Scan
wshobson/agents
Scans the codebase to generate project-doc.md and AGENTS.md.
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers.
Custom licenceAuto-check passed
Install Bootstrap LLM Synthesis
$ npx skills add digipulse-engineering/GAAI-framework --skill bootstrap-llm-synthesis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework bootstrap-llm-synthesis --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/bootstrap-llm-synthesis .claude/skills/bootstrap-llm-synthesis && 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 "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .claude/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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/bootstrap-llm-synthesisType 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 bootstrap-llm-synthesis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework bootstrap-llm-synthesis --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/bootstrap-llm-synthesis .agents/skills/bootstrap-llm-synthesis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .agents/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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 bootstrap-llm-synthesis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework bootstrap-llm-synthesis --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/bootstrap-llm-synthesis .cursor/skills/bootstrap-llm-synthesis && 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 "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .cursor/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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/bootstrap-llm-synthesis--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 bootstrap-llm-synthesis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework bootstrap-llm-synthesis --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/bootstrap-llm-synthesis .gemini/skills/bootstrap-llm-synthesis && 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 "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .gemini/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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 bootstrap-llm-synthesisInstalls 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 bootstrap-llm-synthesis -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/bootstrap-llm-synthesis .github/skills/bootstrap-llm-synthesis && 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 "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .github/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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 bootstrap-llm-synthesis -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 bootstrap-llm-synthesis --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/bootstrap-llm-synthesis .opencode/skills/bootstrap-llm-synthesis && 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 "bootstrap-llm-synthesis" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/bootstrap-llm-synthesis into .opencode/skills/bootstrap-llm-synthesis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bootstrap-llm-synthesis", 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
bootstrap-llm-synthesis- GitHub stars
- 163
- Token cost
- ~2.9k tokens
- SKILL.md length
- 462 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers.
- Works in 6 steps: Assemble synthesis context → Build synthesis prompt → LLM call with retry → …
- SKILL.md covers Purpose / When to Activate, Clarity Tag Semantics, Process and Output Schema (synthesis_result), plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Bootstrap LLM Synthesis is an agent skill from digipulse-engineering/GAAI-framework. Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers. Call the LLM. Parse and validate the response into 6-8 structured memory entries with clarity tags and source traceability. Used as Stage 3 of the /gaai:bootstrap pipeline.
Its SKILL.md is about 2.9k 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 OpenAI-compatible LLM API from an AI coding agent context
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
- “/bootstrap-llm-synthesis”
Requirements
- Compatibility (from SKILL.md): Works with any OpenAI-compatible LLM API from an AI coding agent context
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Assemble synthesis context
- Build synthesis prompt
- LLM call with retry
- Parse LLM response
- Apply bounds
- Observability summary
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 (its code samples are yaml).
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 OpenAI-compatible LLM API from an AI coding agent context
From compatibility in the SKILL.md frontmatter.
Context cost
Bootstrap LLM Synthesis loads about 2.9k tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 462 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 462 words (~2,858 tokens).
- name
- bootstrap-llm-synthesis
- compatibility
- Works with any OpenAI-compatible LLM API from an AI coding agent context
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- cross
- metadata.track
- cross-cutting
- metadata.id
- SKILL-BOOTSTRAP-LLM-SYNTHESIS-001
- metadata.updated_at
- 2026-04-29
- metadata.status
- stable
- inputs
- surface_scan_result, tree_sitter_context, qa_answers, anthropic_api_key
- outputs
- synthesis_result
Files
Just SKILL.md in .gaai/core/skills/cross/bootstrap-llm-synthesis of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Bootstrap LLM Synthesis 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 |
|---|---|---|---|---|---|---|
| Bootstrap LLM Synthesis this skilldigipulse-engineering/GAAI-framework | 163 | — | ~2.9k | Automated safety check: Pass | Custom licence | |
| Scanwshobson/agents | 40k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Repo Scanaffaan-m/ECC | 275k | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Repo Scanaffaan-m/ECC | 275k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Repo Scanaffaan-m/ECC | 275k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Vulnerability Scanningsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.8k | Automated safety check: Pass | MIT |
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Repo Scan
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固定されレビュー可能なコミットから外部の repo-scan スキルをインストールするブートストラップ用ポインター。クロススタックのソースコード資産監査を実行する前に repo-scan のインストールが必要な場合に使用する。この ECC ポインター自体は監査を実行しない。
Repo Scan
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用于从固定且可审查的提交安装外部 repo-scan 技能的引导指针。在运行跨栈源代码资产审计前需要安装 repo-scan 时使用；此 ECC 指针本身不执行审计。
Vulnerability Scanning
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Scan systems and dependencies for CVEs and security vulnerabilities.
Harness MCP Scan
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Evaluate any output file against a structured evals.yaml assertions file and produce a score report with per-assertion pass/fail results.
Pattern Transfer
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Discover structurally similar patterns across domains, assess transfer viability via structural invariant checking, and propose domain adaptations with risk gates.
Skill Optimize
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Abort Safe Handler
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Create Skill
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Questions about Bootstrap LLM Synthesis
What does Bootstrap LLM Synthesis do?
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers. Bootstrap LLM Synthesis is an agent skill from digipulse-engineering/GAAI-framework. Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers.
How do I install Bootstrap LLM Synthesis in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill bootstrap-llm-synthesis -a claude-code`. Or copy the skill folder (.gaai/core/skills/cross/bootstrap-llm-synthesis in digipulse-engineering/GAAI-framework) into .claude/skills/bootstrap-llm-synthesis in your project. Claude Code loads it when a task matches its description.
How do I install Bootstrap LLM Synthesis in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill bootstrap-llm-synthesis -a codex`. Or copy the skill folder (.gaai/core/skills/cross/bootstrap-llm-synthesis in digipulse-engineering/GAAI-framework) into .agents/skills/bootstrap-llm-synthesis in your project. Codex loads it when a task matches its description.
Can I use Bootstrap LLM Synthesis 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 bootstrap-llm-synthesis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bootstrap-llm-synthesis, .gemini/skills/bootstrap-llm-synthesis, .github/skills/bootstrap-llm-synthesis and .opencode/skills/bootstrap-llm-synthesis in your project.
What does Bootstrap LLM Synthesis need to run?
SKILL.md names no scripts, command-line tools or credentials: Bootstrap LLM Synthesis is instructions for the agent only. Compatibility (from SKILL.md): Works with any OpenAI-compatible LLM API from an AI coding agent context.
Does Bootstrap LLM Synthesis 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 Bootstrap LLM Synthesis 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 Bootstrap LLM Synthesis use?
Bootstrap LLM Synthesis 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 Bootstrap LLM Synthesis use?
About 2.9k tokens (SKILL.md is roughly 11k 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 Bootstrap LLM Synthesis?
Skills that share tags, products or a category with Bootstrap LLM Synthesis: Scan (wshobson/agents, 40k stars), Repo Scan (affaan-m/ECC, 275k stars), Repo Scan (affaan-m/ECC, 275k stars) and Repo Scan (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bootstrap LLM Synthesis?
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.