dsh-wechat-mp-studio > WeChat Official Account content studio for DeepSeek Harness 中文 | English The first open-source plugin to package the anti-“low creativity” playbook for WeChat Official Account (公众号) content production — distilled from a real account that got flagged by the platform, went through remediation, and recovered. Not theory. ## The problem Recurring-content accounts (morning greetings, goodnight wishes, solar-term cards, homilies, blessing cards…) rarely fail because they “write badly”. They fail because the platform flags them as low creativity and turns off public recommendation. The platform scores a combination of signals — category × format × frequency × fixed phrases: - The same greeting text on every image, the same title prefix, the same hashtags, day after day; - Multiple near-duplicate posts per day cannibalizing each other; - Templated structure: five posts with the same skeleton = low-creativity signal. This plugin provides an executable anti-homogenization production pipeline: structure-signature rotation, the “daily delta” test, a visual baseline for blessing images, OCR acceptance for on-image text, interaction rules, and draft-box sync — including measured parameters for the xiaolvshu (newspic) internal web API. ## What's inside | Capability | Details | |---|---| | Rotation writing method | Six-variable structure signatures, anti-recency selection, six anti-homogenization self-checks, anti-AI-slop language rules | | Daily delta test | Delete test / replace test, seven rotating “conversation starter” sources | | Low-creativity remediation | Root-cause analysis, remediation direction, recovery cadence, filter rules for common advice (de-identified) | | Visual baseline | Quantified “festive at a glance, clear on second look, credible on third” standard + 8 acceptance checks | | Image pipeline | Native 2.35:1 cover prompt template, anti-typo rules for on-image Chinese text, OCR acceptance SOP, troubleshooting | | Interaction guide | One primary call-to-action (+ at most one secondary), fixed comment prompts, red lines, closing three-part formula | | Publishing | Measured xiaolvshu (newspic) draft web API: upload scene=5, full operate_appmsg type=77 form + format switches | | Scripts | generate_images.py (templated image generation), ocr_verify.py (macOS Vision / MiniMax M3 dual backends) | | Log templates | Structure log and image log templates (the rotation ledger) | ## Install sh # From GitHub (recommended: source is auditable) dsh plugin --profile web add github:FuncWei/dsh-wechat-mp-studio # Or from npm once published dsh plugin --profile web add dsh-wechat-mp-studio After install, the model loads the wechat-mp-studio skill on demand (when writing MP content, generating images, syncing drafts, or debugging low-creativity flags). You can also invoke it explicitly: “use wechat-mp-studio to draft today's post”. ## Usage 1. Write: tell the model your account positioning (audience / persona / monetization) and let the pipeline produce copy + a structure signature. 2. Generate images: python3 skills/wechat-mp-studio/scripts/generate_images.py cover --text "<today's blessing>" --anchor "<subject>" (set IMAGE_API_KEY to a gpt-image-compatible endpoint). 3. Verify: python3 skills/wechat-mp-studio/scripts/ocr_verify.py --image cover.png --expected "<today's blessing>". 4. Sync draft: follow references/xiaolvshu-web-api.md to push to the draft box (drafts only — publishing stays human-confirmed). 5. Log: append one row each to the structure log and image log; the next post reads them for anti-recency selection. ## Layout skills/wechat-mp-studio/ ├── SKILL.md # Entry: eight-step pipeline + red-line checklist ├── references/ │ ├── anti-homogenization.md # Rotation writing method │ ├── low-creativity-recovery.md # Low-creativity remediation playbook │ ├── visual-baseline.md # Blessing-image visual baseline │ ├── gpt-image-2-prompts.md # Image prompts, anti-typo rules, OCR SOP │ ├── xiaolvshu-web-api.md # Measured xiaolvshu draft web API │ └── interaction-and-hooks.md # Interaction guide & share hooks ├── scripts/ │ ├── generate_images.py # Cover/post image generation (templates built in) │ └── ocr_verify.py # On-image text OCR acceptance (dual backends) └── templates/ ├── structure-log.md # Structure log template └── image-log.md # Image log template ## Disclaimer - The WeChat MP web APIs (operate_appmsg, etc.) are internal, undocumented, and subject to change at any time. The parameters here are a point-in-time measurement; re-verify per §4 of references/xiaolvshu-web-api.md before use. - This plugin ships methodology and tooling, not guaranteed traffic. Follow platform rules and local regulations. - Third-party services (gpt-image, MiniMax, OpenCode Go) used by the scripts require your own keys/quota. ## License MIT