Back to validate

Alternatives to validate

Deterministic validation for AI-generated artifacts: JSON Schema, OpenAPI response, SQL syntax.

validate is tagged Database, AI, API. The servers below cover similar ground, ranked by how many tags they share with it, then by GitHub stars.

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MCP Toolbox for Databases

by googleapis

15k ★Apache-2.0

MCP Toolbox for Databases enables your agent to connect to your database.

$docker run -i --rm us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:0.31.0
DatabaseAIAPI
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AnythingMCP

by io.github.HelpCode-ai

Any REST/SOAP/GraphQL/OData/SQL API as MCP tools for Claude & ChatGPT. 561 connectors: SAP, ERP.

$https://cloud.anythingmcp.com/mcp
DatabaseAIAPI
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blackwall

by com.blackwalltier

API-key pre-action risk gate: any irreversible agent action (money, SQL, delete, email).

$npx -y blackwall-mcp@1.4.2
DatabaseAIAPI
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Cortex RMCP

by ai.dinglebear

Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.

$npx -y @dinglebear/cortex@3.13.2
DatabaseAIAPI
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dokploy-mcp-server

by io.github.sapientsai

Dokploy MCP server: manage apps, Docker Compose, databases, domains, backups, and servers.

$npx -y dokploy-mcp-server@1.10.0
DatabaseAIAPI
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Liquid

by io.github.ertad-family

Connect your AI agent to anything — APIs, databases, and agents; read and write, auto-discovered.

$uvx liquid-mcp@0.1.0
DatabaseAIAPI
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mcp

by io.github.InstaNode-dev

Provision Postgres databases + webhooks from AI coding agents in one HTTP call.

$npx -y @instanode/mcp@0.7.2
DatabaseAIAPI
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mcp-data-pipeline-connector

by io.github.dbsectrainer

Universal data connector for CSV, Postgres, and REST APIs via DuckDB

$npx -y mcp-data-pipeline-connector@1.0.0
DatabaseAIAPI
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mcp-redis-server

by io.github.daedalus

MCP server that exposes Redis API to AI models

$uvx mcp-redis-server@0.1.0
DatabaseAIAPI
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mcp-server

by com.light-cloud

Deploy and run web apps, APIs and databases on Light Cloud from your AI agent.

$npx -y @light-cloud/mcp-server@1.6.2
DatabaseAIAPI
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orionbelt-semantic-layer

by io.github.ralfbecher

API-first semantic layer MCP server compiling YAML models into dialect-specific SQL

$uvx orionbelt-semantic-layer@0.3.0
DatabaseAIAPI
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pREST

by io.github.prest

Stdio MCP adapter bridging AI clients to pREST’s HTTP /_mcp endpoint for PostgreSQL APIs.

$docker run -i --rm ghcr.io/prest/prest-mcp-adapter:0.1.3
DatabaseAIAPI