用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills --skill inaturalist-api命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and 知网 AMLC, 万方, 维普 on the Chinese side. Uses a six-step loop (intake → audit → claim-evidence check → differentiated rewrite → five-dimension self-score → cold-reader recheck) with two pattern libraries (22 English + 17 Chinese patterns), section-by-section strategies for empirical papers, and hard protections that keep every number, coefficient, and citation intact.
Use when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an explicitly approved Kaggle write/delete operation through the official CLI.
基于 SOC 职业分类
正在显示 SKILL.md
| name | inaturalist-api |
| description | Citizen science platform API for biodiversity observations |
| metadata | {"openclaw":{"emoji":"🔍","category":"domains","subcategory":"ecology","keywords":["ecology","biodiversity","taxonomy","evolutionary biology"],"source":"https://www.inaturalist.org/pages/api+reference"}} |
iNaturalist is a citizen science platform and social network for naturalists, jointly operated by the California Academy of Sciences and the National Geographic Society. The platform enables users to record and share observations of organisms in nature, which are then identified by the community and validated by computer vision models. With over 150 million observations of more than 400,000 species, iNaturalist is one of the largest biodiversity data sources in the world.
The iNaturalist API provides programmatic access to this massive observational dataset. Researchers can query observations by taxonomy, geography, time period, observer, and data quality grade. The API also provides access to taxonomic information, place boundaries, and project data. Research-grade observations (those with community-verified identifications) are automatically shared with GBIF for integration into the global biodiversity data infrastructure.
Ecologists, conservation biologists, evolutionary biologists, and citizen science coordinators use the iNaturalist API to analyze species distributions, track phenological patterns, study urban biodiversity, monitor invasive species, and validate species distribution models. The platform's broad geographic and taxonomic coverage makes it particularly valuable for large-scale ecological analyses.
No authentication is required for read-only access to public data. The iNaturalist API v1 allows anonymous queries for observations, taxa, and places. Authentication via OAuth 2.0 is only needed for write operations such as creating observations, adding identifications, or managing projects.
For authenticated requests, register an application at https://www.inaturalist.org/oauth/applications and use the OAuth 2.0 flow to obtain an access token.
Query the iNaturalist observation database with filters for taxonomy, geography, time, and data quality.
GET https://api.inaturalist.org/v1/observations| Parameter | Type | Required | Description |
|---|---|---|---|
| taxon_id | int | No | iNaturalist taxon ID to filter by |
| place_id | int | No | Place ID to filter by geographic area |
| lat | float | No | Latitude for geographic search |
| lng | float | No | Longitude for geographic search |
| radius | int | No | Search radius in km (used with lat/lng) |
| d1 | string | No | Start date (YYYY-MM-DD) |
| d2 | string | No | End date (YYYY-MM-DD) |
| quality_grade | string | No | research, needs_id, or casual |
| per_page | int | No | Results per page (default 30, max 200) |
| page | int | No | Page number |
| order_by | string | No | Sort field: created_at, observed_on, votes |
curl "https://api.inaturalist.org/v1/observations?taxon_id=3&quality_grade=research&place_id=1&per_page=10"
total_results, results array with id, species_guess, taxon (name, rank, ancestry), location (lat,lng), observed_on, quality_grade, photos, user, identifications_count, and geojson.Look up taxonomic information, search for species, and retrieve taxonomic hierarchies.
GET https://api.inaturalist.org/v1/taxa| Parameter | Type | Required | Description |
|---|---|---|---|
| q | string | No | Name search query |
| taxon_id | int | No | Specific taxon ID |
| rank | string | No | Filter by rank: species, genus, etc. |
| is_active | bool | No | Filter for active/inactive taxa |
| per_page | int | No | Results per page (default 30, max 200) |
curl "https://api.inaturalist.org/v1/taxa?q=monarch+butterfly&rank=species"
results array with id, name, preferred_common_name, rank, observations_count, ancestors, default_photo, wikipedia_url, and conservation_status.Retrieve geographic place definitions used for filtering observations.
GET https://api.inaturalist.org/v1/places| Parameter | Type | Required | Description |
|---|---|---|---|
| q | string | No | Place name search query |
| per_page | int | No | Results per page |
curl "https://api.inaturalist.org/v1/places/autocomplete?q=Yellowstone"
results with id, name, display_name, bounding_box_geojson, location, and admin_level.The iNaturalist API enforces a rate limit of 100 requests per minute. Exceeding this limit returns HTTP 429 responses. For large-scale data exports, iNaturalist recommends using their export tools at https://www.inaturalist.org/observations/export or downloading the GBIF-shared dataset. The API also supports If-Modified-Since headers for efficient polling of updated records.
Retrieve research-grade observations of a species for distribution modeling:
import requests
params = {
"taxon_id": 48484, # Danaus plexippus (Monarch Butterfly)
"quality_grade": "research",
"per_page": 200,
"order_by": "observed_on"
}
resp = requests.get("https://api.inaturalist.org/v1/observations", params=params)
data = resp.json()
for obs in data["results"]:
if obs.get("location"):
lat, lng = obs["location"].split(",")
print(f"{obs['observed_on']}: ({lat}, {lng}) - {obs['taxon']['name']}")
Monitor seasonal patterns by analyzing observation dates across years:
import requests
from collections import Counter
params = {
"taxon_id": 48484,
"quality_grade": "research",
"per_page": 200,
"place_id": 1 # United States
}
resp = requests.get("https://api.inaturalist.org/v1/observations", params=params)
months = Counter()
for obs in resp.json()["results"]:
if obs.get("observed_on"):
month = obs["observed_on"][5:7]
months[month] += 1
for month in sorted(months):
print(f"Month {month}: {months[month]} observations")
Track observations of invasive species in a specific region:
# Search for Spotted Lanternfly observations in Pennsylvania
curl "https://api.inaturalist.org/v1/observations?taxon_id=325295&place_id=46&quality_grade=research&per_page=50"