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.
Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence.
MITAuto-check passed
Install Ultragoal
$ npx skills add jmstar85/oh-my-githubcopilot --skill ultragoal -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jmstar85/oh-my-githubcopilot ultragoal --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/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/ultragoal .claude/skills/ultragoal && 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 "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .claude/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoalType 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 jmstar85/oh-my-githubcopilot --skill ultragoal -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jmstar85/oh-my-githubcopilot ultragoal --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/ultragoal .agents/skills/ultragoal && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .agents/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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 jmstar85/oh-my-githubcopilot --skill ultragoal -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jmstar85/oh-my-githubcopilot ultragoal --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/ultragoal .cursor/skills/ultragoal && 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 "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .cursor/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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/jmstar85/oh-my-githubcopilot.git --path .github/skills/ultragoal--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 jmstar85/oh-my-githubcopilot --skill ultragoal -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jmstar85/oh-my-githubcopilot ultragoal --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/ultragoal .gemini/skills/ultragoal && 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 "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .gemini/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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 jmstar85/oh-my-githubcopilot ultragoalInstalls 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 jmstar85/oh-my-githubcopilot --skill ultragoal -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/ultragoal .github/skills/ultragoal && 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 "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .github/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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 jmstar85/oh-my-githubcopilot --skill ultragoal -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jmstar85/oh-my-githubcopilot ultragoal --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jmstar85/oh-my-githubcopilot.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/ultragoal .opencode/skills/ultragoal && 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 "ultragoal" agent skill from https://github.com/jmstar85/oh-my-githubcopilot/tree/main/.github/skills/ultragoal into .opencode/skills/ultragoal/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ultragoal", 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.
Facts
- Skill name
ultragoal- GitHub stars
- 159
- Token cost
- ~324 tokens
- SKILL.md length
- 140 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- MIT
At a glance
Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence.
- Works in 6 steps: Create or inspect the active goal with… → If no active goal exists, create one… → Keep the active goal reflected in the… → …
- SKILL.md covers Workflow, Fail-Closed Rules and Output
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ultragoal is an agent skill from jmstar85/oh-my-githubcopilot. Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence. Activate when: ultragoal, goal loop, durable goal, persistent goal, keep goal.
Its SKILL.md is about 320 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Model Context Protocol. The repository describes itself as: Ultimate Harness Automation for Github Copilot on VS Code. It provides 28+ specialized agents, 30+ reusable skills, hooks, guardrails, and etc. The licence is MIT.
Example prompts
- “/ultragoal”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Create or inspect the active goal with omg_ultragoal_status.
- If no active goal exists, create one with omg_ultragoal_create using a concrete objective.
- Keep the active goal reflected in the chat/task TODO state.
- After each meaningful milestone, call omg_ultragoal_checkpoint with concrete evidence.
- Before stopping, call omg_ultragoal_status and verify the active goal state.
- Complete the goal only with omg_ultragoal_complete and final evidence.
What it can do on your machine
Read from SKILL.md and the folder at commit 12b2c29. 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
Ultragoal loads about 324 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 140 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.
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 jmstar85/oh-my-githubcopilot at commit 12b2c29, republished under its MIT licence (© jmstar85). 140 words, ~324 tokens.
Download SKILL.mdSave it as
.claude/skills/ultragoal/SKILL.md (or your agent's skills folder).- name
- ultragoal
- description
- Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence. Activate when: ultragoal, goal loop, durable goal, persistent goal, keep goal.
- argument-hint
- <durable goal objective>
Ultragoal
OMG adapted scope: OMG does not use Claude Code goal commands or hidden dynamic prompt injection. Durable goal context is carried through MCP tools and the visible task plan.
Workflow
- Create or inspect the active goal with
omg_ultragoal_status. - If no active goal exists, create one with
omg_ultragoal_createusing a concrete objective. - Keep the active goal reflected in the chat/task TODO state.
- After each meaningful milestone, call
omg_ultragoal_checkpointwith concrete evidence. - Before stopping, call
omg_ultragoal_statusand verify the active goal state. - Complete the goal only with
omg_ultragoal_completeand final evidence.
Fail-Closed Rules
- Missing objective, invalid goal id, malformed ledger, or missing evidence must not write artifacts.
- Use
.omg/ultragoal/artifacts only. - Do not use OMC-only runtime assumptions as execution requirements.
Output
- Active goal id and objective
- Handoff text
- Checkpoint evidence
- Remaining work or completion evidence
© jmstar85, MIT. 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 .github/skills/ultragoal of jmstar85/oh-my-githubcopilot.
Open the folder on GitHubat commit 12b2c29
Compare with similar skills
Ultragoal 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 |
|---|---|---|---|---|---|---|
| Ultragoal this skilljmstar85/oh-my-githubcopilot | 159 | — | ~324 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Figma use_figma Plugin API Ruleswarpdotdev/warp | 65k | 4 repos | ~4.4k | Automated safety check: Pass | AGPL-3.0 | |
| Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills | 8.5k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
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Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
Figma use_figma Plugin API Rules
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More from jmstar85/oh-my-githubcopilot
All 13 skills in this repoAsk
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Route multi-perspective questions through OMG's existing CCG-style analysis workflow.
Autoresearch
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Stateful research improvement loop with evaluator gates and decision logs.
Configure Notifications
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Guide configuration of notification integrations and status alerts.
Deepinit
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Generate or refresh hierarchical repository guidance files for agents.
External Context
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Gather external documentation context through focused, bounded research passes.
Hud
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Guide use of OMG's VS Code StatusBar and TreeView workflow status surfaces.
Related
Works with
Questions about Ultragoal
What does Ultragoal do?
Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence. Ultragoal is an agent skill from jmstar85/oh-my-githubcopilot. Durable multi-goal workflow with MCP-backed goal status, checkpoints, and completion evidence.
How do I install Ultragoal in Claude Code?
Run `npx skills add jmstar85/oh-my-githubcopilot --skill ultragoal -a claude-code`. Or copy the skill folder (.github/skills/ultragoal in jmstar85/oh-my-githubcopilot) into .claude/skills/ultragoal in your project. Claude Code loads it when a task matches its description.
How do I install Ultragoal in Codex?
Run `npx skills add jmstar85/oh-my-githubcopilot --skill ultragoal -a codex`. Or copy the skill folder (.github/skills/ultragoal in jmstar85/oh-my-githubcopilot) into .agents/skills/ultragoal in your project. Codex loads it when a task matches its description.
Can I use Ultragoal 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 jmstar85/oh-my-githubcopilot --skill ultragoal -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ultragoal, .gemini/skills/ultragoal, .github/skills/ultragoal and .opencode/skills/ultragoal in your project.
What does Ultragoal need to run?
SKILL.md names no scripts, command-line tools or credentials: Ultragoal is instructions for the agent only.
Does Ultragoal 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 Ultragoal 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 Ultragoal use?
Ultragoal is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ultragoal use?
About 324 tokens (SKILL.md is roughly 1.3k 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 Ultragoal?
Skills that share tags, products or a category with Ultragoal: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ultragoal?
jmstar85 (a GitHub user) maintains it in jmstar85/oh-my-githubcopilot, which has 159 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on May 20, 2026.
Source: jmstar85/oh-my-githubcopilot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.