Agent skill

Self Improvement Intake

by real-simple-labs in real-simple-labs/parker-brain

Capture reasoning traces from user feedback, approvals, rejections, reroutes, expert learnings, and strategic decisions so Parker improves over time.

Custom licenceAuto-check passed

Install Self Improvement Intake

skills CLI
$ npx skills add real-simple-labs/parker-brain --skill self-improvement-intake -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install real-simple-labs/parker-brain self-improvement-intake --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/real-simple-labs/parker-brain.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/self-improvement-intake .claude/skills/self-improvement-intake && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
self-improvement-intake
GitHub stars
102
Token cost
~1.4k tokens
SKILL.md length
784 words
Files
1
Skills in repo
22
Repo updated
First seen
Licence
Custom licence

At a glance

Capture reasoning traces from user feedback, approvals, rejections, reroutes, expert learnings, and strategic decisions so Parker improves over time.

  • Works in 8 steps: Identify the learning moment. Decide… → Capture the decision context, with the… → Classify scope. Use the narrowest… → …
  • SKILL.md covers Goal, When this skill runs, How this skill runs and Trace categories, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Self Improvement Intake is an agent skill from real-simple-labs/parker-brain. Capture reasoning traces from user feedback, approvals, rejections, reroutes, expert learnings, and strategic decisions so Parker improves over time.

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

Example prompts

  • “/self-improvement-intake”

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Identify the learning moment. Decide whether the user's message contains a durable lesson or only local feedback.
  2. Capture the decision context, with the full moment verbatim. Preserve why the user made the correction or decision and the historical…
  3. Classify scope. Use the narrowest accurate scope: local output, user, brand, team, skill, prompt family, system, or product architecture…
  4. Route to the living surface. User-specific lessons go to users/[user-id]/user-profile.md (their rules, process, craft, preferences) and…
  5. Create or update a trace. Save new traces under self-improvement/reasoning-traces/[YYYY-MM]/. If an existing trace or pattern already…
  6. Keep Jimmy in the loop. Parker may create a candidate trace from an inferred lesson, but Jimmy must confirm the why and the relevant…
  7. Promote carefully. Do not update prompts, skills, or system docs from one trace unless Jimmy explicitly approves the promotion or the…
  8. Report back. Tell the user what Parker learned, where it landed, what is still only a candidate, and where Parker needs the user's why.

What it can do on your machine

Read from SKILL.md and the folder at commit 2a6f6c6. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Self Improvement Intake loads about 1.4k tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 784 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~43
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 784 words (~1,442 tokens).

“Turn important feedback from normal conversation into durable Parker learning. The saved unit is the reasoning trace: what happened, the decision context behind it, why it mattered, what rule Parker should infer, where it applies, and what should change.”

— opening of SKILL.md by real-simple-labs, Custom licence
name
self-improvement-intake
triggers
make this a rule, remember this, learn from this, don't do that again, always do this, that's better, this should apply everywhere, why did you do that…

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/self-improvement-intake of real-simple-labs/parker-brain.

Open the folder on GitHubat commit 2a6f6c6

Compare with similar skills

Self Improvement Intake next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Self Improvement Intake compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Self Improvement Intake this skillreal-simple-labs/parker-brain102—~1.4kAutomated safety check: PassCustom licence
Feedbackcodewhale-hq/Codewhale41k—~272Automated safety check: PassMIT
Capturealirezarezvani/claude-skills28k1 repos~2.8kAutomated safety check: PassMIT
Feedback Intakenimbalyst/nimbalyst1.9k—~757Automated safety check: PassMIT
Observe Traceruvnet/ruflo74k—~522Automated safety check: NotesMIT
Deepseek Reasonruvnet/ruflo74k—~626Automated safety check: NotesMIT

Similar skills

  • Feedback

    codewhale-hq/Codewhale

    Report a Codewhale bug or idea as a GitHub issue. An agent skill from codewhale-hq/Codewhale.

    41k GitHub stars~272 tokensUpdated today
    Auto-check passed
  • Capture

    alirezarezvani/claude-skills

    Captures and organizes chaotic brain dumps into a structured, actionable system with zero information loss.

    28k GitHub starsUsed in 1 repo~2.8k tokens
    Agent WorkflowsAuto-check passed
  • Feedback Intake

    nimbalyst/nimbalyst

    Help the user file a bug report or feature request for Nimbalyst.

    1.9k GitHub stars~757 tokensUpdated yesterday
    Testing & QAAuto-check passed
  • Observe Trace

    ruvnet/ruflo

    Trace agent execution by collecting spans and building a trace tree for a task

    74k GitHub stars~522 tokensUpdated today
    Auto-check: notes
  • Deepseek Reason

    ruvnet/ruflo

    Reasoning-mode completion against DeepSeek's deepseek-reasoner model (R1) via /v1/chat/completions.

    74k GitHub stars~626 tokensUpdated today
    AI & LLM EngineeringAuto-check: notes
  • Feedback

    nexu-io/nexu

    Send feedback to the Nexu team. An agent skill from nexu-io/nexu.

    3.3k GitHub stars~660 tokensUpdated 5 mo ago
    Productivity & AutomationAuto-check: warnings

More from real-simple-labs/parker-brain

All 22 skills in this repo
  • Open Loops Advance

    real-simple-labs/parker-brain

    Turn a promoted open loop into a hypothesis — a falsifiable prediction plus the few complementary pulls that together settle it, triangulated across the ad account, reviews, and competitors as the…

    102 GitHub stars~2.1k tokensUpdated today
    Auto-check passed
  • Open Loops Validate

    real-simple-labs/parker-brain

    Run a hypothesis's test plan, gather the evidence, and honestly resolve the loop into one of the four validation states — validated, invalidated, inconclusive, or insufficient evidence.

    102 GitHub stars~1.8k tokensUpdated today
    Auto-check passed
  • Propagate Craft

    real-simple-labs/parker-brain

    Push-based re-ship of the factory methodology bundle into brand brains that carry the method as copied files — the legacy vendored-parker-system layout and decoupled brains that asked for a refresh.

    102 GitHub stars~1.9k tokensUpdated today
    Auto-check passed
  • Weekly Creative Report

    real-simple-labs/parker-brain

    Build the brand's weekly creative report, a polished, shareable page an agency can send straight to the brand's CMO and team.

    102 GitHub stars~4.7k tokensUpdated today
    Auto-check passed
  • Update Parker Skill

    real-simple-labs/parker-brain

    Make a correct update to Parker's prompts, system docs, rubrics, knowledge docs, training corpus, or brand outputs — and propagate the change everywhere it needs to land.

    102 GitHub stars~4.6k tokensUpdated today
    Auto-check passed
  • Ad Account Analysis

    real-simple-labs/parker-brain

    Analyze Meta ad account data — read what's spending, what's converting, what's fatiguing, and where the audience is being reached.

    102 GitHub stars~1.9k tokensUpdated today
    Auto-check passed

Questions about Self Improvement Intake

What does Self Improvement Intake do?

Capture reasoning traces from user feedback, approvals, rejections, reroutes, expert learnings, and strategic decisions so Parker improves over time. Self Improvement Intake is an agent skill from real-simple-labs/parker-brain. Capture reasoning traces from user feedback, approvals, rejections, reroutes, expert learnings, and strategic decisions so Parker improves over time.

How do I install Self Improvement Intake in Claude Code?

Run `npx skills add real-simple-labs/parker-brain --skill self-improvement-intake -a claude-code`. Or copy the skill folder (.claude/skills/self-improvement-intake in real-simple-labs/parker-brain) into .claude/skills/self-improvement-intake in your project. Claude Code loads it when a task matches its description.

How do I install Self Improvement Intake in Codex?

Run `npx skills add real-simple-labs/parker-brain --skill self-improvement-intake -a codex`. Or copy the skill folder (.claude/skills/self-improvement-intake in real-simple-labs/parker-brain) into .agents/skills/self-improvement-intake in your project. Codex loads it when a task matches its description.

Can I use Self Improvement Intake in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add real-simple-labs/parker-brain --skill self-improvement-intake -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/self-improvement-intake, .gemini/skills/self-improvement-intake, .github/skills/self-improvement-intake and .opencode/skills/self-improvement-intake in your project.

What does Self Improvement Intake need to run?

SKILL.md names no scripts, command-line tools or credentials: Self Improvement Intake is instructions for the agent only.

Does Self Improvement Intake access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Self Improvement Intake safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Self Improvement Intake use?

Self Improvement Intake has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Self Improvement Intake use?

About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Self Improvement Intake?

Skills that share tags, products or a category with Self Improvement Intake: Feedback (codewhale-hq/Codewhale, 41k stars), Capture (alirezarezvani/claude-skills, 28k stars), Feedback Intake (nimbalyst/nimbalyst, 1.9k stars) and Observe Trace (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Self Improvement Intake?

real-simple-labs (a GitHub organization) maintains it in real-simple-labs/parker-brain, which has 102 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on October 9, 2026.

Source: real-simple-labs/parker-brain on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.