"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP connectors:

Analytical memory for AI agents: a real Postgres queried in plain English over MCP. One command.

Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting

Connect your AI to any database — PostgreSQL, MySQL, or SQL Server — in seconds.

Check shipping costs for all logistics services in Indonesia.

AMZScout Skill + MCP gives AI agents live access to real Amazon marketplace data across 14 Amazon marketplaces. Analyze any ASIN, validate product ideas, research niches, compare competitors, discover profitable keywords, and build data-driven PPC strategies using trusted Amazon insights instead of AI assumptions. Works with Claude, ChatGPT, Cursor, and any other MCP-compatible AI client. To connect, you'll need an AMZScout API plan and authorize your account. Get access and view pricing here: https://learn.amzscout.net/amazon-product-api-for-ai-agents

Ask Lever the messy recruiting-ops questions dashboards miss by connecting opportunities, applications, stages, notes, feedback, interviews, referrals, postings, requisitions, offers, users, sources, tags, files, resumes, and archive reasons. Find referral SLA misses, stale opportunities by owner, feedback debt by interviewer and hiring team, funnel leakage by recruiter/source/team, requisition fill-risk, offer hygiene gaps, archive-reason drift, and bottleneck owners. No dashboard build. No SQL

x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions.

Every figure re-checked against SQL-computed facts; unsupported questions refused with the reason.

Deploy a multi-user web app from your agent: hosting, auth, database, and permissions.

Find novel, statistically validated patterns in tabular data — hypothesis-free.

Monetized graph answers via named Cypher queries — Tollbooth DPYC operator

Your Supabase account in natural language: run SQL, apply migrations, manage tables, storage, edge f

Your Databricks Lakehouse in natural language: run SQL on your SQL warehouses, track long-running qu

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

Forklift & aerial-lift compliance records for warehouses — read-only demo tools.

Read-only MCP server for HolyDB: find Catholic parish Mass times by location and time.

Read, create, update and delete records; inspect objects, fields and schema in your Knack database.

Executes SQL in a real ephemeral database: rows, typed errors with suggestions, plans, diffs.

Generate realistic, FK-consistent synthetic test data for your databases from your AI assistant.

Zero-key temporary JSON database for agents: one tool call, no signup, no OAuth, no API keys.