Humanizer
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo.
Install Memtrace Style Fingerprint
$ npx skills add syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-style-fingerprint --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/syncable-dev/memtrace-public.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .claude/skills/memtrace-style-fingerprint && 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 "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .claude/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprintType 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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-style-fingerprint --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .agents/skills/memtrace-style-fingerprint && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .agents/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-style-fingerprint --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .cursor/skills/memtrace-style-fingerprint && 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 "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .cursor/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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/syncable-dev/memtrace-public.git --path plugins/memtrace-skills/skills/memtrace-style-fingerprint--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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-style-fingerprint --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .gemini/skills/memtrace-style-fingerprint && 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 "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .gemini/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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 syncable-dev/memtrace-public memtrace-style-fingerprintInstalls 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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .github/skills/memtrace-style-fingerprint && 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 "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .github/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-style-fingerprint --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-style-fingerprint .opencode/skills/memtrace-style-fingerprint && 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 "memtrace-style-fingerprint" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-style-fingerprint into .opencode/skills/memtrace-style-fingerprint/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-style-fingerprint", 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
memtrace-style-fingerprint- GitHub stars
- 486
- Token cost
- ~2.5k tokens
- SKILL.md length
- 1,199 words
- Files
- 1
- Skills in repo
- 27
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo.
- Works in 3 steps: Get the codebase's overall norm → Get the file's deviation from the norm… → Read the briefing line at session start…
- Choosing between competing idioms (ternary vs if-else
- SKILL.md covers Overview, Best Fit, Steps and Decision points, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Memtrace Style Fingerprint is an agent skill from syncable-dev/memtrace-public. Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo. Use when choosing between competing idioms (ternary vs if-else, arrow vs function declaration, const vs let, await vs .then, early-return vs nested-return), matching naming case, or when the user asks what the convention here is. Do not re-derive style from training priors or maintain a markdown style guide for the project; the fingerprint is sampled live from the actual code.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Writing & Content. The repository describes itself as: Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · DeepSeek Harness · Hermes · VS Code · Windsurf.
When your agent uses it
- Choosing between competing idioms (ternary vs if-else
- Arrow vs function declaration
- Early-return vs nested-return)
- Matching naming case
Example prompts
- “/memtrace-style-fingerprint”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Get the codebase's overall norm
- Get the file's deviation from the norm (when about to edit a specific file)
- Read the briefing line at session start (passive)
What it can do on your machine
Read from SKILL.md and the folder at commit 3a3084d. 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 json).
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
Memtrace Style Fingerprint loads about 2.5k tokens when it runs. Until then it costs about 133 tokens; SKILL.md has 1,199 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 1,199 words (~2,518 tokens).
“Every indexed Memtrace repository carries an empirical style fingerprint — descriptive histograms of competing AST idioms (ternary vs if-else, arrow vs function declaration, const vs let, await vs .then, early-return vs nested-return depth) computed at parse time and rolled up…”
- name
- memtrace-style-fingerprint
Files
Just SKILL.md in plugins/memtrace-skills/skills/memtrace-style-fingerprint of syncable-dev/memtrace-public.
Open the folder on GitHubat commit 3a3084d
Compare with similar skills
Memtrace Style Fingerprint 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 |
|---|---|---|---|---|---|---|
| Memtrace Style Fingerprint this skillsyncable-dev/memtrace-public | 486 | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 172 | 37 repos | ~5.8k | Automated safety check: Pass | MIT | |
| Avoid AI Writingconorbronsdon/avoid-ai-writing | 4.9k | 3 repos | ~8.1k | Automated safety check: Pass | MIT | |
| JavaScript Concept Fact Checkerleonardomso/33-js-concepts | 67k | 1 repos | ~5k | Automated safety check: Pass | MIT | |
| User-Facing Text Cleanupguillaumemeyer/watermarks-remover | 23k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Install Anti Sloptrycompai/crm | 11k | 1 repos | ~881 | Automated safety check: Pass | MIT |
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- Official
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conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
JavaScript Concept Fact Checker
leonardomso/33-js-concepts
Verifies the technical accuracy of JavaScript concept pages by checking code examples, MDN and ECMAScript claims and external links through a five-phase method.
User-Facing Text Cleanup
guillaumemeyer/watermarks-remover
Audits prose for invisible Unicode characters and rewrites it while keeping facts, citations, code and required disclosures unchanged and the writer's voice intact.
Install Anti Slop
trycompai/crm
Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.
Social Content
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When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms.
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Categories
Questions about Memtrace Style Fingerprint
What does Memtrace Style Fingerprint do?
Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo. Memtrace Style Fingerprint is an agent skill from syncable-dev/memtrace-public. Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo.
When should I use Memtrace Style Fingerprint?
Memtrace Style Fingerprint fits situations like: choosing between competing idioms (ternary vs if-else; arrow vs function declaration; early-return vs nested-return); matching naming case.
How do I install Memtrace Style Fingerprint in Claude Code?
Run `npx skills add syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a claude-code`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-style-fingerprint in syncable-dev/memtrace-public) into .claude/skills/memtrace-style-fingerprint in your project. Claude Code loads it when a task matches its description.
How do I install Memtrace Style Fingerprint in Codex?
Run `npx skills add syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a codex`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-style-fingerprint in syncable-dev/memtrace-public) into .agents/skills/memtrace-style-fingerprint in your project. Codex loads it when a task matches its description.
Can I use Memtrace Style Fingerprint 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 syncable-dev/memtrace-public --skill memtrace-style-fingerprint -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memtrace-style-fingerprint, .gemini/skills/memtrace-style-fingerprint, .github/skills/memtrace-style-fingerprint and .opencode/skills/memtrace-style-fingerprint in your project.
What does Memtrace Style Fingerprint need to run?
SKILL.md names no scripts, command-line tools or credentials: Memtrace Style Fingerprint is instructions for the agent only. Our summary lists: Python 3.
Does Memtrace Style Fingerprint 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 Memtrace Style Fingerprint 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 Memtrace Style Fingerprint use?
Memtrace Style Fingerprint 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 Memtrace Style Fingerprint use?
About 2.5k tokens (SKILL.md is roughly 10k 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 Memtrace Style Fingerprint?
Skills that share tags, products or a category with Memtrace Style Fingerprint: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), JavaScript Concept Fact Checker (leonardomso/33-js-concepts, 67k stars) and User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 23k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memtrace Style Fingerprint?
syncable-dev (a GitHub organization) maintains it in syncable-dev/memtrace-public, which has 486 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 6, 2026.
Source: syncable-dev/memtrace-public on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.