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Agentic Data Engineering: 26 options

26 options compared · 10 tutorial, 9 reference, 4 mcp server, 1 skill, 1 plugin, 1 pattern

Comparing 26 options

Agentic Data Engineering — Skills, MCP servers, agents and hooks that let coding agents do real data engineering safely. The registry currently holds 26 resources: 10 tutorials, 9 references, 4 mcp servers, 1 skill, 1 plugin, 1 pattern.

Side by side

Every field below comes from the curated record — nothing is sponsored or ranked by payment:

ResourceTypeDifficultyVerificationScore
Filesystem MCP ServerMCP serverbeginnercommunity47.5
Git MCP ServerMCP serverbeginnercommunity47.5
Fetch MCP ServerMCP serverbeginnercommunity46
GitHub MCP ServerMCP serverbeginnercommunity41.1
MCP Tool Contract AuditorSkilladvancedcommunity40.5
Agent-in-the-Loop ReviewPatternintermediatecommunity35.75
Keep an agent read-only until a human approvesTutorialbeginnercommunity34.15
What makes an agent — model, tools, loop, guardrailsTutorialbeginnercommunity34.15
Wire the core MCP servers for a data repoTutorialbeginnercommunity34.15
Audit an MCP server's tool contractsTutorialintermediatecommunity34.15
Hooks — deterministic gates around an agentTutorialintermediatecommunity34.15
Inside a skill — SKILL.md, references, examples, the loading protocolTutorialintermediatecommunity34.15
Onboard an agent with the DE Data ToolkitTutorialintermediatecommunity34.15
Capstone — the guarded agent checklistTutorialadvancedcommunity34.15
Production gotchas — untrusted content, destructive actions, permission scopeTutorialadvancedcommunity34.15
When an agent does the wrong thing — contain, audit, postmortemTutorialadvancedcommunity34.15
DE Data ToolkitPluginbeginnercommunity34.1
Agent Skills (open format)Reference—community27.7
MCP Registry (official)Reference—community27.7
Model Context Protocol SpecificationReference—community27.7
Daily Life as a Jenkins AdministratorReference—community23.55
GSoC 2026 Final Blog: How It Was to Be a Contributor at JenkinsReference—community23.55
Jenkins and AI Agents: The Trusted Engine for Faster Software DeliveryReference—community23.55
kitfunso/hippo-memoryReference—community23.55
Monitoring MWAA-orchestrated ETL pipelines with Amazon OpenSearch ServiceReference—community23.55
oaslananka/kicad-mcp-proReference—community23.55

Trust breakdown

Verification mix: 26 community. No evidence gaps: every claim on file matches the record. Read how verification works — nothing here is independently audited yet, and the site says so everywhere it matters.

Security posture

Flagged entries: Filesystem MCP Server (1), Git MCP Server (1), Fetch MCP Server (2), GitHub MCP Server (3), MCP Tool Contract Auditor (1), DE Data Toolkit (2). Flags record declared capabilities (credentials, write access, network calls) — they are facts to review, not verdicts. Every entry also passes the 30-rule static trust scan; findings print on each detail page.

How to choose

How to choose: start with Filesystem MCP Server, Git MCP Server for the gentlest on-ramp; defer MCP Tool Contract Auditor, Capstone — the guarded agent checklist until you have production context. Weight verification and evidence over score when two entries are close, and check the last-verified date on each page — the registry re-checks every 180 days.