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.
npx skills add Kilo-Org/kilo-marketplace --skill io-connectorsgit clone --depth 1 https://github.com/Kilo-Org/kilo-marketplaceWrote 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.
[](https://agentmods.dev/skills/kilo-org/kilo-marketplace/io-connectors)<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.
<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>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once 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 |
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.
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 utilitiesit/google-cloud-platform/- GCP-specific test infrastructureit/jdbc/- JDBC test infrastructureit/kafka/- Kafka test infrastructureit/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();
}
}
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.
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.
- 9d ago First seen · 192 lines · 37 tokens per session scan A 3ee1a707a311
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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