task-profile SKILL.md skillA

task-profile from techwolf-ai/ai-first-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add techwolf-ai/ai-first-toolkit/task-profile@git:20260916.a134489

Pins git:20260916.a134489 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
techwolf-ai/ai-first-toolkit
Path
plugins/ai-adoption/skills/task-profile/SKILL.md
Versions recorded
3
Latest version
git:20260916.a134489, committed Sep 16, 2026
First version recorded
May 13, 2026
Size
14,392 bytes
Repository stars
139
License
MIT

Mine the user's Claude Code + Cowork session history into a structured task profile, what they do with AI, how often, how successfully where friction lives, then propose atomic skills that would reduce iteration. Use when the user asks to "analyse my Claude use", "build a task profile", "what tasks do I do with Claude", "where am I spending tokens", "what skills would help me", or mentions reviewing past sessions for patterns. Produces profile.csv (shareable), explorer.html…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# task-profile

> **Platforms: Claude Code / Cowork and Codex.** `scripts/inventory.py` detects the host (via the `platform` stamp `install.sh` writes, or `AI_FIRST_PLATFORM`) and routes: Claude Code (`~/.claude/projects`) + Cowork transcripts, or Codex rollouts (`~/.codex/sessions`), building the same session condensate + token aggregates either way. **Antigravity** is unsupported: its IDE store is AEAD-encrypted at rest and its CLI store has no parseable turn content, so the skill prints a clear "not available" message and exits.

End-to-end skill: session inventory → LLM clustering → parallel Haiku analysis → aggregation → branded explorer HTML + shareable CSV + atomic skill proposals.

## When to run

When the user asks to understand their own Claude usage patterns: what tasks they repeat, how much friction those tasks generate where tokens go which principles they already follow vs. where they slip, and which new skills would compound across many tasks.

## Prerequisites

- Session history on this machine:
  - Claude Code: `~/.claude/projects/*/\*.jsonl`, plus each session's sub-agent transcripts at `<project>/<sid>/subagents/**` (workflow agents one level deeper)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add techwolf-ai/ai-first-toolkit/task-profile@sha256:2daa7cb51f89d61b

The line at the top of this page pins the label git:20260916.a134489, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bksanly4lt3l55xo.svg)](https://markdownregistry.com/a/art_bksanly4lt3l55xo)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between May 13, 2026 and Sep 16, 2026, about one every 63 days.

versioncommittedcommitsizeaudit
git:20260916.a134489 latest2026-09-16 a134489 14,392 BA view · diff
git:20260612.f6380c92026-06-12 f6380c9 13,206 BA view · diff
git:20260513.d7270ec2026-05-13 d7270ec 12,683 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14392 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

techwolf-ai/ai-first-toolkit · 139 stars · license MIT · pushed 2026-09-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bksanly4lt3l55xo
GET https://markdownregistry.com/api/v1/resolve?ref=techwolf-ai/ai-first-toolkit/task-profile
GET https://markdownregistry.com/api/v1/blob/2daa7cb51f89d61b1d08c3a0477cb41fe17f9a6a532585c4b84b5e3ee4c95cc0

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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