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

Seven pay-per-event Apify Actors (PDF/CSV/links/sitemap/email/phone/VAT) as MCP tools.

Mezmo MCP Server

com.mezmo.mcp

Mezmo MCP is a remote Model Context Protocol (MCP) server that lets AI assistants and IDE chat agents interact with the Mezmo observability platform via the Model Context Protocol. Use it for streamlined observability, log analysis, and root-cause analysis in your favorite tools. Add Mezmo MCP and you can: 🕵️ Run advanced Root-cause analysis over recent logs 📦 List and describe Pipelines 📤 Export and filter Logs with powerful query syntax

Abstract Phone MCP — wraps Abstract API Phone Validation

Validates email syntax and MX records. x402 payment required (testnet USDC).

Fast email validation at the edge: syntax, MX records, disposable-domain detection.

Ten web data tools run as Apify Actors: Threads keyword search, reply trees and profiles; every Yelp business in a city with phones, websites and all reviews; YouTube/TikTok transcripts incl. channels and playlists (speech recognition when no captions); hundreds of keywords on one Google Trends scale plus Trending Now; Airbnb/Vrbo occupancy, ADR and revenue by market; Jumia prices in 8 African countries. Pay per result. Auth: Apify OAuth or API token.

OpenAbstracts is a paper search API. One endpoint searches 10M+ academic papers from 100,000+ journals and returns real, citable records: title, authors, year, journal, DOI, abstract, subject category, journal quartile, and links to the original PDF and publisher page. What you can do: - Keyword search across titles, abstracts, keywords and authors, with fuzzy matching - Full-text search inside the PDFs, with highlighted snippets showing exactly where a term appears - Filter by subject category

Verify email addresses in bulk: syntax, domain, MX, disposable and role addresses, SPF and DMARC

Validates AI-generated Python: syntax, lint, security scan and deterministic repair.

OCR and document understanding: extract text from images, then summarize or translate it.

Read-only Reddit search API for AI agents: posts, comments, comment trees, subreddit rules.

mcpOAuth

ai.primateintelligence

Video scene understanding for AI agents via the Primate Vision API.

Detects catastrophic-backtracking (ReDoS) regex risk via AST parsing, with JS-safe rewrites.

aipongeOAuth via extension

app.aiponge

private by default journaling, self-understanding, reflective songs, books, playlists, insights.

Code intelligence for coding agents: semantic, AST, graph, and full-text search. 279+ languages.

MCP server for understanding Javascript internals from ECMAScript specification.

12 deterministic graph-theory tools for structural analysis. Describe systems in EN syntax — get topology, bottlenecks, blast radius, critical paths. No AI inside the computation.