118,035 servers from the official registry, GitHub and npm. Filter by category, transport and language.
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Generates 14 types of UML diagrams from codebases using AST analysis and LLM synthesis, outputting Mermaid or PlantUML source files.
Interactive .drawio diagram generator and viewer MCP server for system architecture and flow visualization.
Cuts Claude Code and LLM token usage by 60-85% via AST navigation, deduplication, and context-budget optimization.
Structured Claude Code session lifecycle, semantic tag search, work item accumulation, and memory persistence MCP server.
Pre-execution tool validation, failure prevention hints, dynamic skill selection, and agent dispatch gate MCP server.
Real-time tool usage tracking, agent telemetry, progress tracking, and automated commit-readiness evaluation MCP server.
Enterprise AI governance, policy compliance verification, tool audit logging, and system health checks MCP server.
Atlassian Jira REST API integration MCP server for sprints, epics, issues, agile velocity, and JQL search.
Jenkins CI/CD automation MCP server for pipeline triggering, build status monitoring, and console inspection.
Comprehensive GitHub platform automation MCP server for issues, PRs, milestones, labels, branch management, and merges.
Local Git operations MCP server supporting commits, branches, stashes, rebases, unified diffs, and post-merge cleanup.
Figma design-to-code MCP server for extracting design tokens, frame layouts, component trees, and CSS styling.
Shared foundation library, standard schemas, and reusable infrastructure for building Python FastMCP servers.
Google Analytics 4 (GA4) MCP server for traffic acquisition, user engagement, conversion funnels, and real-time reports.
Google Tag Manager API v2 MCP server for inspecting, auditing, drafting, and publishing GTM containers and tags.