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.
npx skills add joevstaas/awesome-claude-skills --skill odp-data-consumegit clone --depth 1 https://github.com/joevstaas/awesome-claude-skillsWrote 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/joevstaas/awesome-claude-skills/odp-data-consume)<a href="https://agentmods.dev/skills/joevstaas/awesome-claude-skills/odp-data-consume"><img src="https://agentmods.dev/badge/skills/joevstaas/awesome-claude-skills/odp-data-consume/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/joevstaas/awesome-claude-skills/odp-data-consume"><img src="https://agentmods.dev/badge/skills/joevstaas/awesome-claude-skills/odp-data-consume.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 | $0.00039 | $0.05583 |
| Opus 5 | $0.00019 | $0.02792 |
| Sonnet 5 | $0.00008 | $0.01117 |
| Haiku 4.5 | $0.00004 | $0.00558 |
Grade A, and why
odp-data-consume 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 11d 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 -s "https://api.hubocean.earth/api/stac/collections" \ How it starts
The opening of the file, as written. The whole thing — 585 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ODP Data Consume Skill
Use this skill when the user wants to read, query, download, or pull data from the Ocean Data Platform (ODP) by Hub Ocean.
Prerequisites
Python Dependencies
pip install odp-sdk pyarrow shapely pandas python-dotenv h3
| Package | Purpose |
|---|---|
odp-sdk |
ODP client library (authentication, catalog, dataset operations) |
pyarrow |
Tabular data deserialization |
shapely |
Convert WKT geometry back to GeoJSON |
pandas |
DataFrame handling for tabular query results |
h3 |
Convert H3 cell ids back to boundary polygons from aggregate results |
Authentication
import os
from odp.client import Client
client = Client(api_key=os.environ["ODP_API_KEY"])
Finding an API key
If ODP_API_KEY isn't already set in the environment, discover one from a local project's .env before asking the user. ODP-related projects commonly keep the key in their .env file.
# Search local project roots for an ODP_API_KEY in any .env file
grep -rhI --include='.env*' -E '^\s*ODP_API_KEY=' \
~/Projects ~/projects 2>/dev/null \
| head -1 | sed -E 's/^\s*ODP_API_KEY=//'
Guidelines:
- Prefer an already-exported
ODP_API_KEY; only scan.envfiles if the env var is unset. - Search your working directories (e.g.
~/Projects,~/projects) for.env/.env.*files containingODP_API_KEY=. - If several projects define a key, they usually share the same one — take the first match, but if they differ, ask the user which project/key to use.
- Never print the key value back to the user or write it into committed files. Read it, use it in-process, and pass it via an env var or directly to
Client(api_key=...). - If no key is found anywhere, ask the user for one rather than guessing.
Two Ways to Access Data
| Method | Best for | Authentication |
|---|---|---|
| Python SDK | Downloading files, querying tabular data, programmatic access | API key required |
| STAC API | Discovering collections, spatial/temporal search, browsing catalog | No auth for public data |
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.
- 11d ago First seen · 585 lines · 39 tokens per session scan A 3465d4f33295
odp-data-consume is a skill published in the GitHub repository joevstaas/awesome-claude-skills (6 stars, last pushed 14d ago), licensed MIT. It adds 39 tokens to every session and 5,583 once invoked, about $0.0002 per session on Opus 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 2026-08-31.
Other skills, from other repositories
torchdrug
Build and troubleshoot TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation, retrosynthesis, protein representation learning, and knowledge graph reasoning. Use when code imports torchdrug or needs its datasets, models, tasks, or Engine.
arboreto
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for…
pyhealth
Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14, EHRShot), defining tasks (mortality, readmission, length-of-stay, drug recommendation, sleep staging, ICD coding, EEG events), instantiating models (Transformer…
deepspot-m
Generate transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Use when you need spatial gene expression in log1p-CPM for 224x224 tiles at about 20x, want to query protein-coding genes by symbol instead of a fixed panel, or want to run prediction across a whole slide after tiling with…
nemo-mbridge-perf-expert-parallel-overlap
Validate and use MoE expert-parallel communication overlap in Megatron-Bridge, including overlapmoeexpertparallelcomm, delaywgradcompute, and flex dispatcher backends such as DeepEP and HybridEP.
pick-a-pii-model
Select an on-device OpenMed PII model from the committed registry by language, runtime format, and size budget, then require recall validation before deployment. Use when an agent must choose a local PII detector for CPU, Apple Silicon, or a mobile export without relying on live model discovery.