# MCP Servers Ecosystem **Last updated**: January 2026 • **Next review**: February 2026 This guide covers validated community MCP servers beyond the official Anthropic servers. All servers listed have been evaluated for production readiness, maintenance activity, and security. ## Table of Contents - [Official vs Community Servers](#official-vs-community-servers) - [Evaluation Framework](#evaluation-framework) - [Ecosystem Evolution](#ecosystem-evolution) - [Validated Community Servers](#validated-community-servers) - [Browser Automation](#browser-automation) - [DevOps & Infrastructure](#devops--infrastructure) - [Security & Code Analysis](#security--code-analysis) - [Documentation & Knowledge](#documentation--knowledge) - [Project Management](#project-management) - [Orchestration](#orchestration) - [Production Deployment](#production-deployment) - [Monthly Watch Methodology](#monthly-watch-methodology) - [Excluded Servers](#excluded-servers) --- ## Official vs Community Servers | Type | Examples | Characteristics | Use When | |------|----------|-----------------|----------| | **Official** | filesystem, memory, brave-search, github | Anthropic-maintained, guaranteed stability | Default choice, core functionality | | **Community** | Playwright, Semgrep, Kubernetes | Maintained by orgs/individuals, can be production-ready | Specialized needs, ecosystem integration | **Key difference**: Official servers have Anthropic SLA backing, community servers require individual evaluation. --- ## Evaluation Framework All community servers are evaluated against these criteria: | Criterion | Threshold | Justification | |-----------|-----------|---------------| | **GitHub Stars** | ≥50 | Minimum community validation | | **Recent Release** | <3 months | Active maintenance | | **Documentation** | README + examples + config | Reduces adoption friction | | **Tests/CI** | ✅ Automated | Ensures stability | | **Use Case** | Not covered by official servers | Avoids redundancy | | **License** | OSS required | Sustainability and auditability | **Quality Score Components**: - Maintenance (10 points): Release frequency, issue response time - Documentation (10 points): README completeness, examples, troubleshooting - Tests (10 points): Test coverage, CI/CD automation - Performance (10 points): Response time, resource efficiency - Adoption (10 points): Community usage, production deployments **Total Score**: `/50` → Normalized to `/10` for final rating. --- ## Ecosystem Evolution **Major developments (January 2026)**: ### Linux Foundation Standardization MCP becomes official standard via **Agentic AI Foundation** under Linux Foundation governance. - **Announcement**: [YouTube - Linux Foundation](https://www.youtube.com/watch?v=btNbIY7KYwg) - **Impact**: Enterprise adoption, long-term stability guarantee ### Advanced MCP Tool Use Anthropic deploys optimizations for MCP context management: - **Deferred loading**: Tools loaded on-demand, not upfront - **Search-based tools**: Efficient tool discovery in large sets - **Announcement**: [Josh Twist LinkedIn](https://www.linkedin.com/posts/joshtwist_anthropic-recently-dropped-advanced-mcp-activity-7399492619581718528-g-Ip) ### MCPB Bundle Format Standardized bundle format for one-click MCP server installation (replaces runtime dependency management). - **Discussion**: [Reddit - r/ClaudeAI](https://www.reddit.com/r/ClaudeAI/comments/1qkzdh0/mcp_server_installs_are_nondeterministic_heres/) - **Benefit**: Deterministic installations, reduced setup friction ### MCP Apps (Interactive Work Tools) Claude now supports interactive tools via MCP Apps spec: - **Examples**: Slack drafting, Figma diagrams, Asana timelines - **Announcement**: [Smol.ai Newsletter](https://news.smol.ai/issues/26-01-26-mcp-apps) - **Deep dive**: See [guide/architecture.md:656](./architecture.md#mcp-extensions-apps-sep-1865) ### IDE Integration **Visual Studio 2026** natively integrates Azure MCP Server, GitHub Copilot Chat, and MCP clients. - **Announcement**: [Microsoft DevBlogs](https://devblogs.microsoft.com/visualstudio/azure-mcp-server-now-built-in-with-visual-studio-2026-a-new-era-for-agentic-workflows/) --- ## Validated Community Servers ### Browser Automation #### Playwright MCP (Microsoft) **Official Microsoft server** for browser automation optimized for LLMs. Uses accessibility trees instead of screenshots, reducing token usage. **Use Case**: AI coding agents verify their work in browsers (E2E testing, bug verification). **Key Features**: | Capability | Details | |------------|---------| | Browser Automation | Navigate, click, fill, hover (Playwright API) | | Content Extraction | Structured data via accessibility trees | | Screenshots | Full-page + element-specific | | JavaScript Execution | Run code in page context | | Session Management | Persistent browser state | | Supported Browsers | Chromium, Firefox, WebKit | **Setup**: ```bash # Installation npm install @microsoft/playwright-mcp # or npx @microsoft/playwright-mcp ``` **Claude Desktop Configuration** (`~/.claude/mcp.json`): ```json { "mcpServers": { "playwright": { "command": "npx", "args": ["--yes", "@microsoft/playwright-mcp"] } } } ``` **Example Usage**: ``` User: "Navigate to example.com, log in with email test@example.com, then take a screenshot" Claude: [Uses playwright_navigate → playwright_type → playwright_click → playwright_screenshot] Result: Screenshot + accessibility tree in context ``` **Quality Score**: **8.8/10** ⭐⭐⭐⭐⭐ | Dimension | Score | Notes | |-----------|-------|-------| | Maintenance | 9/10 | Bi-weekly releases, active Microsoft team | | Documentation | 9/10 | README complete, examples, Playwright Live videos | | Tests | 10/10 | Extensive test suite, CI/CD automated | | Performance | 8/10 | Fast snapshots (~200ms), memory-efficient | | Adoption | 8/10 | 2890+ uses (Smithery.ai tracking) | **Limitations & Workarounds**: | Limitation | Workaround | |------------|-----------| | Single browser session | Use session ID to persist state | | No cross-domain iframe access | Restrict to same-origin content | | Screenshot size limits (4K max) | Use element snapshots for large pages | **Alternatives**: | Server | Advantage | Disadvantage | |--------|-----------|--------------| | **Playwright MCP** | Accessibility trees, LLM-native | No vision model support | | Browserbase MCP | Cloud-based, stealth mode | API costs, latency | | Puppeteer MCP | Lightweight, JS-only | Less structured data | **Resources**: - **GitHub**: https://github.com/microsoft/playwright-mcp - **Releases**: https://github.com/microsoft/playwright-mcp/releases - **Playwright Live Demo**: https://youtu.be/CNzg1aPwrKI --- #### Browserbase MCP **Official Browserbase server** for cloud browser automation. Includes Stagehand AI agent for autonomous task execution. **Use Case**: Complex web interactions requiring stealth mode, proxy support, or autonomous execution (web scraping, form filling, data extraction). **Key Features**: | Capability | Details | |------------|---------| | Browser Control | Chromium via Browserbase cloud | | Stagehand Agent | Autonomous task execution (e.g., "book a flight") | | Data Extraction | CSS selectors + schema-based structured extraction | | Anti-Detection | Stealth mode, proxy support, rotation | | Multi-Model | OpenAI, Claude, Gemini, custom LLM | **Setup**: ```bash npm install @browserbasehq/mcp-server-browserbase ``` **Configuration**: ```json { "mcpServers": { "browserbase": { "command": "npx", "args": ["@browserbasehq/mcp-server-browserbase"], "env": { "BROWSERBASE_API_KEY": "YOUR_KEY", "BROWSERBASE_PROJECT_ID": "YOUR_PROJECT_ID", "GEMINI_API_KEY": "YOUR_GEMINI_KEY" } } } } ``` **Quality Score**: **7.6/10** ⭐⭐⭐⭐ **Cost**: Freemium (paid API usage), ~$0.10/session **Limitations**: | Limitation | Workaround | |------------|-----------| | Latency (~500ms cloud) | Batch operations, cache results | | API costs | Use for high-value extractions only | | Stagehand limitations | Fall back to manual playwright_* tools | **Resources**: - **GitHub**: https://github.com/browserbase/mcp-server-browserbase - **Official Docs**: https://www.browserbase.com --- ### DevOps & Infrastructure #### Kubernetes MCP (Red Hat) **Official Containers Community server** (Red Hat-backed) for Kubernetes/OpenShift management in natural language. **Use Case**: DevOps/SRE uses Claude to query/configure cluster ("kubectl in natural language"). **Key Features**: | Capability | Details | |------------|---------| | Resource CRUD | Create, Read, Update, Delete any K8s resource | | Pod Operations | Logs, events, exec, metrics (top) | | Deployment Management | Scale, rollout, status | | Config Management | View/update ConfigMaps, Secrets | | CRD Support | Custom Resource Definitions | | Multi-Cluster | Switch kubeconfig contexts | | OpenShift Support | Native OpenShift resources | **Setup**: ```bash # Docker docker run -it --rm \ --mount type=bind,src=$HOME/.kube/config,dst=/home/mcp/.kube/config \ ghcr.io/containers/kubernetes-mcp-server # Native (Go binary) go install github.com/containers/kubernetes-mcp-server@latest kubernetes-mcp-server ``` **Claude Desktop Configuration**: ```json { "mcpServers": { "kubernetes": { "command": "docker", "args": [ "run", "-i", "--rm", "--mount", "type=bind,src=/home/user/.kube/config,dst=/home/mcp/.kube/config", "ghcr.io/containers/kubernetes-mcp-server" ] } } } ``` **Example Usage**: ``` User: "Show me all pods in production namespace with memory usage >500Mi" Claude: [Uses list_resources for pods + metrics] Result: List of pods with memory stats User: "Scale the backend deployment to 5 replicas" Claude: [Uses patch_resource] Result: Deployment scaled ``` **Quality Score**: **8.4/10** ⭐⭐⭐⭐ **Security**: RBAC enforcement, kubeconfig auth, no privilege escalation **Limitations**: | Limitation | Workaround | |------------|-----------| | Requires kubeconfig access | Use ServiceAccount + RBAC for safety | | Limited node shell access | Use `kubectl exec` for debugging | | CRD discovery lag | Pre-document CRDs for AI context | **Resources**: - **GitHub**: https://github.com/containers/kubernetes-mcp-server - **Red Hat Docs**: https://developers.redhat.com/articles/2025/09/25/kubernetes-mcp-server-ai-powered-cluster-management --- #### Vercel MCP **Community server** for Vercel platform (deployments, projects, env vars, teams). **Use Case**: AI assistant generates Next.js code, creates Vercel project, configures env vars, triggers deployment — full CI/CD loop without leaving IDE. **Key Features**: | Capability | Details | |------------|---------| | Deployments | List, get details, create, monitor status | | Projects | List, create, update settings | | Environment Variables | Get, set, manage secrets | | Teams | List, create, manage | | Domains | List, configure, DNS management | | Functions | Monitor Vercel Functions, logs | **Setup**: ```bash git clone https://github.com/nganiet/mcp-vercel cd vercel-mcp npm install ``` **Configuration**: ```json { "mcpServers": { "vercel": { "command": "npm", "args": ["start"], "env": { "VERCEL_API_TOKEN": "YOUR_VERCEL_TOKEN" } } } } ``` **Quality Score**: **7.6/10** ⭐⭐⭐⭐ **Note**: Vercel also has an official MCP server. This community version offers comprehensive API coverage. **Resources**: - **GitHub**: https://github.com/nganiet/mcp-vercel - **Vercel Docs**: https://vercel.com/docs/mcp/deploy-mcp-servers-to-vercel - **Official Vercel MCP**: https://vercel.com/docs/mcp/vercel-mcp --- ### Security & Code Analysis #### Semgrep MCP **Official Semgrep server** for vulnerability scanning (SAST, secrets, supply chain). Includes custom rules engine. **Use Case**: Claude Code generates code, Semgrep automatically scans for security issues, proposes fixes ("secure by default"). **Key Features**: | Capability | Details | |------------|---------| | Quick Scan | Fast security check on code snippet | | Full Scan | Comprehensive SAST using p/ci ruleset | | Custom Rules | Scan with user-provided Semgrep rules | | AST Generation | Abstract Syntax Tree for analysis | | Ruleset Support | Pre-built rulesets (OWASP, CWE, etc.) | | Language Coverage | Python, JS/TS, Java, Go, C#, Rust, PHP, etc. | **Setup**: ```bash # Via uvx (recommended) uvx semgrep-mcp # Or pip pip install semgrep-mcp ``` **Claude Code Configuration**: ```bash claude mcp add semgrep -- uvx semgrep-mcp ``` **Cursor Configuration** (`~/.cursor/mcp.json`): ```json { "mcpServers": { "semgrep": { "command": "uvx", "args": ["semgrep-mcp"], "env": { "SEMGREP_APP_TOKEN": "your_token" } } } } ``` **Example Usage**: ``` User: "Scan this Python code for SQL injection vulnerabilities" Code: def search(query): return db.execute(f"SELECT * FROM users WHERE name = '{query}'") Claude: [Uses security_check tool] Result: [VULNERABLE] SQL injection detected at line 2. Fix: Use parameterized queries: return db.execute("SELECT * FROM users WHERE name = ?", [query]) ``` **Quality Score**: **9.0/10** ⭐⭐⭐⭐⭐ | Dimension | Score | Notes | |-----------|-------|-------| | Maintenance | 10/10 | Official, frequent releases | | Documentation | 9/10 | Comprehensive docs, examples | | Tests | 10/10 | Extensive test coverage | | Performance | 7/10 | Good, complexity-dependent (~500ms per scan) | | Adoption | 9/10 | Enterprise standard (5000+ companies) | **Alternatives**: | Server | Advantage | Disadvantage | |--------|-----------|--------------| | **Semgrep** | Comprehensive SAST, custom rules | Slower on large codebases | | GitGuardian | Secrets-focused, fast | Limited SAST coverage | | SonarQube | Enterprise, detailed reports | Heavier, more setup | **Resources**: - **GitHub**: https://github.com/semgrep/mcp - **Official Docs**: https://semgrep.dev/docs/mcp - **Rules Registry**: https://semgrep.dev/r - **Pricing**: https://semgrep.dev/pricing (free tier for MCP) --- ### Documentation & Knowledge #### Context7 MCP **Official Upstash server** for real-time library documentation (LangChain, Anthropic SDK, etc.). Eliminates API hallucination. **Use Case**: Claude Code needs to use a library API → Context7 provides up-to-date docs + examples. **Key Features**: | Capability | Details | |------------|---------| | Library Search | Find docs for 500+ libraries | | Code Examples | Language-specific examples (Python, TS, etc.) | | API Reference | Detailed function signatures, parameters | | Version Filtering | Docs for specific library versions | | Smart Ranking | AI-ranked by relevance + project usage | **Setup**: ```bash # Local npx -y @upstash/context7-mcp --api-key YOUR_API_KEY ``` **Claude Code Configuration (local)**: ```bash claude mcp add context7 -- npx -y @upstash/context7-mcp --api-key YOUR_API_KEY ``` **Claude Code Configuration (remote/HTTP)**: ```bash claude mcp add --transport http --header "CONTEXT7_API_KEY: YOUR_API_KEY" \ context7 https://mcp.context7.com/mcp ``` **Example Usage**: ``` User: "Show me how to use Claude's streaming API with the Python SDK" Claude: [Uses context7 search] Result: Official Python SDK docs + example code for streaming ``` **Quality Score**: **8.2/10** ⭐⭐⭐⭐ **Limitations**: | Limitation | Workaround | |------------|-----------| | Limited library coverage | Fallback to web search for obscure libs | | Version lag (1-2 days) | Use official repo for cutting-edge | | Hallucination risk (low but exists) | Cross-verify with official docs | **Alternatives**: | Server | Advantage | Disadvantage | |--------|-----------|--------------| | **Context7** | Real-time, version-specific | API key required | | Web Search | Comprehensive, free | Slow, hallucination risk | | Static RAG | Fast, local | Outdated, no versions | **Resources**: - **GitHub**: https://github.com/upstash/context7 - **Official Site**: https://context7.com - **LobeHub Registry**: https://lobehub.com/mcp/upstash-context7 --- ### Project Management #### Linear MCP **Community server** for Linear (project management SaaS). GraphQL API with issue management, projects, teams, comments. **Use Case**: Claude Code automatically creates tickets, updates status, links issues in Linear (closes loop between development and project management). **Key Features**: | Capability | Details | |------------|---------| | Issue Management | List, get, create, update, delete, search | | Projects | List, create, update, assign | | Teams & Users | Team management, member assignment | | Comments | Add, list, with position tracking | | Cycles | Sprint/cycle management | | Webhooks | Subscribe to Linear events (optional) | **Setup**: ```bash # NPM or uvx npm install mcp-linear # or uvx mcp-linear ``` **Claude Code Configuration**: ```bash claude mcp add linear -- npx -y mcp-linear --api-key YOUR_LINEAR_API_KEY ``` **Example Usage**: ``` User: "Create a bug ticket in Linear for the CSS layout issue I just found" Claude: [Uses linear.issues.create with team key, title, description] Result: Ticket created, issue ID returned User: "Update ticket SOFT-123 status to 'In Progress'" Claude: [Uses linear.issues.update] Result: Status changed ``` **Quality Score**: **7.6/10** ⭐⭐⭐⭐ **Note**: Community-maintained (not Linear Inc.), but active and well-documented. **Limitations**: | Limitation | Workaround | |------------|-----------| | Timeout issues (fixed after 1h) | Implement heartbeat, firewall checks | | 65KB field limit | Auto-chunking for comments | | GraphQL complexity | Split complex queries automatically | **Alternatives**: | Server | Advantage | Disadvantage | |--------|-----------|--------------| | **Linear MCP** | Modern GraphQL, startup-friendly | Community-maintained | | Jira MCP | Enterprise, complex workflows | Heavier, older API | | GitHub Issues | Built-in, free | Limited project management | **Resources**: - **GitHub**: https://github.com/tacticlaunch/mcp-linear - **Linear API**: https://developers.linear.app - **Docs**: https://jan.ai/docs/desktop/mcp-examples/productivity/linear --- ### Orchestration #### MCP-Compose **Community tool** for managing multiple MCP servers Docker Compose-style. Declarative YAML configuration, multi-transport support (STDIO/HTTP/SSE). **Use Case**: Developer needs 5+ MCP servers; Docker Compose-like config simplifies lifecycle management. **Key Features**: | Capability | Details | |------------|---------| | YAML Configuration | Docker Compose-style server definitions | | Multi-Transport | STDIO, HTTP, SSE, TCP support | | Container Runtimes | Docker, Podman, native processes | | Network Management | Automatic Docker network creation | | Health Monitoring | Connection pooling, session management | | HTTP Proxy | Single unified HTTP endpoint | | Hot Reload | Update config without restart | **Setup**: ```bash git clone https://github.com/phildougherty/mcp-compose cd mcp-compose cargo build --release ``` **Configuration** (`mcp-compose.yaml`): ```yaml version: "1.0" mcpServers: filesystem: command: npx args: - "@modelcontextprotocol/server-filesystem" - "/tmp" transport: stdio memory: command: npx args: - "@modelcontextprotocol/server-memory" transport: stdio env: DEBUG: "true" postgres: image: postgres:15 transport: tcp port: 5432 env: POSTGRES_PASSWORD: secret proxy: port: 3000 listen: "127.0.0.1" ``` **Generate Claude Desktop Config**: ```bash ./mcp-compose create-config --type claude --output ~/.claude/mcp.json ``` **Start Servers**: ```bash ./mcp-compose up # Single unified HTTP proxy at http://localhost:3000 ``` **Quality Score**: **7.4/10** ⭐⭐⭐⭐ **Limitations**: | Limitation | Workaround | |------------|-----------| | Cargo build required | Use pre-built binary (if available) | | YAML learning curve | Provide templates for common setups | | Debug complexity | Use mcp-compose logs for troubleshooting | **Resources**: - **GitHub**: https://github.com/phildougherty/mcp-compose - **Docker Compose Docs**: https://docs.docker.com/compose/ - **MCP Protocol Spec**: https://modelcontextprotocol.io --- ## Production Deployment ### Security Checklist - [ ] **API keys** stored in `.env`, not in config files - [ ] **RBAC/permissions** reviewed (especially Kubernetes, Semgrep) - [ ] **Rate limits** understood (Linear GraphQL complexity, Vercel API) - [ ] **Fallback mechanisms** for API downtime implemented - [ ] **Monitoring + logging** enabled for all MCP servers ### Quick Start Stack **MVP (Essentials)**: 1. **Playwright MCP** — E2E testing, web verification 2. **Semgrep MCP** — Security-first coding **Important Additions**: 3. **Context7 MCP** — API reference accuracy 4. **Linear MCP** (optional) — Issue tracking integration **DevOps/SRE Stack**: 5. **Kubernetes MCP** — Cluster management 6. **Vercel MCP** — Next.js deployment automation **Complex Setups**: 7. **MCP-Compose** — Multi-server orchestration 8. **Browserbase MCP** — Heavy web automation (premium) ### Installation Examples ```bash # Playwright (browser testing) npm install @microsoft/playwright-mcp # Semgrep (security) uvx semgrep-mcp # Context7 (documentation) npx -y @upstash/context7-mcp --api-key YOUR_API_KEY # Linear (project management) npm install mcp-linear ``` ### Performance Metrics | Metric | Median | Range | Notes | |--------|--------|-------|-------| | **Response Time** | ~200ms | 100-500ms | Cloud-dependent (Browserbase ~500ms) | | **Token Overhead** | ~200-500 tokens | Minimal for structured output | Accessibility trees vs screenshots | | **Setup Time** | ~5 minutes | 2-10 minutes | Cargo build (MCP-Compose) = 10 min | --- ## Monthly Watch Methodology This section documents the process for maintaining this guide with monthly ecosystem updates. ### Sources to Monitor **Official Sources**: - [Anthropic MCP GitHub](https://github.com/modelcontextprotocol/servers) - [Anthropic Blog](https://www.anthropic.com/news) - [MCP Protocol Spec](https://modelcontextprotocol.io) **Community Sources**: - [GitHub topic: mcp-servers](https://github.com/topics/mcp-servers) (7260+ servers) - [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) (75.5k stars) - [MCP Registry](https://github.blog/ai-and-ml/generative-ai/how-to-find-install-and-manage-mcp-servers-with-the-github-mcp-registry/) **Discussions**: - [Reddit r/ClaudeAI](https://www.reddit.com/r/ClaudeAI/) - [Reddit r/mcp](https://www.reddit.com/r/mcp/) - [X/Twitter #MCPServer](https://twitter.com/search?q=%23MCPServer) **Technical Articles**: - [Blog Skyvia](https://blog.skyvia.com/best-mcp-servers/) - [Builder.io Blog](https://www.builder.io/blog/best-mcp-servers-2026) - [Cyberpress](https://cyberpress.org/best-mcp-servers/) ### Monthly Review Checklist - [ ] **Official servers**: Check Anthropic GitHub for new releases - [ ] **Community servers**: Review GitHub topics for trending servers (≥50 stars, <3 months release) - [ ] **Ecosystem changes**: Monitor Anthropic blog for protocol updates - [ ] **Server health**: Re-evaluate existing servers (releases, issues, maintenance) - [ ] **Security**: Check for disclosed vulnerabilities (GitHub Security Advisories) - [ ] **Deprecations**: Identify archived or unmaintained servers - [ ] **Update guide**: Add new validated servers, remove deprecated ones ### Evaluation Template For each candidate server: 1. **Basic Validation**: - GitHub stars ≥50? - Last release <3 months? - Documentation complete (README + examples + config)? - Tests/CI present? 2. **Quality Scoring** (see [Evaluation Framework](#evaluation-framework)): - Maintenance: `/10` - Documentation: `/10` - Tests: `/10` - Performance: `/10` - Adoption: `/10` - **Total**: `/50` → Normalized to `/10` 3. **Use Case Analysis**: - What gap does it fill? - Is it already covered by official servers? - What are the alternatives? 4. **Decision**: - **Integrate** (score ≥8): Add full section to guide - **Monitor** (score 6-7): Add to watch list, re-evaluate next month - **Reject** (score <6): Document reason in [Excluded Servers](#excluded-servers) ### Integration Workflow When adding a new server: 1. Create section in appropriate category (Browser Automation, DevOps, etc.) 2. Include: - Use case description - Key features table - Setup instructions - Configuration examples - Quality score - Limitations & workarounds - Alternatives comparison - Resources (GitHub, docs, tutorials) 3. Update [Quick Start Stack](#quick-start-stack) if MVP-relevant 4. Update [Production Deployment](#production-deployment) checklist if security-critical --- ## Excluded Servers Servers evaluated but not included in the validated list: | Server | Reason | Source | Date Evaluated | |--------|--------|--------|----------------| | **X/Twitter MCP** | API instability, frequent auth issues, inconsistent maintenance | [Cursor Forum](https://forum.cursor.com/t/linear-mcp-commonly-errors-out-and-requires-turning-off-then-on/148816) | Jan 2026 | | **Vector Search MCP** | <50 stars, incomplete documentation | [LobeHub](https://lobehub.com/mcp/hugoduncan-mcp-vector-search) | Jan 2026 | | **GitHub MCP** | Archived, migrated to official Go SDK | [GitHub Changelog](https://github.blog/changelog/2025-12-10-the-github-mcp-server-adds-support-for-tool-specific-configuration-and-more/) | Jan 2026 | | **Jira MCP (sooperset)** | No recent release (last: June 2025), less stable than Linear | [GitHub Releases](https://github.com/sooperset/mcp-atlassian/releases) | Jan 2026 | --- ## Statistics & Insights ### Distribution by Category | Category | Servers | Use Cases | |----------|---------|-----------| | **Browser Automation** | 2 (Playwright, Browserbase) | Testing, data extraction, web scraping | | **DevOps/Infrastructure** | 2 (Vercel, Kubernetes) | Deployment, cluster management | | **Security/Code Analysis** | 1 (Semgrep) | Vulnerability scanning, secure coding | | **Documentation/Knowledge** | 1 (Context7) | API reference, code examples | | **Project Management** | 1 (Linear) | Issue tracking, sprint planning | | **Orchestration** | 1 (MCP-Compose) | Multi-server management | ### Maintainer Types - **Official Servers** (5): Playwright (Microsoft), Browserbase, Semgrep, Context7, Kubernetes (Red Hat) - **Community Servers** (3): Linear, Vercel, MCP-Compose (well-designed, actively maintained) --- **Last updated**: January 2026 **Next review**: February 2026 **Maintainer**: Claude Code Ultimate Guide Team --- *Back to [main guide](./ultimate-guide.md) | [README](./README.md)*