io-connectors

io-connectors is a skill for Claude Code, Codex from Kilo-Org/kilo-marketplace. It costs 37 tokens per session (1,368 once invoked), scanned A, original, Apache-2.0.

A guide to Apache Beam connectors, which let data pipelines read from and write to outside systems such as databases, cloud storage, message queues, and files.

In plain words
What is it for?
Use it when creating or maintaining Beam data sources and sinks, or when connector tests and data-transfer problems need attention.
Why use it?
It helps you choose, build, test, and troubleshoot the connector that moves data between Beam and another system.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when creating or maintaining Beam data sources and sinks, or when connector tests and data-transfer problems need attention.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kilo-org/kilo-marketplace/io-connectors
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Kilo-Org/kilo-marketplace --skill io-connectors
Clone the repo
git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for io-connectors

README.md
[![agentmods](https://agentmods.dev/badge/skills/kilo-org/kilo-marketplace/io-connectors/github.svg)](https://agentmods.dev/skills/kilo-org/kilo-marketplace/io-connectors)
Your own site
<a href="https://agentmods.dev/skills/kilo-org/kilo-marketplace/io-connectors"><img src="https://agentmods.dev/badge/skills/kilo-org/kilo-marketplace/io-connectors/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for io-connectors

Your own site · 80×15
<a href="https://agentmods.dev/skills/kilo-org/kilo-marketplace/io-connectors"><img src="https://agentmods.dev/badge/skills/kilo-org/kilo-marketplace/io-connectors.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 37 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,368 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00037 $0.01368
Opus 5 $0.00018 $0.00684
Sonnet 5 $0.00007 $0.00274
Haiku 4.5 $0.00004 $0.00137

Measured 9d ago against content hash 3ee1a707a311, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

io-connectors scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/io-connectors/SKILL.md · 192 lines

How it starts

The opening of the file, as written. The whole thing — 192 lines — stays where its author put it; the contents beside it link to each section on GitHub.

I/O Connectors in Apache Beam

Overview

I/O connectors enable reading from and writing to external data sources. Beam provides 51+ Java I/O connectors and several Python connectors.

Java I/O Connectors Location

sdks/java/io/

Available Connectors

Category Connectors
Cloud Storage google-cloud-platform (BigQuery, Bigtable, Spanner, Pub/Sub, GCS), amazon-web-services2, azure, azure-cosmos
Databases jdbc, mongodb, cassandra, hbase, redis, neo4j, clickhouse, influxdb, singlestore, elasticsearch
Messaging kafka, pulsar, rabbitmq, amqp, jms, mqtt, solace
File Formats parquet, csv, json, xml, thrift, iceberg
Other snowflake, splunk, cdap, debezium, hadoop-format, kudu, solr, tika

Testing I/O Connectors

Unit Tests

./gradlew :sdks:java:io:kafka:test
./gradlew :sdks:java:io:jdbc:test

Integration Tests

On Direct Runner
./gradlew :sdks:java:io:google-cloud-platform:integrationTest
With Custom GCP Settings
./gradlew :sdks:java:io:google-cloud-platform:integrationTest \
  -PgcpProject=<project> \
  -PgcpTempRoot=gs://<bucket>/path
With Explicit Pipeline Options
./gradlew :sdks:java:io:jdbc:integrationTest \
  -DbeamTestPipelineOptions='["--runner=TestDirectRunner"]'

Integration Test Framework

Located at it/ directory:

  • it/common/ - Common test utilities
  • it/google-cloud-platform/ - GCP-specific test infrastructure
  • it/jdbc/ - JDBC test infrastructure
  • it/kafka/ - Kafka test infrastructure
  • it/testcontainers/ - Testcontainers support

Writing Integration Tests

Basic Structure

@RunWith(JUnit4.class)
public class MyIOIT {
  @Rule public TestPipeline readPipeline = TestPipeline.create();
  @Rule public TestPipeline writePipeline = TestPipeline.create();

  @Test
  public void testWriteAndRead() {
    // Write data
    writePipeline.apply(Create.of(testData))
                 .apply(MyIO.write().to(destination));
    writePipeline.run().waitUntilFinish();

    // Read and verify
    PCollection<String> results = readPipeline.apply(MyIO.read().from(destination));
    PAssert.that(results).containsInAnyOrder(expectedData);
    readPipeline.run().waitUntilFinish();
  }
}

Read the full file on GitHub · 192 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 192 lines · 37 tokens per session scan A 3ee1a707a311

Subscribe to this mod's changes

io-connectors is a skill published in the GitHub repository Kilo-Org/kilo-marketplace (175 stars, last pushed 22d ago), licensed Apache-2.0. It adds 37 tokens to every session and 1,368 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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