Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
Retrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations.
$ npx skills add InternScience/scp --skill phenotype-by-hpo-id -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install InternScience/scp phenotype-by-hpo-id --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/InternScience/scp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/phenotype-by-hpo-id .claude/skills/phenotype-by-hpo-id && 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 "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .claude/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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/InternScience/scp/tree/main/skills/phenotype-by-hpo-idType 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 InternScience/scp --skill phenotype-by-hpo-id -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install InternScience/scp phenotype-by-hpo-id --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/phenotype-by-hpo-id .agents/skills/phenotype-by-hpo-id && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .agents/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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 InternScience/scp --skill phenotype-by-hpo-id -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install InternScience/scp phenotype-by-hpo-id --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/phenotype-by-hpo-id .cursor/skills/phenotype-by-hpo-id && 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 "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .cursor/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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/InternScience/scp.git --path skills/phenotype-by-hpo-id--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 InternScience/scp --skill phenotype-by-hpo-id -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install InternScience/scp phenotype-by-hpo-id --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/phenotype-by-hpo-id .gemini/skills/phenotype-by-hpo-id && 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 "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .gemini/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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 InternScience/scp phenotype-by-hpo-idInstalls 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 InternScience/scp --skill phenotype-by-hpo-id -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/phenotype-by-hpo-id .github/skills/phenotype-by-hpo-id && 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 "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .github/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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 InternScience/scp --skill phenotype-by-hpo-id -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install InternScience/scp phenotype-by-hpo-id --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/phenotype-by-hpo-id .opencode/skills/phenotype-by-hpo-id && 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 "phenotype-by-hpo-id" agent skill from https://github.com/InternScience/scp/tree/main/skills/phenotype-by-hpo-id into .opencode/skills/phenotype-by-hpo-id/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phenotype-by-hpo-id", 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.
phenotype-by-hpo-idRetrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations.
Phenotype By Hpo Id is an agent skill from InternScience/scp. Retrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations.
Its SKILL.md is about 770 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The licence is MIT.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit cea5398. 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 python).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Phenotype By Hpo Id loads about 766 tokens when it runs. Until then it costs about 38 tokens; SKILL.md has 51 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 InternScience/scp at commit cea5398, republished under its MIT licence (© InternScience). 51 words, ~766 tokens.
.claude/skills/phenotype-by-hpo-id/SKILL.md (or your agent's skills folder).import asyncio
import json
from mcp.client.streamable_http import streamablehttp_client
from mcp import ClientSession
class OrigeneClient:
"""Origene-Monarch MCP Client"""
def __init__(self, server_url: str, api_key: str):
self.server_url = server_url
self.api_key = api_key
self.session = None
async def connect(self):
try:
self.transport = streamablehttp_client(
url=self.server_url,
headers={"SCP-HUB-API-KEY": self.api_key}
)
self.read, self.write, self.get_session_id = await self.transport.__aenter__()
self.session_ctx = ClientSession(self.read, self.write)
self.session = await self.session_ctx.__aenter__()
await self.session.initialize()
return True
except Exception as e:
print(f"✗ connect failure: {e}")
return False
async def disconnect(self):
try:
if self.session:
await self.session_ctx.__aexit__(None, None, None)
if hasattr(self, 'transport'):
await self.transport.__aexit__(None, None, None)
except Exception as e:
print(f"✗ disconnect error: {e}")
def parse_result(self, result):
if isinstance(result, dict):
content_list = result.get("content") or []
else:
content_list = getattr(result, "content", []) or []
texts = []
for item in content_list:
if isinstance(item, dict):
if item.get("type") == "text":
texts.append(item.get("text") or "")
else:
if getattr(item, "type", None) == "text":
texts.append(getattr(item, "text", "") or "")
return "".join(texts)Implementation:
## Initialize client
client = OrigeneClient(
"https://scp.intern-ai.org.cn/api/v1/mcp/16/Origene-Monarch",
"<your-api-key>"
)
if not await client.connect():
print("connection failed")
exit()
## Retrieve phenotype by HPO ID
result = await client.session.call_tool(
"get_phenotype_by_HPO_ID",
arguments={
"id": "HP:0001250" # Seizure
}
)
result_data = client.parse_result(result)
print(result_data)
await client.disconnect()Origene-Monarch Server:
get_phenotype_by_HPO_ID: Retrieve phenotype informationid (str): HPO ID (e.g., "HP:0001250")© InternScience, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/phenotype-by-hpo-id of InternScience/scp.
Open the folder on GitHubat commit cea5398
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in InternScience/scp, which our catalogue first saw on October 7, 2026.
Phenotype By Hpo Id 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 |
|---|---|---|---|---|---|---|
| Phenotype By Hpo Id this skillInternScience/scp | 170 | 1 repos | ~766 | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 277k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 277k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 277k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Initiate SetupNousResearch/hermes-agent | 252k | — | ~2.3k | Automated safety check: Pass | MIT |
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
affaan-m/ECC
サブエージェントのコンテキスト問題を解決するために、コンテキスト取得を段階的に洗練するパターン. An agent skill from affaan-m/ECC.
affaan-m/ECC
서브에이전트 컨텍스트 문제를 해결하기 위한 점진적 컨텍스트 검색 개선 패턴. An agent skill from affaan-m/ECC.
affaan-m/ECC
逐步优化上下文检索以解决子代理上下文问题的模式
NousResearch/hermes-agent
Run the first-run setup chat in the Hermes desktop app. An agent skill from NousResearch/hermes-agent.
garrytan/gbrain
When/what to retrieve — open the brain page for a salient entity before answering from memory.
InternScience/scp
Given an rsID, query multiple databases (dbSNP, FAVOR, GWAS Catalog, ClinVar, gnomAD, PharmGKB, ClinGen) for comprehensive annotation.
InternScience/scp
Calculate atmospheric parameters including Coriolis parameter, geostrophic wind, heat index, potential temperature, and dewpoint for meteorology and climate science.
InternScience/scp
Search biomedical literature and web content using Tavily search engine for research and clinical information.
InternScience/scp
Calculate buoyancy forces and acceleration for fluid mechanics and hydrodynamics analysis.
InternScience/scp
Calculate electrical capacitance from geometric parameters and dielectric properties for circuit design.
InternScience/scp
Search ChEMBL database for molecule information by name to retrieve bioactivity data and chemical structures.
Retrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations. Phenotype By Hpo Id is an agent skill from InternScience/scp. Retrieve phenotype information from Monarch Initiative using HPO (Human Phenotype Ontology) IDs to understand disease manifestations.
Run `npx skills add InternScience/scp --skill phenotype-by-hpo-id -a claude-code`. Or copy the skill folder (skills/phenotype-by-hpo-id in InternScience/scp) into .claude/skills/phenotype-by-hpo-id in your project. Claude Code loads it when a task matches its description.
Run `npx skills add InternScience/scp --skill phenotype-by-hpo-id -a codex`. Or copy the skill folder (skills/phenotype-by-hpo-id in InternScience/scp) into .agents/skills/phenotype-by-hpo-id 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 InternScience/scp --skill phenotype-by-hpo-id -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/phenotype-by-hpo-id, .gemini/skills/phenotype-by-hpo-id, .github/skills/phenotype-by-hpo-id and .opencode/skills/phenotype-by-hpo-id in your project.
SKILL.md names no scripts, command-line tools or credentials: Phenotype By Hpo Id is instructions for the agent only. Our summary lists: Python 3.
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.
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.
Phenotype By Hpo Id is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 766 tokens (SKILL.md is roughly 3.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Phenotype By Hpo Id: Iterative Retrieval (affaan-m/ECC, 277k stars), Iterative Retrieval (affaan-m/ECC, 277k stars), Iterative Retrieval (affaan-m/ECC, 277k stars) and Iterative Retrieval (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
InternScience (a GitHub organization) maintains it in InternScience/scp, which has 170 GitHub stars. The repository holds 73 skills in this directory. The repository was last updated on June 3, 2026.
Source: InternScience/scp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.