python-sdk
Build Python AI Apps with inference.sh
Python teams need clear SDK guidance for AI apps, agents, streaming, files, and sessions. This skill gives Codex, Claude, and Claude Code practical patterns for inference.sh.
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Install with my Agent
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Review the Skillstore skill "python-sdk" from https://skillstore.io/skills/inferen-sh-python-sdk.md and its manifest at https://skillstore.io/api/skills/inferen-sh-python-sdk/manifest. Verify the artifact. Stop and obtain explicit user consent before installing or changing files.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "python-sdk". Create a first inference.sh Python example for a new backend service.
Expected outcome:
A concise setup checklist, authentication guidance, and a minimal app run example described step by step.
Using "python-sdk". Explain how to process 100 prompts without overloading the service.
Expected outcome:
An async batching plan with a concurrency limit, retry strategy, progress reporting, and failure collection.
Using "python-sdk". Help me build an agent that sends approved notifications.
Expected outcome:
A tool design with approval points, safe argument handling, webhook configuration, and result submission guidance.
Security Audit
High RiskMost static findings are false positives from Markdown code fences, placeholder API keys, documentation links, session IDs, and file handling examples. I confirmed two unsafe eval examples that evaluate agent supplied expressions, and added one semantic finding for the broad Bash allowlist. No prompt injection evidence was found in the reviewed files.
Confirmed security concerns (1)
Capability review items (2)
These are real local capabilities that may be expected for this skill, so they require review but are not counted as confirmed malicious behavior.
Risk Factors
📁 Filesystem access (7)
🔑 Env variables (39)
🌐 Network access (19)
⚡ Contains scripts (4)
⚙️ External commands (59)
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APA citation
inferen-sh. (2026). python-sdk security audit report (audit version 4) [Author version unspecified]. Skillstore. https://skillstore.io/skills/inferen-sh-python-sdk/audits/4BibTeX citation
@techreport{inferen-sh-inferen-sh-python-sdk-2026,
author = {inferen-sh},
title = {python-sdk security audit report (audit version 4)},
institution = {Skillstore},
year = {2026},
number = {4},
url = {https://skillstore.io/skills/inferen-sh-python-sdk/audits/4},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "python-sdk security audit report (audit version 4)"
version: "unspecified"
type: report
authors:
- name: "inferen-sh"
date-released: "2026-07-06"
url: "https://skillstore.io/skills/inferen-sh-python-sdk/audits/4"
identifiers:
- type: other
value: "skillstore:inferen-sh-python-sdk:audit:4"
description: "Skillstore immutable audit report identifier"
Compare variants
2 installable variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
inference-sh-9-python-sdk
2026-08-21
inferen-sh-python-sdk
2026-08-21
Skillstore Score
Why this score Evidence Confidence: MediumWhat You Can Build
Integrate AI Apps
Add inference.sh app calls to a Python backend with authentication, inputs, outputs, and error handling.
Build Agent Workflows
Create agents with tools, sub-agents, skills, streaming callbacks, and human approval steps.
Automate Batch Jobs
Process many prompts or files with async requests, concurrency limits, retries, and progress tracking.
Try These Prompts
Show me the shortest safe Python setup for running one inference.sh app with an environment API key.
Help me add streaming progress updates for a long inference.sh task in a Python command line tool.
Design an inference.sh Python agent with one approved client tool, one app tool, and a clear tool result flow.
Review my planned Python integration for async requests, file uploads, retries, sessions, observability, and secret handling.
Best Practices
- Store API keys in environment variables or managed secrets, not source files.
- Require human approval for tools that send messages, write files, or call webhooks.
- Use concurrency limits, timeouts, and retries for long async or streaming workloads.
Avoid
- Do not evaluate agent supplied strings as Python code.
- Do not make uploaded files public unless the workflow requires public access.
- Do not keep sessions alive longer than the workload needs.
Frequently Asked Questions
What package does this skill cover?
Does it support async Python code?
Can it help with file uploads?
Can it build AI agents?
Does it include the SDK implementation?
What should users secure first?
Developer Details
Author
inferen-shLicense
MIT
Skillstore revision
r1
Version notice
The author did not declare a version.
Ref
a06681402992ceae98ba04d54cfd4ab004862696
Maintenance freshness
7/18/2026
Usage
2 downloads · 157 views
File structure