Borrowing it
Nothing to install: this file belongs to monarch-initiative/dismech. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/monarch-initiative/dismech/main/.claude/skills/evidence-claim-mismatch/SKILL.mdgit clone --depth 1 https://github.com/monarch-initiative/dismechWrote 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/monarch-initiative/dismech/evidence-claim-mismatch)<a href="https://agentmods.dev/skills/monarch-initiative/dismech/evidence-claim-mismatch"><img src="https://agentmods.dev/badge/skills/monarch-initiative/dismech/evidence-claim-mismatch/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/monarch-initiative/dismech/evidence-claim-mismatch"><img src="https://agentmods.dev/badge/skills/monarch-initiative/dismech/evidence-claim-mismatch.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 | $0.00048 | $0.00622 |
| Opus 5.5 | $0.00019 | $0.00249 |
| Sonnet 5.5 | $0.00010 | $0.00124 |
| Haiku 4.5 | $0.00005 | $0.00062 |
Grade A, and why
evidence-claim-mismatch 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 27d 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.
How it starts
The opening of the file, as written. The whole thing — 55 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Review evidence–claim mismatches
Find claims whose selected snippets do not support what the YAML asserts. Expand the literature search to include more papers where necessary. Evaluation results are leads for review, not instructions to agree with a model.
Read the claim in context
- Read the current disease YAML and the issue discussion, including linked PRs. Issue examples are saved evaluation inputs and may lag behind edits. Skip resolved findings; do not recreate old problems to match a snapshot.
- Use the linked saved assessments to go beyond the issue's few examples.
Assess the disease/subtype and inherited context as well as the assertion's
terms, descriptions, qualifiers, support/refutation, and directness.
/means the whole claim; other paths identify individual aspects of that claim. - A snippet may support the term but not a bundled description or qualifier. Distinguish overclaiming from a claim that is simply less detailed than its source. A broader, correctly supported claim does not need to repeat every detail of the excerpt.
- Nested claims with their own evidence are separate assertions. In particular, evidence on a pathophysiology node need not justify its downstream edges. Check those edges' evidence separately. Consider complementary evidence on the assertion before deciding that the KB claim itself is unsupported.
- Treatment/medical-action claims may describe hypotheses about an action's effect on a mechanism; do not automatically read them as clinical recommendations.
Repair the evidence or claim
Read the cached reference to understand the passage, while asking whether the
selected snippet conveys the needed support. The task is claim–snippet fit,
not rating the source. Extend or replace a snippet to make its context clear;
... and [editorial context] are available when faithful to the source.
Do not add an unsupported qualifier inside editorial brackets. Follow
dismech-references for quoting, cache generation,
and validation.
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.
- 27d ago First seen · 55 lines · 48 tokens per session scan A f58786080734
evidence-claim-mismatch is a skill published in the GitHub repository monarch-initiative/dismech (69 stars, last pushed today), licensed BSD-3-Clause. It adds 48 tokens to every session and 622 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 2026-09-28.
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