aidp-observability

aidp-observability is a skill for Claude Code from oracle-samples/oracle-aidp-samples. It costs 81 tokens per session (1,216 once invoked), scanned A, original, UPL-1.0.

An operations monitor shows recent resource activity and the status of long-running background operations in AIDP.

In plain words
What is it for?
Use it to track provisioning, large commits, and other operations that complete in the background.
Why use it?
It helps you see what happened recently, what is still running, and whether an asynchronous operation has finished.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the oracle-ai-data-platform-workbench-engineer-agent plugin — 37 skills, 1 hook shipped together

Good fit Use it to track provisioning, large commits, and other operations that complete in the background.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/oracle-samples/oracle-aidp-samples/aidp-observability
Install

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.

Any agent
npx skills add oracle-samples/oracle-aidp-samples --skill aidp-observability
Clone the repo
git clone --depth 1 https://github.com/oracle-samples/oracle-aidp-samples

Made for: Claude Code.

Or install oracle-ai-data-platform-workbench-engineer-agent, the plugin that ships this one along with the rest of its 37 skills, 1 hook.

Wrote 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.

agentmods badge for aidp-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-observability/github.svg)](https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-observability)
Your own site
<a href="https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-observability"><img src="https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-observability/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.

agentmods 80×15 button for aidp-observability

Your own site · 80×15
<a href="https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-observability"><img src="https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,216 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00081 $0.01216
Opus 5.5 $0.00032 $0.00486
Sonnet 5.5 $0.00016 $0.00243
Haiku 4.5 $0.00008 $0.00122

Measured 1mo ago against content hash 04d3ecc94596, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aidp-observability 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.

ai/claude-code-plugins/oracle-ai-data-platform-workbench-engineer-agent/skills/aidp-observability/SKILL.md · 70 lines

The source is not reproduced here

Licensed UPL-1.0

The repository is licensed UPL-1.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Changes

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.

  1. 1mo ago First seen · 70 lines · 81 tokens per session scan A 04d3ecc94596

Subscribe to this mod's changes

aidp-observability is a skill published in the GitHub repository oracle-samples/oracle-aidp-samples (56 stars, last pushed 2d ago), licensed UPL-1.0. It adds 81 tokens to every session and 1,216 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 2026-09-03.

Related

Other skills, from other repositories

datris-platform

Use Datris as the data platform for this project. Load this skill whenever the work involves getting data in from a file, an API, a website, a database or a document set; validating, transforming or landing data in a database, warehouse, object store or vector store; building a RAG or semantic-search index; scheduling…

datris/datris-platform-oss · 157 tokens

historic_sql_table_digest

Convert one changed historic-SQL table usage bucket into typed table usage evidence for deterministic schema projection.

Kaelio/ktx · 25 tokens

annotating-task-lineage

Annotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to tasks, specify input/output datasets, or enable lineage tracking for operators without built-in OpenLineage extraction.

astronomer/agents · 51 tokens

checking-freshness

Quick data freshness check. Use when the user asks if data is up to date, when a table was last updated, if data is stale, or needs to verify data currency before using it.

astronomer/agents · 44 tokens

shape-user-idea

Shape an idea the user already has, or answer a project question, and write one idea file and its Ideas row after they confirm. A topic with no artifact belongs to search-ml-literature. Do not write History, Backlog, or a design note. Do not pick a backlog row.

probabl-ai/skills · 65 tokens

alterlab-depmap

Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles. Use when identifying cancer-specific genetic vulnerabilities, finding synthetic lethal interactions, checking whether a gene is essential in given cell lines, or…

AlterLab-IEU/AlterLab-Academic-Skills · 77 tokens