data-streaming SKILL.md skillA
data-streaming from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/data-streaming@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/data-streaming/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Oct 5, 2026
- Size
- 19,986 bytes
- Repository stars
- 101
- License
- MIT
Designs streaming platforms for Kafka, Flink, CDC, and lakehouse ingestion. Use when planning event backbones, CDC pipelines, schema governance, or real-time lakehouse delivery.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Data Streaming **Modern Best Practices:** choose the event backbone and stream processor separately, treat schemas and replay as product interfaces, default to event-time processing for stateful analytics, and verify managed-service behavior from primary docs before making vendor-specific recommendations. Primary sources live in `data/sources.json`. Refresh time-sensitive claims against official docs before making definitive recommendations about managed services, version-specific features, limits, or pricing. This skill covers the **data platform side** of streaming: event backbones, CDC, stateful processing, schema governance, and real-time delivery into lakes, warehouses, search, or serving systems. ## When to Use - Choose between Kafka, Redpanda, Pulsar, Kinesis, or managed Kafka offerings - Design topic strategy, partitioning, retention, replay, and ordering guarantees - Build or fix CDC pipelines with Debezium, Flink CDC, or managed database-streaming tools - Choose between Flink, Kafka Streams, Spark Structured Streaming, or lighter transformation paths - Define schema registry, compatibility, contract, and tombstone handling rules …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/data-streaming@sha256:8b3ce2e441767f81The line at the top of this page pins the label v1.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_c4ufxyhennc7l7jf)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19986 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_c4ufxyhennc7l7jf GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/data-streaming GET https://markdownregistry.com/api/v1/blob/8b3ce2e441767f81f90ace396074e26a4a90dcc9aa8c5e0ac20005a13571be79
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.