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SAP Cloud SDK for AI (Python) · secondsky | DecimalAI

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SAP Cloud SDK for AI (Python)

secondsky/sap-cloud-sdk-ai-python

Source secondsky/sap-skills ↗License GPL-3.0

Integrates the SAP Cloud SDK for AI for Python (sap-ai-sdk-gen, formerly generative-ai-hub-sdk) into Python applications.

SkillScore95Maintained

Automatic

AI Engineer pack

Last verified 8/21/2026

What it changes

Passed 20 of 21 test cases with the skill, and 7 of 21 without it.

Without skill32%

With skill95%

Checks it passed that the model alone missed

Calls chat.completions.create.
Imports from gen_ai_hub.proxy.native.sap.
Imports from gen_ai_hub.proxy.native.amazon.

and 22 more in the full report

15 fixed6 passed either way0 still failing1 broke

Pass-rate lift: +64 pp
Tokens: +159%
Agent turns: 0%
Response time: -45%

Model gemini-3.6-flashMeasured 8/21/2026v121 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/secondsky-sap-cloud-sdk-ai-python/SKILL.md https://app.decimal.ai/s/secondsky-sap-cloud-sdk-ai-python/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add secondsky-sap-cloud-sdk-ai-python, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/secondsky-sap-cloud-sdk-ai-python/ and pins it in .decimal/skills.lock

decimalai skills add secondsky-sap-cloud-sdk-ai-python

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/secondsky-sap-cloud-sdk-ai-python/SKILL.md https://app.decimal.ai/s/secondsky-sap-cloud-sdk-ai-python/SKILL.md

Raw file: /s/secondsky-sap-cloud-sdk-ai-python/SKILL.md ↗ · machine-readable summary at /s/secondsky-sap-cloud-sdk-ai-python.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 14

Prompt

Which import path in the SAP AI SDK is used for managing prompt templates and configuration storage in the SAP Prompt Registry?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies gen_ai_hub.prompt_registry as the prompt management module.	Missed	Passed

case-19 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md373 lines6 files

SAP Cloud SDK for AI (Python)

Package rename: The PyPI package generative-ai-hub-sdk is deprecated (v4.12.4 is the last release). Its successor is sap-ai-sdk-gen (currently v6.10.0 per public PyPI registry evidence from 2026-06-15). Code and tutorials referencing generative-ai-hub-sdk should migrate to sap-ai-sdk-gen; the import name remains gen_ai_hub.

The official Python SDK for SAP Generative AI Hub and Orchestration Service. It wraps the native SDKs of model providers (OpenAI, Amazon Bedrock, Google GenAI) and offers a harmonised LangChain integration and a full Orchestration client — all routed through SAP AI Core with unified authentication. Package freshness is registry-verified; AI Core runtime behavior and exact model availability still require target-tenant validation.

Related Skills

sap-ai-core: Platform setup, deployments, resource groups, and model management in SAP AI Core
sap-cloud-sdk-ai: JavaScript/TypeScript and Java equivalents of this SDK
sap-hana-ml: HANA-side machine learning in Python
sap-dependency-security: Pip dependency hygiene and upgrade patterns

Related external skills

If your task involves working inside Databricks (notebooks, Unity Catalog, Spark, SAP Databricks in SAP Business Data Cloud), consider installing the Databricks agent skills plugin. Ask whether you would like help installing it — never install unprompted.

When to Use This Skill

Use this skill when:

Building Python applications that call LLMs through SAP AI Core / Generative AI Hub
Using the gen_ai_hub Python package (installed as sap-ai-sdk-gen)
Integrating OpenAI, Amazon Bedrock, or Google GenAI models via SAP's proxy
Implementing LangChain chains with SAP AI Core as the backend
Using the Orchestration Service from Python (templating, filtering, masking, grounding)
Migrating code from the deprecated generative-ai-hub-sdk to sap-ai-sdk-gen
Generating embeddings through SAP AI Core
Working with SAP RPT-1 (Relational Pretrained Transformer) for tabular predictions

Track record

Benchmark

20 / 21

test cases passed, vs 7 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

secondsky / sap-skills

plugins/sap-cloud-sdk-ai-python/skills/sap-cloud-sdk-ai-python/SKILL.md

View on GitHub ↗

License GPL-3.0Imported 8/10/2026Version v1Bundled 5 files

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

secondsky/sap-cloud-sdk-aiIntegrates SAP Cloud SDK for AI into JavaScript/TypeScript and Java applications. Use when building applications with SAP AI Core, Generative AI Hub, or Orchestration Service. Covers chat completion, embedding, streaming, function calling, content filtering, data masking, document grounding, prompt registry, and LangChain/Spring AI integration. Supports OpenAI GPT-4o, Llama, Gemini, Amazon Nova, and other foundation models via SAP BTP.Close match+41 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

SAP Cloud SDK for AI (Python)

Related Skills

Related external skills

When to Use This Skill

Table of Contents

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills