plannotator-compound
Analyze a user's Plannotator plan archive to extract denial patterns, feedback taxonomy, evolution over time, and actionable prompt improvements — then…
Skill by backnotprop
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/backnotprop-plannotator-compound
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: documents, frontend, data, agent-building
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/plannotator-compound
What's inside
- Skill name
plannotator-compound- Description
- Analyze a user's Plannotator plan archive to extract denial patterns, feedback taxonomy, evolution over time, and actionable prompt improvements — then produce a polished HTML dashboard report. Falls back to Claude Code ExitPlanMode denial reasons when Plannotator data is unavailable.
- License
- Apache-2.0
- Instructions
- 567 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Agent Skills spec issues
- body: 567 lines (spec recommends under 500)
Files (4)
- SKILL.md
- report-template.html · assets/
- claude-code-fallback.md · references/
- extract_exit_plan_mode_outcomes.py · scripts/
SKILL.md (first lines)
# Compound Planning Analysis
You are conducting a comprehensive research analysis of a user's Plannotator plan
archive. The goal: extract patterns from their denied plans, reduce
them into actionable insights, and produce an elegant HTML dashboard report.
This is a multi-phase process. Each phase must complete fully before the next begins.
Research integrity is paramount — every file must be read, no skipping.
## Source Selection
Before starting the analysis, determine which data source is available.
1. **Plannotator mode (first-class)** — Find the Plannotator data directory,
called `<data-dir>` from here on. Run:
```
plannotator data-dir
```
It prints the folder's absolute path and creates nothing; use what it
prints. If it prints nothing or fails (an older Plannotator), use `$PLANNOTATOR_DATA_DIR` if
set, else whichever of `$XDG_DATA_HOME/plannotator` and the home folder's
`.plannotator` holds `history/` or `sessions/` (the home one if both do),
and ask the user if neither does.
Never write into any other folder than `<data-dir>`. In particular, do not
create a `.plannotator` folder in the home folder unless `<data-dir>` is
that folder: on an install that keeps its data under `$XDG_DATA_HOME`, a
new one can make Plannotator lose sight of the person's plans and history.
Leave any other Plannotator folder you find alone, and do not suggest
deleting it: it may hold older data.
Check the `plans/` subdirectory of `<data-dir>`. If it exists and contains
`*-denied.md` files, use this mode. The entire workflow below is written for
Plannotator data.
2. **Claude Code fallback mode** — If the Plannotator archive is absent or
contains no denied plans, check `~/.claude/projects/`. If present, read
[references/claude-code-fallback.md](references/claude-code-fallback.md)
before continuing. That reference explains how to use the bundled parser at
[scripts/extract_exit_plan_mode_outcomes.py](scripts/extract_exit_plan_mode_outcomes.py)
to extract denial reasons from Claude Code JSONL transcripts. Every phase
below has a short note explaining what changes in fallback mode — the
reference file has the details.
3. **Neither available** — Ask the user for their Plannotator plans directory or
Claude Code projects directory. Do not guess.
## Phase 0: Locate Plans & Check for Previous Reports
Use the mode chosen in Source Selection above.
**Plannotator mode:** Verify the plans directory contains `*-denied.md` files. If
none exist, fall back to Claude Code mode before stopping.
**Claude Code fallback mode:** Run the bundled parser per the fallback reference to
build the denial-reason dataset. Create `/tmp/compound-planning/` if needed.
In either mode, proceed to Previous Report Detection below.
### Previous Report Detection
After locating the plans directory, check for existing reports:
```
ls <data-dir>/plans/compound-planning-report*.html
```
(`<data-dir>` is the folder from Source Selection; put its real path in the command.)
Reports follow a versioned naming scheme:
- First report: `compound-planning-report.html`
- Subsequent reports: `compound-planning-report-v2.html`, `compound-planning-report-v3.html`, etc.
If one or more reports exist, determine the **latest** one (highest version number).
Get its filesystem modification date using `stat` (macOS: `stat -f %Sm -t %Y-%m-%d`,
Linux: `stat -c %y | cut -d' ' -f1`). This is the **cutoff date**.
Present the user with a choice:
> "I found a previous report (`compound-planning-report-v{N}.html`) last updated
> on {CUTOFF_DATE}. I can either:
>
> 1. **Incremental** — Only analyze files dated after {CUTOFF_DATE}, saving tokens
> and building on previous findings
> 2. **Full** — Re-analyze the entire archive from scratch
>
> Which would you prefer?"
Wait for the user's response before proceeding.
**If incremental:** Filter all subsequent phases to only process files with dates
after the cutoff date. The new report version will note in its header narrative that
it covers the period from {CUTOFF_DATE} to present, and reference the previous
report for earlier findings. The inventory (Phase 1) should still count ALL files
for overall stats, but clearly separate "new since last report" counts.
**If full:** Proceed normally with all files, but still use the next version number
for the output filename.
**If no previous report exists:** Proceed normally. The output filename will be
`compound-planning-report.html` (no version suffix for the first report).
## Phase 1: Inventory
Count and report the dataset. **Always count ALL files** for overall stats,
regardless of whether this is an incremental or full run:
```
- *-approved.md files (count)
- *-denied.md files (count)
- Date range (earliest to latest date found in filenames)
- Total days spanned
- Revision rate: denied / (approved + denied) — this is the "X% of plans
revised before coding" stat used in dashboard section 1
```
**Note:** Ignore `*.annotations.md` files entirely. Denied files already containFrom backnotprop/plannotator, Apache-2.0.
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Signals
- Stars
- 9,609
- Forks
- 721
- Open issues
- 65
- Last commit (this folder)
- Jun 5, 2026 (4 months ago)
- Last release
- Oct 24, 2026 (7 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/backnotprop/plannotator
- Website
- plannotator.ai
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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plannotator-compound skill. Agent Mart. https://agentmart.dev/skills/backnotprop-plannotator-compound (last updated 2026-10-24)