FHIR Bundle Assembler
maziyarpanahi/openmed
Packages standalone FHIR R4 resources from OpenMed output into one transaction Bundle with stable fullUrls and rewritten references, ready to post to a FHIR server.
Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules.
Custom licenceAuto-check passed
Install Context Building
$ npx skills add digipulse-engineering/GAAI-framework --skill context-building -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework context-building --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/cross/context-building .claude/skills/context-building && 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 "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .claude/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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/cross/context-buildingType 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 context-building -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework context-building --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/cross/context-building .agents/skills/context-building && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .agents/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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 context-building -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework context-building --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/cross/context-building .cursor/skills/context-building && 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 "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .cursor/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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/cross/context-building--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 context-building -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework context-building --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/cross/context-building .gemini/skills/context-building && 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 "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .gemini/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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 context-buildingInstalls 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 context-building -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/cross/context-building .github/skills/context-building && 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 "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .github/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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 context-building -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 context-building --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/cross/context-building .opencode/skills/context-building && 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 "context-building" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/context-building into .opencode/skills/context-building/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-building", 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
context-building- GitHub stars
- 163
- Token cost
- ~579 tokens
- SKILL.md length
- 190 words
- Files
- 1
- Skills in repo
- 55
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules.
- Works in 5 steps: Validate inputs are scoped and minimal → Remove duplicated or overlapping… → Prioritize: acceptance criteria,… → …
- SKILL.md covers Purpose / When to Activate, Process, Outputs and Quality Checks, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Context Building is an agent skill from digipulse-engineering/GAAI-framework. Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules. Activate after memory-retrieve and before any reasoning or execution skill.
Its SKILL.md is about 580 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
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…
Example prompts
- “/context-building”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Validate inputs are scoped and minimal
- Remove duplicated or overlapping information
- Prioritize: acceptance criteria, constraints, decisions, current artefacts
- Structure the bundle in canonical order
- Enforce minimal token footprint
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
Context Building loads about 579 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 190 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 190 words (~579 tokens).
“Activate when context is fragmented or multiple memory sources need to be merged before a complex task:”
- name
- context-building
- compatibility
- Works with any filesystem-based AI coding agent
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- cross
- metadata.track
- cross-cutting
- metadata.id
- SKILL-CONTEXT-BUILDING-001
- metadata.updated_at
- 2026-02-26
- metadata.status
- stable
- inputs
- retrieved_memory_bundle, contexts/artefacts/** (relevant only), contexts/rules/** (applicable only)
- outputs
- execution_context_bundle
Files
Just SKILL.md in .gaai/core/skills/cross/context-building of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Context Building 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 |
|---|---|---|---|---|---|---|
| Context Building this skilldigipulse-engineering/GAAI-framework | 163 | — | ~579 | Automated safety check: Pass | Custom licence | |
| FHIR Bundle Assemblermaziyarpanahi/openmed | 5.5k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Minimalismsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Trader Signalruvnet/ruflo | 74k | — | ~605 | Automated safety check: Notes | MIT | |
| Triage Support Bundlenetdata/netdata | 81k | — | ~2.7k | Automated safety check: Pass | GPL-3.0 | |
| Agent Signal Pipelinelobehub/lobehub | 83k | — | ~1.7k | Automated safety check: Pass | Custom licence |
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Questions about Context Building
What does Context Building do?
Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules. Context Building is an agent skill from digipulse-engineering/GAAI-framework. Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules.
How do I install Context Building in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill context-building -a claude-code`. Or copy the skill folder (.gaai/core/skills/cross/context-building in digipulse-engineering/GAAI-framework) into .claude/skills/context-building in your project. Claude Code loads it when a task matches its description.
How do I install Context Building in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill context-building -a codex`. Or copy the skill folder (.gaai/core/skills/cross/context-building in digipulse-engineering/GAAI-framework) into .agents/skills/context-building in your project. Codex loads it when a task matches its description.
Can I use Context Building 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 context-building -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/context-building, .gemini/skills/context-building, .github/skills/context-building and .opencode/skills/context-building in your project.
What does Context Building need to run?
SKILL.md names no scripts, command-line tools or credentials: Context Building is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.
Does Context Building 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 Context Building 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 Context Building use?
Context Building 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 Context Building use?
About 579 tokens (SKILL.md is roughly 2.3k 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 Context Building?
Skills that share tags, products or a category with Context Building: FHIR Bundle Assembler (maziyarpanahi/openmed, 5.5k stars), Minimalism (sickn33/agentic-awesome-skills, 47k stars), Trader Signal (ruvnet/ruflo, 74k stars) and Triage Support Bundle (netdata/netdata, 81k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Context Building?
digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 55 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.