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.
Use liberally when you make an architectural choice, select a technology, or reject an alternative.
$ npx skills add jumbocontext/cli --skill jumbo-add-decision -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jumbocontext/cli jumbo-add-decision --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/jumbo-add-decision .claude/skills/jumbo-add-decision && 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 "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .claude/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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/jumbo-add-decisionType 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 jumbo-add-decision -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jumbocontext/cli jumbo-add-decision --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/jumbo-add-decision .agents/skills/jumbo-add-decision && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .agents/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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 jumbo-add-decision -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jumbocontext/cli jumbo-add-decision --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/jumbo-add-decision .cursor/skills/jumbo-add-decision && 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 "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .cursor/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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/jumbo-add-decision--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 jumbo-add-decision -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jumbocontext/cli jumbo-add-decision --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/jumbo-add-decision .gemini/skills/jumbo-add-decision && 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 "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .gemini/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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 jumbo-add-decisionInstalls 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 jumbo-add-decision -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/jumbo-add-decision .github/skills/jumbo-add-decision && 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 "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .github/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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 jumbo-add-decision -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 jumbo-add-decision --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/jumbo-add-decision .opencode/skills/jumbo-add-decision && 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 "jumbo-add-decision" agent skill from https://github.com/jumbocontext/cli/tree/main/assets/skills/jumbo-add-decision into .opencode/skills/jumbo-add-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jumbo-add-decision", 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.
jumbo-add-decisionUse liberally when you make an architectural choice, select a technology, or reject an alternative.
Jumbo Add Decision is an agent skill from jumbocontext/cli. Use liberally when you make an architectural choice, select a technology, or reject an alternative. Records the decision so future sessions understand why the codebase looks the way it does.
Its SKILL.md is about 540 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.
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.
Jumbo Add Decision loads about 540 tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 143 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). 143 words, ~540 tokens.
.claude/skills/jumbo-add-decision/SKILL.md (or your agent's skills folder).Register an architectural decision with Jumbo when you choose one approach over alternatives. Decisions explain why the codebase looks the way it does — without them, future agents may reverse your choices or repeat your analysis.
Check for an existing decision to avoid duplication. Consider reversing, updating, or superseding a previously registered decision before registering a new one.
Use the search subcommand to locate previously registered decisions:
jumbo decisions search -q <query>jumbo decision add \
--title "<Decision title>" \
--context "<Problem statement and background>" \
--rationale "<Why this choice was made>" \
--alternative "<Rejected option>" \
--consequences "<Trade-offs accepted>"jumbo decision add \
--title "Use events" \
--context "Need to track changes"Title is too vague to be useful. Missing rationale means a future agent has no basis for understanding the choice. Missing alternatives means they cannot evaluate whether the context has changed.
jumbo decision add \
--title "Use event sourcing over state-based persistence for domain aggregates" \
--context "Domain aggregates need audit history and the ability to rebuild state at any point in time" \
--rationale "Event sourcing provides a complete audit trail and enables temporal queries without additional infrastructure" \
--alternative "State-based persistence with a separate audit log table" \
--consequences "Requires projection rebuilding for read models; increases storage for high-frequency aggregates"Title names both the chosen and rejected pattern. Context explains the problem. Rationale connects the choice to the problem. Alternatives and consequences give future agents the information they need to judge whether the decision still holds.
© 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/jumbo-add-decision of jumbocontext/cli.
Open the folder on GitHubat commit a02a339
Jumbo Add Decision 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 |
|---|---|---|---|---|---|---|
| Jumbo Add Decision this skilljumbocontext/cli | 276 | — | ~540 | Automated safety check: Pass | AGPL-3.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 10 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 | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Skill CreatorAzure/azqr | 795 | 89 repos | ~8.2k | 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.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
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.
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
A skill your agent uses when a project has Architecture data that needs migrating to fine-grained entities (Decisions, Invariants, Components, Dependencies).
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.
Categories
Use liberally when you make an architectural choice, select a technology, or reject an alternative. Jumbo Add Decision is an agent skill from jumbocontext/cli. Use liberally when you make an architectural choice, select a technology, or reject an alternative.
Jumbo Add Decision fits situations like: agent Workflows work in your project.
Run `npx skills add jumbocontext/cli --skill jumbo-add-decision -a claude-code`. Or copy the skill folder (assets/skills/jumbo-add-decision in jumbocontext/cli) into .claude/skills/jumbo-add-decision in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jumbocontext/cli --skill jumbo-add-decision -a codex`. Or copy the skill folder (assets/skills/jumbo-add-decision in jumbocontext/cli) into .agents/skills/jumbo-add-decision 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 jumbo-add-decision -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jumbo-add-decision, .gemini/skills/jumbo-add-decision, .github/skills/jumbo-add-decision and .opencode/skills/jumbo-add-decision in your project.
SKILL.md names no scripts, command-line tools or credentials: Jumbo Add Decision 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.
Jumbo Add Decision 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 540 tokens (SKILL.md is roughly 2.2k 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 Jumbo Add Decision: 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, 297k 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 276 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.