Paper Search
openags/paper-search-mcp
Search, download, and read academic papers from 20+ sources (arXiv, PubMed, Semantic Scholar, CrossRef, etc).
A skill your agent uses to retrieve official biomedical or healthcare public records, choose between ClinicalTrials.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or…
Install Healthcare Public Data
$ npx skills add hh-health-AI/healthcare-equity --skill healthcare-public-data -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install hh-health-AI/healthcare-equity healthcare-public-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/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .claude/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .claude/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-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 hh-health-AI/healthcare-equity --skill healthcare-public-data -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install hh-health-AI/healthcare-equity healthcare-public-data --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .agents/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .agents/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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 hh-health-AI/healthcare-equity --skill healthcare-public-data -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install hh-health-AI/healthcare-equity healthcare-public-data --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .cursor/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .cursor/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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/hh-health-AI/healthcare-equity.git --path plugins/hh-health-ai-research/skills/healthcare-public-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 hh-health-AI/healthcare-equity --skill healthcare-public-data -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install hh-health-AI/healthcare-equity healthcare-public-data --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .gemini/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .gemini/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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 hh-health-AI/healthcare-equity healthcare-public-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 hh-health-AI/healthcare-equity --skill healthcare-public-data -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .github/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .github/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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 hh-health-AI/healthcare-equity --skill healthcare-public-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 hh-health-AI/healthcare-equity healthcare-public-data --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/hh-health-ai-research/skills/healthcare-public-data .opencode/skills/healthcare-public-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 "healthcare-public-data" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/plugins/hh-health-ai-research/skills/healthcare-public-data into .opencode/skills/healthcare-public-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-public-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.
Facts
- Skill name
healthcare-public-data- GitHub stars
- 101
- Token cost
- ~696 tokens
- SKILL.md length
- 318 words
- Files
- 7 (incl. references)
- Skills in repo
- 72
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses to retrieve official biomedical or healthcare public records, choose between ClinicalTrials.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or…
- Works in 6 steps: Match the question to an authoritative… → Resolve ambiguous drug, provider, trial… → Retrieve through an available… → …
- Retrieve official biomedical
- SKILL.md covers Retrieval workflow, Optional upstream software setup and Shared controls and output
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Healthcare Public Data is an agent skill from hh-health-AI/healthcare-equity. Use to retrieve official biomedical or healthcare public records, choose between ClinicalTrials.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or explain the optional upstream local CLI/MCP setup. Never equate a sample or missing result with the full market or absence of events.
Its SKILL.md is about 700 tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `agents/openai.yaml`, `references/connector-routing.md` and `references/evidence-brief.md`).
It sits in Research & Science, covering Academic paper search. It works with Model Context Protocol and PubMed. The repository describes itself as: Synthesis engine for buy-side healthcare equity research. The licence is MIT.
When your agent uses it
- Retrieve official biomedical
- Healthcare public records
- Choose between ClinicalTrials.gov
- FDA and CMS sources
Example prompts
- “/healthcare-public-data”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Match the question to an authoritative source and define entity IDs, population, geography, period and required grain. Read the connector…
- Resolve ambiguous drug, provider, trial or coding identifiers using appropriate official mappings. Do not mix ingredient, brand, strength…
- Retrieve through an available specialized connector or authorized primary-source browsing. Preserve the source envelope and provenance…
- For CMS aggregate data, discover the exact dataset/distribution and reporting year, inspect the dictionary and grain, then apply valid…
- Treat an empty response as a query result only. Check aliases, changed codes, date filters, publication lags, pagination and access…
- Hand off source-bounded observations to the relevant trial, evidence or financial workflow. State units, denominator, dataset vintage and…
What it can do on your machine
Read from SKILL.md and the folder at commit 6c7bda8. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Healthcare Public Data loads about 696 tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 84 tokens; SKILL.md has 318 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from hh-health-AI/healthcare-equity at commit 6c7bda8, republished under its MIT licence (© hh-health-AI). 318 words, ~696 tokens.
Download SKILL.mdSave it as
.claude/skills/healthcare-public-data/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.- name
- healthcare-public-data
- description
- Use to retrieve official biomedical or healthcare public records, choose between ClinicalTrials.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or explain the optional upstream local CLI/MCP setup. Never equate a sample or missing result with the full market or absence of events.
Healthcare Public Data
Retrieval workflow
- Match the question to an authoritative source and define entity IDs, population, geography, period and required grain. Read the connector map and inspect the actual available tool schema before querying.
- Resolve ambiguous drug, provider, trial or coding identifiers using appropriate official mappings. Do not mix ingredient, brand, strength, formulation, organization and person identifiers.
- Retrieve through an available specialized connector or authorized primary-source browsing. Preserve the source envelope and provenance where returned: query, record IDs, source version, dates, reported total, returned count, pagination/cap, completeness scope and limitations. Do not fabricate a missing hash or timestamp.
- For CMS aggregate data, discover the exact dataset/distribution and reporting year, inspect the dictionary and grain, then apply valid fields/filters. Separate a sample from a complete query result. Capped rows cannot justify national totals, prevalence or market-share estimates. Suppressed data remain suppressed, not zero.
- Treat an empty response as a query result only. Check aliases, changed codes, date filters, publication lags, pagination and access failures before interpreting absence. Completeness relative to one query is not completeness of the research question.
- Hand off source-bounded observations to the relevant trial, evidence or financial workflow. State units, denominator, dataset vintage and material gaps. Do not extrapolate beyond supported coverage without an explicit model and labeled assumptions.
Optional upstream software setup
Read upstream runtime only for a separately requested local CLI or MCP setup task. This skills plugin does not include the Python package, new data credentials, a hosted server, or registered MCP tools. Do not invoke a command by name merely because upstream documentation mentions it.
Shared controls and output
Read evidence controls before executing this workflow and use the connector map for source selection. Use the evidence brief when producing investment-related evidence. The workflows use the host's available tools; upstream Python utilities and the local MCP server are not included or deployed by this plugin.
© hh-health-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 6 other files (references) in plugins/hh-health-ai-research/skills/healthcare-public-data of hh-health-AI/healthcare-equity.
- SKILL.md
- agents/openai.yaml
- references/connector-routing.md
- references/evidence-brief.md
- references/evidence-controls.md
- references/source-notes.md
- references/upstream-runtime.md
Open the folder on GitHubat commit 6c7bda8
Compare with similar skills
Healthcare Public 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 |
|---|---|---|---|---|---|---|
| Healthcare Public Data this skillhh-health-AI/healthcare-equity | 101 | — | ~696 | Automated safety check: Pass | MIT | |
| Paper Searchopenags/paper-search-mcp | 2.8k | — | ~1.2k | Automated safety check: Notes | MIT | |
| Nature Academic Searchwp-a/nature-academic-search | 304 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Paper Searchopenags/paper-search-mcp | 2.8k | — | ~794 | Automated safety check: Notes | MIT | |
| Rival Search MCPdamionrashford/RivalSearchMCP | 132 | — | ~796 | Automated safety check: Pass | MIT | |
| Academic Search and Citation RouterYuan1z0825/nature-skills | 47k | — | ~884 | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Healthcare Public Data
What does Healthcare Public Data do?
A skill your agent uses to retrieve official biomedical or healthcare public records, choose between ClinicalTrials.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or…. Healthcare Public Data is an agent skill from hh-health-AI/healthcare-equity.gov, PubMed, FDA and CMS sources, inspect data vintage and query completeness, or explain the optional upstream local CLI/MCP setup.
When should I use Healthcare Public Data?
Healthcare Public Data fits situations like: retrieve official biomedical; healthcare public records; choose between ClinicalTrials.gov; FDA and CMS sources.
How do I install Healthcare Public Data in Claude Code?
Run `npx skills add hh-health-AI/healthcare-equity --skill healthcare-public-data -a claude-code`. Or copy the skill folder (plugins/hh-health-ai-research/skills/healthcare-public-data in hh-health-AI/healthcare-equity) into .claude/skills/healthcare-public-data in your project. Claude Code loads it when a task matches its description.
How do I install Healthcare Public Data in Codex?
Run `npx skills add hh-health-AI/healthcare-equity --skill healthcare-public-data -a codex`. Or copy the skill folder (plugins/hh-health-ai-research/skills/healthcare-public-data in hh-health-AI/healthcare-equity) into .agents/skills/healthcare-public-data in your project. Codex loads it when a task matches its description.
Can I use Healthcare Public Data in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hh-health-AI/healthcare-equity --skill healthcare-public-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/healthcare-public-data, .gemini/skills/healthcare-public-data, .github/skills/healthcare-public-data and .opencode/skills/healthcare-public-data in your project.
What does Healthcare Public Data need to run?
SKILL.md names no scripts, command-line tools or credentials: Healthcare Public Data is instructions for the agent only. Our summary lists: Python 3.
Does Healthcare Public Data access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Healthcare Public Data safe to install?
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.
What licence does Healthcare Public Data use?
Healthcare Public Data is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Healthcare Public Data use?
About 696 tokens (SKILL.md is roughly 2.8k 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 2.7k tokens, read only when the agent opens those files.
What are the alternatives to Healthcare Public Data?
Skills that share tags, products or a category with Healthcare Public Data: Paper Search (openags/paper-search-mcp, 2.8k stars), Nature Academic Search (wp-a/nature-academic-search, 304 stars), Paper Search (openags/paper-search-mcp, 2.8k stars) and Rival Search MCP (damionrashford/RivalSearchMCP, 132 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Healthcare Public Data?
hh-health-AI (a GitHub user) maintains it in hh-health-AI/healthcare-equity, which has 101 GitHub stars. The repository holds 72 skills in this directory. The repository was last updated on October 8, 2026.
Source: hh-health-AI/healthcare-equity on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.