"Understanding Context Memory in Chat Systems" matching MCP connectors:

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

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.

It connects with Smart Data models database with more than 1000 open licensed data models and helps you to create applications and systems interoperable with existing standards or real applications

The BigQuery remote MCP server is a fully managed service that uses the Model Context Protocol to connect AI applications and LLMs to BigQuery data sources. It provides secure, standardized tools for AI agents to list datasets and tables, retrieve schemas, generate and execute SQL queries through natural language, and analyze data—enabling direct access to enterprise analytics data without requiring manual SQL coding.

VaultCrux Memory Core — 32 tools: knowledge, decisions, constraints, signals, coverage

PostgreSQL, MySQL, OpenAPI/Swagger, and shared Agent Memory with scoped access.

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

An MCP server for converting data between 16 formats including JSON, YAML, TOML, CSV, XML, Markdown, HTML, Excel, PDF, and more. Supports single transforms, batch fan-out to multiple targets in one call, and JSON reshaping with dot-notation path mapping. 240 conversion pairs, zero config.

Securely access and manage FHIR healthcare data stored in Medplum.

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

Create schemas and read, write, and organize structured records in EasyData.

The all-in-one data stack for agents. Upload files, run SQL, evolve tables, and render charts.

An agent-native database over MCP: shared, validated, structured records in every AI chat.

Memory infrastructure for teams who will eventually be audited. Database-enforced isolation, atomic audit trail, and secret detection at the handler layer.

Query your org's data in natural language — read-only MCP access to SQL, NoSQL, files & warehouses.

Connecting LLMs and AI agents to real-time production data shouldn't mean writing endless boilerplate middleware. BoltSchema automatically converts your PostgreSQL into secure, production-ready, and hosted Model Context Protocol (MCP) servers. Save days of engineering time, handle JSON-RPC schemas automatically, and let your AI securely query the exact data context it needs in under 60 seconds.

Public read-only MCP HTTP gateway for the Solapur software developers registry.

Query PostgreSQL databases in plain English — LLM-generated, safety-validated SQL.

Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstash Redis.