Agent skill

Content Traffic and Value Diagnosis

by dontbesilent2025 in dontbesilent2025/dbskill

Judges unpublished or underperforming content: who it will attract, whether the opening keeps viewers, how they may engage and what commercial value the traffic has.

Custom licenceAuto-check passedMarketing & SEO

SKILL.md written in Chinese; this summary is our English description.

Install Content Traffic and Value Diagnosis

skills CLI
$ npx skills add dontbesilent2025/dbskill --skill dbs-content-value -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install dontbesilent2025/dbskill dbs-content-value --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/dontbesilent2025/dbskill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dbs-content-value .claude/skills/dbs-content-value && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
dbs-content-value
GitHub stars
11k
Token cost
~1.5k tokens
SKILL.md length
292 words
Files
3 (incl. references)
Skills in repo
37
Repo updated
First seen
Licence
Custom licence

At a glance

Judges unpublished or underperforming content: who it will attract, whether the opening keeps viewers, how they may engage and what commercial value the traffic has.

  • Works in 12 steps: 开头能不能让人继续 → 这件事和谁有关 → 观众看了能得到什么 → …
  • Checking a draft or title before publishing to see who it will attract
  • SKILL.md covers 任务, 任务边界, 输入识别 and 五个核心判断, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

The skill is written in Chinese and diagnoses content from the audience's side, without predicting view counts. Given an idea, title, draft or published piece, it asks whether the title, cover and opening give a reason to keep going, who finds the topic relevant and how closely, and what viewers get in return, such as an explanation, a way to judge, an action, an emotion, an identity or something to repeat.

It then judges staying, continued watching, commenting, saving, sharing and following separately rather than as one score, notes which elements drive each and which readers they may repel, and assesses the business value of the traffic that would arrive. If the opening gives no reason to continue, later content is not counted toward engagement predictions. It does not check whether claims are true, rewrite a whole piece line by line or ghostwrite short-video openings, and a pasted piece with no other instruction gets a full report.

When your agent uses it

  • Checking a draft or title before publishing to see who it will attract
  • Finding out why a post gets low traffic despite good later content
  • Judging whether the traffic a piece attracts has commercial value

Example prompts

  • “Here is my draft article; will the opening keep strangers reading, and who will it attract?”
  • “This video got few views. Diagnose the title, cover and first sentence.”
  • “Does the audience this post draws have any value for my consulting business?”

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. 开头能不能让人继续
  2. 这件事和谁有关
  3. 观众看了能得到什么
  4. 观众会不会停下、看完和互动
  5. 这批流量有什么商业价值
  6. :识别本轮问题和内容边界
  7. :只看开头
  8. :画出受众关系
  9. :提取观看回报
  10. :逐项判断传播反应
  11. :判断商业价值
  12. :找出限制与取舍

What it can do on your machine

Read from SKILL.md and the folder at commit 8d3ed39. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Content Traffic and Value Diagnosis loads about 1.5k tokens when it runs, and up to ~5.2k if it reads all its reference files. Until then it costs about 22 tokens; SKILL.md has 292 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~22
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 292 words (~1,519 tokens).

name
dbs-content-value

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in skills/dbs-content-value of dontbesilent2025/dbskill.

  • SKILL.md
  • agents/openai.yaml
  • references/diagnostic-model.md

Open the folder on GitHubat commit 8d3ed39

Compare with similar skills

Content Traffic and Value Diagnosis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Content Traffic and Value Diagnosis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Content Traffic and Value Diagnosis this skilldontbesilent2025/dbskill11k—~1.5kAutomated safety check: PassCustom licence
Suede Clip to GuideJasonColapietro/suede-creator-skills127—~4.1kAutomated safety check: PassMIT
Content Calendar Plannerholaboss-ai/holaOS11k—~568Automated safety check: PassCustom licence
Linkedinmanojbajaj95/claude-gtm-plugin105—~3.2kAutomated safety check: PassMIT
Community Seeding Planminhnv0807/ai-business-skills609—~3.2kAutomated safety check: PassMIT
Xiaohongshu Auto Postingbrowser-act/skills6.1k—~3.9kAutomated safety check: PassMIT

Similar skills

  • Suede Clip to Guide

    JasonColapietro/suede-creator-skills

    Turns a video clip, interview moment or transcript into a package that bridges viewers to a long-form guide, with rights, claim and approval gates along the way.

    127 GitHub stars~4.1k tokensUpdated yesterday
    Marketing & SEOAuto-check passed
  • Content Calendar Planner

    holaboss-ai/holaOS

    Builds a weekly or monthly content calendar with topics, platforms, formats and posting times, anchored to a stated goal, content mix and cadence.

    11k GitHub stars~568 tokensUpdated 1 mo ago
    Writing & ContentAuto-check passed
  • Linkedin

    manojbajaj95/claude-gtm-plugin

    LinkedIn profile optimization and content creation. An agent skill from manojbajaj95/claude-gtm-plugin.

    105 GitHub stars~3.2k tokensUpdated 23 days ago
    Writing & ContentAuto-check passed
  • Community Seeding Plan

    minhnv0807/ai-business-skills

    Plans honest participation in outside communities such as Reddit, Discord and Facebook Groups, with a rules-based community list, roster, posts, replies and calendar.

    609 GitHub stars~3.2k tokensUpdated 28 days ago
    Marketing & SEOAuto-check passed
  • Xiaohongshu Auto Posting

    browser-act/skills

    Automates the complete Xiaohongshu (XHS / Little Red Book) content operation workflow: pain-point topic collection → style case collection → topic selection → content writing → publishing →…

    6.1k GitHub stars~3.9k tokensUpdated 1 mo ago
    Marketing & SEOAuto-check passed
  • Content Marketer

    aiskillstore/marketplace

    Elite content marketing strategist specializing in AI-powered content creation, omnichannel distribution, SEO optimization, and data-driven performance marketing.

    433 GitHub starsUsed in 9 repos~2.2k tokens
    Marketing & SEOAuto-check passed

More from dontbesilent2025/dbskill

All 37 skills in this repo
  • DBS Business Toolkit Entry

    dontbesilent2025/dbskill

    Chinese-language entry skill for the dontbesilent business toolkit: onboards new users, orchestrates tasks across sub-skills, runs numbered prompts and lists hidden ones.

    11k GitHub stars~2k tokensUpdated yesterday
    Auto-check passed
  • DBS Skill Maker

    dontbesilent2025/dbskill

    Turns a problem you keep running into into a single installable, tested skill, and prepares a GitHub repository only when you ask to share it.

    11k GitHub stars~1.2k tokensUpdated yesterday
    Auto-check passed
  • Short Video Extractor

    dontbesilent2025/dbskill

    Extracts post data and speech transcripts from Douyin, Xiaohongshu and WeChat Channels share links and saves the transcripts as Markdown by author and title.

    11k GitHub stars~949 tokensUpdated yesterday
    Auto-check passed
  • Dbs Human Dispatch

    dontbesilent2025/dbskill

    当用户希望将任务交给员工或协作者并跟进结果时,结合本地人员资料选择负责人,写清要求、协商工期、提供帮助并验收汇报;有飞书 CLI 时派单、读取回填和回复,缺少工具或权限时交付可转发文字。支持事件队列与可配置 Agent 接入,不承担招聘、绩效排名或惩罚。

    11k GitHub stars~790 tokensUpdated yesterday
    Auto-check passed
  • Cross-Agent Skill Installer

    dontbesilent2025/dbskill

    Links a skill or a whole skill collection into every installed agent's directory, choosing a shared or per-client entry point automatically.

    11k GitHub stars~1.1k tokensUpdated yesterday
    Auto-check passed
  • Dbs Video Navigation

    dontbesilent2025/dbskill

    根据本地视频或带时间戳字幕划分章节、话题或步骤,生成可导入剪辑软件的导航条 MP4、动态分段进度和时间表。用户要求视频章节导航、顶部进度条或当前位置提示时使用;不负责平台链接数据提取、标题封面开头文案、风险声明贴片或剪辑原片。

    11k GitHub stars~727 tokensUpdated yesterday
    Auto-check passed

Questions about Content Traffic and Value Diagnosis

What does Content Traffic and Value Diagnosis do?

Judges unpublished or underperforming content: who it will attract, whether the opening keeps viewers, how they may engage and what commercial value the traffic has. The skill is written in Chinese and diagnoses content from the audience's side, without predicting view counts. Given an idea, title, draft or published piece, it asks whether the title, cover and opening give a reason to keep going, who finds the topic relevant and how closely, and what viewers get in return, such as an explanation, a way to judge, an action, an emotion, an identity or something to repeat.

When should I use Content Traffic and Value Diagnosis?

Content Traffic and Value Diagnosis fits situations like: checking a draft or title before publishing to see who it will attract; finding out why a post gets low traffic despite good later content; judging whether the traffic a piece attracts has commercial value.

How do I install Content Traffic and Value Diagnosis in Claude Code?

Run `npx skills add dontbesilent2025/dbskill --skill dbs-content-value -a claude-code`. Or copy the skill folder (skills/dbs-content-value in dontbesilent2025/dbskill) into .claude/skills/dbs-content-value in your project. Claude Code loads it when a task matches its description.

How do I install Content Traffic and Value Diagnosis in Codex?

Run `npx skills add dontbesilent2025/dbskill --skill dbs-content-value -a codex`. Or copy the skill folder (skills/dbs-content-value in dontbesilent2025/dbskill) into .agents/skills/dbs-content-value in your project. Codex loads it when a task matches its description.

Can I use Content Traffic and Value Diagnosis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dontbesilent2025/dbskill --skill dbs-content-value -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dbs-content-value, .gemini/skills/dbs-content-value, .github/skills/dbs-content-value and .opencode/skills/dbs-content-value in your project.

What does Content Traffic and Value Diagnosis need to run?

SKILL.md names no scripts, command-line tools or credentials: Content Traffic and Value Diagnosis is instructions for the agent only.

Does Content Traffic and Value Diagnosis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Content Traffic and Value Diagnosis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Content Traffic and Value Diagnosis use?

Content Traffic and Value Diagnosis has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Content Traffic and Value Diagnosis use?

About 1.5k tokens (SKILL.md is roughly 6.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.6k tokens, read only when the agent opens those files.

What are the alternatives to Content Traffic and Value Diagnosis?

Skills that share tags, products or a category with Content Traffic and Value Diagnosis: Suede Clip to Guide (JasonColapietro/suede-creator-skills, 127 stars), Content Calendar Planner (holaboss-ai/holaOS, 11k stars), Linkedin (manojbajaj95/claude-gtm-plugin, 105 stars) and Community Seeding Plan (minhnv0807/ai-business-skills, 609 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Content Traffic and Value Diagnosis?

dontbesilent2025 (a GitHub user) maintains it in dontbesilent2025/dbskill, which has 10,589 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on October 10, 2026.

Source: dontbesilent2025/dbskill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.