Wanwu is an enterprise platform for building AI agents, workflows, retrieval-augmented applications, and managing models in multi-tenant environments. It is designed for developers and enterprise teams delivering AI applications and integrations. The catalogue entries provide skills and agents for using the platform.
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 UnicomAI/wanwu --skill ima-skillsgit clone --depth 1 https://github.com/UnicomAI/wanwuWrote 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/unicomai/wanwu/ima-skills)<a href="https://agentmods.dev/skills/unicomai/wanwu/ima-skills"><img src="https://agentmods.dev/badge/skills/unicomai/wanwu/ima-skills/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/unicomai/wanwu/ima-skills"><img src="https://agentmods.dev/badge/skills/unicomai/wanwu/ima-skills.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 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 Excessive Agency · line 40 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Prompt Injection · line 46 Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.Fix: Remove the large whitespace padding (blank-line blocks or long space runs) and review any content hidden below or to the right of it. Keep skill files compact and reviewable so no instructions can be
- medium Rogue Agent · line 95 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00137 | $0.04144 |
| Opus 5 | $0.00068 | $0.02072 |
| Sonnet 5 | $0.00027 | $0.00829 |
| Haiku 4.5 | $0.00014 | $0.00414 |
Grade A, and why
ima-skill 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 5d 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.
Copies of this mod
3 near-identical copies found in the catalogue:
- ima-skill — 100% identical, 0 lines differ
- ima-skill — 98% identical, 2 lines differ
- ima-skills — 91% identical, 5 lines differ
How it starts
The opening of the file, as written. The whole thing — 286 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ima-skill
Unified IMA OpenAPI skill. Currently supports: notes, knowledge-base.
⛔ MANDATORY RULES — read before ANY operation
- UTF-8 encoding (notes writes only): Before calling
import_docorappend_doc, ALL string fields (content,title) MUST be validated as legal UTF-8. Non-UTF-8 content causes irreversible garbled text. See Detailed Rules for platform-specific methods. - File upload naming:
titleMUST equalfile_name(with extension). Never rename, shorten, translate, or modify the original filename. - Unsupported file types: Reject immediately with a clear message. Do NOT ask user "do you still want to try?" Video files, Bilibili/YouTube URLs, and
file://URLs are not supported — tell user to use IMA desktop client. - File upload integrity: Keep file content as-is during upload. No encoding conversion for binary files (PDF, images, Excel, etc.).
- PowerShell 5.1 (all modules): If running in PowerShell, detect version before first API call. PS 5.1 silently converts request Body to GBK — must use UTF-8 byte array mode. See Detailed Rules.
模块决策表
| 用户意图 | 模块 | 读取 |
|---|---|---|
| 搜索笔记、浏览笔记本、获取笔记内容、创建笔记、追加内容 | notes | notes/SKILL.md |
| 上传文件、添加网页链接、搜索知识库、浏览知识库内容、获取知识库信息、获取可添加的知识库列表 | knowledge-base | knowledge-base/SKILL.md |
| 查看原文、分析原文、导出原文（需要 media_id） | knowledge-base | knowledge-base/SKILL.md |
⚠️ 易混淆场景
| 用户说的 | 实际意图 | 正确路由 |
|---|---|---|
| "把这段内容添加到知识库XX里的笔记YY" | 往已有笔记追加内容 | notes — 先搜索笔记获取 note_id，再用 append_doc |
| "把这个写到XX笔记里"、"记到XX笔记" | 往已有笔记追加内容 | notes — append_doc |
| "把这篇笔记添加到知识库" | 将笔记关联到知识库 | knowledge-base — add_knowledge with media_type=11 |
| "上传文件到知识库" | 上传文件到知识库 | knowledge-base — create_media → COS → add_knowledge |
| "新建一篇笔记记录这些内容" | 创建新笔记 | notes — import_doc |
| "帮我记一下"、"记录一下"、"保存为笔记"（未指定已有笔记） | 意图不明确，需要确认 | notes — 先询问用户是创建新笔记还是追加到哪篇已有笔记 |
| "添加到笔记里"（未指定具体哪篇） | 意图不明确，需要确认 | notes — 先询问用户是创建新笔记还是追加到哪篇已有笔记 |
What ships with it
10 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- _meta.json 129 B
- ima_api.cjs 6.2 KB runs code
- knowledge-base/references/api.md 26 KB
- knowledge-base/scripts/cos-upload.cjs 5.1 KB runs code
- knowledge-base/scripts/preflight-check.cjs 12 KB runs code
- knowledge-base/SKILL.md 18 KB
- meta.json 236 B
- notes/references/api.md 16 KB
- notes/SKILL.md 11 KB
- skill-card.md 2.8 KB
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.
- 5d ago First seen · 286 lines · 137 tokens per session scan A b4caeb77060d
ima-skill is a skill published in the GitHub repository UnicomAI/wanwu (2,461 stars, last pushed 4d ago), licensed Apache-2.0. It adds 137 tokens to every session and 4,144 once invoked, about $0.0007 per session on Opus 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.
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