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Agent skill

Codify Jumbo Goal

by jumbocontext in jumbocontext/cli

A skill your agent uses when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing.

AGPL-3.0Auto-check passedBusiness, Finance & HR

Install Codify Jumbo Goal

skills CLI
$ npx skills add jumbocontext/cli --skill codify-jumbo-goal -a claude-code

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

GitHub CLI
$ gh skill install jumbocontext/cli codify-jumbo-goal --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/jumbocontext/cli.git skills-src && mkdir -p .claude/skills && cp -r skills-src/assets/skills/codify-jumbo-goal .claude/skills/codify-jumbo-goal && 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
codify-jumbo-goal
GitHub stars
275
Token cost
~1.2k tokens
SKILL.md length
426 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
AGPL-3.0

At a glance

A skill your agent uses when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing.

  • Works in 5 steps: Initiate Codification → Capture New Learnings → Review Registered Entities for Staleness → …
  • A Jumbo goal has been approved by QA review and needs architectural reconciliation before closing
  • SKILL.md covers Why Codification Matters, Protocol and Rules
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Codify Jumbo Goal is an agent skill from jumbocontext/cli. Use when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing. Captures new learnings, updates stale entities, and ensures documentation reflects the work performed.

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Business, Finance & HR, covering Accounting and bookkeeping. The repository describes itself as: Memory and Context Orchestration for Coding Agents. The licence is AGPL-3.0.

When your agent uses it

  • A Jumbo goal has been approved by QA review and needs architectural reconciliation before closing
  • Tasks that involve Accounting and bookkeeping

Example prompts

  • “/codify-jumbo-goal”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Initiate Codification
  2. Capture New Learnings
  3. Review Registered Entities for Staleness
  4. Update Documentation
  5. Close the Goal

What it can do on your machine

Read from SKILL.md and the folder at commit a02a339. 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 (its code samples are bash).

    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

Codify Jumbo Goal loads about 1.2k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 426 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~57
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

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

The full file from jumbocontext/cli at commit a02a339, republished under its AGPL-3.0 licence (© jumbocontext). 426 words, ~1,152 tokens.

Download SKILL.mdSave it as .claude/skills/codify-jumbo-goal/SKILL.md (or your agent's skills folder).
name
codify-jumbo-goal
description
Use when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing. Captures new learnings, updates stale entities, and ensures documentation reflects the work performed.

Codify Jumbo Goal

Prompt: Perform architectural reconciliation for an approved Jumbo goal — capture new learnings, review registered entities for staleness, update documentation, then close the goal.

Why Codification Matters

After a goal passes QA review, the codebase has changed but the project's registered knowledge may not reflect those changes. Codification is the checkpoint where new invariants, decisions, components, and guidelines discovered during implementation get captured. Skipping codification causes knowledge drift — future agents operate with stale or incomplete context.

Protocol

1. Initiate Codification
bash
jumbo goal codify --id <goal-id>

Review the goal's objective and status. The goal must be in a reviewable state.

2. Capture New Learnings

Reflect on the implementation interaction with the user during this goal. Ask:

  • Did it surface any NEW invariants, guidelines, decisions, components, dependencies, or architectural patterns not yet captured?
  • Were you corrected in a way that reveals a missing rule?

Only propose additions that are:

  • Universal (applicable beyond this specific goal)
  • Dense (one sentence, no examples unless the example IS the rule)
  • Actionable (changes how code is written or decisions are made)

If nothing qualifies, say so. Avoid restating what's already captured.

Use jumbo --help for command details on registering new entities.

3. Review Registered Entities for Staleness

The goal may have changed the codebase in ways that affect registered entities. For each entity type below, consider whether any existing registrations need updating based on the work performed.

Components

Did any component descriptions, responsibilities, or paths change? Were any components deprecated or removed?

bash
jumbo component update --id <id> --description "..." --responsibility "..."
jumbo component deprecate --id <id> --reason "..."
jumbo component add --name "..." --type "..." --description "..." --responsibility "..." --path "..."
Decisions

Were any architectural decisions made, superseded, or invalidated by this work?

bash
jumbo decision add --title "..." --context "..." --rationale "..."
jumbo decision update --id <id> --rationale "..."
jumbo decision supersede --id <id> --new-decision-id <new-id>
Show full SKILL.md (172 more words)Show less
Invariants

Were any invariants introduced, weakened, strengthened, or made obsolete?

bash
jumbo invariant add --title "..." --description "..." --rationale "..."
jumbo invariant update --id <id> --description "..." --rationale "..."
jumbo invariant remove --id <id>
Guidelines

Were any coding, testing, or documentation guidelines introduced or changed?

bash
jumbo guideline add --category "..." --title "..." --description "..."
jumbo guideline update --guideline-id <id> --description "..."
jumbo guideline remove --guideline-id <id>
Dependencies

Were any dependencies added, removed, or changed?

bash
jumbo dependency add --consumer-id <id> --provider-id <id> --contract "..."
jumbo dependency update --id <id> --contract "..."
jumbo dependency remove --id <id>
Relations

Should any new relations be established between entities touched by this goal?

bash
jumbo relation add --from-type <type> --from-id <id> --to-type <type> --to-id <id> --type <type> --strength <level>
4. Update Documentation

Evaluate whether changes should be reflected in user documentation:

  • Did the changes introduce any new features, modify existing behavior, or fix bugs that users should be aware of?
  • If yes, propose updates to ~/docs/* and update the CHANGELOG.md.
5. Close the Goal

After completing the reconciliation above, close the goal:

bash
jumbo goal close --id <goal-id>

Rules

  1. Never skip entity review. Every entity category must be evaluated for staleness after implementation.
  2. Only capture universal learnings. Do not register goal-specific observations as project-wide invariants or guidelines.
  3. Keep additions dense. One sentence per entity. No examples unless the example IS the rule.
  4. Always check documentation impact. Implementation changes that affect user-facing behavior must be documented.
  5. Close the goal last. Only run jumbo goal close after all reconciliation steps are complete.

© jumbocontext, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in assets/skills/codify-jumbo-goal of jumbocontext/cli.

Open the folder on GitHubat commit a02a339

Compare with similar skills

Codify Jumbo Goal 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.

Codify Jumbo Goal compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Codify Jumbo Goal this skilljumbocontext/cli275—~1.2kAutomated safety check: PassAGPL-3.0
Sync Upstreamnyaruka/phonenumbers1.6k—~2.8kAutomated safety check: PassMIT
Longbridge Value Investinghelsome/folio2692 repos~1.2kAutomated safety check: PassMIT
Radiology Tablehuang-sir1/radiology-skills1.9k—~1.3kAutomated safety check: PassCustom licence
Odoo Agency Fleet Reviewerpipe-org/mcp-odoo420—~699Automated safety check: PassMIT
Beancount Closebex-co/beancount-io295—~1.4kAutomated safety check: PassMIT

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  • Reject Jumbo Goal

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Categories

Questions about Codify Jumbo Goal

What does Codify Jumbo Goal do?

A skill your agent uses when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing. Codify Jumbo Goal is an agent skill from jumbocontext/cli. Use when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing.

When should I use Codify Jumbo Goal?

Codify Jumbo Goal fits situations like: A Jumbo goal has been approved by QA review and needs architectural reconciliation before closing; tasks that involve Accounting and bookkeeping.

How do I install Codify Jumbo Goal in Claude Code?

Run `npx skills add jumbocontext/cli --skill codify-jumbo-goal -a claude-code`. Or copy the skill folder (assets/skills/codify-jumbo-goal in jumbocontext/cli) into .claude/skills/codify-jumbo-goal in your project. Claude Code loads it when a task matches its description.

How do I install Codify Jumbo Goal in Codex?

Run `npx skills add jumbocontext/cli --skill codify-jumbo-goal -a codex`. Or copy the skill folder (assets/skills/codify-jumbo-goal in jumbocontext/cli) into .agents/skills/codify-jumbo-goal in your project. Codex loads it when a task matches its description.

Can I use Codify Jumbo Goal 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 jumbocontext/cli --skill codify-jumbo-goal -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codify-jumbo-goal, .gemini/skills/codify-jumbo-goal, .github/skills/codify-jumbo-goal and .opencode/skills/codify-jumbo-goal in your project.

What does Codify Jumbo Goal need to run?

SKILL.md names no scripts, command-line tools or credentials: Codify Jumbo Goal is instructions for the agent only.

Does Codify Jumbo Goal 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 Codify Jumbo Goal 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 Codify Jumbo Goal use?

Codify Jumbo Goal is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Codify Jumbo Goal use?

About 1.2k tokens (SKILL.md is roughly 4.6k 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 Codify Jumbo Goal?

Skills that share tags, products or a category with Codify Jumbo Goal: Sync Upstream (nyaruka/phonenumbers, 1.6k stars), Longbridge Value Investing (helsome/folio, 269 stars), Radiology Table (huang-sir1/radiology-skills, 1.9k stars) and Odoo Agency Fleet Review (erpipe-org/mcp-odoo, 420 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Codify Jumbo Goal?

jumbocontext (a GitHub organization) maintains it in jumbocontext/cli, which has 275 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 23, 2026.

Source: jumbocontext/cli on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.