source-evaluation

Evaluates retrieved sources on credibility, recency, bias, and corroboration before claims are built.

3|2|Updated Aug 24, 2026
One-click install
npx skills add https://github.com/hero-engine/hero --skill source-evaluation-hero-engine
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: source-evaluation
Source: https://github.com/hero-engine/hero/tree/main/seeds/hero-research/skills/source-evaluation
Command: npx skills add https://github.com/hero-engine/hero --skill source-evaluation-hero-engine

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Research and document-analysis runs often treat retrieved sources as trustworthy by default, letting weak, biased, or circular sources lend false weight to confident claims. This Skill provides a structured triage gate that decides whether each source is usable, how much weight it carries, and when to discard it outright. ## Core Features & Use Cases - Five-dimension triage: Scores every retained source on credibility, recency, primary-vs-secondary status, bias and incentive, and independent corroboration. - Discard rules: Defines explicit conditions for rejecting sources, such as unverifiable provenance, circular citations, or staleness on time-sensitive questions. - Weighted verdicts: Produces a weight and caveat per source rather than a pass/fail, so downstream citation work knows whether a claim can be stated plainly or must be hedged. - Use Case: During a multi-round research workflow, every source returned by search passes through this evaluation before its content is used, and discarded sources are logged with reasons in the evaluation checkpoint. ## Quick Start Evaluate the sources I just retrieved for this research question and tell me which ones to keep, caveat, or discard.

Frequently Asked Questions about source-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate whether a source is credible for research?▼

Evaluate source credibility by checking who produced it and their basis for knowing, such as a named author or institution with domain standing and an inspectable methodology. For internal corpus items, provenance matters: a decision record or spec outranks an offhand note.

What is the difference between primary and secondary sources?▼

A primary source is the origin of a claim, such as the original study, spec, or announcement, while a secondary source retells it, like a summary article. Primary sources outrank secondary ones for the same claim, and secondary usage should be flagged as second-hand.

When should I discard a source instead of caveating it?▼

Discard a source when you cannot establish who produced it, when a clearly stronger source contradicts it, when it is a circular citation tracing back to a source already in your set, or when it is stale on a recency-critical question. Always note what was discarded and why.

Why is citing multiple articles not always independent corroboration?▼

Multiple articles citing the same origin count as one source, not independent corroboration. True corroboration requires two or more independent sources that agree, so always trace citations back to their origins before counting support.

Does a newer source always outrank an older one?▼

No, recency matters only relative to the question's volatility. Fast-moving topics like prices and versions demand current sources, while stable topics like definitions and history barely depend on recency, so the newest source is not automatically the best.