Esign Field Placement
affaan-m/ECC
Deterministic method for placing signature, date, and text fields in a web e-signature composer through a browser automation session, using a fixed signature page, numeric Location panel coordinates…
Search memory by frontmatter fields, full-text keywords, or cross-reference graph.
Custom licenceAuto-check passed
Install Memory Search
$ npx skills add digipulse-engineering/GAAI-framework --skill memory-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework memory-search --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/memory-search .claude/skills/memory-search && 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 "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .claude/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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/memory-searchType 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 memory-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework memory-search --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/memory-search .agents/skills/memory-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .agents/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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 memory-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework memory-search --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/memory-search .cursor/skills/memory-search && 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 "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .cursor/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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/memory-search--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 memory-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework memory-search --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/memory-search .gemini/skills/memory-search && 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 "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .gemini/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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 memory-searchInstalls 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 memory-search -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/memory-search .github/skills/memory-search && 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 "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .github/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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 memory-search -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 memory-search --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/memory-search .opencode/skills/memory-search && 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 "memory-search" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/memory-search into .opencode/skills/memory-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-search", 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
memory-search- GitHub stars
- 163
- Token cost
- ~1.2k tokens
- SKILL.md length
- 475 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Search memory by frontmatter fields, full-text keywords, or cross-reference graph.
- Works in 6 steps: Accept query as field-value pairs:… → Grep frontmatter blocks (between ---… → Match files where ALL specified fields… → …
- The agent needs to find relevant memory without knowing exact paths
- SKILL.md covers Purpose / When to Activate, Process, Quality Checks and Outputs, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Memory Search is an agent skill from digipulse-engineering/GAAI-framework. Search memory by frontmatter fields, full-text keywords, or cross-reference graph. Returns ranked file list — never loads full content. Use when the agent needs to find relevant memory without knowing exact paths.
Its SKILL.md is about 1.2k 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…
When your agent uses it
- The agent needs to find relevant memory without knowing exact paths
Example prompts
- “/memory-search”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Accept query as field-value pairs: {domain: "infrastructure", level: "operational"} and/or {tags: ["connection-pooling"]} and/or…
- Grep frontmatter blocks (between --- delimiters) of all decisions/DEC-*.md files
- Match files where ALL specified fields match (AND logic)
- Extract id, title, and matched field values from each hit
- Rank by: exact tag match > domain match > level match
- Return top 10 results
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 filesystem-based AI coding agent
From compatibility in the SKILL.md frontmatter.
Context cost
Memory Search loads about 1.2k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 475 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 475 words (~1,155 tokens).
“Activate when an agent needs to find relevant memory but does not know the exact file path, domain, or DEC ID.”
- name
- memory-search
- 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-CRS-024
- metadata.updated_at
- 2026-03-01
- metadata.status
- stable
- metadata.tags
- memory, search, retrieval, cross-reference
- inputs
- contexts/memory/** (read-only scan)
Files
Just SKILL.md in .gaai/core/skills/cross/memory-search of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
Memory Search 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 |
|---|---|---|---|---|---|---|
| Memory Search this skilldigipulse-engineering/GAAI-framework | 163 | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Esign Field Placementaffaan-m/ECC | 275k | — | ~2.6k | Automated safety check: Pass | MIT | |
| SEO Aeo Keyword Researchsickn33/agentic-awesome-skills | 47k | 1 repos | ~3.9k | Automated safety check: Pass | MIT | |
| Fieldsparcadei/Continuous-Claude-v3 | 3.9k | 1 repos | ~693 | Automated safety check: Notes | MIT | |
| Frontmatter Guardgarrytan/gbrain | 31k | — | ~3.8k | Automated safety check: Pass | MIT | |
| Password Field Securitythedaviddias/Front-End-Checklist | 74k | — | ~458 | Automated safety check: Pass | MIT |
Similar skills
SEO Aeo Keyword Research
sickn33/agentic-awesome-skills
Researches and prioritises keywords from the site context and live search intent, including problem queries, question queries, difficulty tiers, and a content map.
Fields
parcadei/Continuous-Claude-v3
Problem-solving strategies for fields in abstract algebra. An agent skill from parcadei/Continuous-Claude-v3.
Frontmatter Guard
garrytan/gbrain
Validate and auto-repair YAML frontmatter on brain pages. An agent skill from garrytan/gbrain.
Password Field Security
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A skill your agent uses when reviewing headers, forms, cookies, or third-party integrations related to Secure password input fields.
Keyword Research
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A skill your agent uses when the user asks to "find keywords", "挖词", or "搜什么词"; prioritizes search volume, keyword difficulty, intent, and topic clusters from provided or connected data.
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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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Create Skill
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Discovery High Level Plan
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Transform vague or high-level human intent into a governed Discovery action plan.
Questions about Memory Search
What does Memory Search do?
Search memory by frontmatter fields, full-text keywords, or cross-reference graph. Memory Search is an agent skill from digipulse-engineering/GAAI-framework. Search memory by frontmatter fields, full-text keywords, or cross-reference graph.
When should I use Memory Search?
Memory Search fits situations like: the agent needs to find relevant memory without knowing exact paths.
How do I install Memory Search in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill memory-search -a claude-code`. Or copy the skill folder (.gaai/core/skills/cross/memory-search in digipulse-engineering/GAAI-framework) into .claude/skills/memory-search in your project. Claude Code loads it when a task matches its description.
How do I install Memory Search in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill memory-search -a codex`. Or copy the skill folder (.gaai/core/skills/cross/memory-search in digipulse-engineering/GAAI-framework) into .agents/skills/memory-search in your project. Codex loads it when a task matches its description.
Can I use Memory Search 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 memory-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-search, .gemini/skills/memory-search, .github/skills/memory-search and .opencode/skills/memory-search in your project.
What does Memory Search need to run?
SKILL.md names no scripts, command-line tools or credentials: Memory Search is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.
Does Memory Search 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 Memory Search 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 Memory Search use?
Memory Search 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 Memory Search use?
About 1.2k tokens (SKILL.md is roughly 4.6k 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 Memory Search?
Skills that share tags, products or a category with Memory Search: Esign Field Placement (affaan-m/ECC, 275k stars), SEO Aeo Keyword Research (sickn33/agentic-awesome-skills, 47k stars), Fields (parcadei/Continuous-Claude-v3, 3.9k stars) and Frontmatter Guard (garrytan/gbrain, 31k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memory Search?
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.