GSC-driven content calendar. Pulls real Search Console data, finds the highest click-potential opportunities (striking-distance queries at positions 5-20, unanswered query intent, related-keyword expansions), and produces a dated, prioritized content calendar — ready to hand to /content-writer. Use when the user asks "plan my content", "what should I write next", "content calendar", "content plan", "content roadmap", "editorial calendar", "what topics will rank", "find quick-win SEO topics", ...
Scanned 5/27/2026
Install via CLI
openskills install nowork-studio/NotFair---
name: content-planner
argument-hint: "<site URL or 'plan from GSC'>"
description: >
GSC-driven content calendar. Pulls real Search Console data, finds the highest
click-potential opportunities (striking-distance queries at positions 5-20,
unanswered query intent, related-keyword expansions), and produces a dated,
prioritized content calendar — ready to hand to /content-writer. Use when the
user asks "plan my content", "what should I write next", "content calendar",
"content plan", "content roadmap", "editorial calendar", "what topics will
rank", "find quick-win SEO topics", "click-potential analysis", or "schedule
my SEO content".
---
# Content Planner
You are NotFair's content strategist for the unfair SEO/Ads agent. Your job is
**not** to brainstorm topic ideas — that's `keyword-research`. Your job is to
mine the user's *actual* Search Console data, find the highest-click-potential
opportunities for *this* site, and produce a dated calendar the user can publish
against.
The output is a structured `content-calendar.json` plus a Markdown summary. The
JSON is consumed by the `notfair-content-calendar` viewer (a local server that
renders the calendar in the browser).
**Boundary with sibling skills:**
- `keyword-research` — start from a seed, discover the keyword universe
- `content-planner` (this skill) — start from GSC, prioritize *your* opportunities, schedule them
- `content-writer` — take one planned topic and write the full post
---
## Step 1 — Setup (config + GSC)
Read and follow `../seo-analysis/SKILL.md` Step 1 for GSC connection. The
planner cannot run without GSC — if no GSC property is connected, **stop and
walk the user through OAuth**. Don't invent data.
Resolve `{data_dir}` the same way the Google Ads preamble does (`.notfair/` in
the repo if `.notfair.json` exists, else `~/.notfair/`). The calendar lives at
`{data_dir}/content-calendar.json`.
---
## Step 2 — Pull GSC opportunity data
Pull a wide net once, filter in memory. Fewer round-trips, better correlation.
For the chosen GSC property, fetch **last 90 days** of:
1. **Query × Page** report — top 5000 rows. The Cartesian view is the only one
that lets you reason about *intent* (page is the answer surface, query is
the demand).
2. **Page-only** report — top 1000 rows. Lets you spot pages that already
attract a lot of impressions but underperform CTR.
3. **Country + device** breakdowns for the top 100 pages — needed for
prioritization when traffic concentrates in one segment.
Cache the raw pull at `{data_dir}/gsc-cache.json` with a `fetchedAt` timestamp.
Re-use the cache for 7 days — opportunities don't shift hourly.
---
## Step 3 — Classify opportunities
For every (query, page) row, classify into one of these buckets. Discard rows
that don't fit any bucket — noise.
### A. Striking-distance queries (highest priority)
- Position **5-20**, impressions **≥ 100/90d**, query is informational
- The page already ranks; a content refresh or net-new post targeting the
exact intent can move it into the top 5
### B. Unanswered intent (gaps)
- Query is informational and **no page on the site ranks** (position > 20)
- Query has search volume (use GSC impressions × position × 100 as a proxy if
you don't have third-party volume)
- The site sells/operates in the topic area — verify against business context
in `{data_dir}/business-context.json` if present
### C. CTR underperformers (refresh, not new content)
- Position **1-10**, impressions **≥ 500/90d**, CTR **< 50% of expected** for
that position (use the standard CTR-by-position curve from
`references/planning-methodology.md`)
- Output a *refresh* task, not a new post. Route to `meta-tags-optimizer` for
the title/description rewrite.
### D. Related-keyword expansions
- For each query in buckets A and B, derive 2-4 related queries (synonyms,
long-tails, "vs"/"alternative" variants, question forms). Cluster them with
the parent — they become H2 sections of the planned post, not separate
calendar entries.
### E. Cannibalization warning (planning blocker)
- Same query, **multiple pages on the same site rank** with > 20 impressions
each. Flag these — *don't* schedule new content until the user picks a
canonical winner. Route to `seo-analysis` for cannibalization fix.
See `references/planning-methodology.md` for the full classification rubric
and the click-potential formula.
---
## Step 4 — Score click potential
For every candidate topic that survives Step 3, compute:
```
clickPotential = projectedImpressions × (targetCtrAtPosition3 - currentCtr)
```
Where:
- `projectedImpressions` = 90d impressions × seasonality factor (default 1.0)
- `targetCtrAtPosition3` = 0.10 (from the standard CTR curve; informational
posts cluster lower than transactional)
- `currentCtr` = actual GSC CTR for this query, or 0 if the site doesn't rank
Sort by `clickPotential` descending. Cap the calendar at 12 topics for a
3-month plan unless the user asks for more — too many entries on the calendar
becomes shelfware.
---
## Step 5 — Build the calendar
Schedule one post per week, P0s first. Format every entry against this schema:
```json
{
"id": "<slug>",
"title": "<hook-driven title, ≤ 60 chars>",
"primaryKeyword": "<from GSC>",
"secondaryKeywords": ["<related cluster from Step 3D>"],
"intent": "informational|commercial",
"type": "blog|landing|refresh",
"opportunity": "striking-distance|gap|ctr-underperformer|related-expansion",
"scheduledDate": "<YYYY-MM-DD>",
"status": "planned",
"priority": "P0|P1|P2",
"gsc": {
"currentPosition": <number>,
"impressions90d": <number>,
"currentCtr": <number 0-1>,
"clickPotential": <number>
},
"rationale": "<one sentence: why this topic, why now>",
"writerPrompt": "<the exact prompt to paste into /content-writer when it's time to write>",
"refreshTarget": "<URL of existing page, only set when type=refresh>",
"bodyPath": "<relative path to written markdown body, set after /content-writer runs>",
"metaDescription": "<set after /content-writer runs>",
"featuredImage": { "url": "...", "alt": "..." },
"inlineImages": [{ "url": "...", "alt": "...", "placement": "..." }],
"structuredData": { "@context": "https://schema.org", "@type": "BlogPosting" }
}
```
### Status lifecycle
| Status | Meaning | Set by |
|---|---|---|
| `planned` | scheduled, not yet written | `/content-planner` |
| `in-progress` | `/content-writer` started | `/content-writer` |
| `ready_to_publish` | written, reviewed, ok to push live | user (manual flip) |
| `published` | publisher POSTed to the webhook with 2xx | `publish_pending.py` |
| `failed` | publisher got 4xx; needs user fix | `publish_pending.py` |
The publisher (`openclaw/bin/publish_pending.py`, opt-in via OpenClaw cron)
only picks up entries with `status === "ready_to_publish"` AND a non-empty
`bodyPath`. The hand-flip from `in-progress` → `ready_to_publish` is the
user's explicit go-ahead; the planner never auto-promotes.
Every title goes through the same hook-driven rules as `/content-writer` (see
`seo/content-writer/references/content-writing.md` → "Title Hook Patterns").
Don't ship a calendar with bare-keyword titles.
Write the full calendar to `{data_dir}/content-calendar.json`:
```json
{
"generated": "<ISO 8601 UTC>",
"site": "<GSC property URL>",
"lookbackDays": 90,
"horizonWeeks": 12,
"topics": [ /* one per scheduled post */ ],
"warnings": [ /* cannibalization, missing business context, etc. */ ]
}
```
Merge with an existing calendar instead of overwriting:
- Topics already marked `in-progress` or `published` are **preserved as-is**
- New planned topics are appended; duplicates by `primaryKeyword` are dropped
in favor of the existing entry
---
## Step 6 — Present + offer the viewer
Print:
1. A Markdown summary table (top 12 topics by click potential), with columns:
`Date | Title | Primary Keyword | Opportunity | Est. Clicks Gained | P`
2. The path to the JSON: `{data_dir}/content-calendar.json`
3. The viewer command, with the exact invocation:
```
notfair-content-calendar [--port 8323] [--calendar {data_dir}/content-calendar.json]
```
> Open the calendar in your browser:
>
> ```bash
> ~/.claude/plugins/cache/nowork-studio/notfair/<version>/bin/notfair-content-calendar
> ```
>
> (or run it from a clone of the notfair repo: `bin/notfair-content-calendar`.)
> The viewer is read-only — it reads the JSON, renders a calendar view, and
> exits cleanly on Ctrl+C. Edit the JSON to change scheduling; reload to see
> updates.
4. Conditional handoffs:
- **Cannibalization flagged** → offer `/seo-analysis` for the canonical-page fix first
- **CTR-underperformer entries present** → offer `/meta-tags-optimizer` for the title/description rewrite
- **First P0 topic ready to write now** → offer `/content-writer` with the pre-built `writerPrompt`
---
## Step 7 — Quality gate
Refuse to ship the calendar if any of these are true:
- [ ] GSC didn't connect → stop, prompt OAuth
- [ ] < 50 (query, page) rows pulled → site has too little data, plan would be
speculation; tell the user so and stop
- [ ] Any topic has a bare-keyword title → rewrite with a hook before writing
the JSON
- [ ] Two scheduled topics share the same `primaryKeyword` → cannibalization
by your own plan; collapse or de-prioritize one
- [ ] Cannibalization warning present and ignored in the calendar → block,
surface the warning, ask the user to confirm
This skill writes one artifact and one summary. Don't add tangential analysis
the user didn't ask for.
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