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-app-apx/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-app-apx)<a href="https://agentmods.dev/skills/alessandro9110/speech-to-text-with-databricks/databricks-app-apx"><img src="https://agentmods.dev/badge/skills/alessandro9110/speech-to-text-with-databricks/databricks-app-apx/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-app-apx"><img src="https://agentmods.dev/badge/skills/alessandro9110/speech-to-text-with-databricks/databricks-app-apx.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 | $0.00024 | $0.01939 |
| Opus 5.5 | $0.00010 | $0.00776 |
| Sonnet 5.5 | $0.00005 | $0.00388 |
| Haiku 4.5 | $0.00002 | $0.00194 |
Grade A, and why
databricks-app-apx scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl http://localhost:8000/api/{entities} | jq . How it starts
The opening of the file, as written. The whole thing — 254 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Databricks APX Application
Build full-stack Databricks applications using APX framework (FastAPI + React).
Trigger Conditions
Invoke when user requests:
- "Databricks app" or "Databricks application"
- Full-stack app for Databricks without specifying framework
- Mentions APX framework
Do NOT invoke if user specifies: Streamlit, Dash, Node.js, Shiny, Gradio, Flask, or other frameworks.
Prerequisites Check
Option A)
Repository configured for use with APX.
1.. Verify APX MCP available: mcp-cli tools | grep apx
2. Verify shadcn MCP available: mcp-cli tools | grep shadcn
3. Confirm APX project (check pyproject.toml)
Option B) Install APX
- Verify uv available or prompt for install. On Mac, suggest:
brew install uv. - Verify bun available or prompt for install. On Mac, suggest:
brew tap oven-sh/bun
brew install bun
- Verify git available or prompt for install.
- Run APX setup commands:
uvx --from git+https://github.com/databricks-solutions/apx.git apx init
Workflow Overview
Total time: 55-70 minutes
- Initialize (5 min) - Start servers, create todos
- Backend (15-20 min) - Models + routes with mock data
- Frontend (20-25 min) - Components + pages
- Test (5-10 min) - Type check + manual verification
- Document (10 min) - README + code structure guide
Phase 1: Initialize
# Start APX development server
mcp-cli call apx/start '{}'
mcp-cli call apx/status '{}'
Create TodoWrite with tasks:
- Start servers ✓
- Design models
- Create API routes
- Add UI components
- Create pages
- Test & document
Phase 2: Backend Development
Create Pydantic Models
In src/{app_name}/backend/models.py:
Follow 3-model pattern:
EntityIn- Input validationEntityOut- Complete output with computed fieldsEntityListOut- Performance-optimized summary
See backend-patterns.md for complete code templates.
Create API Routes
In src/{app_name}/backend/router.py:
What ships with it
3 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 · 254 lines · 24 tokens per session scan A 3d9de586eb4e
databricks-app-apx is a skill published in the GitHub repository alessandro9110/Speech-To-Text-With-Databricks (4 stars, last pushed 8mo ago), licensed MIT. It adds 24 tokens to every session and 1,939 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-02.
databricks-app-apx compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| databricks-app-apxalessandro9110/Speech-To-Text-With-Databricks | Skill | 4 | 8mo ago | MIT | A | 24 | Claude Code |
| databricks-expertpersonamanagmentlayer/pcl | Skill | 44 | 11d ago | Apache-2.0 | A | 74 | Claude Code |
| blind-sqliPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 88 | Claude Code, Codex |
| hppPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 25 | Claude Code |
| php-type-jugglingPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 34 | Claude Code |
| verb-tamperingPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 41 | Claude Code |
| csrfPurpleAILAB/Decepticon | Skill | 6.5k | 8d ago | Apache-2.0 | A | 46 | Claude Code |