Autopilot Predict
ruvnet/ruflo
Use learned patterns and current state to predict the optimal next action
Predicts access barriers in a learning task before delivery, given a learner variability profile.
Custom licenceAuto-check passed
Install Udl Barrier Anticipator
$ npx skills add GarethManning/education-agent-skills --skill udl-barrier-anticipator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GarethManning/education-agent-skills udl-barrier-anticipator --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/GarethManning/education-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .claude/skills/udl-barrier-anticipator && 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 "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .claude/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipatorType 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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GarethManning/education-agent-skills udl-barrier-anticipator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .agents/skills/udl-barrier-anticipator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .agents/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GarethManning/education-agent-skills udl-barrier-anticipator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .cursor/skills/udl-barrier-anticipator && 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 "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .cursor/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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/GarethManning/education-agent-skills.git --path skills/inclusive-design/udl-barrier-anticipator--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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GarethManning/education-agent-skills udl-barrier-anticipator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .gemini/skills/udl-barrier-anticipator && 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 "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .gemini/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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 GarethManning/education-agent-skills udl-barrier-anticipatorInstalls 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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .github/skills/udl-barrier-anticipator && 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 "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .github/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GarethManning/education-agent-skills udl-barrier-anticipator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/inclusive-design/udl-barrier-anticipator .opencode/skills/udl-barrier-anticipator && 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 "udl-barrier-anticipator" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/inclusive-design/udl-barrier-anticipator into .opencode/skills/udl-barrier-anticipator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "udl-barrier-anticipator", 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
udl-barrier-anticipator- GitHub stars
- 840
- Token cost
- ~3.5k tokens
- SKILL.md length
- 729 words
- Files
- 1
- Skills in repo
- 160
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Predicts access barriers in a learning task before delivery, given a learner variability profile.
- Works in 4 steps: Identifying barriers but not… → Missing environmental and assessment… → Implying UDL can address all identified… → …
- SKILL.md covers What This Skill Does, Evidence Foundation, Prompt and Common Pitfalls, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Udl Barrier Anticipator is an agent skill from GarethManning/education-agent-skills. Predicts access barriers in a learning task before delivery, given a learner variability profile. Distinguishes between barriers addressable through design and those requiring specialist support.
Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: 165 evidence-grounded AI skills for teachers, school leaders and EdTech builders—pedagogy, learning science, curriculum, assessment and regeneration. Claude, Codex and Hermes.
Example prompts
- “Use the udl-barrier-anticipator skill to predict access barriers in a learning task before delivery, given a learner variability profile”
- “/udl-barrier-anticipator”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Identifying barriers but not distinguishing severity. Not all barriers are equally urgent. A barrier that prevents task completion is…
- Missing environmental and assessment barriers. Instructional UDL analysis focuses on the learning activity; environmental and assessment…
- Implying UDL can address all identified barriers. For students with complex or unidentified needs, UDL is the floor. Specialist referral…
- Generic "proactive design changes." "Provide scaffolding" is not a design change. "Provide a sentence frame for the written response: 'The…
What it can do on your machine
Read from SKILL.md and the folder at commit 6bbbce4. 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.
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
Udl Barrier Anticipator loads about 3.5k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 729 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 729 words (~3,517 tokens).
“Given a task description and a learner variability profile, predicts likely access barriers before the lesson runs and suggests proactive design changes. This is the preventive design skill — it moves UDL from reactive adaptation (modifying after a student fails)…”
- name
- udl-barrier-anticipator
- disable-model-invocation
- false
- user-invocable
- true
- effort
- medium
- skill_id
- inclusive-design/udl-barrier-anticipator
- skill_name
- UDL Barrier Anticipator
- domain
- inclusive-design
- version
- 1.0
- evidence_strength
- moderate
- evidence_sources
- Rose & Meyer (2002) — Teaching Every Student in the Digital Age: Universal Design for Learning, CAST (2018) — Universal Design for Learning Guidelines version…
- output_schema.type
- object
Files
Just SKILL.md in skills/inclusive-design/udl-barrier-anticipator of GarethManning/education-agent-skills.
Open the folder on GitHubat commit 6bbbce4
Compare with similar skills
Udl Barrier Anticipator 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 |
|---|---|---|---|---|---|---|
| Udl Barrier Anticipator this skillGarethManning/education-agent-skills | 840 | — | ~3.5k | Automated safety check: Pass | Custom licence | |
| Autopilot Predictruvnet/ruflo | 74k | — | ~337 | Automated safety check: Pass | MIT | |
| Delivery Gateaffaan-m/ECC | 276k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Prediction Market Oracle Researchaffaan-m/ECC | 277k | 1 repos | ~577 | Automated safety check: Pass | MIT | |
| Prediction Market Risk Reviewaffaan-m/ECC | 276k | 1 repos | ~471 | Automated safety check: Pass | MIT | |
| Footballbin Predictionsdavila7/claude-code-templates | 33k | — | ~634 | Automated safety check: Pass | MIT |
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Questions about Udl Barrier Anticipator
What does Udl Barrier Anticipator do?
Predicts access barriers in a learning task before delivery, given a learner variability profile. Udl Barrier Anticipator is an agent skill from GarethManning/education-agent-skills. Predicts access barriers in a learning task before delivery, given a learner variability profile.
How do I install Udl Barrier Anticipator in Claude Code?
Run `npx skills add GarethManning/education-agent-skills --skill udl-barrier-anticipator -a claude-code`. Or copy the skill folder (skills/inclusive-design/udl-barrier-anticipator in GarethManning/education-agent-skills) into .claude/skills/udl-barrier-anticipator in your project. Claude Code loads it when a task matches its description.
How do I install Udl Barrier Anticipator in Codex?
Run `npx skills add GarethManning/education-agent-skills --skill udl-barrier-anticipator -a codex`. Or copy the skill folder (skills/inclusive-design/udl-barrier-anticipator in GarethManning/education-agent-skills) into .agents/skills/udl-barrier-anticipator in your project. Codex loads it when a task matches its description.
Can I use Udl Barrier Anticipator 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 GarethManning/education-agent-skills --skill udl-barrier-anticipator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/udl-barrier-anticipator, .gemini/skills/udl-barrier-anticipator, .github/skills/udl-barrier-anticipator and .opencode/skills/udl-barrier-anticipator in your project.
What does Udl Barrier Anticipator need to run?
SKILL.md names no scripts, command-line tools or credentials: Udl Barrier Anticipator is instructions for the agent only.
Does Udl Barrier Anticipator 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 Udl Barrier Anticipator 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 Udl Barrier Anticipator use?
Udl Barrier Anticipator 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 Udl Barrier Anticipator use?
About 3.5k tokens (SKILL.md is roughly 14k 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 Udl Barrier Anticipator?
Skills that share tags, products or a category with Udl Barrier Anticipator: Autopilot Predict (ruvnet/ruflo, 74k stars), Delivery Gate (affaan-m/ECC, 276k stars), Prediction Market Oracle Research (affaan-m/ECC, 277k stars) and Prediction Market Risk Review (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Udl Barrier Anticipator?
GarethManning (a GitHub user) maintains it in GarethManning/education-agent-skills, which has 840 GitHub stars. The repository holds 160 skills in this directory. The repository was last updated on August 28, 2026.
Source: GarethManning/education-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.