Borrowing it
Nothing to install: this file belongs to alessandro9110/Speech-To-Text-With-Databricks. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/alessandro9110/Speech-To-Text-With-Databricks/main/.claude/skills/databricks-zerobus-ingest/SKILL.mdgit clone --depth 1 https://github.com/alessandro9110/Speech-To-Text-With-DatabricksWrote 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/alessandro9110/speech-to-text-with-databricks/databricks-zerobus-ingest)<a href="https://agentmods.dev/skills/alessandro9110/speech-to-text-with-databricks/databricks-zerobus-ingest"><img src="https://agentmods.dev/badge/skills/alessandro9110/speech-to-text-with-databricks/databricks-zerobus-ingest/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/alessandro9110/speech-to-text-with-databricks/databricks-zerobus-ingest"><img src="https://agentmods.dev/badge/skills/alessandro9110/speech-to-text-with-databricks/databricks-zerobus-ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00087 | $0.02588 |
| Opus 5.5 | $0.00035 | $0.01035 |
| Sonnet 5.5 | $0.00017 | $0.00518 |
| Haiku 4.5 | $0.00009 | $0.00259 |
Grade A, and why
databricks-zerobus-ingest 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 1mo 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 — 229 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Zerobus Ingest
Build clients that ingest data directly into Databricks Delta tables via the Zerobus gRPC API.
Status: Public Preview (currently free; Databricks plans to introduce charges in the future)
Documentation:
What Is Zerobus Ingest?
Zerobus Ingest is a serverless connector that enables direct, record-by-record data ingestion into Delta tables via gRPC. It eliminates the need for message bus infrastructure (Kafka, Kinesis, Event Hub) for lakehouse-bound data. The service validates schemas, materializes data to target tables, and sends durability acknowledgments back to the client.
Core pattern: SDK init -> create stream -> ingest records -> handle ACKs -> flush -> close
Quick Decision: What Are You Building?
| Scenario | Language | Serialization | Reference |
|---|---|---|---|
| Quick prototype / test harness | Python | JSON | 2-python-client.md |
| Production Python producer | Python | Protobuf | 2-python-client.md + 4-protobuf-schema.md |
| JVM microservice | Java | Protobuf | 3-multilanguage-clients.md |
| Go service | Go | JSON or Protobuf | 3-multilanguage-clients.md |
| Node.js / TypeScript app | TypeScript | JSON | 3-multilanguage-clients.md |
| High-performance system service | Rust | JSON or Protobuf | 3-multilanguage-clients.md |
| Schema generation from UC table | Any | Protobuf | 4-protobuf-schema.md |
| Retry / reconnection logic | Any | Any | 5-operations-and-limits.md |
If not speficfied, default to python.
What ships with it
5 files 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.
- 1mo ago First seen · 229 lines · 87 tokens per session scan A 4462e58be87a
databricks-zerobus-ingest is a skill published in the GitHub repository alessandro9110/Speech-To-Text-With-Databricks (4 stars, last pushed 8mo ago), licensed MIT. It adds 87 tokens to every session and 2,588 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-10-02.
databricks-zerobus-ingest compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| databricks-zerobus-ingestalessandro9110/Speech-To-Text-With-Databricks | Skill | 4 | 8mo ago | MIT | A | 87 | Claude Code |
| databricks-expertpersonamanagmentlayer/pcl | Skill | 44 | 11d ago | Apache-2.0 | A | 74 | Claude Code |
| sqliPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 48 | Claude Code, Codex |
| sql-injectionPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 47 | Claude Code, Codex |
| bloodhound-queryPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 32 | Claude Code, Codex |
| nosqliPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 38 | Claude Code, Codex |
| omnigraphModernRelay/omnigraph | Skill | 1.9k | today | MIT | A | 96 | Claude Code, Codex |