Ray Train Distributed Training
Orchestra-Research/AI-Research-SKILLs
Scales PyTorch, TensorFlow and Hugging Face training from a single GPU to multi-node clusters with Ray Train, including Ray Tune sweeps and checkpoint recovery.
Guide competency framework development and operation. An agent skill from jwynia/agent-skills.
$ npx skills add jwynia/agent-skills --skill competency-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jwynia/agent-skills competency-builder --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/jwynia/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/general/education/competency .claude/skills/competency-builder && 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 "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .claude/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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/jwynia/agent-skills/tree/main/skills/general/education/competencyType 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 jwynia/agent-skills --skill competency-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jwynia/agent-skills competency-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/general/education/competency .agents/skills/competency-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .agents/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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 jwynia/agent-skills --skill competency-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jwynia/agent-skills competency-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/general/education/competency .cursor/skills/competency-builder && 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 "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .cursor/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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/jwynia/agent-skills.git --path skills/general/education/competency--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 jwynia/agent-skills --skill competency-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jwynia/agent-skills competency-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/general/education/competency .gemini/skills/competency-builder && 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 "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .gemini/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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 jwynia/agent-skills competency-builderInstalls 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 jwynia/agent-skills --skill competency-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/general/education/competency .github/skills/competency-builder && 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 "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .github/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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 jwynia/agent-skills --skill competency-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jwynia/agent-skills competency-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/general/education/competency .opencode/skills/competency-builder && 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 "competency-builder" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/education/competency into .opencode/skills/competency-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "competency-builder", 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.
competency-builderGuide competency framework development and operation. An agent skill from jwynia/agent-skills.
Competency Builder is an agent skill from jwynia/agent-skills. Guide competency framework development and operation. Use when building training that produces capability, when existing training doesn't produce competence, when structuring knowledge for multiple audiences, or when setting up feedback loops to surface gaps.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts (for example `scripts/scaffold.ts`, `templates/competency-definition.md` and `templates/progression-model.md`).
The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit e02ec7e. 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.
Ships 1 file in scripts/ (TypeScript), which the agent can run.
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.
Competency Builder loads about 3.9k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 1,776 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); the scripts in this folder are not scanned.
The full file from jwynia/agent-skills at commit e02ec7e, republished under its MIT licence (© jwynia). 1,776 words, ~3,920 tokens.
.claude/skills/competency-builder/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Build and operate competency frameworks that produce capability—not just completion. Diagnose where competency development is stuck and guide the next step.
Competencies are observable capabilities, not knowledge states. If you can't watch someone demonstrate it, it's not a competency.
Symptoms: Have training content but no competency structure. People complete training but can't apply it. Same questions keep getting asked.
Test:
Intervention: Start with failure modes. List mistakes you've seen, questions that shouldn't need asking, things that take too long. Each failure mode suggests a competency that would prevent it.
Symptoms: Started by listing all the information people need to know. Training is comprehensive but competence is low. "We trained on that" but mistakes continue.
Test:
Intervention: Reframe each content chunk as "what decision/action does this enable?" Kill orphan content that doesn't support a competency. Work backward from actions to required knowledge.
Symptoms: Competencies are knowledge states ("understands X") not capabilities ("can evaluate X against Y"). Can't tell if someone has the competency or not.
Test:
Intervention: Rewrite each competency as observable behavior. Transform:
Symptoms: Competencies defined but no way to test them. Assessment is knowledge recall (quizzes, multiple choice). People pass but fail in real situations.
Test:
Intervention: For each core competency, create a scenario that:
Create variants: interview (generic), assessment (org-specific), ongoing (real situations).
Symptoms: Scenarios exist but have artificial clarity. All information needed is provided. There's an obvious "right answer." People pass but fail in messy real situations.
Test:
Intervention: Add ambiguity. Remove artificial clarity. Include information that might be relevant but isn't, and omit information that would make the answer obvious. Test with real people—if everyone gets the same answer immediately, it's too simple.
Symptoms: Everyone gets the same training. Specialists are bored by basics. Generalists are overwhelmed by detail. One-size-fits-none.
Test:
Intervention: Define audience layers (typically General / Practitioner / Specialist). Map competencies to audiences. Layer content by depth:
Symptoms: Competencies exist but no clear order. Prerequisites unclear. No skip logic. Everyone follows the same path regardless of prior knowledge.
Test:
Intervention: Map dependencies. Build progression tree:
Foundation (everyone)
├── Prerequisite competencies
├─► Intermediate (builds on foundation)
└─► Role-specific branches (parallel tracks)Define skip logic: what evidence allows skipping which modules?
Symptoms: Assessment exists but doesn't gate anything. People skip or game it. No consequence for demonstrating vs. not demonstrating competency.
Test:
Intervention: Connect each verification to a decision:
If verification doesn't connect to a decision, question whether it's worth doing.
Symptoms: Framework built once and never updated. Questions keep arising that weren't anticipated. No visibility into what's not working.
Test:
Intervention: Implement feedback loop:
Symptoms: Framework was built months/years ago. Reality has changed but framework hasn't. Questions reveal framework doesn't match current state.
Test:
Intervention: Define:
Symptoms: Competencies observable, scenarios tested, progression mapped, verification meaningful, feedback loop active, maintenance owned.
Indicators:
When someone presents a competency development need:
| Pattern | Problem | Fix |
|---|---|---|
| Document Dump | Converting existing documentation into "training" without restructuring | Identify decisions documentation supports. Build backward from decisions to content. |
| Quiz Fallacy | Assessing competency with knowledge recall questions | Replace with scenarios requiring judgment. Can't answer by ctrl+F. |
| Universal Training | One training for all audiences | Layer content. Define minimum viable competency per role. |
| Orphan Scenario | Scenario doesn't map to any defined competency | Either add the competency it tests, or cut the scenario. |
| Orphan Content | Content doesn't support any competency | Either identify the competency it serves, or cut the content. |
| Checkbox Completion | "Completed training" without demonstrated competency | Tie completion to demonstrated competency, not time spent. |
| Perfect on Paper | Framework exists but isn't used; training continues as before | Pilot with real people. Get feedback. Iterate. |
| Build-Once | Framework created, never updated | Define triggers, owners, cadence for maintenance. |
## [Cluster Name] Competencies
| ID | Competency | Description |
|----|------------|-------------|
| [PREFIX]-1 | [Action verb phrase] | [Observable capability starting with "Can..."] |### Scenario: [Name]
**Core decision structure:** [What judgment is being tested]
**Interview variant:**
> [Generic situation]
**Assessment variant:**
> [Organization-specific situation]
**Competencies assessed:** [IDs]
**What good looks like:**
- [Consideration]
**Red flags:**
- [Weak response indicator]Foundation (Role: Everyone)
├── [COMP-1]: [Name]
└── [COMP-2]: [Name]
├─► Intermediate (Role: [Role])
│ ├── [COMP-3]: [Name] (requires: COMP-1)
│ └── [COMP-4]: [Name] (requires: COMP-2)
└─► Specialist (Role: [Role])
└── [COMP-5]: [Name] (requires: COMP-3, COMP-4)## Feedback Loop Design
**Observation mechanism:**
- How questions are logged
- What context is captured
- How they're tagged to competencies
**Analysis cadence:** [frequency]
**Pattern categories:**
- Training gap: [who handles]
- Framework gap: [who handles]
- Process gap: [who handles]
- Tooling gap: [who handles]
**Change tracking:**
- How changes are documented
- How effectiveness is measuredIf starting small:
Expand based on what you learn from using it.
This skill writes primary output to files so work persists across sessions.
Before doing any other work:
context/output-config.md in the projectexplorations/competency/ or a sensible location for this projectcontext/output-config.md if context network exists.competency-builder-output.md at project root otherwiseFor this skill, persist:
| Goes to File | Stays in Conversation |
|---|---|
| State diagnosis | Clarifying questions |
| Competency definitions | Discussion of failure modes |
| Scenario templates | Iteration on structure |
| Framework architecture | Real-time feedback |
Pattern: {domain}-competency-{date}.md
Example: ai-literacy-competency-2025-01-15.md
During competency framework development, ask:
| Skill | Connection |
|---|---|
| research | Use when building L3 content that requires domain expertise |
| framework-development | Related but distinct: frameworks capture knowledge; competency frameworks build capability |
| framework-to-mastra | Competency framework + feedback loop = deployable agent |
User: "We have a 40-page security policy. Everyone 'completes' the training but keeps making mistakes."
Diagnosis: CF1 (Content-First Trap)
Questions to ask:
Guidance: "Each mistake suggests a competency gap. Let's work backward: if someone incorrectly handles sensitive data, the missing competency might be 'Can classify data according to organizational categories.' Once we have 3-5 competencies from failure modes, we'll design scenarios that test whether someone can actually apply the knowledge—not just recall it."
Derived from: references/competency-framework-development.md
© jwynia, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (scripts) in skills/general/education/competency of jwynia/agent-skills.
Open the folder on GitHubat commit e02ec7e
Competency Builder 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 |
|---|---|---|---|---|---|---|
| Competency Builder this skilljwynia/agent-skills | 166 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Ray Train Distributed TrainingOrchestra-Research/AI-Research-SKILLs | 13k | 3 repos | ~2.7k | Automated safety check: Pass | MIT | |
| It Operationsdavila7/claude-code-templates | 32k | 1 repos | ~3.7k | Automated safety check: Pass | MIT | |
| Campaign Operations Knowledge Builderlimecloud/lime | 1.5k | — | ~715 | Automated safety check: Pass | Apache-2.0 | |
| Content Operations Knowledge Builderlimecloud/lime | 1.5k | — | ~708 | Automated safety check: Pass | Apache-2.0 | |
| Fal Trainnexu-io/open-design | 100k | — | ~293 | Automated safety check: Pass | Apache-2.0 |
Orchestra-Research/AI-Research-SKILLs
Scales PyTorch, TensorFlow and Hugging Face training from a single GPU to multi-node clusters with Ray Train, including Ray Tune sweeps and checkpoint recovery.
davila7/claude-code-templates
Manages IT infrastructure, monitoring, incident response, and service reliability.
limecloud/lime
将活动目标、用户路径、渠道分工、物料资产、时间节奏、风险预案和复盘结论等资料,整理成符合 Agent Knowledge v0.6 document-first 标准、可被 AI 安全调用的运营类知识库。适用于用户要求“整理活动 / Campaign 运营知识库”“沉淀运营 SOP”“把运营资料变成项目资料”“维护运营知识库”的场景。
limecloud/lime
将选题日历、栏目矩阵、素材资产、发布节奏、复盘结论和内容边界等资料,整理成符合 Agent Knowledge v0.6 document-first 标准、可被 AI 安全调用的运营类知识库。适用于用户要求“整理内容运营知识库”“沉淀运营 SOP”“把运营资料变成项目资料”“维护运营知识库”的场景。
nexu-io/open-design
Train custom AI models (LoRA) on fal.ai for personalized image generation tailored to a brand, character, or style.
limecloud/lime
将直播排期、货盘节奏、场控流程、主播话术、互动机制、异常预案和复盘指标等资料,整理成符合 Agent Knowledge v0.6 document-first 标准、可被 AI 安全调用的运营类知识库。适用于用户要求“整理直播运营知识库”“沉淀运营 SOP”“把运营资料变成项目资料”“维护运营知识库”的场景。
jwynia/agent-skills
Diagnose devcontainer configuration problems and guide development environment setup.
jwynia/agent-skills
Create distinctive, production-grade frontend interfaces with high design quality.
jwynia/agent-skills
Orchestrate agile development workflows for Gitea repositories using the tea CLI.
jwynia/agent-skills
Generate game assets using AI image generation APIs (DALL-E, Replicate, fal.ai) and prepare them for Godot.
jwynia/agent-skills
Develop AI agents, tools, and workflows with Mastra v1 Beta and Hono servers.
jwynia/agent-skills
Create and manipulate PowerPoint PPTX files programmatically.
Guide competency framework development and operation. An agent skill from jwynia/agent-skills. Competency Builder is an agent skill from jwynia/agent-skills. Guide competency framework development and operation.
Competency Builder fits situations like: building training that produces capability; existing training doesnt produce competence; structuring knowledge for multiple audiences; setting up feedback loops to surface gaps.
Run `npx skills add jwynia/agent-skills --skill competency-builder -a claude-code`. Or copy the skill folder (skills/general/education/competency in jwynia/agent-skills) into .claude/skills/competency-builder in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jwynia/agent-skills --skill competency-builder -a codex`. Or copy the skill folder (skills/general/education/competency in jwynia/agent-skills) into .agents/skills/competency-builder 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 jwynia/agent-skills --skill competency-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/competency-builder, .gemini/skills/competency-builder, .github/skills/competency-builder and .opencode/skills/competency-builder in your project.
Going by SKILL.md and its folder, Competency Builder needs TypeScript for the scripts in its folder. Our summary lists: Node.js.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Competency Builder is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k 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 Competency Builder: Ray Train Distributed Training (Orchestra-Research/AI-Research-SKILLs, 13k stars), It Operations (davila7/claude-code-templates, 32k stars), Campaign Operations Knowledge Builder (limecloud/lime, 1.5k stars) and Content Operations Knowledge Builder (limecloud/lime, 1.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jwynia (a GitHub user) maintains it in jwynia/agent-skills, which has 166 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on February 24, 2026.
Source: jwynia/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.