [keepa-mcp](https://allmcps.com/mcp/keepa-mcp): MCP server for Keepa Amazon price and sales rank history API (Package: `keepa-mcp`) - [Ozon Seller MCP Server](https://allmcps.com/mcp/ozon-seller-mcp-server): MCP server for Ozon Seller API. 26 tools: products, prices, orders, analytics, finance, rating. (Package: `@woyax/mcp-ozon-seller`) - [amz-vault](https://allmcps.com/mcp/amz-vault): AMZ Vault connects Amazon Seller Central and Amazon Advertising to any MCP client. Settlement-accurate P&L - every fee, refund and reimbursement as Amazon actually posted it - plus full Sponsored Products, Brands and Display management, SQP and Brand Analytics, inventory and per-ASIN forecasting. 114 tools: 79 read-only, 29 staged writes. Every Amazon-touching change stages a reviewable diff and reaches Amazon only when you confirm it. There is no autonomous-write mode. $99 flat, 14-day trial. (Remote endpoint: `https://www.amz-vault.com/mcp`) - [kaspi-mcp](https://allmcps.com/mcp/kaspi-mcp): MCP server for Kaspi.kz Shop API -- orders and products. (Package: `@theyahia/kaspi-mcp`) - [shopify-mcp](https://allmcps.com/mcp/shopify-mcp): MCP server for Shopify Admin API with a ComfyUI bridge for AI product image generation. (Package: `@miller-joe/shopify-mcp`) - [TikTok Shop](https://allmcps.com/mcp/tiktok-shop): Read-only TikTok Shop Partner API: orders, finance, products and analytics across shops. (Package: `tiktok-shop-mcp`) ### ๐Ÿ“‚ Browser Automation Category page: https://allmcps.com/categories/browser-automation - [chrome-devtools-mcp](https://allmcps.com/mcp/chrome-devtools-mcp): Chrome DevTools for coding agents (Package: `chrome-devtools-mcp`) - [microsoft/playwright-mcp](https://allmcps.com/mcp/microsoft-playwright-mcp): Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots (Package: `@playwright/mcp@latest`) - [34892002/bilibili-mcp-js](https://allmcps.com/mcp/34892002-bilibili-mcp-js): A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. (Package: `bilibili-mcp-js`) - [AndroJack MCP](https://allmcps.com/mcp/androjack-mcp): MCP server that validates AI-generated Android code against official SDK documentation. (Package: `androjack-mcp@2.0.0`) - [browser-mcp](https://allmcps.com/mcp/browser-mcp): Control your real Chrome from Claude Code. 29 tools with CAPTCHA solving and multi-session. (Package: `@agent360/browser-mcp`) - [browser-mcp-cdp](https://allmcps.com/mcp/browser-mcp-cdp): Local Chrome via CDP with profile-snapshot isolation and shared-broker multi-client support (Package: `browser-mcp-cdp`) - [lightpanda-io/browser](https://allmcps.com/mcp/lightpanda-io-browser): Headless browser for AI and web automation with a built-in MCP server. - [macOS-MCP](https://allmcps.com/mcp/macos-mcp): MCP server for macOS desktop automation via the Accessibility API. (Package: `macos-mcp`) - [tampermonkey-mcp](https://allmcps.com/mcp/tampermonkey-mcp): MCP server to manage your Tampermonkey scripts (Package: `tampermonkey-mcp@latest`) - [jev-browser](https://allmcps.com/mcp/jev-browser): Browser automation where an LLM plans and Jev (Typesafe System One) makes every per-step decision. Library, CLI and MCP server. (Package: `jev-browser`) ### ๐Ÿ› ๏ธ Other Tools and Integrations Category page: https://allmcps.com/categories/other-tools-and-integrations - [zerx-lab/FluxDown](https://allmcps.com/mcp/zerx-lab-fluxdown): Control the FluxDown multi-protocol download manager (HTTP/FTP/BitTorrent/HLS): add, list, pause, resume, remove downloads and manage queues. - [MAG-Cie/mcp-microsoft-todo](https://allmcps.com/mcp/mag-cie-mcp-microsoft-todo): Microsoft To Do task management via Microsoft Graph API. MSAL device code flow (no client secret needed), persisted token cache, full MCP safety annotations. (Package: `@mag-cie/mcp-microsoft-todo`) - [Memory](https://allmcps.com/mcp/memory): Knowledge graph-based persistent memory system. (Package: `@modelcontextprotocol/server-memory`) - [modelcontextprotocol/server-everything](https://allmcps.com/mcp/modelcontextprotocol-server-everything): MCP server that exercises all the features of the MCP protocol (Package: `@modelcontextprotocol/server-everything`) - [Time](https://allmcps.com/mcp/time): Time and timezone conversion capabilities. (Package: `mcp-server-time`) - [awwaiid/mcp-server-taskwarrior](https://allmcps.com/mcp/awwaiid-mcp-server-taskwarrior): An MCP server for basic local taskwarrior usage (add, update, remove tasks) (Package: `mcp-server-taskwarrior`) - [apify/actors-mcp-server](https://allmcps.com/mcp/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 (Package: `@apify/actors-mcp-server`) - [disco-trooper/apple-notes-mcp](https://allmcps.com/mcp/disco-trooper-apple-notes-mcp): Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration. (Package: `@disco_trooper/apple-notes-mcp`) - [evalstate/mcp-hfspace](https://allmcps.com/mcp/evalstate-mcp-hfspace): Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads. (Package: `@llmindset/mcp-hfspace`) - [feuerdev/keep-mcp](https://allmcps.com/mcp/feuerdev-keep-mcp): Read, create, update and delete Google Keep notes. (Package: `keep-mcp`) ### ๐Ÿ”ฌ Research Category page: https://allmcps.com/categories/research - [kaliaboi/mcp-zotero](https://allmcps.com/mcp/kaliaboi-mcp-zotero): A connector for LLMs to work with collections and sources on your Zotero Cloud (Package: `mcp-zotero`) - [Paper Search (arXiv + Semantic Scholar + OpenAlex)](https://allmcps.com/mcp/paper-search-arxiv-semantic-scholar-openalex): Paper search, arXiv full-text reading, and citation graphs over arXiv, Semantic Scholar, OpenAlex. (Remote endpoint: `https://latex-tools.online/mcp`) - [WenyuChiou/research-hub](https://allmcps.com/mcp/wenyuchiou-research-hub): Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. pip install research-hub-pipeline then research-hub serve. (Package: `research-hub-pipeline`) - [mnemox-ai/idea-reality-mcp](https://allmcps.com/mcp/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. (Package: `idea-reality-mcp`) - [tooluniverse](https://allmcps.com/mcp/tooluniverse): 1000+ scientific tools for AI scientists: life science, reserach, literature, and more. (Package: `tooluniverse`) - [crossref](https://allmcps.com/mcp/crossref-2): Crossref MCP โ€” wraps the Crossref REST API (academic papers, free, no auth) (Package: `@pipeworx/mcp-crossref`) - [Scholar MCP Server](https://allmcps.com/mcp/scholar-mcp-server): Academic literature search, citation graphs, and PDF conversion via Semantic Scholar. (Package: `pvliesdonk-scholar-mcp`) - [Arxiv](https://allmcps.com/mcp/arxiv-2): arXiv MCP โ€” preprint server search (free, no auth) (Package: `@pipeworx/mcp-arxiv`) - [arxiv-mcp-server](https://allmcps.com/mcp/arxiv-mcp-server): Search arXiv, fetch paper metadata, and read full-text content. STDIO & Streamable HTTP. (Package: `@cyanheads/arxiv-mcp-server@latest`) - [Find Research Papers](https://allmcps.com/mcp/find-research-papers): Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar. (Package: `find-research-papers-mcp`) ### ๐Ÿš† Travel & Transportation Category page: https://allmcps.com/categories/travel-and-transportation - [BoostedTravel](https://allmcps.com/mcp/boostedtravel): Flight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs. (Package: `letsfg-mcp`) - [PeanutSplash/chelaile-mcp](https://allmcps.com/mcp/peanutsplash-chelaile-mcp): A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China โ€” arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required. (Package: `chelaile-mcp-server`) - [ChinaCarAPI - Chinese used cars](https://allmcps.com/mcp/chinacarapi-chinese-used-cars): Live used car listings from China (Dongchedi, Che168) in English, with inspection reports. (Package: `encarapi-mcp`) - [variflight-mcp](https://allmcps.com/mcp/variflight-mcp): A Model Context Protocol (MCP) server implementation for Variflight services. (Package: `@variflight-ai/variflight-mcp`) - [lodordev/mcp-teslamate-fleet](https://allmcps.com/mcp/lodordev-mcp-teslamate-fleet): Combined TeslaMate analytics + Fleet API commands โ€” 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry). (Package: `mcp-teslamate-fleet`) - [openbnb-org/mcp-server-airbnb](https://allmcps.com/mcp/openbnb-org-mcp-server-airbnb): Provides tools to search Airbnb and get listing details. (Package: `@openbnb/mcp-server-airbnb`) - [China 12306 Train Tickets MCP](https://allmcps.com/mcp/china-12306-train-tickets-mcp): MCP server for China Railway 12306 ticket availability: schedules and seats by Chinese station name. (Remote endpoint: `https://mcp.pianam.cn/train-mcp/mcp`) - [Travelpayouts](https://allmcps.com/mcp/travelpayouts): Travelpayouts MCP โ€” wraps the Aviasales Flights Data API (travelpayouts.com) (Package: `@pipeworx/mcp-travelpayouts`) - [Flightmussy/trainrouter-atlas](https://allmcps.com/mcp/flightmussy-trainrouter-atlas): World train-route atlas for AI assistants โ€” search 744 notable train routes (high-speed, scenic, night trains) and get facts and geometry for each. Hosted at https://trainrouter.com/mcp (Streamable HTTP, no auth); data CC BY 4.0. (Remote endpoint: `https://worldtrainmap.com/mcp`) - [forgemeshlabs/travel-agent-mcp](https://allmcps.com/mcp/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. (Package: `@forgemeshlabs/travel-agent-mcp`) ### โ˜๏ธ Cloud Platforms Category page: https://allmcps.com/categories/cloud-platforms - [TencentCloudBase/CloudBase-AI-ToolKit](https://allmcps.com/mcp/tencentcloudbase-cloudbase-ai-toolkit): One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem. (Package: `@cloudbase/cloudbase-mcp@latest`) - [aliyun/alibaba-cloud-ops-mcp-server](https://allmcps.com/mcp/aliyun-alibaba-cloud-ops-mcp-server): A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products. (Package: `alibaba-cloud-ops-mcp-server@latest`) - [api7/apisix-mcp](https://allmcps.com/mcp/api7-apisix-mcp): MCP Server that support for querying and managing all resource in Apache APISIX. (Package: `apisix-mcp`) - [HuaweiCloud DevKit (Community Preview)](https://allmcps.com/mcp/huaweicloud-devkit-community-preview): Community preview of HuaweiCloud DevKit MCP server (official: io.github.huaweicloud) (Package: `huaweicloud-devkit`) - [portainer/portainer-mcp](https://allmcps.com/mcp/portainer-portainer-mcp): /๐Ÿ  - 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. (Package: `mcp-portainer`) - [bright8192/esxi-mcp-server](https://allmcps.com/mcp/bright8192-esxi-mcp-server): A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. (Package: `pyvmomi`) - [antonio-mello-ai/mcp-pfsense](https://allmcps.com/mcp/antonio-mello-ai-mcp-pfsense): Manage pfSense firewalls through AI assistants โ€” firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations. (Package: `mcp-pfsense`) - [reza-gholizade/k8s-mcp-server](https://allmcps.com/mcp/reza-gholizade-k8s-mcp-server): /๐Ÿ  - 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. - [shipstatic/mcp](https://allmcps.com/mcp/shipstatic-mcp): Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting โ€” upload files, get a URL, and connect custom domains. (Package: `@shipstatic/mcp`) - [skyhook-io/radar](https://allmcps.com/mcp/skyhook-io-radar): Built-in MCP server for Radar, a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0. ### ๐Ÿ–ฅ๏ธ Command Line Category page: https://allmcps.com/categories/command-line - [bvisible/mcp-ssh-manager](https://allmcps.com/mcp/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. (Package: `mcp-ssh-manager`) - [faizbawa/mcp-remote-ssh](https://allmcps.com/mcp/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 โ€” secrets are fed via stdin (invisible to ps) and scrubbed from all tool responses before reaching the LLM. uvx mcp-remote-ssh (Package: `mcp-remote-ssh`) - [pwsh-exec-mcp](https://allmcps.com/mcp/pwsh-exec-mcp): A minimal, transparent PowerShell 7 MCP for Windows โ€” one tool: raw exit code, stdout, stderr. (Package: `pwsh-exec`) - [SSH MCP Server](https://allmcps.com/mcp/ssh-mcp-server-2): MCP server for SSH operations with built-in diagnostics - [raychao-oao/pty-mcp](https://allmcps.com/mcp/raychao-oao-pty-mcp): Interactive PTY sessions for AI agents โ€” local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency. - [SSH MCP Server](https://allmcps.com/mcp/ssh-mcp-server): Modern SSH for AI agents โ€” cloud servers to BusyBox routers, with destructive commands blocked. (Package: `@hypnosis/ssh-mcp-server`) - [tufantunc/ssh-mcp](https://allmcps.com/mcp/tufantunc-ssh-mcp): MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication. (Package: `ssh-mcp`) - [ssh-licco](https://allmcps.com/mcp/ssh-licco): SSH Model Context Protocol Server - Connect to SSH servers and execute commands via AI assistants. (Package: `ssh-licco`) - [cygnussystems/cygnus-ssh-mcp](https://allmcps.com/mcp/cygnussystems-cygnus-ssh-mcp): MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). pip install cygnus-ssh-mcp or uvx cygnus-ssh-mcp. (Package: `cygnus-ssh-mcp`) - [danmartuszewski/hop](https://allmcps.com/mcp/danmartuszewski-hop): Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts. ### ๐Ÿ“Š Data Visualization Category page: https://allmcps.com/categories/data-visualization - [gaopengbin/cesium-mcp](https://allmcps.com/mcp/gaopengbin-cesium-mcp): AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS โ€” camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools. (Package: `cesium-mcp-runtime`) - [antv/mcp-server-chart](https://allmcps.com/mcp/antv-mcp-server-chart): A Model Context Protocol server for generating visual charts using AntV. (Package: `@antv/mcp-server-chart`) - [draw.io](https://allmcps.com/mcp/draw-io): Create diagrams in chat, rendered as live interactive draw.io diagrams. 10,000+ searchable shapes. (Package: `@drawio/mcp`) - [Power BI Modeling MCP Server](https://allmcps.com/mcp/power-bi-modeling-mcp-server): The Power BI Modeling MCP Server brings Power BI semantic modeling capabilities to your AI agents. (Package: `@microsoft/powerbi-modeling-mcp@latest`) - [Horizun PBI MCP](https://allmcps.com/mcp/horizun-pbi-mcp): Open-source MCP server for Power BI Desktop, DAX, PBIP, TMDL and PBIR automation. (Package: `horizun-pbi-mcp`) - [MS-Teja/Glyphic](https://allmcps.com/mcp/ms-teja-glyphic): Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Ganttโ€ฆ) โ€” native SVG/PNG, no headless browser. Built for LLMs and agents. (Package: `@glyphicjs/mcp-server`) - [hustcc/mcp-mermaid](https://allmcps.com/mcp/hustcc-mcp-mermaid): Generate mermaid diagram and chart with AI MCP dynamically. (Package: `mcp-mermaid`) - [PowerBI MCP Server](https://allmcps.com/mcp/powerbi-mcp-server): PowerBI REST API integration. Query workspaces, datasets, and execute DAX queries via MCP. (Package: `powerbi-mcp`) - [mermaid-render-mcp](https://allmcps.com/mcp/mermaid-render-mcp): Renders Mermaid diagram syntax to PNG or SVG images for LLM clients (Package: `mermaid-render-mcp`) - [MindMap AI](https://allmcps.com/mcp/mindmap-ai): Create, search, edit, style, and export visual mind maps directly from AI assistants using the MindMap AI MCP server. (Remote endpoint: `https://mindmapai.app/mcp`) ### ๐Ÿค– Coding Agents Category page: https://allmcps.com/categories/coding-agents - [context-mode](https://allmcps.com/mcp/context-mode): Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks. (Package: `context-mode`) - [oraios/serena](https://allmcps.com/mcp/oraios-serena): A fully-featured coding agent that relies on symbolic code operations by using language servers. - [freema/openclaw-mcp](https://allmcps.com/mcp/freema-openclaw-mcp): MCP server for 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. (Package: `openclaw-mcp`) - [sipyourdrink-ltd/bernstein](https://allmcps.com/mcp/sipyourdrink-ltd-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. (Package: `bernstein`) - [Codex Delegate](https://allmcps.com/mcp/codex-delegate): Bridge AI coding hosts to the OpenAI Codex CLI for delegated implementation. (Package: `codex-delegate-mcp`) - [qodercli-mcp](https://allmcps.com/mcp/qodercli-mcp): MCP server mode for Qoder CLI โ€” delegate coding tasks to local Qoder agents from any MCP client. (Package: `qodercli-mcp`) - [sub-agents-mcp](https://allmcps.com/mcp/sub-agents-mcp): MCP server for delegating tasks to specialized AI assistants in Cursor and other tools (Package: `sub-agents-mcp`) - [juehang/vscode-mcp-server](https://allmcps.com/mcp/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. - [sshahzaiib/agy-bridge](https://allmcps.com/mcp/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. (Package: `agy-bridge`) - [agent-mcp-hub](https://allmcps.com/mcp/agent-mcp-hub): One MCP server bridging the Codex, Cursor, OpenCode, and Claude CLI agents (Package: `re-resolves`) ### ๐Ÿ—ฃ๏ธ Conversational AI Category page: https://allmcps.com/categories/conversational-ai - [grok-mcp](https://allmcps.com/mcp/grok-mcp): Use xAI Grok as a peer reviewer + PR gate from Claude Code, Cursor, Cline and any MCP host. (Package: `grok-cli-mcp`) - [Ollama MCP Server](https://allmcps.com/mcp/muhammadmehdi-ollama-mcp-server): Exposes local Ollama models to MCP clients such as Cursor, Claude Desktop and Cline. Local stdio server. (Package: `@muhammadmehdi/ollama-mcp-server`) - [gemini](https://allmcps.com/mcp/gemini): MCP server that exposes Google Gemini as tools for Claude Code (Package: `claude-gemini-mcp`) - [MCP Gemini](https://allmcps.com/mcp/mcp-gemini): MCP server for Google Gemini AI - text, image, video, research, and more (Package: `mcp-gemini-crunchtools`) - [~alter mcp-ollama](https://allmcps.com/mcp/alter-mcp-ollama): Wraps local Ollama models so bulk generation runs on your own hardware, not a paid API. (Package: `@truealter/mcp-ollama`) - [JamesANZ/cross-llm-mcp](https://allmcps.com/mcp/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. (Package: `cross-llm-mcp`) - [mcp-glm](https://allmcps.com/mcp/mcp-glm): MCP server for GLM chat completions using Zhipu AI models via AceDataCloud (Package: `mcp-glm`) - [mzxrai/mcp-openai](https://allmcps.com/mcp/mzxrai-mcp-openai): Chat with OpenAI models from Claude Desktop (Package: `@mzxrai/mcp-openai@latest`) - [prompts.chat-mcp](https://allmcps.com/mcp/prompts-chat-mcp): A MCP server for prompts.chat (Package: `@fkadev/prompts.chat-mcp`) - [OpenRouter](https://allmcps.com/mcp/openrouter-2): MCP server providing access to 300+ AI models via OpenRouter (Package: `mcp-openrouter`) ### ๐Ÿ  Home Automation Category page: https://allmcps.com/categories/home-automation - [handsomejustin/mijia-control](https://allmcps.com/mcp/handsomejustin-mijia-control): Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy monitoring, and automation rules. - [home-assistant-mcp](https://allmcps.com/mcp/home-assistant-mcp-2): Home Assistant and ESPHome for coding agents: states, services, automations, dashboards, flashing. (Package: `@vortitron/home-assistant-mcp`) - [home-assistant-mcp](https://allmcps.com/mcp/home-assistant-mcp): Vibecode your Home Assistant setup from your IDE: automations, dashboards, themes and configs (Package: `@coolver/home-assistant-mcp@latest`) - [tevonsb/homeassistant-mcp](https://allmcps.com/mcp/tevonsb-homeassistant-mcp): Access Home Assistant data and control devices (lights, switches, thermostats, etc). - [NickoScope/nickol-knx-mcp](https://allmcps.com/mcp/nickoscope-nickol-knx-mcp): Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports. (Package: `nickol-knx-mcp`) - [mcp-homeassistant](https://allmcps.com/mcp/mcp-homeassistant): MCP server exposing Home Assistant REST API functionality (Package: `mcp-homeassistant`) - [Home Assistant MCP Server](https://allmcps.com/mcp/home-assistant-mcp-server): MCP server for full Home Assistant control โ€” dashboards, files, automations, add-ons, and more (Package: `@jarahkon/hass-mcp-server@latest`) - [ha-mcp](https://allmcps.com/mcp/ha-mcp): Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants. (Package: `ha-mcp@latest`) - [Homey MCP](https://allmcps.com/mcp/homey-mcp): MCP server for Homey Pro: 60 tools for devices, flows, energy, and Z-Wave/Zigbee diagnostics. (Package: `homey`) - [DDC/CI Control Bridge](https://allmcps.com/mcp/ddc-ci-control-bridge): Control monitor brightness, contrast, power and input via DDC/CI with MCP and MQTT support. (Package: `ddc-ci-control-bridge`) ### ๐Ÿƒ Sports Category page: https://allmcps.com/categories/sports - [googlarz/suunto-mcp](https://allmcps.com/mcp/googlarz-suunto-mcp): MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context. (Package: `suunto-mcp`) - [igpsport-mcp](https://allmcps.com/mcp/igpsport-mcp): iGPSport cycling data with training metrics (NP/IF/TSS/CTL/ATL/TSB) and workout generation (Package: `igpsport-mcp`) - [garmin-connect-workouts-mcp](https://allmcps.com/mcp/garmin-connect-workouts-mcp): Turn plain language into real workouts on your Garmin watch: pace, HR, power, intervals, swim sets. (Package: `garmin-connect-workouts-mcp`) - [intervals-icu-mcp](https://allmcps.com/mcp/intervals-icu-mcp): MCP server for Intervals.icu โ€” access training, wellness, and performance data from LLMs. (Package: `intervals-icu-mcp`) - [Odds Api](https://allmcps.com/mcp/odds-api-2): The Odds API MCP โ€” sportsbook odds across 70+ books, 30+ leagues (Package: `@pipeworx/mcp-odds-api`) - [Oura Ring](https://allmcps.com/mcp/oura-ring-2): MCP server for Oura Ring API v2 (sleep, activity, readiness, heart rate, workouts). (Package: `@yasuakiomokawa/oura-mcp`) - [Backspace-me/sportscore-mcp](https://allmcps.com/mcp/backspace-me-sportscore-mcp): Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required. (Package: `sportscore-mcp`) - [Football Data](https://allmcps.com/mcp/football-data): Football-Data.org MCP โ€” soccer competitions, matches, standings (Package: `@pipeworx/mcp-football-data`) - [garmin-mcp](https://allmcps.com/mcp/garmin-mcp-2): Unofficial Garmin Connect server: training load, form, HRV readiness and workouts for your watch (Package: `garmin-mcp-server`) - [Api Football](https://allmcps.com/mcp/api-football): API-Football MCP โ€” comprehensive soccer/football data (Package: `@pipeworx/mcp-api-football`) ### ๐Ÿญ Industrial & IoT Category page: https://allmcps.com/categories/industrial-and-iot - [purinzan/gx3-cli-mcp](https://allmcps.com/mcp/purinzan-gx3-cli-mcp): Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (.gx3): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric. (Package: `gx3-cli-mcp`) - [codeofaxel/Kiln](https://allmcps.com/mcp/codeofaxel-kiln): MCP server that lets AI agents drive real 3D printers end to end โ€” design, slice, queue, monitor via camera, and recover from failures โ€” across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, pip install kiln3d. (Package: `kiln3d`) - [kukapay/modbus-mcp](https://allmcps.com/mcp/kukapay-modbus-mcp): An MCP server that standardizes and contextualizes industrial Modbus data. - [Bambu Printer MCP](https://allmcps.com/mcp/bambu-printer-mcp): Control Bambu Lab printers, slice models, manage AMS filament, and connect Blender over your LAN. (Package: `bambu-printer-mcp`) - [TiaCommander](https://allmcps.com/mcp/tiacommander): Siemens TIA Portal MCP server โ€” AI-assisted PLC programming. 19 tools, 230 actions. - [kukapay/opcua-mcp](https://allmcps.com/mcp/kukapay-opcua-mcp): An MCP server that connects to OPC UA-enabled industrial systems. - [orcaslicer-mcp](https://allmcps.com/mcp/orcaslicer-mcp): Drive a running OrcaSlicer with AI: load models, tune settings, slice, and analyze results (Package: `orcaslicer-mcp`) - [thingsboard/thingsboard-mcp](https://allmcps.com/mcp/thingsboard-thingsboard-mcp): The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. - [tia-portal-openness-mcp](https://allmcps.com/mcp/tia-portal-openness-mcp): TIA Portal Openness MCP โ€” drive Siemens TIA Portal from any MCP client (stdio). Multi-version builds for V18/V20/V21; 231 tools (208 on V18): projects, hardware, PLC objects (Tag/UDT/DB/SCL/LAD), Classic/Comfort/Unified HMI, compile diagnostics, VCI version control, live PLC read/trend. MIT. - [GeiserX/genieacs-mcp](https://allmcps.com/mcp/geiserx-genieacs-mcp): Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available. (Package: `genieacs-mcp`) ### ๐Ÿ“Š Monitoring Category page: https://allmcps.com/categories/monitoring - [grafana/mcp-grafana](https://allmcps.com/mcp/grafana-mcp-grafana): Search dashboards, investigate incidents and query datasources in your Grafana instance (Package: `mcp-grafana`) - [io.github.PhilipAD/health-export-mcp](https://allmcps.com/mcp/io-github-philipad-health-export-mcp): Query 190 Apple Health metrics from any MCP agent โ€” zero-dependency, read-only, local-first. (Package: `health-export-mcp`) - [obsidian-mcp-secure](https://allmcps.com/mcp/obsidian-mcp-secure): Secure MCP server for Obsidian with OWASP Top 10 controls and full audit logging. (Package: `obsidian-mcp-secure`) - [prometheus-mcp](https://allmcps.com/mcp/prometheus-mcp): Prometheus MCP โ€” query metrics, inspect alerts, and explore scrape targets (read-only). (Package: `prometheus-mcp`) - [getsentry/sentry-mcp](https://allmcps.com/mcp/getsentry-sentry-mcp): Sentry.io integration for error tracking and performance monitoring (Package: `@sentry/mcp-server@latest`) - [Zabbix API MCP](https://allmcps.com/mcp/zabbix-api-mcp): MCP server for the Zabbix API โ€” daily brief, problems, hosts, items (Package: `zapi-mcp`) - [1ClickReport](https://allmcps.com/mcp/1clickreport): 40 tools for marketing analytics, campaign management, and AI monitoring across 6 platforms. (Remote endpoint: `https://mcp.1clickreport.com/mcp`) - [hugoles/langfuse-mcp](https://allmcps.com/mcp/hugoles-langfuse-mcp): TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as npx -y langfuse-mcp with provenance-signed releases. (Package: `langfuse-mcp`) - [mcp-uptime-kuma](https://allmcps.com/mcp/mcp-uptime-kuma): A Model Context Protocol (MCP) server for Uptime Kuma version 2. (Package: `@davidfuchs/mcp-uptime-kuma@latest`) - [mcp-zabbix](https://allmcps.com/mcp/mcp-zabbix): MCP server for Zabbix API - exposes all Zabbix API functionality via MCP (Package: `mcp-zabbix`) ### ๐Ÿงฎ Data Science Tools Category page: https://allmcps.com/categories/data-science-tools - [stata-mcp](https://allmcps.com/mcp/stata-mcp): Let LLM help you achieve your regression analysis with Stata (Package: `stata-mcp`) - [Stata MCP Server](https://allmcps.com/mcp/stata-mcp-server): ้€š่ฟ‡ pystata ้ฉฑๅŠจ็œŸๅฎž Stata ็š„ MCP ๆœๅŠกๅ™จ๏ผšๆ•ฐๆฎๅŠ ่ฝฝ/ๆธ…ๆด—/ๅปบๆจก/่ฏŠๆ–ญ/ๅ›พๅฝขๅฏผๅ‡บ๏ผŒ75 ไธชๅทฅๅ…ท่ฆ†็›–ๅฎŒๆ•ด่ฎก้‡ๅทฅไฝœๆตใ€‚ (Package: `@aliveranme/stata-mcp`) - [ClaudeR - RStudio MCP Server](https://allmcps.com/mcp/clauder-rstudio-mcp-server): Connect RStudio to AI assistants for interactive R coding and data analysis. (Package: `clauder-mcp`) - [DataEval/dingo](https://allmcps.com/mcp/dataeval-dingo): MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing. (Package: `dingo-python`) - [agmonetti/mathmethods-mcp](https://allmcps.com/mcp/agmonetti-mathmethods-mcp): Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation. (Package: `@agmonetti/mathmethods-mcp`) - [arrismo/kaggle-mcp](https://allmcps.com/mcp/arrismo-kaggle-mcp): Connects to Kaggle, ability to download and analyze datasets. - [clouatre-labs/math-mcp-learning-server](https://allmcps.com/mcp/clouatre-labs-math-mcp-learning-server): Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0. (Remote endpoint: `https://math-mcp.fastmcp.app/mcp`) - [haiiibin/data-profiler-mcp](https://allmcps.com/mcp/haiiibin-data-profiler-mcp): Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. pip install data-profiler-mcp. (Package: `data-profiler-mcp`) - [abhiphile/fermat-mcp](https://allmcps.com/mcp/abhiphile-fermat-mcp): The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization. - [embeddedlayers/mcp-analytics](https://allmcps.com/mcp/embeddedlayers-mcp-analytics): Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources โ€” ask a question in Claude or Cursor, get an interactive HTML report. (Package: `@mcp-analytics/mcp-analytics`) ### ๐Ÿ“‹ Product Management Category page: https://allmcps.com/categories/product-management - [3KniGHtcZ/codebeamer-mcp](https://allmcps.com/mcp/3knightcz-codebeamer-mcp): Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3. (Package: `codebeamer-mcp`) - [TAPD MCP Server](https://allmcps.com/mcp/tapd-mcp-server-2): ๅœจ Cursor/Copilot ไธญๆŸฅ่ฏขใ€ๅˆ†ๆžๅ’Œๅ›žๅกซ TAPD bug / ้œ€ๆฑ‚ (Package: `tapd-mcp-server`) - [daiji-sshr/redmine-mcp-stateless](https://allmcps.com/mcp/daiji-sshr-redmine-mcp-stateless): Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker. (Remote endpoint: `http://localhost:8000/sse`) - [Redmine](https://allmcps.com/mcp/redmine-2): Work with Redmine issues, projects, time entries, wiki pages and more. Read-only by default. - [agrath/Trello-Desktop-MCP](https://allmcps.com/mcp/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 (Package: `atlassian-trello-mcp`) - [ONES](https://allmcps.com/mcp/ones): Manage ONES projects, issues, tests, work hours, and Wiki knowledge. (Remote endpoint: `https://us.ones.com/mcp`) - [OpenProject](https://allmcps.com/mcp/openproject): 72 tools for the OpenProject API v3: work packages, attachments, git activity, time, reporting (Package: `openproject-mcp-server`) - [dearlordylord/huly-mcp](https://allmcps.com/mcp/dearlordylord-huly-mcp): MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities. (Package: `@firfi/huly-mcp@latest`) - [Orbit by Noveum](https://allmcps.com/mcp/orbit-by-noveum): Orbit lets agents read and manage issues, sprints, projects, docs and files with workspace-bound, revocable OAuth grants. Apache-2.0 source; self-hosting is Preview. Hosted MCP: https://orbit.noveum.ai/mcp. Official registry: io.github.Noveum/orbit. (Remote endpoint: `https://orbit.noveum.ai/mcp`) - [idealift-mcp](https://allmcps.com/mcp/idealift-mcp): Pre-backlog idea management with decision tracking, signals, and RICE scoring. (Remote endpoint: `https://mcp.idealift.startvest.ai/mcp`) ### ๐ŸŽฏ Marketing Category page: https://allmcps.com/categories/marketing - [Google Ads](https://allmcps.com/mcp/google-ads-6): Google Ads: 31 read tools with full Keyword Planner, 7 write tools that preview first. (Package: `@getmcpads/google-ads-mcp-server`) - [mcp-gads](https://allmcps.com/mcp/mcp-gads): Google Ads MCP server โ€” query campaigns, keywords, assets & more via natural language (Package: `mcp-gads`) - [pipeboard-co/meta-ads-mcp](https://allmcps.com/mcp/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 โ€” simply and reliably. (Package: `meta-ads-mcp`) - [SISTRIX SEO Toolbox](https://allmcps.com/mcp/sistrix-seo-toolbox): Curated SISTRIX SEO tools: visibility, rankings, keywords, backlinks, AI visibility, Amazon data. (Remote endpoint: `https://api.sistrix.com/`) - [google-analytics-mcp](https://allmcps.com/mcp/google-analytics-mcp): An MCP server that provides [describe what your server does] (Package: `google-analytics-mcp`) - [marketplaceadpros/amazon-ads-mcp-server](https://allmcps.com/mcp/marketplaceadpros-amazon-ads-mcp-server): Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. (Package: `@marketplaceadpros/amazon-ads-mcp-server`) - [ะฏะฝะดะตะบั.ะ”ะธั€ะตะบั‚](https://allmcps.com/mcp/mcp-1790599840029): API ะฏะฝะดะตะบั.ะ”ะธั€ะตะบั‚ะฐ v5: ะบะฐะผะฟะฐะฝะธะธ, ะพะฑัŠัะฒะปะตะฝะธั, ั„ั€ะฐะทั‹, ัั‚ะฐะฒะบะธ, ะผะธะฝัƒั-ั„ั€ะฐะทั‹, ัั‚ะฐั‚ะธัั‚ะธะบะฐ (Package: `yandex-direct-mcp-plus`) - [Yandex Webmaster MCP](https://allmcps.com/mcp/yandex-webmaster-mcp-2): MCP server for Yandex Webmaster API: indexing, search queries, sitemaps, diagnostics, links. (Package: `mcp-yandex-webmaster@latest`) - [adsagents/adsagent-ai-skills](https://allmcps.com/mcp/adsagents-adsagent-ai-skills): AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads. (Remote endpoint: `https://adsagent.md/mcp/v2`) - [AppVisionOS/apple-search-ads-mcp](https://allmcps.com/mcp/appvisionos-apple-search-ads-mcp): Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with 1:1 endpoint coverage โ€” 74 typed tools across campaigns, ad groups, ads, creatives, custom product pages, targeting + negative keywords, performance reports, async impression-share reports, budget orders, ACLs, app/geo discovery, and rejection-reason audits. Multi-org support via per-call override. Install: npm i -g apple-search-ads-mcp. ### ๐Ÿงฌ Biology & Bioinformatics Category page: https://allmcps.com/categories/biology-and-bioinformatics - [musharna/plant-genomics-mcp](https://allmcps.com/mcp/musharna-plant-genomics-mcp): 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. pipx install plant-genomics-mcp. (Package: `plant-genomics-mcp`) - [smaniches/alphafold-sovereign-mcp](https://allmcps.com/mcp/smaniches-alphafold-sovereign-mcp): AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. uvx alphafold-sovereign-mcp (Package: `alphafold-sovereign-mcp`) - [genomoncology/biomcp](https://allmcps.com/mcp/genomoncology-biomcp): Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. (Package: `biomcp-cli`) - [Rajskij/oura-mcp](https://allmcps.com/mcp/rajskij-oura-mcp): Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask. (Remote endpoint: `https://your-host/mcp/`) - [Herb Tcm](https://allmcps.com/mcp/herb-tcm): HERB 2.0 (herb.ac.cn) โ€” Traditional Chinese Medicine herb/ingredient/target/ (Package: `@pipeworx/mcp-herb-tcm`) - [openfda-mcp-server](https://allmcps.com/mcp/openfda-mcp-server-2): Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP. (Package: `@cyanheads/openfda-mcp-server`) - [openFDA Regulatory Metadata](https://allmcps.com/mcp/openfda-regulatory-metadata): Resolve FDA application numbers and product names to regulatory metadata (CDER, CBER, CDRH). (Package: `openfda-mcp`) - [healthchainai/HealthChain](https://allmcps.com/mcp/healthchainai-healthchain): Typed, validated FHIR tools for healthcare AI agents โ€” build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. pip install healthchain[mcp] (Package: `healthchain`) - [Alphafold](https://allmcps.com/mcp/alphafold): AlphaFold DB MCP โ€” predicted protein structures. (Package: `@pipeworx/mcp-alphafold`) - [Health Bridge for AI](https://allmcps.com/mcp/health-bridge-for-ai): Apple Health AI Bridge provides read-only local MCP access for Health Bridge for AI. (Remote endpoint: `https://api.scorecard.dev/projects/github.com/roian6/apple-health-ai-bridge/badge`) ### ๐Ÿ‘จโ€๐Ÿ’ป Code Execution Category page: https://allmcps.com/categories/code-execution - [SebastianGilPinzon/colab-mcp](https://allmcps.com/mcp/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. - [asif-nvc/e2b-sandbox-mcp](https://allmcps.com/mcp/asif-nvc-e2b-sandbox-mcp): Connect Claude Code with E2B cloud sandboxes โ€” 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine. (Package: `e2b-sandbox-mcp`) - [phisanti/MCPR](https://allmcps.com/mcp/phisanti-mcpr): Model Context Protocol for R: enables AI agents to participate in interactive live R sessions. - [HanSur94/matlab-mcp-server-python](https://allmcps.com/mcp/hansur94-matlab-mcp-server-python): Connect AI agents to MATLAB โ€” execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard. (Package: `matlab-mcp-python`) - [ksterx/srunx](https://allmcps.com/mcp/ksterx-srunx): MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package. (Package: `srunx-mcp`) - [MATLAB MCP Server](https://allmcps.com/mcp/matlab-mcp-server): Connect AI coding agents to MATLAB. Run code, tests, and analysis via MCP. - [Python Exec Sandbox](https://allmcps.com/mcp/python-exec-sandbox): Sandboxed Python execution for AI agents. PEP 723 inline deps, multi-version Python, zero pollution. (Package: `mcp-python-exec-sandbox`) - [LLM Sandbox](https://allmcps.com/mcp/llm-sandbox): Securely run LLM-generated code in isolated containers across 7 languages and 4 backends. (Package: `llm-sandbox`) - [maxim-saplin/mcp_safe_local_python_executor](https://allmcps.com/mcp/maxim-saplin-mcp-safe-local-python-executor): Safe Python interpreter based on HF Smolagents LocalPythonExecutor - [godot-mcp-enhanced](https://allmcps.com/mcp/godot-mcp-enhanced): Enhanced Godot 4.5-4.7 MCP: headless+editor+bridge, secure GDScript sandbox, closed-loop AI dev. (Package: `godot-mcp-enhanced`) ### ๐ŸŽ“ Education Category page: https://allmcps.com/categories/education - [canvas-mcp](https://allmcps.com/mcp/canvas-mcp): Canvas LMS integration for students and educators with FERPA-compliant analytics and workflows (Package: `canvas-mcp`) - [jinzcdev/leetcode-mcp-server](https://allmcps.com/mcp/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. (Package: `@jinzcdev/leetcode-mcp-server`) - [Luogu MCP Server](https://allmcps.com/mcp/luogu-mcp-server): Search Luogu problems, fetch statements, explore problem sets and get practice recommendations. (Package: `luogu-mcp-server`) - [korean-elementary-learning-map-mcp](https://allmcps.com/mcp/korean-elementary-learning-map-mcp): ํ•œ๊ตญ ์ดˆ๋“ฑ 2022 ๊ฐœ์ • ๊ต์œก๊ณผ์ • ํ•™์Šต ๊ทธ๋ž˜ํ”„ MCP ์„œ๋ฒ„ (์„ฑ์ทจ๊ธฐ์ค€ 620 ยท ์›๋ฌธ ์ˆ˜๋ก ยท ์ฃผ์ œ 1,956 ยท ์„ ์ˆ˜๊ด€๊ณ„ 1,894) (Package: `korean-elementary-learning-map-mcp`) - [Edu Base MCP](https://allmcps.com/mcp/mcp-194): The EduBase MCP server enables Claude and other LLMs to interact with EduBase's comprehensive e-learning platform through the Model Context Protocol (MCP). (Package: `@edubase/mcp`) - [anki-mcp](https://allmcps.com/mcp/anki-mcp): MCP server for integrating with Anki flashcards through conversational AI (Package: `@arielbk/anki-mcp`) - [Canvas API MCP](https://allmcps.com/mcp/canvas-api-mcp): MCP server exposing the Canvas LMS REST API (1,116 endpoints) for AI assistants (Package: `canvas-api-mcp`) - [korean-secondary-learning-map-mcp](https://allmcps.com/mcp/korean-secondary-learning-map-mcp): ํ•œ๊ตญ ์ค‘๋“ฑ 2022 ๊ฐœ์ • ๊ต์œก๊ณผ์ • ํ•™์Šต ๊ทธ๋ž˜ํ”„ MCP ์„œ๋ฒ„ (์ค‘ํ•™๊ต 714 ยท ๊ณ ๊ต ๋ณดํ†ต๊ต๊ณผ 2,173 ์„ฑ์ทจ๊ธฐ์ค€ ยท ์›๋ฌธ ์ˆ˜๋ก ยท ์ค‘โ†’๊ณ  ์ „์ด) (Package: `korean-secondary-learning-map-mcp`) - [Lumen](https://allmcps.com/mcp/lumen-2): Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest. (Remote endpoint: `https://api.groq.com/openai/v1`) - [UNESCO UIS โ€” Education, Science & Culture Statistics (provenance-first)](https://allmcps.com/mcp/unesco-uis-education-science-culture-statistics-provenance-first): UNESCO UIS statistics (education, science, culture) with full provenance and fixed releases. (Package: `uis-mcp-server`) ### ๐Ÿ—บ๏ธ Location Services Category page: https://allmcps.com/categories/location-services - [QGIS MCP](https://allmcps.com/mcp/qgis-mcp): connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. - [Vortx-AI/emem](https://allmcps.com/mcp/vortx-ai-emem): Earth memory MCP server that gives AI agents signed geospatial facts and cite-able receipts for place-based questions. Covers elevation, land cover, surface water, vegetation, and built-up context. Public endpoint at https://emem.dev/mcp. - [Photon](https://allmcps.com/mcp/photon): Photon MCP โ€” OSM geocoder (Package: `@pipeworx/mcp-photon`) - [jagan-shanmugam/open-streetmap-mcp](https://allmcps.com/mcp/jagan-shanmugam-open-streetmap-mcp): An OpenStreetMap MCP server with location-based services and geospatial data. (Package: `osm-mcp-server`) - [GeoLens](https://allmcps.com/mcp/geolens): Read-only access to a self-hosted GeoLens spatial catalog: datasets, features, maps, sandboxed SQL. - [geolens-io/geolens](https://allmcps.com/mcp/geolens-io-geolens): Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over PostGIS. (Package: `geolens-mcp`) - [Opencellid](https://allmcps.com/mcp/opencellid): OpenCellID MCP โ€” cell tower geolocation database (free with key) (Package: `@pipeworx/mcp-opencellid`) - [Arcgis Grandchute](https://allmcps.com/mcp/arcgis-grandchute): Town of Grand Chute GIS โ€” Grand Chute, Wisconsin open geospatial data (ArcGIS). (Package: `@pipeworx/mcp-arcgis-grandchute`) - [Arcgis Pima](https://allmcps.com/mcp/arcgis-pima): Pima County GIS โ€” Pima County, Arizona open geospatial data (ArcGIS). (Package: `@pipeworx/mcp-arcgis-pima`) - [GBP Peak](https://allmcps.com/mcp/gbp-peak): Google Maps geo-grid rank scanning for local SEO. Run scans, read rank maps and competitor stats, check rank at any place, research local keywords. Tools: list_analyses, find_keywords, list_scans, suggest_keywords, keyword_graph_url, get_rank_map, rank_at_point, trigger_scan. Bridges to the hosted GBP Peak MCP endpoint with a bearer API token. (Package: `gbppeak-mcp`) ### ๐ŸŽง Text-to-Speech Category page: https://allmcps.com/categories/text-to-speech - [gemini-mcp](https://allmcps.com/mcp/gemini-mcp): Gemini 3 MCP server with 30+ tools: images, video, research, TTS, code exec & CLI (Package: `@rlabs-inc/gemini-mcp`) - [mcp-kokoro-tts](https://allmcps.com/mcp/mcp-kokoro-tts): Local Kokoro-82M TTS MCP server that synthesizes and plays speech on your machine (Package: `mcp-kokoro-tts`) - [ybouhjira/claude-code-tts](https://allmcps.com/mcp/ybouhjira-claude-code-tts): MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support. - [ElevenLabs](https://allmcps.com/mcp/elevenlabs-2): Manage ElevenLabs voice agents and generate speech, music, sound effects, images, and video. (Remote endpoint: `https://api.elevenlabs.io/v1/mcp`) - [mcp-fish](https://allmcps.com/mcp/mcp-fish): MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice conditioning) (Package: `mcp-fish`) - [tts](https://allmcps.com/mcp/tts): Hosted pay-per-use TTS: 54 neural voices, 9 languages incl. Brazilian Portuguese. $10 free credits. (Remote endpoint: `https://api.brainiall.com/mcp/tts/mcp`) - [Voice Bridge](https://allmcps.com/mcp/voice-bridge): Multi-engine TTS for AI coding assistants. Free, 5 engines, no API key needed. (Package: `ai-voice-bridge`) - [ElevenLabs](https://allmcps.com/mcp/elevenlabs): ElevenLabs in natural language: generate speech in any language, create and manage voices, compose m (Remote endpoint: `https://api.mcp.ai/p_elevenlabs`) - [forgemeshlabs/voice-mcp](https://allmcps.com/mcp/forgemeshlabs-voice-mcp): Give Your Agent A Voice: x402 pay-per-call speech on Base with 20 voices, 10 personas, 31 languages, granular speed/quality controls, OpenAI-shaped requests, voice samples, and batch audio. (Package: `@forgemeshlabs/voice-mcp`) - [mberg/kokoro-tts-mcp](https://allmcps.com/mcp/mberg-kokoro-tts-mcp): MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket. ### โš–๏ธ Legal Category page: https://allmcps.com/categories/legal - [smythmyke/patent-search-mcp-server](https://allmcps.com/mcp/smythmyke-patent-search-mcp-server): Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: npx -y patent-search-mcp-server. (Package: `patent-search-mcp-server`) - [courtlistener-mcp-server](https://allmcps.com/mcp/courtlistener-mcp-server): Search US court opinions, federal dockets, judges, citations, and oral arguments via CourtListener. (Package: `@cyanheads/courtlistener-mcp-server`) - [Hong Kong CourtDB](https://allmcps.com/mcp/hong-kong-courtdb): Search Hong Kong court cases and read judgment documents. (Remote endpoint: `https://hk.courtdb.org/mcp`) - [companies-house](https://allmcps.com/mcp/companies-house): MCP server and CLI for the UK Companies House API. Search, filings, officers, due diligence. (Package: `companies-house-mcp`) - [Vaquill-AI/canlii-mcp](https://allmcps.com/mcp/vaquill-ai-canlii-mcp): Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT. (Package: `@tomilashy/canlii-mcp`) - [aydincan/turk-hukuku-mevzuat-mcp](https://allmcps.com/mcp/aydincan-turk-hukuku-mevzuat-mcp): Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: uvx turk-hukuku-mevzuat-mcp. (Package: `turk-hukuku-mevzuat-mcp`) - [justicelibre](https://allmcps.com/mcp/justicelibre): Free access to ~1M French administrative court decisions via MCP (Remote endpoint: `https://justicelibre.org/mcp`) - [legal-data-hunter](https://allmcps.com/mcp/legal-data-hunter): Search 18M+ legal documents worldwide โ€” case law, legislation, and doctrine across 110+ countries. - [nu:legal Deutsches Recht](https://allmcps.com/mcp/nu-legal-deutsches-recht-3): German federal and Land statutes plus court decisions for agents. Keyless, read-only, CC BY 4.0. - [Patent-PreCheck/patent-precheck-mcp](https://allmcps.com/mcp/patent-precheck-patent-precheck-mcp): Patentability pre-check for code โ€” USPTO statutory pillar scores (ยง101 eligibility, ยง102 novelty, ยง103 non-obviousness, ยง112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: precheckscore, precheckpillars, precheckstartreview. Install: npx -y @patentprecheck/mcp. (Package: `@patentprecheck/mcp`) ### ๐ŸŒณ Environment & Nature Category page: https://allmcps.com/categories/environment-and-nature - [weather-mcp](https://allmcps.com/mcp/weather-mcp-2): Free, open-source MCP server giving AI assistants 17 weather tools โ€” a one-call weather summary plus forecasts, alerts, air quality, marine, radar, lightning, rivers, wildfires, and historical data back to 1940. Ask by city name or coordinates. Built on free public APIs (NOAA, Open-Meteo). No API keys, no signup. (Package: `@dangahagan/weather-mcp@latest`) - [noaa-tides-and-currents-mcp](https://allmcps.com/mcp/noaa-tides-and-currents-mcp): NOAA tides and currents: water levels, tide predictions, currents, met data, flooding, sun and moon (Package: `@ryancardin/noaa-tides-currents-mcp-server`) - [isdaniel/mcp_weather_server](https://allmcps.com/mcp/isdaniel-mcp-weather-server): Get weather information from https://api.open-meteo.com API. (Package: `mcp_weather_server`) - [Eia](https://allmcps.com/mcp/eia): EIA MCP โ€” US Energy Information Administration API v2 (Package: `@pipeworx/mcp-eia`) - [Electricity Maps](https://allmcps.com/mcp/electricity-maps): Electricity Maps MCP โ€” real-time electricity-grid carbon intensity + power (Package: `@pipeworx/mcp-electricity-maps`) - [flood](https://allmcps.com/mcp/flood): Flood MCP โ€” wraps Open-Meteo Flood API (free, no auth) (Package: `@pipeworx/mcp-flood`) - [Global Forest Watch](https://allmcps.com/mcp/global-forest-watch): The Global Forest Watch Data API from WRI and the University of Maryland โ€” browse the datasetsโ€ฆ (Package: `@pipeworx/mcp-global-forest-watch`) - [Planetary Computer](https://allmcps.com/mcp/planetary-computer): Earth-observation imagery catalogue from Microsoft's Planetary Computer โ€” search its openโ€ฆ (Package: `@pipeworx/mcp-planetary-computer`) - [devilcoder01/weather-mcp-server](https://allmcps.com/mcp/devilcoder01-weather-mcp-server): Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. - [Faostat](https://allmcps.com/mcp/faostat): FAOSTAT MCP โ€” the UN Food and Agriculture Organization's statistics service. (Package: `@pipeworx/mcp-faostat`) ### ๐ŸŒŽ Translation Services Category page: https://allmcps.com/categories/translation-services - [waxberry-dev/live-translate-mcp](https://allmcps.com/mcp/waxberry-dev-live-translate-mcp): Real-time English โ†” Mandarin Chinese speech translation. Transcribes audio locally with Whisper, translates via Claude API, and synthesises speech locally with Piper TTS. Pass a WAV file path and Claude handles the rest. (Package: `live-translate-mcp`) - [Deepl](https://allmcps.com/mcp/deepl): DeepL translation: translate, usage, source/target languages. Free 500k chars/mo. (Package: `@pipeworx/mcp-deepl`) - [KyaniteLabs/DialectOS](https://allmcps.com/mcp/kyanitelabs-dialectos): Spanish dialect localization server and CLI. Translates and QA-checks across 25 regional variants with register control, structure preservation, and adversarial quality gates. (Remote endpoint: `https://api.z.ai/api/anthropic/v1/messages`) - [mcp-local-translate](https://allmcps.com/mcp/mcp-local-translate): Local NLLB translation for 200+ languages. Zero cloud, zero cost, runs entirely on your machine. (Package: `@damoqiongqiu/mcp-local-translate`) - [Jisho](https://allmcps.com/mcp/jisho): Jisho.org Japanese-English dictionary MCP (keyless). (Package: `@pipeworx/mcp-jisho`) - [Polytranslator](https://allmcps.com/mcp/polytranslator): Translate PDFs, scans, Word, PowerPoint, Excel and EPUB in 474+ languages, keeping the layout. (Remote endpoint: `https://www.polytranslator.com/api/mcp`) - [RaiGanja/kaeris-mcp](https://allmcps.com/mcp/raiganja-kaeris-mcp): AI localization: translate an app's string files into 46 languages (JSON, .arb, .po, .strings, Android XML, โ€ฆ) with placeholder-safe, reproducible output โ€” from Claude/Cursor. (Package: `kaeris-mcp`) - [MachineTranslation.com MCP](https://allmcps.com/mcp/machinetranslation-com-mcp): Brings SMART consensus translation into any MCP client. Runs your text through 22 leading AI translation models at once and returns only the output the models agree on, so you get a confidence-backed result instead of a single engine's guess. Exposes two tools: smart_translate (text, source language, target language) and list_languages (all supported language codes). Hosted remote server at https://www.machinetranslation.com/mcp over streamable HTTP โ€” no install, no API key, just connect the URL and sign in. Built for translators, localization and content teams, marketers, and developers. (Remote endpoint: `https://www.machinetranslation.com/mcp`) - [equalang-mcp](https://allmcps.com/mcp/equalang-mcp): Translate documents, subtitles, pictures, audio and video with layout kept; transcribe recordings. (Package: `@equalang/mcp`) - [Translatize MCP](https://allmcps.com/mcp/mcp-149): Read, search, edit and branch Translatize translation labels and fill missing translations. (Package: `@translatize/cli`) ### ๐Ÿ“ฆ Delivery Category page: https://allmcps.com/categories/delivery - [freight-pulse](https://allmcps.com/mcp/freight-pulse): Ocean freight spot rate & FBX container shipping trend: should I book ocean freight now? (Package: `freight-pulse-mcp`) - [SMKlog Parcel Shipping Rates](https://allmcps.com/mcp/smklog-parcel-shipping-rates): Live USPS, UPS and FedEx shipping rates for a US parcel described in plain words. No scale needed. (Package: `github:smklog/parcel-shipping-rates-mcp`) - [SoapyRED/freightutils-mcp](https://allmcps.com/mcp/soapyred-freightutils-mcp): 17 freight calculation and reference tools โ€” ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server. (Package: `freightutils-mcp`) - [SupplyMaven-SCR/supplymaven-mcp-server](https://allmcps.com/mcp/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. (Remote endpoint: `https://supplymaven.com/api/mcp`) - [freightgate-mcp-server](https://allmcps.com/mcp/freightgate-mcp-server): Shipping intelligence โ€” D&D charges, local charges, inland haulage. x402 USDC payments. - [Imf Portwatch](https://allmcps.com/mcp/imf-portwatch): IMF PortWatch MCP โ€” global maritime trade & chokepoint signals (free, no auth) (Package: `@pipeworx/mcp-imf-portwatch`) - [warpfreight/warp-agent-mcp](https://allmcps.com/mcp/warpfreight-warp-agent-mcp): Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at wearewarp.com/agents/mcp. (Package: `warp-agent-mcp`) - [Easypost](https://allmcps.com/mcp/easypost): EasyPost MCP โ€” multi-carrier shipping rates + package tracking (easypost.com) (Package: `@pipeworx/mcp-easypost`) - [iafanasov/packzoo-mcp](https://allmcps.com/mcp/iafanasov-packzoo-mcp): Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: packzoo.com/api/mcp. (Package: `github:IAfanasov/packzoo-mcp`) - [ShippingRates MCP Server](https://allmcps.com/mcp/shippingrates-mcp-server): Ocean shipping intelligence: D&D, freight rates, vessel schedules, port data. 24 tools, 6 carriers. ### ๐Ÿ“Ÿ Embedded System Category page: https://allmcps.com/categories/embedded-system - [0x1abin/matter-controller-mcp](https://allmcps.com/mcp/0x1abin-matter-controller-mcp): An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices. (Package: `matter-controller-mcp`) - [PIO Agent](https://allmcps.com/mcp/pio-agent): Build, inspect, flash, and monitor PlatformIO firmware projects with policy-controlled tools. (Package: `platformio-mcp`) - [horw/esp-mcp](https://allmcps.com/mcp/horw-esp-mcp): Workflow for fixing build issues in ESP32 series chips using ESP-IDF. - [zackpeters93/ugs-mcp](https://allmcps.com/mcp/zackpeters93-ugs-mcp): CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation โ€” Claude cannot move hardware autonomously. (Package: `ugs-mcp`) - [adancurusul/embedded-debugger-mcp](https://allmcps.com/mcp/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://allmcps.com/mcp/adancurusul-serial-mcp-server): A comprehensive MCP server for serial port communication - [@ruvnet/ruview](https://allmcps.com/mcp/ruvnet-ruview): RuView WiFi-sensing operator harness โ€” CLI, MCP server, and SDK for host device access (ESP32 CSI nodes, 60/24 GHz mmWave, LiDAR), SSH remote hosts, diagnostics, verified ESP32 flashing, evidence-gated training, calibration, and Cognitum Spaces. (Package: `@ruvnet/ruview@0.9.1`) - [lxman/obsbot-mcp](https://allmcps.com/mcp/lxman-obsbot-mcp): Control an OBSBOT Tiny 2 webcam over USB โ€” pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. npx obsbot-mcp (Package: `obsbot-mcp`) - [octoco-ltd/sheetsdata-mcp](https://allmcps.com/mcp/octoco-ltd-sheetsdata-mcp): Instant access to electronic component datasheets for AI agents โ€” specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand. (Package: `@sheetsdata/mcp`) - [stack-chan/stack-chan](https://allmcps.com/mcp/stack-chan-stack-chan): A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. ### ๐Ÿ”ฎ Spirituality & Esoterica Category page: https://allmcps.com/categories/spirituality-and-esoterica - [openfate-ai/bazi-mcp](https://allmcps.com/mcp/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. (Package: `@openfate/bazi-mcp`) - [adityarya24/astro-skill](https://allmcps.com/mcp/adityarya24-astro-skill): Open-source Vedic astrology engine and stdio MCP server โ€” deterministic kundali, Vimshottari dasha (maha/antar/pratyantar), panchang, gochar + Sade Sati, ashtakavarga, guna milan, divisional charts, and 12-page Hindi janma patrika PDFs. Bundled Swiss Ephemeris, SQLite client storage, no API key. (Package: `astro-skill`) - [davidmosiah/astral-mcp](https://allmcps.com/mcp/davidmosiah-astral-mcp): Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads. (Package: `astral-mcp`) - [Wenbu ยท ้—ฎๅœ](https://allmcps.com/mcp/wenbu): Free BaZi, I Ching, tarot, Zi Wei and bilingual learning tools with transparent methods. No API key. (Remote endpoint: `https://wenbu.app/mcp`) - [OpenFate Bazi MCP](https://allmcps.com/mcp/openfate-bazi-mcp): OpenFate Bazi MCP with True Solar Time, Four Pillars, Da Yun, and branch interactions. (Package: `@openfate/bazi-mcp`) - [Yuanzi Zhiyi Bazi Agent Kit](https://allmcps.com/mcp/yuanzi-zhiyi-bazi-agent-kit): Local Bazi charts, Ten Gods and true solar time, with structured facts and PNG images. (Package: `yuanzi-bazi-agent-kit@0.3.0`) - [astroway/astroway-mcp](https://allmcps.com/mcp/astroway-astroway-mcp): Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API โ€” 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. (Package: `@astroway/mcp`) - [cafe-mcp](https://allmcps.com/mcp/cafe-mcp): Korean Saju (Four Pillars) MCP server with 5 free birth-chart analysis tools. (Package: `@dangamsoft/cafe-mcp`) - [douglasgan/asktian](https://allmcps.com/mcp/douglasgan-asktian): Chinese metaphysics (bazi ๅ…ซๅญ—, qimen ๅฅ‡้–€, 5-element, daily ๅนฒๆ”ฏ) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. npm install -g @asktian/mcp-server (Package: `@asktian/mcp-server`) - [tarot](https://allmcps.com/mcp/tarot-2): Tarot MCP โ€” wraps tarotapi.dev (free, no auth) (Package: `@pipeworx/mcp-tarot`) ### ๐Ÿ  Real Estate Category page: https://allmcps.com/categories/real-estate - [mcp-property-valuation-server](https://allmcps.com/mcp/mcp-property-valuation-server): property valuation mcp (Package: `mcp-property-valuation-server@0.0.27`) - [ashev87/propstack-mcp](https://allmcps.com/mcp/ashev87-propstack-mcp): Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler). (Package: `propstack-mcp-server`) - [Evan-Crx/permisapi-mcp](https://allmcps.com/mcp/evan-crx-permisapi-mcp): 7 tools for French open-data building permits (Sitadel, 311k rows, 2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by permisapi.fr. Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: pip install permisapi-mcp. (Package: `permisapi-mcp`) - [jbechtel-97/dealflowpro-mcp-server](https://allmcps.com/mcp/jbechtel-97-dealflowpro-mcp-server): Multifamily real estate deal analysis โ€” cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties. (Package: `dealflowpro-mcp`) - [Homesage.ai](https://allmcps.com/mcp/homesage-ai): AI-powered investment property search for investors, realtors, and lenders, with real estate APIs for developers and insights across more than 155 million U.S. properties. - [Attom](https://allmcps.com/mcp/attom): ATTOM MCP โ€” Premium real estate data from ATTOM Data Solutions (Package: `@pipeworx/mcp-attom`) - [beshogun/planwire-mcp](https://allmcps.com/mcp/beshogun-planwire-mcp): UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. npx -y planwire-mcp (Package: `planwire-mcp`) - [homes-mcp](https://allmcps.com/mcp/homes-mcp): homes.com real-estate for Claude โ€” search, property details, photos, compare, mortgage math (Package: `homes-mcp`) - [hyperionxmota/cook-county-property-mcp](https://allmcps.com/mcp/hyperionxmota-cook-county-property-mcp): Cook County / Chicago property records โ€” parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana). (Remote endpoint: `https://api.ingest0r.com/mcp`) - [reel-estate-mcp](https://allmcps.com/mcp/reel-estate-mcp): Turn real-estate listing photos into property videos from your AI assistant. (Package: `reel-estate-mcp`) ### ๐ŸŽง Support & Service Management Category page: https://allmcps.com/categories/support-and-service-management - [raalarcon9705/jira-mcp](https://allmcps.com/mcp/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. (Package: `raalarcon-jira-mcp-server`) - [Autotask](https://allmcps.com/mcp/autotask-2): MCP server for Kaseya Autotask PSA โ€” companies, tickets, projects, time entries, and more. (Package: `github:WYRE-AI/autotask-mcp`) - [sooperset/mcp-atlassian](https://allmcps.com/mcp/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. (Package: `mcp-atlassian`) - [ServiceNow MCP Server](https://allmcps.com/mcp/servicenow-mcp-server): 18 MCP tools for ServiceNow: incidents, CMDB, update sets. OAuth 2.1, Tokyo+. (Package: `mcp-server-servicenow`) - [aikts/yandex-tracker-mcp](https://allmcps.com/mcp/aikts-yandex-tracker-mcp): MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users. (Package: `yandex-tracker-mcp@latest`) - [NexTool MCP for GLPI](https://allmcps.com/mcp/nextool-mcp-for-glpi): MCP server for GLPI: tickets, ITIL, assets, knowledge base. GLPI 10/11. Not affiliated with Teclib'. (Package: `@nextoolsolutions/mcp-glpi`) - [Atera](https://allmcps.com/mcp/atera): MCP server for Atera RMM โ€” customers, tickets, and more. (Package: `@wyre-ai/atera-mcp`) - [incentivai/quickchat-ai-mcp](https://allmcps.com/mcp/incentivai-quickchat-ai-mcp): Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities. (Package: `quickchat-ai-mcp`) - [Use with Claude Desktop / Claude Code](https://allmcps.com/mcp/mcp-201): Verify agent actions against the system of record and get signed completion receipts. (Package: `@postcept/mcp`) - [michaelrice/zendesk-mcp](https://allmcps.com/mcp/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. (Package: `zendesk-mcp`) ### ๐Ÿš€ Aerospace & Astrodynamics Category page: https://allmcps.com/categories/aerospace-and-astrodynamics - [gregario/astronomy-oracle](https://allmcps.com/mcp/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 (Package: `astronomy-oracle`) - [astronomy-mcp-server](https://allmcps.com/mcp/astronomy-mcp-server): Offline observational astronomy: positions, rise/set, moon phases, eclipses, and seasons. (Package: `@cyanheads/astronomy-mcp-server@latest`) - [Celestrak](https://allmcps.com/mcp/celestrak): CelesTrak MCP โ€” satellite orbital elements (TLE / GP data) for any tracked object. (Package: `@pipeworx/mcp-celestrak`) - [Flight Master Aviation Data MCP](https://allmcps.com/mcp/flight-master-aviation-data-mcp): Official Flight Master MCP for flight status, routes, weather, delay risk and trajectories. (Package: `@flightmaster/aviation-dast-mcp`) - [flights](https://allmcps.com/mcp/flights-2): Flights MCP โ€” wraps OpenSky Network API (free, no auth required) (Package: `@pipeworx/mcp-flights`) - [markpdxt/dronelytics-mcp](https://allmcps.com/mcp/markpdxt-dronelytics-mcp): 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. (Package: `config`) - [Starfetch](https://allmcps.com/mcp/starfetch): Query public astronomy catalogs through metadata-first TAP and ADQL tools. (Package: `@starfetch-js/mcp`) - [Aviationstack](https://allmcps.com/mcp/aviationstack): Aviationstack MCP โ€” global flight + airport + airline data (Package: `@pipeworx/mcp-aviationstack`) - [cosmik](https://allmcps.com/mcp/cosmik): Live space data for AI agents - rocket launches, ISS passes, launch news. Free, no auth. (Remote endpoint: `https://gocosmik.com/api/mcp`) - [Mast Nasa](https://allmcps.com/mcp/mast-nasa): MAST (Mikulski Archive for Space Telescopes) โ€” Hubble/JWST/Kepler/TESS (Package: `@pipeworx/mcp-mast-nasa`) ### ๐ŸŽ™๏ธ Podcasts Category page: https://allmcps.com/categories/podcasts - [PodcastsToText](https://allmcps.com/mcp/podcaststotext): Podcast & YouTube transcripts in Claude, ChatGPT & Cursor. Remote MCP server (streamable HTTP, OAuth) with 13 tools: transcribe Spotify, Apple Podcasts, YouTube, TikTok and audio links, then generate show notes, chapters and translations. (Remote endpoint: `https://podcaststotext.com/mcp`) - [conorbronsdon/Transistor-MCP](https://allmcps.com/mcp/conorbronsdon-transistor-mcp): Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks. (Package: `transistor-mcp`) - [entra-news-podcast](https://allmcps.com/mcp/entra-news-podcast): Search Entra.Chat podcast transcripts โ€” Merill Fernando's Microsoft Entra podcast on YouTube (Package: `entra-news-podcast-mcp`) - [quietnotion/barevalue-mcp](https://allmcps.com/mcp/quietnotion-barevalue-mcp): AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation. (Package: `barevalue-mcp`) - [Barevalue](https://allmcps.com/mcp/barevalue): AI podcast editing. Sign up in one call, send audio by link or from disk, get an edited episode. (Package: `barevalue-mcp`) - [conorbronsdon/op3-mcp](https://allmcps.com/mcp/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. (Package: `@conorbronsdon/op3-mcp`) - [conorbronsdon/podcastindex-mcp](https://allmcps.com/mcp/conorbronsdon-podcastindex-mcp): Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows, and feed health. (Package: `podcastindex-mcp`) - [PodLearn](https://allmcps.com/mcp/podlearn): Search 4M+ podcasts & YouTube, transcribe any episode, search transcripts, generate AI lessons. (Remote endpoint: `https://podlearn.ai/mcp`) - [clypt](https://allmcps.com/mcp/clypt-2): Model Context Protocol server for Clypt โ€” submit podcast URLs, receive clips and trailer. (Package: `@useclypt/mcp-server`) - [Podcastindex](https://allmcps.com/mcp/podcastindex): Podcast Index MCP โ€” wraps the Podcast Index API (podcastindex.org) (Package: `@pipeworx/mcp-podcastindex`) ### ๐Ÿ”‘ Cryptography Category page: https://allmcps.com/categories/cryptography - [RealAgent MCP](https://allmcps.com/mcp/realagent-mcp): AI agent real-name identity: SM2 keypair, QR real-name link, SD-JWT VP generate/verify. (Package: `realagent-mcp`) - [CipherHUB Cryptography Toolkit](https://allmcps.com/mcp/cipherhub-cryptography-toolkit): Production-grade cryptography toolkit with 31 MCP tools for classical, PQC, and KMS workflows. (Remote endpoint: `https://tools.cipherhub.cloud/cipherhub/mcp`) - [Nist Beacon](https://allmcps.com/mcp/nist-beacon): NIST Randomness Beacon v2 โ€” signed public random pulses every 60s. (Package: `@pipeworx/mcp-nist-beacon`) - [resolve](https://allmcps.com/mcp/resolve): Fetches receipts, genesis and accumulator snapshots for @forestrie/mcp-verify and labels provenance (Package: `@forestrie/mcp-resolve`) - [attest-mcp](https://allmcps.com/mcp/attest-mcp): Free proof-of-existence attestation for digital files, MCP tools for the imgauth service. (Package: `@spazio-genesi/attest-mcp`) - [attest-mcp-remote](https://allmcps.com/mcp/attest-mcp-remote): Zero-install remote MCP server for proof-of-existence file attestation. (Remote endpoint: `https://attest-mcp-remote.it-e3f.workers.dev/mcp`) - [computeledger](https://allmcps.com/mcp/computeledger): Signs, hash-chains, and verifies compute usage receipts via an MCP server, no issuer trust required. (Package: `computeledger-cli`) - [denismaggior8/enigma-python-mcp](https://allmcps.com/mcp/denismaggior8-enigma-python-mcp): A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators. (Package: `enigmapython-mcp`) - [qeaas-mcp](https://allmcps.com/mcp/qeaas-mcp): QRNG-seeded random bytes, seeds, and ML-KEM-768 keys with signed provenance receipts. - [agent-receipts-mcp](https://allmcps.com/mcp/agent-receipts-mcp): Signed, tamper-evident, offline-verifiable audit receipts for AI agent actions. (Package: `agent-receipts-mcp`) ### ๐Ÿค Agreements & Coordination Category page: https://allmcps.com/categories/agreements-and-coordination - [humanforai/humanforai-mcp](https://allmcps.com/mcp/humanforai-humanforai-mcp): Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via npx -y humanforai. (Package: `humanforai`) - [Politeia Agents](https://allmcps.com/mcp/politeia-agents): Public governance wiki where AI agents propose, debate, amend and vote. - [agent-mesh](https://allmcps.com/mcp/agent-mesh): Auditable multi-agent coordination: fleets, P2P messaging, witnessed receipts, quorum. (Package: `agent-mesh`) - [davidsimoes/digisign-mcp](https://allmcps.com/mcp/davidsimoes-digisign-mcp): MCP server for DigiSign.cz digital signature API โ€” create, send, and manage digital signature envelopes. - [A202](https://allmcps.com/mcp/a202): Verifiable agreements for agent-led commerce: mandates, obligations, evidence, transaction records. - [api-governance](https://allmcps.com/mcp/api-governance-2): Contract-change authorization for AI agents. Signed receipts verify offline. (Package: `coderifts`) - [CNSLabs/agreements-api-sdk](https://allmcps.com/mcp/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. (Package: `@shodai-network/agreements-mcp-server`) - [concord-mcp](https://allmcps.com/mcp/concord-mcp-2): Multi-agent collaboration rooms with E2EE and server-enforced coordination primitives. - [Machine Hearts](https://allmcps.com/mcp/machine-hearts): Autonomous agent matchmaking and relationship actions for Machine Hearts. (Package: `machinehearts`) - [pact0](https://allmcps.com/mcp/pact0): Remote MCP marketplace for AI agents: take Pact Trials, browse and claim jobs, submit evidence, and verify signed work credentials. ## Quick Setup Instructions for Agents To install any server in Claude Desktop or compatible AI clients: 1. Open your `claude_desktop_config.json`. 2. Add `"server-name": { "command": "npx", "args": ["-y", "package-name"] }` under `mcpServers`. ## Articles - [MCP Inspector: Remote Server Acceptance Checklist](https://allmcps.com/blog/mcp-inspector-remote-server-checklist): Use MCP Inspector to check remote server authentication, tool access, rate limiting, and billable operations before connecting an AI agent. - [MCP Server Configuration JSON: Safe Templates](https://allmcps.com/blog/mcp-server-configuration-json): Copy practical MCP configuration JSON templates, adapt them to your client, and check paths, secrets, authentication, and connection behavior. - [MCP Server Logging Observability: Protocol Logs and Alerts](https://allmcps.com/blog/mcp-server-logging-observability): Learn how to implement MCP server logging observability with protocol messages, stderr, structured tool traces, and production alerts for remote servers. - [MCP Server Stateless Scaling: Sessions and Routing](https://allmcps.com/blog/mcp-server-stateless-scaling): Learn how MCP server stateless scaling works with Streamable HTTP, including session IDs, protocol headers, load-balancer routing, external state, and serverless limits. - [MCP Roots: How Clients Scope Server Filesystem Access](https://allmcps.com/blog/mcp-roots-filesystem-access): MCP roots let clients announce approved filesystem locations to servers. Learn the roots capability, roots/list requests, change notifications, and safe boundaries. - [MCP Servers for Data Analysis: Database to Chart](https://allmcps.com/blog/mcp-servers-data-analysis-workflow): Learn how MCP servers for data analysis connect a database, file server, and code sandbox to turn a question into a validated chart. - [MCP Server Docker Image: Run Stdio Servers with Docker](https://allmcps.com/blog/mcp-server-docker-image): Learn how to build and run an MCP server Docker image for stdio clients, including docker run -i, volume mounts, secrets, debugging, and distribution trade-offs. - [Use MCP Servers With a Local LLM: Ollama, Clients, and Tools](https://allmcps.com/blog/use-mcp-servers-with-local-llm): Learn how to use MCP servers with a local LLM using Ollama, LM Studio, Cline, and Continue, with setup steps, tool-calling tests, and limits. - [Wrap REST API as MCP Server: Task-Shaped Tool Design](https://allmcps.com/blog/wrap-rest-api-as-mcp-server): Learn how to wrap a REST API as an MCP server by selecting useful endpoints, designing task-shaped tools, forwarding auth, and handling pagination. - [MCP Structured Tool Output: outputSchema and structuredContent](https://allmcps.com/blog/mcp-structured-tool-output): Learn when MCP tools should return plain text or structuredContent with an outputSchema, how protocol versions affect support, and how clients render each. - [MCP Server Error Handling: Protocol vs Tool Errors](https://allmcps.com/blog/mcp-server-error-handling-protocol-tool-errors): Learn MCP server error handling: distinguish JSON-RPC protocol failures from isError tool results, and return messages models can understand and recover from. - [MCP OAuth Authorization: Step-by-Step PKCE and Tokens](https://allmcps.com/blog/mcp-oauth-authorization-flow): Learn the MCP OAuth authorization flow step by step, including protected resource metadata, dynamic client registration, PKCE, and token audience validation. - [Build an MCP Server with the TypeScript SDK](https://allmcps.com/blog/build-mcp-server-typescript-sdk): Build an MCP server with the TypeScript SDK from zero: register a tool and resource, test both with an in-memory client, and compare stdio with HTTP. - [Build an MCP Server in Python with FastMCP and uv](https://allmcps.com/blog/build-mcp-server-python-fastmcp-uv): Build an MCP server in Python with FastMCP using decorators, typed tool arguments, context logging, and uv packaging that runs through uvx. - [MCP Tool Annotations: readOnlyHint, destructiveHint, and What Clients Do With Them](https://allmcps.com/blog/mcp-tool-annotations-readonly-destructive-hints): Tool annotations are four booleans and a title that tell a client whether your tool reads, writes, deletes, or reaches the outside world. Here is what each hint means, the defaults that bite servers that skip them, and why clients must treat every hint as untrusted. - [Migrating MCP Servers from HTTP+SSE to Streamable HTTP](https://allmcps.com/blog/migrating-mcp-servers-http-sse-to-streamable-http): The HTTP+SSE transport is deprecated and the dual-endpoint session model is the reason. Here is what Streamable HTTP actually changes, how to run both transports from one handler during the window, and the proxy and infrastructure settings that quietly break the migration. - [Multi Round-Trip Requests: Porting MCP Servers Off Server-Initiated Calls](https://allmcps.com/blog/mcp-mrtr-multi-round-trip-requests-guide): The 2026-07-28 revision removed a server's ability to send its own JSON-RPC request mid-tool-call. MRTR replaces sampling, elicitation, and roots with a resumable input_required result. Here is how to port a real server, what requestState has to carry, and how to sign it so the round trip is safe. - [MCP Elicitation: How Servers Ask the User for Input Mid-Task](https://allmcps.com/blog/mcp-elicitation-user-input-guide): Sampling lets an MCP server ask the client for LLM reasoning. Elicitation is the other half โ€” a server pausing mid-tool-call to ask the human for a missing value, a confirmation, or a choice. Here is how elicitation/create works, with current TypeScript and Python code. - [MCP Progress Notifications and Subscriptions: Handling Long-Running Tasks and Live Updates](https://allmcps.com/blog/mcp-progress-notifications-subscriptions-guide): Long-running MCP tools often fail silently or hit hard client timeouts in Claude and Cursor. Here is how to implement JSON-RPC progress tokens, resource subscriptions, logging levels, and cancellation in TypeScript and Python. - [MCP Sampling Explained: How to Build AI-Powered MCP Servers Without API Keys](https://allmcps.com/blog/how-mcp-sampling-works-guide): MCP servers don't have to be dumb pipes. With MCP sampling, your server can request LLM reasoning directly through the host client โ€” without bundling API keys, managing token billing, or leaking secrets. Here is how sampling works with TypeScript and Python implementations. - [MCP Resources and Prompts: The Primitives Most Servers Skip](https://allmcps.com/blog/mcp-resources-and-prompts-guide): Tools get all the attention, but MCP defines two other primitives โ€” resources and prompts โ€” with a completely different control model. Here's what they actually do, real TypeScript and Python code, and why most servers never implement them. - [Claude Skills vs MCP: What's the Difference and When to Use Each](https://allmcps.com/blog/claude-skills-vs-mcp): Skills and MCP servers both extend what Claude can do, and both ship from Anthropic, which is exactly why they get conflated. Here's the actual distinction โ€” procedural knowledge vs live connections โ€” and a practical framework for which one a given problem needs. - [MCP Registry vs MCP Directory: What the Official Registry Is and How to Publish to It](https://allmcps.com/blog/mcp-registry-vs-directory-publish-official-registry): The official MCP registry, third-party directories, and in-client marketplaces are three different things doing three different jobs. Here's how they fit together, how to publish your server to the official registry with server.json, and where a curated directory listing still matters. - [How Many MCP Servers Is Too Many? Tool Overload and Context Budgets](https://allmcps.com/blog/mcp-tool-overload-context-budgets): Every MCP server you connect adds its full tool list to every request, whether you use it or not. A practical guide to measuring the cost, spotting overload, and trimming your setup without losing capability. - [Browser Automation MCP Servers: Playwright vs Puppeteer vs Browser-Use vs Selenium](https://allmcps.com/blog/mcp-browser-automation-playwright-puppeteer-guide): A practical decision framework for picking a browser automation MCP server โ€” what Playwright, Puppeteer, browser-use, and Selenium wrappers actually differ on, plus the headless, auth, and security tradeoffs that matter once an agent is driving a real browser. - [Writing MCP Tool Descriptions That Actually Get Picked](https://allmcps.com/blog/writing-mcp-tool-descriptions-that-work): The model never reads your code โ€” only your tool's name, description, and schema. A practical guide to writing MCP tool descriptions that get selected correctly, with the arguments filled in right, every time. - [Testing and Debugging MCP Servers: From Inspector to CI](https://allmcps.com/blog/testing-and-debugging-mcp-servers): A practical guide to testing Model Context Protocol servers before you ship โ€” the Inspector, unit-testing tool handlers, integration harnesses, structured logging, and a pre-publish checklist. - [Deploying Remote MCP Servers: The Complete Production & Cloud Hosting Blueprint](https://allmcps.com/blog/deploying-remote-mcp-servers-production-guide): A complete guide to deploying remote Model Context Protocol (MCP) servers to production on Cloudflare Workers, Docker, Fly.io, and AWS with SSE transports, CORS, SSL, and secrets management. - [What Can MCP Servers Do? A Field Guide to the Model Context Protocol Ecosystem](https://allmcps.com/blog/what-mcp-servers-can-do): What MCP servers actually do, how the 3,000+ available servers break down by category, and how to choose the right Model Context Protocol server for your AI agent. - [Securing & Authenticating Remote MCP Servers: The Production Guide](https://allmcps.com/blog/securing-remote-mcp-servers-authentication-guide): A complete guide to authenticating and securing remote Model Context Protocol (MCP) servers over HTTP and SSE, featuring OAuth 2.0 PKCE, JWT bearer validation, multi-tenant token propagation, and prompt injection defense. - [How to get a free dofollow backlink for your MCP server](https://allmcps.com/blog/free-dofollow-backlink-claim-mcp-listing): Place a dofollow AllMCPs badge on your product site and your listing's website link turns dofollow โ€” reciprocal SEO that helps your product and the directory. - [How to compare MCP servers (and pick the right alternative)](https://allmcps.com/blog/compare-mcp-servers-alternatives-guide): A practical framework for evaluating Model Context Protocol servers โ€” tools, install path, health, and side-by-side comparisons on AllMCPs. - [How to Install an MCP Server in Claude, Cursor, Windsurf, and VS Code](https://allmcps.com/blog/how-to-install-mcp-servers-in-claude-cursor-windsurf-and-vs-code): One reference guide to installing Model Context Protocol servers across every major client โ€” the universal config shape, exact file locations, and how to verify your tools loaded. - [MCP Server Not Connecting? A Troubleshooting Guide for Every Client](https://allmcps.com/blog/mcp-server-not-connecting-troubleshooting-guide): The most common reasons an MCP server fails to connect, shows zero tools, or crashes on startup โ€” and exactly how to fix each one, across Claude Desktop, Claude Code, Cursor, and other MCP clients. - [Architecting Production-Ready MCP Servers: Security, Transports, and Tool Design Patterns](https://allmcps.com/blog/architecting-production-mcp-servers): A practical engineering guide to building secure, performant Model Context Protocol (MCP) servers with robust transports, token-optimized schemas, and defense-in-depth authorization. - [Launching AllMCPs: A Directory for Model Context Protocol Servers](https://allmcps.com/blog/launching-allmcps): Why MCP server discovery is broken, how AllMCPs fixes it, and a practical guide to evaluating, installing, and claiming servers in the directory. ## Useful Links - Directory Homepage: https://allmcps.com - Best MCP Servers by Use Case: https://allmcps.com/best - Agent Prompts & Workflows: https://allmcps.com/prompts - Blog & Articles: https://allmcps.com/blog - Blog RSS: https://allmcps.com/blog/rss.xml - All Guides: https://allmcps.com/guides - Browse Categories: https://allmcps.com/categories - MCP Setup Guide (HowTo): https://allmcps.com/guide - What is MCP: https://allmcps.com/what-is-mcp - How to Build an MCP Server: https://allmcps.com/build-mcp-server - Deploy Remote MCP Server: https://allmcps.com/deploy-mcp-server - MCP Security Best Practices: https://allmcps.com/mcp-security - MCP Troubleshooting (not connecting, zero tools, timeouts): https://allmcps.com/mcp-troubleshooting - MCP for SEO & AEO Automation Guide: https://allmcps.com/mcp-for-seo - MCP Protocol Versioning Explained (2026-07-28 stateless revision): https://allmcps.com/mcp-protocol-versioning - MCP Transports Explained (stdio vs Streamable HTTP): https://allmcps.com/mcp-transports - State of MCP (live ecosystem statistics: server counts, transports, auth, licenses, health): https://allmcps.com/state-of-mcp - Trust & Traffic Transparency: https://allmcps.com/trust - Pricing & Boosting: https://allmcps.com/pricing - Free Developer Tools (Config Auditor, MCP Playground, OpenAPI-to-MCP, Protocol Inspector, Config Generator, Config Validator, Token Calculator): https://allmcps.com/tools - Badge Generator: https://allmcps.com/badge-generator - Feeling Lucky Arcade (Random MCP Discovery): https://allmcps.com/lucky - Structured Catalog Dataset (JSON): https://allmcps.com/data.json - Sitemap index: https://allmcps.com/sitemap.xml (shards: /sitemap/core.xml, /sitemap/listings.xml, /sitemap/secondary.xml)