seed

seed is a command for coding agents from mu4farooqi/superwiser. It costs 6 tokens per session (298 once invoked), scanned A, original, MIT.

A command that examines past Claude Code conversation transcripts and extracts coding rules into Superwiser's rule database.

In plain words
What is it for?
Use it to preview available transcripts and seed rules from the latest conversations, conversations after a date, or all available history.
Why use it?
It lets you reuse preferences from earlier work instead of rebuilding them by hand.

Command

Part of the superwiser plugin — 2 skills, 12 commands, 4 hooks, 1 MCP server shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add commands/mu4farooqi/superwiser/seed
Clone the repo
git clone --depth 1 https://github.com/mu4farooqi/superwiser

Or install superwiser, the plugin that ships this one along with the rest of its 2 skills, 12 commands, 4 hooks, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for seed

README.md
[![agentmods](https://agentmods.dev/badge/commands/mu4farooqi/superwiser/seed.svg)](https://agentmods.dev/commands/mu4farooqi/superwiser/seed)
Your own site
<a href="https://agentmods.dev/commands/mu4farooqi/superwiser/seed"><img src="https://agentmods.dev/badge/commands/mu4farooqi/superwiser/seed.svg" alt="Measured on agentmods" height="20"></a>
Per session 6 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 298 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00006 $0.00298
Opus 5 $0.00003 $0.00149
Sonnet 5 $0.00001 $0.00060
Haiku 4.5 $0.00001 $0.00030

Measured 4d ago against content hash 71545edc277f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

seed scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/superwiser/commands/seed.md · 43 lines

What it actually says

Seed the Superwiser rule database from your past Claude Code conversations.

Instructions

Step 1: Show transcript preview

Call seed_preview MCP tool from superwiser.

Present the results to the user like this:

Found [count] transcripts spanning [oldest_date] to [newest_date].

How would you like to seed?
1. Latest N transcripts (e.g., "latest 5")
2. All after a date (e.g., "after 2025-06-01")
3. All [count] transcripts

Step 2: Wait for user choice

The user will respond with one of:

  • "latest N" (e.g., "latest 5", "latest 10")
  • "after YYYY-MM-DD" (e.g., "after 2025-06-01")
  • "all"

Step 3: Call seed_from_history with their filter

Based on the user's choice:

  • For "latest N": seed_from_history(latest_n=N)
  • For "after DATE": seed_from_history(after_date="YYYY-MM-DD")
  • For "all": seed_from_history() (no arguments)

Step 4: Report results

Tell the user:

  • How many prompts were queued
  • That processing happens in the background
  • They can use /superwiser:list to check progress
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 43 lines · 6 tokens per session scan A 71545edc277f

Subscribe to this mod's changes

seed is a command published in the GitHub repository mu4farooqi/superwiser (6 stars, last pushed 7mo ago), licensed MIT. It adds 6 tokens to every session and 298 once invoked, about $0.0000 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.