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 iflytek/iFly-Skills --skill iflytek-text-proofreadgit clone --depth 1 https://github.com/iflytek/iFly-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/iflytek/ifly-skills/iflytek-text-proofread)<a href="https://agentmods.dev/skills/iflytek/ifly-skills/iflytek-text-proofread"><img src="https://agentmods.dev/badge/skills/iflytek/ifly-skills/iflytek-text-proofread/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/iflytek/ifly-skills/iflytek-text-proofread"><img src="https://agentmods.dev/badge/skills/iflytek/ifly-skills/iflytek-text-proofread.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00088 | $0.02573 |
| Opus 5 | $0.00044 | $0.01287 |
| Sonnet 5 | $0.00018 | $0.00515 |
| Haiku 4.5 | $0.00009 | $0.00257 |
Grade A, and why
iflytek-text-proofread 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 9d 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.
- **No pip deps**: Uses only Python stdlib (`urllib`, `hmac`, `hashlib`, `json`, etc.) How it starts
The opening of the file, as written. The whole thing — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ifly-text-proofread
Proofread Chinese text using iFlytek's Official Document Proofreading API (公文校对). Detects 27 types of errors across three categories:
文字标点差错: 错别字、多字、少字、语义重复、语序错误、句式杂糅、标点符号、量词单位、数字差错、句子查重、序号检查
知识性差错: 地理名词、机构名称、专有名词及术语、常识差错、媒体报道禁用词和慎用词
内容导向风险: 涉低俗辱骂、其他敏感内容
Setup
- Create an app at 讯飞控制台 with 公文校对 service enabled
- Set environment variables:
export IFLY_APP_ID="your_app_id" export IFLY_API_KEY="your_api_key" export IFLY_API_SECRET="your_api_secret"
Usage
Basic proofreading
python3 scripts/text_proofread.py "第二个百年目标"
Read from stdin
echo "我们要加强对蓝球运动的推广" | python3 scripts/text_proofread.py -
Read from file
python3 scripts/text_proofread.py --file document.txt
Options
| Flag | Short | Description |
|---|---|---|
text |
Text to proofread (use - for stdin) |
|
--file |
-f |
Read text from a file |
--raw |
Output decoded JSON response |
Examples
# Proofread a sentence
python3 scripts/text_proofread.py "我国加强蓝球运动的推广力度"
# Proofread a long document from file
python3 scripts/text_proofread.py -f report.txt
# Pipe from clipboard or other tools
pbpaste | python3 scripts/text_proofread.py -
# Raw JSON for debugging
python3 scripts/text_proofread.py --raw "测试文本"
Output
- ✅ 无错误 — text passed proofreading with no issues
- 🔍 发现 N 处问题 — lists each error with:
- Error word + category
- Explanation
- Context in the original text
- Position and length
- Suggested action (标记/替换/删除)
- Correction suggestions
Notes
- Max text length: 220,000 characters per request (auto-truncated with warning)
- Auth: HMAC-SHA256 signed URL (host + date + request-line → signature → authorization)
- Endpoint:
POST https://cn-huadong-1.xf-yun.com/v1/private/s37b42a45 - Env vars:
IFLY_APP_ID,IFLY_API_KEY,IFLY_API_SECRET - No pip deps: Uses only Python stdlib (
urllib,hmac,hashlib,json, etc.) - Text is base64-encoded in the request body; response text field is also base64-encoded
What ships with it
3 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.
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.
- 9d ago First seen · 210 lines · 88 tokens per session scan A fe4d98023bbe
iflytek-text-proofread is a skill published in the GitHub repository iflytek/iFly-Skills (216 stars, last pushed yesterday), licensed Apache-2.0. It adds 88 tokens to every session and 2,573 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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