How to analyze WeChat content in bulk for marketing teams
Export WeChat posts to PDF or TXT, then run Content Digest, Knowledge Studio, Ad Copy Compliance and Brand Consistency Critic locally in Nexus Runner.
Skills in this bundle
Ad Copy Compliance
Deterministic ad-copy compliance check (banned/absolute wording). No LLM. (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Bili Probe
Bilibili content: trending analysis, video info extraction Use case: analysis work in content domains. Costs about 3 Nex per use. Not for unrelated business scenarios.
Brand Consistency Critic
Brand Consistency Critic via runtime LLM orchestration (focus x detail params; NL->structured artifact). (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Competitor Ad Watch
Competitor Ad Watch via runtime LLM orchestration (focus x detail params; NL->structured artifact). (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Content Digest
A document summarization tool that extracts key information from PDF, DOCX and TXT files to generate structured Markdown summaries, supporting content creation workflows. (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Knowledge Studio
Content knowledge production copilot (task-mode x top_n; LLM-orchestrated). (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Export the WeChat posts you already have as PDF, DOCX or TXT into one folder, then run six skills in Nexus Runner - Content Digest, Knowledge Studio, Ad Copy Compliance, Brand Consistency Critic, Competitor Ad Watch and Bili Probe - and you get structured summaries, a glossary and FAQ set, a banned-wording fix list, plus structured brand and competitor findings. It all runs on your own Windows machine, and one pass through all six costs 22 Nex.
- One line, six skills: Content Digest writes the summaries, Knowledge Studio turns them into a glossary and FAQ, Ad Copy Compliance flags banned wording, Brand Consistency Critic and Competitor Ad Watch produce structured findings, Bili Probe adds an off-platform trend view.
- Input is the PDF, DOCX or TXT files you exported yourself. The skills never sign in to a WeChat account backend and never drive third-party site accounts.
- Ad Copy Compliance is deterministic and uses no LLM, so the same copy run twice returns the same verdict.
- One run of each skill totals 22 Nex. The free tier gives 200 Nex per month, reset at the start of each month; Pro is ¥49/month with 3000 Nex; Enterprise is ¥299/month with 50000 Nex.
- Runs in Nexus Runner 1.0.10 on Windows 10/11 x64 only, with files and outputs staying on your machine.
What bulk WeChat content analysis actually consists of
Break the job down and it is four things: compress long posts into something readable, distill recurring wording into a glossary and FAQ, screen outbound copy for banned phrasing, and align brand voice against what competitors are claiming. MCP Nexus does not crawl articles for you. It works on files you already hold: the PDF, DOCX and TXT exports you drop into a folder. Content Digest parses document structure and pulls out core arguments, data conclusions and recommended actions. Knowledge Studio takes those summaries and, driven by a task mode (knowledge build, FAQ generation, glossary, knowledge orchestration) and a top_n setting, turns them into reusable knowledge entries. Ad Copy Compliance applies deterministic rules for absolute wording, restricted medical claims and financial inducement. Brand Consistency Critic and Competitor Ad Watch are orchestrated by the runtime LLM with focus and detail parameters, and neither invents facts when data is missing. Bili Probe supplies the outside view through trending analysis and video info extraction. All six are skill-type entries; the other type, agent, handles multi-step orchestration.
How six skills form one bulk analysis pipeline
The same batch of posts, handled three ways
| MCP Nexus | Manual work | Generic cloud AI | |
|---|---|---|---|
| Where data sits | Skills execute inside Nexus Runner on your machine; exports and outputs stay in your local folders | Files scattered across laptops, drives and chat groups, with versions reconciled by hand | Source text has to be uploaded to a cloud service before anything happens |
| Batch handling | One folder through all six skills, 22 Nex for a single pass of each | Open and read post by post, transcribe by hand; slower with every added file | Mostly one-off chats, so batching means writing your own script or pasting repeatedly |
| Compliance check | Ad Copy Compliance is deterministic and LLM-free, returning a violation list and fix suggestions that repeat exactly | Depends on whoever remembers the banned-word list; a new reviewer means a new standard | The model judges on the spot, so the same sentence can be cleared once and flagged next time |
| Output format | Markdown summaries, glossaries, FAQ sets and violation lists written straight to disk | Conclusions live in document comments and meeting notes, hard to reuse | Output arrives as chat text that still has to be reshaped into files |
| Pricing | Per-run Nex: 200 Nex free each month with a start-of-month reset, Pro ¥49/month with 3000 Nex, Enterprise ¥299/month with 50000 Nex | Priced in people-hours, with no visible per-post cost | Usually a per-seat monthly fee unrelated to how much you actually run |
Real use cases
FAQ
How do I import WeChat posts in bulk for analysis?
Save or export the posts as PDF, DOCX or TXT into one folder, then run Content Digest over it. The skills read local files only. They do not sign in to a WeChat account backend, do not drive third-party site accounts, and do no screen-level automation.
Does the compliance check use an LLM?
No. Ad Copy Compliance is a deterministic rule check covering absolute wording, restricted medical claims and financial inducement, and it returns a violation list with fix suggestions. Running the same copy twice gives the same verdict, which makes it auditable. Brand Consistency Critic and Competitor Ad Watch are the LLM-orchestrated ones, working from focus and detail parameters and skipping what the data does not support.
How much Nex does one pass cost?
Running each of the six once totals 22 Nex: Ad Copy Compliance 5, Brand Consistency Critic 5, Competitor Ad Watch 5, Content Digest 3, Bili Probe 3, Knowledge Studio 1. The free tier includes 200 Nex per month with a start-of-month reset, Pro is ¥49/month with 3000 Nex, and Enterprise is ¥299/month with 50000 Nex. A daily summarize-and-distill loop is 4 Nex per post.
Is my content uploaded anywhere?
The skills execute inside Nexus Runner on your own machine, and the exports, summaries and lists stay in local folders. Note the runtime supports Windows 10/11 x64 only, and the current Runner version is 1.0.10.
Can these skills fetch articles from WeChat automatically?
No, and they are not built to. They work on files and text you already have. For an outside signal, Bili Probe covers trending analysis and video info extraction as a supplementary view for topic planning.