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 wentorai/research-plugins --skill gbif-apigit clone --depth 1 https://github.com/wentorai/research-pluginsWrote 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/wentorai/research-plugins/gbif-api)<a href="https://agentmods.dev/skills/wentorai/research-plugins/gbif-api"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/gbif-api/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/wentorai/research-plugins/gbif-api"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/gbif-api.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 11 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Data Exfiltration · line 33 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 50 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 59 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 71 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 80 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 94 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 101 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 117 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 137 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 147 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 94 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00013 | $0.01667 |
| Opus 5 | $0.00006 | $0.00834 |
| Sonnet 5 | $0.00003 | $0.00333 |
| Haiku 4.5 | $0.00001 | $0.00167 |
Grade A, and why
gbif-api scanned grade A with 1 finding 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 6d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl "https://api.gbif.org/v1/occurrence/search?scientificName=Panthera+tigris&hasCoordinate=true&limit=10" How it starts
The opening of the file, as written. The whole thing — 159 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GBIF API Guide
Overview
The Global Biodiversity Information Facility (GBIF) is an international network and data infrastructure funded by governments worldwide, aimed at providing open access to biodiversity data. GBIF aggregates hundreds of millions of species occurrence records from natural history collections, citizen science platforms, monitoring networks, and published literature across the globe.
The GBIF API provides programmatic access to this vast repository of biodiversity data. Researchers can search for species occurrences by taxonomy, geography, time period, and dataset. The API also supports taxonomic name matching, dataset discovery, and species profile lookups. It serves as a foundational resource for ecological research, conservation planning, biogeography, and environmental impact assessments.
Ecologists, conservation biologists, biogeographers, and environmental scientists rely on the GBIF API to retrieve georeferenced occurrence data for species distribution modeling, climate change impact analysis, invasive species tracking, and biodiversity hotspot identification. The data is freely available under open data licenses.
Authentication
No authentication required for read access. The GBIF API is publicly accessible without any API key or token. All search and retrieval endpoints are open. User authentication is only required for data publishing operations (creating datasets and uploading occurrences), which requires a GBIF account.
Core Endpoints
occurrence/search: Search Species Occurrences
Search for georeferenced biodiversity observation and specimen records across all GBIF-indexed datasets.
- URL:
GET https://api.gbif.org/v1/occurrence/search - Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| q | string | No | Full-text search query |
| taxonKey | int | No | GBIF backbone taxonomy key |
| scientificName | string | No | Scientific name to filter by |
| country | string | No | ISO 3166-1 alpha-2 country code |
| hasCoordinate | bool | No | Filter for georeferenced records only |
| year | string | No | Year or range (e.g., 2020,2024) |
| limit | int | No | Number of results (default 20, max 300) |
| offset | int | No | Pagination offset |
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.
- 6d ago First seen · 159 lines · 13 tokens per session scan A c15aae22f597
gbif-api is a skill published in the GitHub repository wentorai/research-plugins (291 stars, last pushed 2mo ago), licensed MIT. It adds 13 tokens to every session and 1,667 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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