MoonshotAI
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Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It addresses the common problem of keyword stuffing by prioritizing search intent and providing structured, actionable briefs that can be used by human or AI writers, filling a specific niche in content workflow automation.
Who it is for
- SEO content strategists and specialists
- Content marketers in tech and SaaS companies
- AI content creators and tool developers
- Developers integrating SEO workflows into agents or assistants
Use cases
- Creating intent-first article briefs for blog posts or documentation
- Standardizing SEO brief output across a content team
- Automating brief generation in a developer toolchain or agent environment
- Quickly producing bilingual (EN/ZH) content briefs for global audiences
Strengths
- Intent-driven approach avoids keyword stuffing, aligning with modern SEO best practices
- Deliverable is a concise brief for writers, not a full spam article, promoting quality
- Supports multiple content types (tutorial, comparison, listicle, opinion, docs) and language options (EN, ZH, bilingual)
- MIT license and npx-based installation make it easy to adopt in existing workflows
Considerations
- Currently limited to tech, SaaS, AI, and developer content scope; not general-purpose
- Requires a specific agent runtime (npx skills add) and may not work as standalone software
- SERP API integration is only noted if user provides SERP data, otherwise skipped
README quick start
SEO Content Brief
Build SEO content briefs: search intent, outline, entities, FAQs, internal-link slots, title options.
中文简介： 你产出可执行的 SEO 内容 brief，意图优先，禁止堆词。 — 详见 README.zh.md.
What this skill does
- You create execution-ready SEO briefs for articles — intent-first, not keyword stuffing
- Scope: Tech, SaaS, AI tools, developer content
- Deliverable: Brief for a human/AI writer — not full spam article
- Triggers: SEO brief, content brief, article outline, search intent, keyword brief.
Install
After this package is on GitHub:
npx skills add / --skill seo-content-brief
Local monorepo: point your agent at skills/seo-content-brief/ (this folder).
Options
| Option | Values | Default |
|---|---|---|
lang | en · zh · bilingual | en |
type | tutorial · comparison · listicle · opinion · docs | tutorial |
length_target | 800 · 1500 · 2500+ words | 1500 |
serpapi | notes only if user pastes SERP | off |
Runtime output language follows lang (default en). Skill docs stay EN-primary.
When to use
| Use | Don't |
|---|---|
| (see bullets) | (see bullets) |
Use
- When you need
seo-content-briefworkflow
Don't
- Out-of-scope tasks listed in SKILL.md
Deliverable
Brief for a human/AI writer — not full spam article
Full workflow, hard rules, and QA: see SKILL.md.
Example
Monorepo sample (if present): ../../output/samples/seo-content-brief-example-01.md
License
MIT — see LICENSE.
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