AWorld is an agent harness, meaning a framework that coordinates an AI agent’s tools, memory, context, and execution so expert knowledge can be turned into reusable skills and autonomous agents. It is for building domain-specific agent applications and workflows, with the catalogue entries representing skills, agents, and commands that operate within the AWorld ecosystem.
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 inclusionAI/AWorld --skill xiaohongshu_searchgit clone --depth 1 https://github.com/inclusionAI/AWorldWrote 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/inclusionai/aworld/xiaohongshu_search)<a href="https://agentmods.dev/skills/inclusionai/aworld/xiaohongshu_search"><img src="https://agentmods.dev/badge/skills/inclusionai/aworld/xiaohongshu_search/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/inclusionai/aworld/xiaohongshu_search"><img src="https://agentmods.dev/badge/skills/inclusionai/aworld/xiaohongshu_search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 5 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Data Exfiltration · line 55 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 80 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 87 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 108 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 167 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00086 | $0.02983 |
| Opus 5 | $0.00043 | $0.01491 |
| Sonnet 5 | $0.00017 | $0.00597 |
| Haiku 4.5 | $0.00009 | $0.00298 |
Grade A, and why
tikhub-xiaohongshu-search 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 13d 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.
description: Lightweight TikHub Xiaohongshu image-search workflow. Prioritizes single-request usage with curl or minimal Python, saves raw API JSON by default, and includes a small stdlib post-processor for CSV and simpl How it starts
The opening of the file, as written. The whole thing — 382 lines — stays where its author put it; the contents beside it link to each section on GitHub.
TikHub Xiaohongshu Search
What this skill gives you
This skill is optimized for the common case: one keyword search request.
It provides:
-
Minimal request patterns
curlfor quickest validation- tiny
httpxexample for people who prefer Python
-
Raw JSON saving
- save the full TikHub response after each request
- useful for audit, replay, and later post-processing
-
One optional post-processor
postprocess_xiaohongshu_raw.py- reads one raw file or a directory of raw files
- writes
xiaohongshu_search_summary.csvandxiaohongshu_search_summary.json
-
Optional pagination guidance
- enough information for later page turning
- intentionally brief, not the main path
Does not import TikHub-Multi-Functional-Downloader or any other project package.
API key requirement
This skill intentionally does not contain any API key.
Use one of these:
- environment variable:
TIKHUB_API_KEY - ask the user to provide an API key explicitly
If the key is missing, stop and ask for it instead of hardcoding one into scripts.
Install
pip install httpx
Post-processor: no extra packages.
API (for reference)
- Image search:
GET https://api.tikhub.io/api/v1/xiaohongshu/app_v2/search_images?keyword=...&page=1&source=explore_feed - Header:
Authorization: Bearer <API_KEY>
Notes from real requests
- In
curl, Chinese keywords should be URL-encoded. Directly putting壁纸into the query caused400, while%E5%A3%81%E7%BA%B8succeeded. - A working minimal first-page request was:
keyword=%E5%A3%81%E7%BA%B8&page=1&source=explore_feed - The first-page response returns pagination context:
search_id,search_session_id,word_request_id, andnext_page - Search results are in:
data.data.items - Useful nested sections include:
image_info,note_info,share_info, anduser_info
Preferred path: single request
1. Quickest: curl
First page:
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.
- 13d ago First seen · 382 lines · 86 tokens per session scan A 514f811c34ef
tikhub-xiaohongshu-search is a skill published in the GitHub repository inclusionAI/AWorld (1,231 stars, last pushed 3d ago), licensed MIT. It adds 86 tokens to every session and 2,983 once invoked, about $0.0004 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 2026-08-30.
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