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.
Assess Story complexity, identify required domains, and determine delivery tier (MicroDelivery / Core Team / Core Team + Specialists).
Install Evaluate Story
$ npx skills add digipulse-engineering/GAAI-framework --skill evaluate-story -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework evaluate-story --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/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .claude/skills/evaluate-story && 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 "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .claude/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-storyType 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 digipulse-engineering/GAAI-framework --skill evaluate-story -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework evaluate-story --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .agents/skills/evaluate-story && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .agents/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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 digipulse-engineering/GAAI-framework --skill evaluate-story -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework evaluate-story --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .cursor/skills/evaluate-story && 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 "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .cursor/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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/digipulse-engineering/GAAI-framework.git --path .gaai/core/skills/delivery/evaluate-story--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 digipulse-engineering/GAAI-framework --skill evaluate-story -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework evaluate-story --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .gemini/skills/evaluate-story && 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 "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .gemini/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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 digipulse-engineering/GAAI-framework evaluate-storyInstalls 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 digipulse-engineering/GAAI-framework --skill evaluate-story -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .github/skills/evaluate-story && 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 "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .github/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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 digipulse-engineering/GAAI-framework --skill evaluate-story -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install digipulse-engineering/GAAI-framework evaluate-story --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.gaai/core/skills/delivery/evaluate-story .opencode/skills/evaluate-story && 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 "evaluate-story" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/evaluate-story into .opencode/skills/evaluate-story/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "evaluate-story", 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
evaluate-story- GitHub stars
- 163
- Token cost
- ~1.1k tokens
- SKILL.md length
- 351 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Assess Story complexity, identify required domains, and determine delivery tier (MicroDelivery / Core Team / Core Team + Specialists).
- Works in 6 steps: Read the Story → Assess complexity → Scan for domain triggers → …
- Agent Workflows work in your project
- SKILL.md covers Purpose / When to Activate, Process, Output and Quality Checks
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Evaluate Story is an agent skill from digipulse-engineering/GAAI-framework. Assess Story complexity, identify required domains, and determine delivery tier (MicroDelivery / Core Team / Core Team + Specialists). Activate as the first step of every delivery orchestration cycle.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any filesystem-based AI coding agent
It sits in Agent Workflows. The repository describes itself as: Turns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until…
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/evaluate-story”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Read the Story
- Assess complexity
- Scan for domain triggers
- Verify skill coverage
- Determine tier
- Determine pre-flight risk analysis
What it can do on your machine
Read from SKILL.md and the folder at commit a26ea7a. 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.
Compatibility
Works with any filesystem-based AI coding agent
From compatibility in the SKILL.md frontmatter.
Context cost
Evaluate Story loads about 1.1k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 351 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 351 words (~1,059 tokens).
“Activate as the first action of every Delivery Orchestration cycle, before any sub-agent is spawned.”
- name
- evaluate-story
- compatibility
- Works with any filesystem-based AI coding agent
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- delivery
- metadata.track
- delivery
- metadata.id
- SKILL-DEL-007
- metadata.updated_at
- 2026-02-26
- metadata.status
- stable
- inputs
- contexts/artefacts/stories/** (the Story to evaluate), agents/specialists.registry.yaml (to check domain triggers), core/skills/skills-index.yaml (core…
- outputs
- evaluation result (inline — not written to file)
Files
Just SKILL.md in .gaai/core/skills/delivery/evaluate-story of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Evaluate Story 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 |
|---|---|---|---|---|---|---|
| Evaluate Story this skilldigipulse-engineering/GAAI-framework | 163 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| 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 |
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Executing Plans Inline
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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.
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Abort Safe Handler
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Create Skill
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Related
Categories
Questions about Evaluate Story
What does Evaluate Story do?
Assess Story complexity, identify required domains, and determine delivery tier (MicroDelivery / Core Team / Core Team + Specialists). Evaluate Story is an agent skill from digipulse-engineering/GAAI-framework. Assess Story complexity, identify required domains, and determine delivery tier (MicroDelivery / Core Team / Core Team + Specialists).
When should I use Evaluate Story?
Evaluate Story fits situations like: agent Workflows work in your project.
How do I install Evaluate Story in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill evaluate-story -a claude-code`. Or copy the skill folder (.gaai/core/skills/delivery/evaluate-story in digipulse-engineering/GAAI-framework) into .claude/skills/evaluate-story in your project. Claude Code loads it when a task matches its description.
How do I install Evaluate Story in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill evaluate-story -a codex`. Or copy the skill folder (.gaai/core/skills/delivery/evaluate-story in digipulse-engineering/GAAI-framework) into .agents/skills/evaluate-story in your project. Codex loads it when a task matches its description.
Can I use Evaluate Story 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 digipulse-engineering/GAAI-framework --skill evaluate-story -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/evaluate-story, .gemini/skills/evaluate-story, .github/skills/evaluate-story and .opencode/skills/evaluate-story in your project.
What does Evaluate Story need to run?
SKILL.md names no scripts, command-line tools or credentials: Evaluate Story is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.
Does Evaluate Story 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 Evaluate Story 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 Evaluate Story use?
Evaluate Story 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 Evaluate Story use?
About 1.1k tokens (SKILL.md is roughly 4.2k 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 Evaluate Story?
Skills that share tags, products or a category with Evaluate Story: 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.
Who maintains Evaluate Story?
digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on September 29, 2026.
Source: digipulse-engineering/GAAI-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.