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Ecology & Environmental Science — 5 Skills · brycewang-stanford | DecimalAI

scienceby brycewang-stanford

Ecology & Environmental Science — 5 Skills

brycewang-stanford/ecology-skills

Source brycewang-stanford/Auto-Empirical-Research-Skills ↗License NOASSERTION

5 ecology & environmental science skills. Trigger: biodiversity surveys, species data, environmental monitoring. Design: field data collection, spatial analysis, and conservation biology workflows.

SkillScore68Maintained

Automatic

Research pack

Last verified 8/28/2026

What it changes

Passed 12 of 17 test cases with the skill, and 2 of 17 without it.

Without skill14%

With skill68%

Checks it passed that the model alone missed

The response references gbif-api/SKILL.md.
The response references inaturalist-api/SKILL.md.
The response references species-distribution-guide/SKILL.md.

and 1 more in the full report

12 fixed3 passed either way7 still failing0 broke

Pass-rate lift: +55 pp
Tokens: -50%
Agent turns: 0%
Response time: -55%

Model gemini-3.6-flashMeasured 8/28/2026v115 of 22 cases passed with skill · 17 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-ecology-skills/SKILL.md https://app.decimal.ai/s/brycewang-stanford-ecology-skills/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-ecology-skills, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-ecology-skills/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-ecology-skills

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-ecology-skills/SKILL.md https://app.decimal.ai/s/brycewang-stanford-ecology-skills/SKILL.md

Raw file: /s/brycewang-stanford-ecology-skills/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-ecology-skills.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

I am attempting to query dataset metadata and registry publisher records from the GBIF API. Specify which skill markdown file path should be read.

What was checked, without and with the skill
Checked	Without skill	With skill
The response references gbif-api/SKILL.md.	Missed	Passed

case-14 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md11 linessingle file

Ecology & Environmental Science — 5 Skills

Select the skill matching the user's need, then read its SKILL.md.

Skill	Description
biodiversity-data-guide	Biodiversity data access, species occurrence, and ecological tools
conservation-biology-guide	Apply conservation biology methods, databases, and assessment tools
gbif-api	Global biodiversity data API for species occurrences and datasets
inaturalist-api	Citizen science platform API for biodiversity observations
species-distribution-guide	Species distribution modeling with MaxEnt, SDM methods, and GBIF data

Track record

Benchmark

12 / 17

test cases passed, vs 2 / 17 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/9/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / Auto-Empirical-Research-Skills

skills/43-wentorai-research-plugins/skills/domains/ecology/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/9/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Ecology & Environmental Science — 5 Skills

Track record

Benchmark

Adoption

SkillSafety

Source

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