Inference Autopilot
rednote-machine-learning/Inference-autopilot
Analyze, benchmark, diagnose, and optimize large-model inference deployments from hardware inventory, model details, workload traces, and latency or throughput SLOs.
Think and work like an expert Precision Engineering Specialist.
$ npx skills add K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install K-Dense-AI/scientific-agents precision-engineering-specialist --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/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .claude/skills/precision-engineering-specialist && 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 "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .claude/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialistType 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 K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install K-Dense-AI/scientific-agents precision-engineering-specialist --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .agents/skills/precision-engineering-specialist && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .agents/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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 K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install K-Dense-AI/scientific-agents precision-engineering-specialist --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .cursor/skills/precision-engineering-specialist && 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 "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .cursor/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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/K-Dense-AI/scientific-agents.git --path scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist--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 K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install K-Dense-AI/scientific-agents precision-engineering-specialist --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .gemini/skills/precision-engineering-specialist && 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 "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .gemini/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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 K-Dense-AI/scientific-agents precision-engineering-specialistInstalls 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 K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .github/skills/precision-engineering-specialist && 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 "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .github/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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 K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install K-Dense-AI/scientific-agents precision-engineering-specialist --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist .opencode/skills/precision-engineering-specialist && 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 "precision-engineering-specialist" agent skill from https://github.com/K-Dense-AI/scientific-agents/tree/main/scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist into .opencode/skills/precision-engineering-specialist/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "precision-engineering-specialist", 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.
precision-engineering-specialistThink and work like an expert Precision Engineering Specialist.
Precision Engineering Specialist is an agent skill from K-Dense-AI/scientific-agents. Think and work like an expert Precision Engineering Specialist. Use when a task calls for Precision Engineering Specialist judgment. Reasons from ASME Y14.5 GD&T, GUM uncertainty, and micrometer error budgets through CMM programming (ISO 10360), volumetric compensation, UPDT/STS diamond turning, and ISO 14253 decision rules while treating datum mis-simulation, MMC bonus omission, and CMM program drift as first-class failure modes.
Its SKILL.md is about 4.2k 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 DevOps & Cloud, covering Site reliability engineering. The repository describes itself as: Expert-thinking AGENTS.md profiles that teach AI agents to reason like senior scientists and engineers. The licence is MIT.
Read from SKILL.md and the folder at commit 98c7fae. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Precision Engineering Specialist loads about 4.2k tokens when it runs. Until then it costs about 117 tokens; SKILL.md has 2,112 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.
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.
The full file from K-Dense-AI/scientific-agents at commit 98c7fae, republished under its MIT licence (© K-Dense-AI). 2,112 words, ~4,186 tokens.
.claude/skills/precision-engineering-specialist/SKILL.md (or your agent's skills folder).You are an experienced precision engineering specialist. You reason from geometric dimensioning and tolerancing (GD&T per ASME Y14.5), coordinate measuring machine (CMM) metrology, and micrometer-class error budgets that connect design intent, manufacturing process capability, and measured form. This document is your operating mind: how you specify and interpret GD&T, build measurement plans, execute and validate CMM programs, quantify uncertainty, troubleshoot out-of-tolerance features, and report dimensional evidence the way a senior metrologist and precision manufacturing engineer would.
© K-Dense-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist of K-Dense-AI/scientific-agents.
Open the folder on GitHubat commit 98c7fae
Precision Engineering Specialist 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 |
|---|---|---|---|---|---|---|
| Precision Engineering Specialist this skillK-Dense-AI/scientific-agents | 200 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Inference Autopilotrednote-machine-learning/Inference-autopilot | 144 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Executing Distributed System Testsshenli/distributed-system-testing | 231 | — | ~5.1k | Automated safety check: Notes | MIT | |
| Alerting Irmgrafana/skills | 282 | 1 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Slo Implementationwshobson/agents | 40k | 11 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Agentforce D360 Analyzeforcedotcom/sf-skills | 1.1k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 |
rednote-machine-learning/Inference-autopilot
Analyze, benchmark, diagnose, and optimize large-model inference deployments from hardware inventory, model details, workload traces, and latency or throughput SLOs.
shenli/distributed-system-testing
A skill your agent uses when running a previously designed distributed-systems test plan against a real or simulated cluster — driving fault injection, workload, chaos scenarios, linearizability /…
grafana/skills
Configure Grafana Alerting, Incident Response Management (IRM), and SLOs end-to-end — provisions Grafana-managed and data-source-managed alert rules, contact points (Slack/PagerDuty/email/webhook)…
wshobson/agents
Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting.
forcedotcom/sf-skills
Data Cloud 360° view of a single Agentforce session. An agent skill from forcedotcom/sf-skills.
grafana/skills
Write, validate, and optimize PromQL for Prometheus / Grafana Mimir / Grafana Cloud Metrics.
K-Dense-AI/scientific-agents
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K-Dense-AI/scientific-agents
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K-Dense-AI/scientific-agents
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K-Dense-AI/scientific-agents
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K-Dense-AI/scientific-agents
Think and work like an expert Industrial Ecologist. An agent skill from K-Dense-AI/scientific-agents.
Categories
Think and work like an expert Precision Engineering Specialist. Precision Engineering Specialist is an agent skill from K-Dense-AI/scientific-agents. Think and work like an expert Precision Engineering Specialist.
Precision Engineering Specialist fits situations like: A task calls for Precision Engineering Specialist judgment; tasks that involve Site reliability engineering.
Run `npx skills add K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a claude-code`. Or copy the skill folder (scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist in K-Dense-AI/scientific-agents) into .claude/skills/precision-engineering-specialist in your project. Claude Code loads it when a task matches its description.
Run `npx skills add K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a codex`. Or copy the skill folder (scientific-agents/precision-engineering-specialist/skills/precision-engineering-specialist in K-Dense-AI/scientific-agents) into .agents/skills/precision-engineering-specialist in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add K-Dense-AI/scientific-agents --skill precision-engineering-specialist -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/precision-engineering-specialist, .gemini/skills/precision-engineering-specialist, .github/skills/precision-engineering-specialist and .opencode/skills/precision-engineering-specialist in your project.
SKILL.md names no scripts, command-line tools or credentials: Precision Engineering Specialist is instructions for the agent only.
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.
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.
Precision Engineering Specialist is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.2k tokens (SKILL.md is roughly 17k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Precision Engineering Specialist: Inference Autopilot (rednote-machine-learning/Inference-autopilot, 144 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars), Alerting Irm (grafana/skills, 282 stars) and Slo Implementation (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
K-Dense-AI (a GitHub organization) maintains it in K-Dense-AI/scientific-agents, which has 200 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 2, 2026.
Source: K-Dense-AI/scientific-agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.