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

AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing high-precision symbol resolution, reference finding, and structural analysis via MCP tools.

Enables deterministic, AST-based rewriting of Python imports and callsites, so module paths can be re-aliased and migrated across a codebase without regex errors. It also supports dependency graph auditing and refactoring planning with token-efficient output for coding agents.

Generates fullstack UI component AST patches with Tailwind tokens, enabling AI agents to produce structured UI patch outputs for frameworks like v0 and Lovable.

Enables static AST-based dataflow analysis to trace untrusted sources to sensitive sinks, supporting automated code review and security auditing through MCP.

Resolves AR-IDs, manifest hashes, and provenance trees from any MCP-compatible AI client via the AnchorRegistry API.

embedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent

MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM.

AI agent file editing via MCP: JSON/YAML/TOML, AST renames, markdown, batch.

deBridge MCP finds optimal cross-chain swap routes, check fees and conditions, and initiate non-custodial trades across major blockchain networks. Supported: Ethereum, Solana, Arbitrum, Base, BNB Chain, Polygon, Optimism, Avalanche, Linea, Berachain, Tron, Cronos, Gnosis, Monad, Sonic, Flow, HyperEVM, Sei, Story, Injective, Abstract, MegaETH, Mantle, Plasma, Zilliqa, Sophon, Bob, Neon, and more

Official MCP server of Melbis Shop, a self-hosted e-commerce platform: an AI agent works in the store as an employee — project files with version history, database, catalogue trees, product files and storefront pages — under a staff login with per-command permissions. Ships with the Windows client; 56 built-in tools plus store-specific tools with a permission on every command.

Enables AI assistants to access Reddit data through the Model Context Protocol, including searching posts and comments, retrieving comment trees, looking up user profiles and karma, and checking account status.

An MCP server that enables Claude and other LLM clients to access Hanzo AI platform capabilities and provide powerful code management tools for analyzing, modifying, and understanding projects.

Connects AI assistants to Chrome DevTools, enabling page inspection via ARIA trees, screenshots, console logs, network monitoring, and element interaction through point-and-click.

Gives Claude 8 real-world tools via a single free API key: SSL certificate inspection, WHOIS lookup, email validation (syntax + MX + disposable detection), webpage screenshots, IP geolocation, currency conversion, schema markup generation, and UK business-day calculations. Python, pip install forevertools-mcp, MIT licensed.

MCP server for GoalT, a multi-parent value-propagating goal graph. It enables building and querying goal trees, listing priorities, and opening a live dashboard that highlights the active goal during Claude Code sessions.

Enables AI assistants to access contextual knowledge from multiple repositories through Sequa's Contextual Knowledge Engine. Provides architecture-aware code understanding and cross-repository context for more accurate, production-ready code generation.

A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.

Enables autonomous web agents to prune DOM trees, canonicalize URLs, auto-map form inputs, and convert HTML/Markdown tables into typed JSON, then score execution trajectories with action-level precision, recall, and Levenshtein edit distance against gold benchmarks. Runs as a zero-dependency, stdlib-only MCP server over JSON-RPC 2.0 stdio for Claude Desktop, Cursor, and Windsurf.

Enables AI assistants to search and manage construction project economic data, including unit price analyses, resource catalogs, budget trees, and price lists, with secure multi-tenant access.

LLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety enforcement, with two-phase approval and append-only audit ledger.