MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
A skill your agent uses when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies).
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jumbocontext/cli decompose-architecture-aggregate --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .claude/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .claude/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.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/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .claude/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregateType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jumbocontext/cli decompose-architecture-aggregate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .agents/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .agents/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .agents/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jumbocontext/cli decompose-architecture-aggregate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .cursor/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .cursor/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jumbocontext/cli.git --path assets/skills/decompose-architecture-aggregate--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jumbocontext/cli decompose-architecture-aggregate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .gemini/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .gemini/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jumbocontext/cli decompose-architecture-aggregateInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .github/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .github/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .github/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jumbocontext/cli decompose-architecture-aggregate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jumbocontext/cli.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/assets/skills/decompose-architecture-aggregate .opencode/skills/decompose-architecture-aggregate && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "decompose-architecture-aggregate" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/decompose-architecture-aggregate into .opencode/skills/decompose-architecture-aggregate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "decompose-architecture-aggregate", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
decompose-architecture-aggregateA skill your agent uses when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies).
Decompose Architecture Aggregate is an agent skill from jumbocontext/cli. Use when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies). Guides the agent through reading, mapping, confirming, and executing the migration with user oversight.
Its SKILL.md is about 880 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 Agent Workflows. The repository describes itself as: Memory and Context Orchestration for Coding Agents. The licence is AGPL-3.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit a02a339. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Decompose Architecture Aggregate loads about 881 tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 385 words of instructions outside code blocks.
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.
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.
The full file from jumbocontext/cli at commit a02a339, republished under its AGPL-3.0 licence (© jumbocontext). 385 words, ~881 tokens.
.claude/skills/decompose-architecture-aggregate/SKILL.md (or your agent's skills folder).Migrate Architecture entity data to fine-grained entities with user confirmation at each step.
The Architecture entity is deprecated. Its sections map to dedicated entity types as defined in ARCHITECTURE_MIGRATION_MAPPING (src/application/context/architecture/ArchitectureDeprecationConstants.ts):
| Architecture Section | Target Entity | Command |
|---|---|---|
| patterns | Decisions | jumbo decision add |
| principles | Invariants | jumbo invariant add |
| organization | Invariants | jumbo invariant add |
| dataStores | Components | jumbo component add |
| stack | Dependencies | jumbo dependency add |
jumbo architecture viewParse the output. If no Architecture data exists, inform the user and stop.
For each non-empty section in the Architecture view, build a mapping proposal:
--title, --context (use the pattern description), --rationale (why this pattern was chosen, if stated).--title, --description (the principle text), and --rationale if the source explains why the principle is non-negotiable.--title, --description (the organizational rule), and --rationale if the source explains why the rule is non-negotiable.--name, --type (select from: service, db, queue, ui, lib, api, worker, cache, storage), --description, --responsibility, --path (ask the user if not derivable from the data).--name, --ecosystem (e.g., npm, pip, maven, service), --package-name, --version-constraint (if known).Present all proposed mappings to the user in a single summary, grouped by target entity type. For each proposed mapping, show:
Ask the user to confirm, adjust, skip, or augment each mapping. Do not execute any commands until the user has reviewed the full set.
Execute each confirmed mapping one at a time using the appropriate jumbo command:
jumbo decision add --title "..." --context "..." [--rationale "..."] [--alternative "..."]jumbo invariant add --title "..." --description "..." [--rationale "..."]jumbo component add --name "..." --type "..." --description "..." --responsibility "..." --path "..."jumbo dependency add --name "..." --ecosystem "..." --package-name "..." [--version-constraint "..."]Report the result of each command (success or failure) before proceeding to the next.
After all confirmed mappings are processed, present a summary:
© 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
Just SKILL.md in assets/skills/decompose-architecture-aggregate of jumbocontext/cli.
Open the folder on GitHubat commit a02a339
Decompose Architecture Aggregate 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Decompose Architecture Aggregate this skilljumbocontext/cli | 275 | — | ~881 | Automated safety check: Pass | AGPL-3.0 | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
jumbocontext/cli
A skill your agent uses when a Jumbo goal has been approved by QA review and needs architectural reconciliation before closing.
jumbocontext/cli
Add Jumbo goals liberally to decompose objectives into finite units of work with bounded context.
jumbocontext/cli
Use liberally when the user expresses a preference about how work should be done — coding style, process, testing approach, communication style.
jumbocontext/cli
A skill your agent uses when Jumbo goals need refinement before implementation.
jumbocontext/cli
A skill your agent uses when a Jumbo goal fails QA review and needs to be returned for rework.
jumbocontext/cli
A skill your agent uses when a Jumbo goal needs QA review after implementation.
Categories
A skill your agent uses when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies). Decompose Architecture Aggregate is an agent skill from jumbocontext/cli. Use when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies).
Decompose Architecture Aggregate fits situations like: A project has Architecture data that needs migrating to fine-grained entities (Decisions.
Run `npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a claude-code`. Or copy the skill folder (assets/skills/decompose-architecture-aggregate in jumbocontext/cli) into .claude/skills/decompose-architecture-aggregate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a codex`. Or copy the skill folder (assets/skills/decompose-architecture-aggregate in jumbocontext/cli) into .agents/skills/decompose-architecture-aggregate in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jumbocontext/cli --skill decompose-architecture-aggregate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/decompose-architecture-aggregate, .gemini/skills/decompose-architecture-aggregate, .github/skills/decompose-architecture-aggregate and .opencode/skills/decompose-architecture-aggregate in your project.
SKILL.md names no scripts, command-line tools or credentials: Decompose Architecture Aggregate is instructions for the agent only.
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.
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.
Decompose Architecture Aggregate 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.
About 881 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Decompose Architecture Aggregate: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.