stream SKILL.md skillA

stream from simota/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add simota/agent-skills/stream@git:20261009.1e21383

Pins git:20261009.1e21383 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
simota/agent-skills
Path
stream/SKILL.md
Versions recorded
8
Latest version
git:20261009.1e21383, committed Oct 9, 2026
First version recorded
Jul 29, 2026
Size
22,153 bytes
Repository stars
99
License
MIT

Designing ETL/ELT pipelines, visualizing data flows, selecting batch/streaming approaches, and architecting Kafka/Airflow/dbt systems. Use when building data pipelines or managing data quality.

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

<!--
CAPABILITIES_SUMMARY:
- pipeline_architecture: ETL/ELT design, batch vs streaming vs hybrid selection, medallion architecture (Bronze/Silver/Gold)
- orchestration_design: Airflow 3.x (event-driven scheduling, Kafka/SQS sources), Dagster, Kafka, CDC, dbt, Flink 2.2 (native AI/ML SQL) workflow planning
- data_quality: Quality gates at source/transform/sink, schema evolution, data contracts, schema drift detection
- idempotency_design: At-least-once + idempotent sink, safe replay, backfill planning
- lineage_tracking: Data lineage documentation, dependency mapping, impact analysis
- observability_planning: Monitoring, alerting, freshness checks (≥2× SLA frequency), reconciliation, SLA tier classification
- warehouse_modeling: dbt layer structure, materialization strategy (view/table/incremental/streaming_table), naming conventions
- recovery_design: Failure recovery, rollback notes, replay steps, backfill procedures
- cost_optimization: Compute/storage cost analysis, incrementality, partitioning strategy
- sla_design: Pipeline availability tiers (99.9%/99.5%/99.0%), freshness SLAs, p99 latency targets
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add simota/agent-skills/stream@sha256:3fa5371c36949779

The line at the top of this page pins the label git:20261009.1e21383, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ax2tj7evjezgf2c5.svg)](https://markdownregistry.com/a/art_ax2tj7evjezgf2c5)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 8 versions of this file, between Jul 29, 2026 and Oct 9, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20261009.1e21383 latest2026-10-09 1e21383 22,153 BA view · diff
git:20260918.e3074152026-09-18 e307415 22,152 BA view · diff
git:20260916.35ffd552026-09-16 35ffd55 22,742 BA view · diff
git:20260820.4d4eeea2026-08-20 4d4eeea 22,913 BA view · diff
git:20260820.9805aa12026-08-20 9805aa1 22,890 BA view · diff
git:20260819.95d69932026-08-19 95d6993 22,699 BA view · diff
git:20260801.1cb96012026-08-01 1cb9601 22,807 BA view · diff
git:20260729.0e8e3fc2026-07-29 0e8e3fc 22,300 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22153 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

GitHub

simota/agent-skills · 99 stars · license MIT · pushed 2026-10-26 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ax2tj7evjezgf2c5
GET https://markdownregistry.com/api/v1/resolve?ref=simota/agent-skills/stream
GET https://markdownregistry.com/api/v1/blob/3fa5371c36949779bf4ac473861d812ef9f6f2ec47df9d2ece5c6aaad8c5d381

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.

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Every file in simota/agent-skills

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