Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add GarethManning/education-agent-skills --skill ai-hallucination-fact-check-protocolgit clone --depth 1 https://github.com/GarethManning/education-agent-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/garethmanning/education-agent-skills/ai-hallucination-fact-check-protocol)<a href="https://agentmods.dev/skills/garethmanning/education-agent-skills/ai-hallucination-fact-check-protocol"><img src="https://agentmods.dev/badge/skills/garethmanning/education-agent-skills/ai-hallucination-fact-check-protocol/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/garethmanning/education-agent-skills/ai-hallucination-fact-check-protocol"><img src="https://agentmods.dev/badge/skills/garethmanning/education-agent-skills/ai-hallucination-fact-check-protocol.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00045 | $0.04987 |
| Opus 5.5 | $0.00018 | $0.01995 |
| Sonnet 5.5 | $0.00009 | $0.00997 |
| Haiku 4.5 | $0.00005 | $0.00499 |
Grade A, and why
ai-hallucination-fact-check-protocol scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
A licence we could not identify
The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 274 lines · 45 tokens per session scan A 00a6622564fd
ai-hallucination-fact-check-protocol is a skill published in the GitHub repository GarethManning/education-agent-skills (917 stars, last pushed 6d ago), with no licence file. It adds 45 tokens to every session and 4,987 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
edtech-expert
Expert in education technology, adaptive learning, student analytics, virtual classrooms, assessment tools, and learning management systems. Use when the user mentions education, e learning, lms, adaptive learning, student analytics, or virtual classroom, or when the task involves Learning Management Systems, Virtual…
source-verification
Walks through structured verification of sources, claims, images, video, and documents across five verification modes — visual media, documents, anonymous sources, expert credentials, and social media content — using the SIFT framework, forensic metadata inspection, deepfake indicators, C2PA Content Credentials, and…
dag-hallucination-detector
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and consistency checking. Activate on 'detect hallucination', 'fact check', 'verify claims', 'check accuracy', 'find fabrications'. NOT for validation (use dag-output-validator) or confidence scoring (use…
dependency-verification
Verifies a package exists before install, defending against hallucination and slopsquatting. Use when adding, recommending, or installing a package.
write-changelog
Write ClassroomIO's weekly customer changelog from the previous week's shipped work. Produce a concise customer email, a separate changelog-site article and a step-by-step demo walkthrough backed by seeded demo data, capture framed PNG screenshots, and draft the Resend broadcast. Use every Monday when preparing the…
wiki
Build and serve the static course knowledge base locally. Rebuilds from workspace data and starts an HTTP server on port 8765.