Clinical Trials Database
google-deepmind/science-skills
Query ClinicalTrials.gov via APIv2. An agent skill from google-deepmind/science-skills.
Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification.
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aehrc/pathling fhir-bulk-data --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .claude/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .claude/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-dataType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aehrc/pathling fhir-bulk-data --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .agents/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .agents/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aehrc/pathling fhir-bulk-data --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .cursor/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .cursor/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aehrc/pathling.git --path .claude/skills/fhir-bulk-data--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aehrc/pathling fhir-bulk-data --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .gemini/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .gemini/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aehrc/pathling fhir-bulk-dataInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .github/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .github/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aehrc/pathling --skill fhir-bulk-data -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aehrc/pathling fhir-bulk-data --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aehrc/pathling.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/fhir-bulk-data .opencode/skills/fhir-bulk-data && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "fhir-bulk-data" agent skill from https://github.com/aehrc/pathling/tree/main/.claude/skills/fhir-bulk-data into .opencode/skills/fhir-bulk-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fhir-bulk-data", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
fhir-bulk-dataExpert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification.
Fhir Bulk Data is an agent skill from aehrc/pathling. Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification. Use this skill when implementing bulk data export from FHIR servers, building bulk data clients, working with the $export operation, handling NDJSON output files, implementing asynchronous polling workflows, or integrating with SMART Backend Services authorisation. Trigger keywords include "bulk data", "bulk export", "$export", "NDJSON", "bulk FHIR", "async export", "flat FHIR", "Patient/$export", "Group/$export"…
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/authorization.md` and `references/implementation-notes.md`).
It sits in Research & Science, covering Clinical and healthcare research and Async programming. The repository describes itself as: Tools that make it easier to use FHIR and clinical terminology within data analytics, built on Apache Spark. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 56a3b4a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json and http).
From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
hl7.orgFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Fhir Bulk Data loads about 1.8k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 137 tokens; SKILL.md has 356 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from aehrc/pathling at commit 56a3b4a, republished under its Apache-2.0 licence (© aehrc). 356 words, ~1,774 tokens.
.claude/skills/fhir-bulk-data/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Expert guidance for implementing the FHIR Bulk Data Access (Flat FHIR) specification v3.0.0.
Bulk Data Access enables efficient export of large FHIR datasets through an asynchronous request pattern. Instead of making thousands of individual API calls, clients initiate a single export operation and poll for completion.
Specification: http://hl7.org/fhir/uv/bulkdata/
Three endpoints support bulk export:
| Endpoint | Scope |
|---|---|
[base]/Patient/$export | All data for all patients |
[base]/Group/[id]/$export | Data for patients in a specific group |
[base]/$export | System-level export (all resources) |
Client Server
│ │
│─── POST [endpoint]/$export ───────────►│
│ Accept: application/fhir+json │
│ Prefer: respond-async │
│ │
│◄── 202 Accepted ──────────────────────│
│ Content-Location: [status-url] │
│ │
│─── GET [status-url] ──────────────────►│ ─┐
│◄── 202 Accepted (X-Progress: 50%) ────│ │ Poll until
│ Retry-After: 120 │ │ complete
│ │ ─┘
│─── GET [status-url] ──────────────────►│
│◄── 200 OK ────────────────────────────│
│ [Complete manifest JSON] │
│ │
│─── GET [file-url] ────────────────────►│ ─┐
│◄── 200 OK (NDJSON content) ───────────│ │ Download
│ │ ─┘ files
│─── DELETE [status-url] ───────────────►│
│◄── 202 Accepted ──────────────────────│| Parameter | Type | Description |
|---|---|---|
_outputFormat | string | Output format. Default: application/fhir+ndjson |
_since | instant | Include resources modified after this timestamp |
_until | instant | Include resources modified before this timestamp |
_type | string | Comma-delimited resource types to include |
_elements | string | Comma-delimited elements to include (experimental) |
_typeFilter | string | FHIR search queries to filter resources |
includeAssociatedData | code | Include additional data sets (experimental) |
organizeOutputBy | string | Organise files by resource type instances |
allowPartialManifests | boolean | Enable paginated manifests |
GET [base]/Patient/$export?_type=Patient,Observation,Condition&_since=2024-01-01T00:00:00Z HTTP/1.1
Accept: application/fhir+json
Prefer: respond-async
Authorization: Bearer [token]Or as POST with Parameters:
POST [base]/Patient/$export HTTP/1.1
Content-Type: application/fhir+json
Accept: application/fhir+json
Prefer: respond-async
Authorization: Bearer [token]
{
"resourceType": "Parameters",
"parameter": [
{"name": "_type", "valueString": "Patient,Observation,Condition"},
{"name": "_since", "valueInstant": "2024-01-01T00:00:00Z"}
]
}Success returns 202 Accepted with Content-Location header pointing to the status endpoint.
Poll the status URL using exponential backoff. Respect Retry-After headers.
| Status | Meaning |
|---|---|
202 Accepted | In progress. Check X-Progress for percentage. |
200 OK | Complete. Body contains the output manifest. |
4XX/5XX | Error. Body contains OperationOutcome. |
{
"transactionTime": "2024-06-15T10:30:00Z",
"request": "[original request URL]",
"requiresAccessToken": true,
"output": [
{
"type": "Patient",
"url": "https://example.org/bulk/file1.ndjson",
"count": 1000
},
{
"type": "Observation",
"url": "https://example.org/bulk/file2.ndjson",
"count": 50000
}
],
"deleted": [],
"error": [],
"link": [{ "relation": "next", "url": "[next manifest page]" }]
}Output files use Newline Delimited JSON. Each line is a complete, valid JSON object representing one FHIR resource.
{"resourceType":"Patient","id":"p1","name":[{"family":"Smith"}]}
{"resourceType":"Patient","id":"p2","name":[{"family":"Jones"}]}Rules:
\n (optionally preceded by \r)application/x-ndjson or application/fhir+ndjsonBulk Data servers should implement SMART Backend Services authorisation (OAuth 2.0 client credentials flow with JWT assertion).
See references/authorization.md for implementation details.
Servers return OperationOutcome resources for errors:
{
"resourceType": "OperationOutcome",
"issue": [
{
"severity": "error",
"code": "processing",
"diagnostics": "Export failed: insufficient permissions"
}
]
}Common error scenarios:
429 Too Many Requests: Rate limited. Respect Retry-After.401 Unauthorized: Token expired or invalid.404 Not Found: Export job deleted or never existed.After downloading all files, send DELETE to the status URL to signal completion and allow server cleanup.
Servers declare bulk data support in their CapabilityStatement:
{
"instantiates": [
"http://hl7.org/fhir/uv/bulkdata/CapabilityStatement/bulk-data"
]
}© aehrc, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in .claude/skills/fhir-bulk-data of aehrc/pathling.
Open the folder on GitHubat commit 56a3b4a
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aehrc/pathling, which our catalogue first saw on October 7, 2026.
Fhir Bulk Data next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Fhir Bulk Data this skillaehrc/pathling | 137 | 1 repos | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Clinical Trials Databasegoogle-deepmind/science-skills | 3.2k | 3 repos | ~3.2k | Automated safety check: Pass | Apache-2.0 | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Model AssessmentAperivue/medsci-skills | 329 | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Biomedical Analysis Dispatchxjtulyc/MedgeClaw | 617 | 1 repos | ~2k | Automated safety check: Pass | None | |
| Research Proposalluwill/research-skills | 858 | — | ~4.4k | Automated safety check: Notes | None |
google-deepmind/science-skills
Query ClinicalTrials.gov via APIv2. An agent skill from google-deepmind/science-skills.
xjtulyc/MedgeClaw
Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.
Aperivue/medsci-skills
A skill your agent uses when validating or evaluating a trained medical-imaging model.
xjtulyc/MedgeClaw
Routes bioinformatics, drug discovery, clinical and multi-omics tasks from a chat interface to Claude Code sessions running K-Dense scientific skills, with a live dashboard per task.
luwill/research-skills
A skill your agent uses when the user asks to write or draft a PhD / doctoral research proposal, research plan, 研究计划书, or 开题报告 — a forward-looking plan of background, gap, research questions…
LeonChaoX/qinyan-academic-skills
Write comprehensive literature reviews for medical imaging AI research.
aehrc/pathling
Expert guidance for implementing FHIR RESTful API servers and clients following the HL7 FHIR specification.
aehrc/pathling
Expert guidance for using the Databricks CLI to manage Databricks workspaces, clusters, jobs, pipelines, Unity Catalog, SQL warehouses, serving endpoints, secrets, bundles, and all other Databricks…
aehrc/pathling
FHIR RESTful search specification expert with access to the official HL7 search specification text and the formal SearchParameter registry.
aehrc/pathling
Design and generate comprehensive FHIRPath test suites using input domain partitioning and Pathling's DSL test framework.
aehrc/pathling
Expert guidance for implementing FHIR servers using HAPI FHIR Plain Server framework.
aehrc/pathling
Expert guidance for writing end-to-end tests with Playwright Test framework.
Categories
Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification. Fhir Bulk Data is an agent skill from aehrc/pathling. Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification.
Fhir Bulk Data fits situations like: implementing bulk data export from FHIR servers; building bulk data clients; working with the $export operation; handling NDJSON output files.
Run `npx skills add aehrc/pathling --skill fhir-bulk-data -a claude-code`. Or copy the skill folder (.claude/skills/fhir-bulk-data in aehrc/pathling) into .claude/skills/fhir-bulk-data in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aehrc/pathling --skill fhir-bulk-data -a codex`. Or copy the skill folder (.claude/skills/fhir-bulk-data in aehrc/pathling) into .agents/skills/fhir-bulk-data in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aehrc/pathling --skill fhir-bulk-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fhir-bulk-data, .gemini/skills/fhir-bulk-data, .github/skills/fhir-bulk-data and .opencode/skills/fhir-bulk-data in your project.
SKILL.md names no scripts, command-line tools or credentials: Fhir Bulk Data is instructions for the agent only.
SKILL.md names 1 domain. In commands or code: hl7.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Fhir Bulk Data is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Fhir Bulk Data: Clinical Trials Database (google-deepmind/science-skills, 3.2k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Model Assessment (Aperivue/medsci-skills, 329 stars) and Biomedical Analysis Dispatch (xjtulyc/MedgeClaw, 617 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aehrc (a GitHub organization) maintains it in aehrc/pathling, which has 137 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on October 8, 2026.
Source: aehrc/pathling on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.