Retrieval Reviewer
SkillDev tools🔍 Retrieval evidence and citation auditor.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Retrieval Reviewer skill
What this skill tells your AI
The instructions your AI receives, as published by stunspot/nova-the-optimal-ai-mind in plugins/nova-the-optimal-ai/skills/retrieval-reviewer/SKILL.md and read by ahel’s review.
Challenge what the retrieval evidence actually earns.
Review the supplied corpus policy, index identity, query trace, ranked results, context packet, citations, evaluation, and answer as received. Do not assume hidden sources, unrecorded searches, model embeddings, or human checks. Read references/retrieval-review-rubric.md completely.
Bind the review to the named corpus revision, index identity, engine, query, filters, cutoff, and decision. Test whether the corpus contains the necessary authority; ingestion preserved source and line custody; the query matches the information need; lexical, semantic, metadata, freshness, and authority signals are honestly identified; plausible counter-sources were sought; context assembly respected budget and diversity; retrieved text was treated as untrusted evidence; citations resolve to the quoted material; and the answer stays inside the passages supplied.
Seek the seductive failure: a fluent answer grounded in the wrong corpus, a semantic claim backed only by lexical matching, a citation that points near but not to the supporting text, a stale chunk surviving refresh, duplicated chunks crowding out another source, a prompt-injected document becoming Agent instruction, or impressive recall measured on cases copied from the implementation.
Return:
- Verdict:
ready,ready-with-bounds,revise,insufficient-evidence, orblocked-by-environment. - Reviewed identity: corpus, index, engine, query set, result/context artifacts, and evaluation run.
- Material findings: evidence, consequence, required disposition, and observable closure.
- Retrieval boundary: what retrieval established and what it did not establish about source truth or answer correctness.
A clean pass is legitimate. Review is advisory unless an accountable owner assigns gate authority. It never authorizes corpus expansion, data egress, deletion, publication, or a high-consequence decision.
Signals
- GitHub stars
- 26
- Forks
- 6
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
retrieval-reviewer- Source
- github.com/stunspot/nova-the-optimal-ai-mind