"Understanding Abstract Syntax Trees (AST)" matching MCP servers:

• MediaWiki Syntax MCP Server

  kongyo2

  A

  license

  A

  quality

  D

  maintenance

  This MCP server provides complete MediaWiki markup syntax documentation by dynamically fetching and consolidating information from official MediaWiki help pages. It enables LLMs to access up-to-date and comprehensive MediaWiki syntax information.

  Last updated 2025-08-22

  1

  MIT

• Cellar

  dimpagk92

  A

  license

  A

  quality

  B

  maintenance

  Hybrid computer-use MCP server that automates browsers and native macOS/Linux apps by fusing accessibility trees, Chrome DevTools Protocol, and vision into one structured context. Exposes four composable tools — cel_see, cel_act, cel_think, cel_perceive — that work with any MCP client and run fully offline via Ollama.

  Last updated 2026-07-27

  4

  23

  5

  Apache 2.0

• MCP Compass

  liuyoshio

  A

  license

  B

  quality

  F

  maintenance

  MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.

  Last updated 2025-01-07

  1

  144

  244

  MIT

• Rove

  noncelogic

  A

  license

  C

  quality

  F

  maintenance

  Hosted Playwright browser automation for AI agents. Returns accessibility trees instead of screenshots, cutting token usage by 77%. Navigate, interact, extract structured data, and take screenshots — all via MCP. Zero infrastructure, credit-based pricing.

  Last updated 2026-04-21

  6

  131

  MIT

• browsegrab

  QuartzUnit

  A

  license

  -

  quality

  D

  maintenance

  A token-efficient browser automation server that enables LLMs to navigate websites, click elements, and extract content using accessibility trees and markdown conversion. It provides eight tools for lightweight browser interaction optimized for performance with local LLM endpoints.

  Last updated 2026-04-15

  MIT

• Codex Capability Bridge

  AEcru

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that enables Claude to discover and delegate tasks to local Codex Skills and plugins, bridging Claude's natural language understanding with Codex's execution capabilities.

  Last updated 2026-07-17

  Apache 2.0

• governed-mcp

  rsiraj0

  F

  license

  -

  quality

  C

  maintenance

  MCP server that enforces governance on agentic decisions with auditable evidence records, providing tools for understanding, calibrating confidence, and navigating handoffs based on policy.

  Last updated 2026-07-07

  1

• Decision Tree MCP Server

  psikosen

  F

  license

  -

  quality

  D

  maintenance

  A Node.js MCP server that loads and manages decision trees from .rtdq files and provides basic to-do list functionality using Redis for storage.

  Last updated 2025-04-11

• selvans

  gabrieleakeron

  F

  license

  -

  quality

  A

  maintenance

  A framework that makes any web application natively operable by AI agents through the Model Context Protocol (MCP), replacing browser automation with structured UI semantic trees and typed backend operations.

  Last updated 2026-07-12