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 flonat/flonat-research --skill bib-coveragegit clone --depth 1 https://github.com/flonat/flonat-researchWrote 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/flonat/flonat-research/bib-coverage)<a href="https://agentmods.dev/skills/flonat/flonat-research/bib-coverage"><img src="https://agentmods.dev/badge/skills/flonat/flonat-research/bib-coverage/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/flonat/flonat-research/bib-coverage"><img src="https://agentmods.dev/badge/skills/flonat/flonat-research/bib-coverage.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00056 | $0.01341 |
| Opus 5.5 | $0.00022 | $0.00536 |
| Sonnet 5.5 | $0.00011 | $0.00268 |
| Haiku 4.5 | $0.00006 | $0.00134 |
Grade A, and why
bib-coverage 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.
How it starts
The opening of the file, as written. The whole thing — 126 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Bibliography Coverage
LIBRARY-FIRST RULE: ALWAYS check Paperpile (paperpile search-library) when assessing coverage.
Compare a project's .bib file against a Paperpile project/topic folder to identify gaps between the project bibliography and the reference library.
When to Use
- After a literature search, to see what % of the topic collection is cited
- Before submitting a paper, to catch references you forgot to cite
- When reviewing a Paperpile project/topic folder, to find items not yet in any project's
.bib - After a bibliography-quality check, as a complementary completeness check
When NOT to Use
- Finding new references — use an installed literature-discovery workflow or scholarly search
- Validating .bib quality (missing fields, DOI issues, preprint staleness) — use an installed bibliography validator
- Building a .bib from scratch — use
bib-parseor an installed literature workflow
Inputs
- Project
.bibfile — detected automatically (same logic asbib-validate: look forreferences.bib, then any.bibin the project) - Paperpile folder — resolved from:
- Explicit
--topic <slug>argument - Project's
CLAUDE.mdor Atlas topic frontmatter - Directory name if inside a research project
- If no collection can be resolved, report an error and suggest specifying
--topic
- Explicit
Workflow
1. Load Project Bibliography
Parse the .bib file to extract all entry keys and titles.
2. Load Paperpile Folder
- Call
paperpile get-foldersto find the relevant full topic path - Call
paperpile get-items-by-folder "<full path>"to get items in that folder - Extract item keys (citekey) and titles
Paperpile's labelsNamed and foldersNamed are distinct. Project/topic
collections use folders. If a leaf occurs under multiple parents, stop and
request or derive the full path; never silently choose one.
Graceful degradation: If the paperpile CLI is unavailable, skip with a warning — report .bib-only stats.
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 · 126 lines · 56 tokens per session scan A 404b7290833f
bib-coverage is a skill published in the GitHub repository flonat/flonat-research (147 stars, last pushed 27d ago), licensed MIT. It adds 56 tokens to every session and 1,341 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 2026-09-03.
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