General

connector-standards - Claude MCP Skill

Load all OpenMetadata connector development standards into context. Use before building or reviewing connectors to ensure consistent patterns.

SEO Guide: Enhance your AI agent with the connector-standards tool. This Model Context Protocol (MCP) server allows Claude Desktop and other LLMs to load all openmetadata connector development standards into context. use before building or reviewing... Download and configure this skill to unlock new capabilities for your AI workflow.

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SKILL.md
# Load OpenMetadata Connector Standards

## When to Activate

When a user asks to "load standards", "show connector standards", or before starting any connector development or review work.

## Behavior

### Load All Standards

If no specific standard is requested, load all standards in this order:

1. `${CLAUDE_SKILL_DIR}/standards/main.md` — Architecture overview
2. `${CLAUDE_SKILL_DIR}/standards/patterns.md` — Error handling, logging, pagination
3. `${CLAUDE_SKILL_DIR}/standards/code_style.md` — Python and JSON Schema conventions
4. `${CLAUDE_SKILL_DIR}/standards/schema.md` — Connection schema patterns
5. `${CLAUDE_SKILL_DIR}/standards/connection.md` — Connection class patterns
6. `${CLAUDE_SKILL_DIR}/standards/service_spec.md` — ServiceSpec registration
7. `${CLAUDE_SKILL_DIR}/standards/testing.md` — Unit and integration test patterns
8. `${CLAUDE_SKILL_DIR}/standards/registration.md` — How to register a connector
9. `${CLAUDE_SKILL_DIR}/standards/performance.md` — Performance best practices
10. `${CLAUDE_SKILL_DIR}/standards/memory.md` — Memory management and OOM prevention
11. `${CLAUDE_SKILL_DIR}/standards/lineage.md` — Lineage extraction methods
12. `${CLAUDE_SKILL_DIR}/standards/sql.md` — SQLAlchemy patterns and URL building

Then read all source-type standards:
```
${CLAUDE_SKILL_DIR}/standards/source_types/*.md
```

### Load Specific Standard

If a specific standard or service type is requested:

| Request | File to Load |
|---------|-------------|
| "testing" | `standards/testing.md` |
| "patterns" | `standards/patterns.md` |
| "schema" | `standards/schema.md` |
| "lineage" | `standards/lineage.md` |
| "sql" | `standards/sql.md` |
| "memory" | `standards/memory.md` |
| "database" | `standards/source_types/database.md` |
| "sql databases" | `standards/source_types/sql_databases.md` |
| "data warehouses" | `standards/source_types/data_warehouses.md` |
| "nosql" | `standards/source_types/nosql_databases.md` |
| "dashboard" | `standards/source_types/dashboard.md` |
| "pipeline" | `standards/source_types/pipeline.md` |
| "messaging" | `standards/source_types/messaging.md` |
| "mlmodel" | `standards/source_types/mlmodel.md` |
| "storage" | `standards/source_types/storage.md` |
| "search" | `standards/source_types/search.md` |
| "api" | `standards/source_types/api.md` |
| etc. | `standards/source_types/{name}.md` |

### After Loading

Confirm to the user which standards were loaded and summarize the key points. Example:

> Loaded 12 core standards + 11 source-type standards. Key points:
> - Schema-first: one JSON Schema → Python, Java, TypeScript, UI forms
> - Use `BaseConnection` for SQLAlchemy, `get_connection()`/`test_connection()` for others
> - Use pytest with plain `assert`, no unittest.TestCase
> - Always include copyright header, use `ingestion_logger()`
> - Lineage via query logs (database), SQL parsing (dashboard), or task metadata (pipeline)

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Information

Repository
open-metadata/OpenMetadata
Author
open-metadata
Last Sync
3/12/2026
Repo Updated
3/12/2026
Created
3/9/2026

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