Keeper Stress Analysis
ClickHouse/ClickHouse
Analyze ClickHouse Keeper stress-test results from play.clickhouse.com / keeperstresstests data warehouse.
Integrate with the Benchling R&D platform when you need to programmatically manage registry entities, inventory, ELN entries, workflows, events, or data warehouse analytics via API/SDK.
$ npx skills add aipoch/medical-research-skills --skill benchling-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills benchling-integration --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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .claude/skills/benchling-integration && 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 "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .claude/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integrationType 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 aipoch/medical-research-skills --skill benchling-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills benchling-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .agents/skills/benchling-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .agents/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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 aipoch/medical-research-skills --skill benchling-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills benchling-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .cursor/skills/benchling-integration && 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 "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .cursor/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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/aipoch/medical-research-skills.git --path scientific-skills/Other/benchling-integration--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 aipoch/medical-research-skills --skill benchling-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills benchling-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .gemini/skills/benchling-integration && 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 "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .gemini/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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 aipoch/medical-research-skills benchling-integrationInstalls 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 aipoch/medical-research-skills --skill benchling-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .github/skills/benchling-integration && 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 "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .github/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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 aipoch/medical-research-skills --skill benchling-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills benchling-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-skills/Other/benchling-integration .opencode/skills/benchling-integration && 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 "benchling-integration" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/benchling-integration into .opencode/skills/benchling-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "benchling-integration", 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.
benchling-integrationIntegrate with the Benchling R&D platform when you need to programmatically manage registry entities, inventory, ELN entries, workflows, events, or data warehouse analytics via API/SDK.
Benchling Integration is an agent skill from aipoch/medical-research-skills. Integrate with the Benchling R&D platform when you need to programmatically manage registry entities, inventory, ELN entries, workflows, events, or data warehouse analytics via API/SDK.
Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `benchling-integration_audit_result_v2.json`, `references/api_endpoints.md` and `references/authentication.md`).
It sits in Databases, covering Data warehousing. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. 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.
Shell commands in SKILL.md call:
pythonFrom 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 these keys or tokens, usually read from environment variables:
BENCHLING_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Benchling Integration loads about 3.4k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 52 tokens; SKILL.md has 1,045 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 aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,045 words, ~3,381 tokens.
.claude/skills/benchling-integration/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.references/ for task-specific guidance.Python: 3.10+. Repository baseline for current packaged skills.Third-party packages: not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.Skill directory: 20260316/scientific-skills/Others/benchling-integration
No packaged executable script was detected.
Use the documented workflow in SKILL.md together with the references/assets in this folder.Example run plan:
SKILL.md.references/ contains supporting rules, prompts, or checklists.Use this skill when you need to:
Additional reference docs may exist in
references/(e.g.,references/authentication.md,references/sdk_reference.md,references/api_endpoints.md) for deeper guidance.
benchling-sdk (Python) — version: not specified in source document biopython — version: not specified in source documentA minimal, runnable example that authenticates with an API key, creates a DNA sequence, lists sequences (paginated), and creates an ELN entry.
import os
from benchling_sdk.benchling import Benchling
from benchling_sdk.auth.api_key_auth import ApiKeyAuth
from benchling_sdk.models import DnaSequenceCreate, EntryCreate
def main():
tenant_url = os.environ["BENCHLING_TENANT_URL"] # e.g. https://your-tenant.benchling.com
api_key = os.environ["BENCHLING_API_KEY"]
folder_id = os.environ["BENCHLING_FOLDER_ID"] # e.g. fld_abc123
benchling = Benchling(
url=tenant_url,
auth_method=ApiKeyAuth(api_key),
)
# 1) Create a DNA sequence in the Registry (unregistered unless entity_registry_id is provided)
created_seq = benchling.dna_sequences.create(
DnaSequenceCreate(
name="Example Plasmid",
bases="ATCGATCG",
is_circular=True,
folder_id=folder_id,
)
)
print("Created DNA sequence:", created_seq.id, created_seq.name)
# 2) List DNA sequences (generator yields pages)
print("\nListing DNA sequences (first page):")
pages = benchling.dna_sequences.list()
first_page = next(iter(pages))
for seq in first_page:
print("-", seq.id, seq.name)
# 3) Create an ELN entry
entry = benchling.entries.create(
EntryCreate(
name="Example Experiment Entry",
folder_id=folder_id,
)
)
print("\nCreated ELN entry:", entry.id, entry.name)
if __name__ == "__main__":
main()Run:
export BENCHLING_TENANT_URL="https://your-tenant.benchling.com"
export BENCHLING_API_KEY="your_api_key"
export BENCHLING_FOLDER_ID="fld_abc123"
python benchling_example.pyfrom benchling_sdk.benchling import Benchling
from benchling_sdk.auth.api_key_auth import ApiKeyAuth
benchling = Benchling(
url="https://your-tenant.benchling.com",
auth_method=ApiKeyAuth("your_api_key"),
)from benchling_sdk.benchling import Benchling
from benchling_sdk.auth.client_credentials_oauth2 import ClientCredentialsOAuth2
auth_method = ClientCredentialsOAuth2(
client_id="your_client_id",
client_secret="your_client_secret",
)
benchling = Benchling(
url="https://your-tenant.benchling.com",
auth_method=auth_method,
)DnaSequenceCreate.fields() helper.from benchling_sdk.models import DnaSequenceCreate
sequence = benchling.dna_sequences.create(
DnaSequenceCreate(
name="My Plasmid",
bases="ATCGATCG",
is_circular=True,
folder_id="fld_abc123",
schema_id="ts_abc123", # optional
fields=benchling.models.fields({"gene_name": "GFP"}),
)
)entity_registry_id and naming_strategy should not be used together.sequence = benchling.dna_sequences.create(
DnaSequenceCreate(
name="My Plasmid",
bases="ATCGATCG",
is_circular=True,
folder_id="fld_abc123",
entity_registry_id="src_abc123",
naming_strategy="NEW_IDS", # do not combine with entity_registry_id per source note
)
)from benchling_sdk.models import DnaSequenceUpdate
updated = benchling.dna_sequences.update(
sequence_id="seq_abc123",
dna_sequence=DnaSequenceUpdate(
name="Updated Plasmid Name",
fields=benchling.models.fields({"gene_name": "mCherry"}),
),
)estimated_count().sequences = benchling.dna_sequences.list()
for page in sequences:
for seq in page:
print(seq.name, seq.id)
total = sequences.estimated_count()ContainerCreate, BoxCreate).from benchling_sdk.models import ContainerCreate, BoxCreate
box = benchling.boxes.create(
BoxCreate(
name="Freezer Box A1",
schema_id="box_schema_abc123",
parent_storage_id="loc_abc123",
)
)
container = benchling.containers.create(
ContainerCreate(
name="Sample Tube 001",
schema_id="cont_schema_abc123",
parent_storage_id=box.id,
fields=benchling.models.fields({"concentration": "100 ng/μL"}),
)
)
benchling.containers.transfer(
container_id=container.id,
destination_id="box_xyz789",
)from benchling_sdk.helpers.tasks import wait_for_task
result = wait_for_task(
benchling,
task_id="task_abc123",
interval_wait_seconds=2,
max_wait_seconds=300,
)from benchling_sdk.benchling import Benchling
from benchling_sdk.auth.api_key_auth import ApiKeyAuth
from benchling_sdk.retry import RetryStrategy
benchling = Benchling(
url="https://your-tenant.benchling.com",
auth_method=ApiKeyAuth("your_api_key"),
retry_strategy=RetryStrategy(max_retries=3),
)benchling_integration_result.md unless the skill documentation defines a better convention.Run this minimal verification path before full execution when possible:
No local script validation step is required for this skill.Expected output format:
Result file: benchling_integration_result.md
Validation summary: PASS/FAIL with brief notes
Assumptions: explicit list if any© aipoch, MIT. 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 4 other files (references) in scientific-skills/Other/benchling-integration of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Benchling Integration 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 |
|---|---|---|---|---|---|---|
| Benchling Integration this skillaipoch/medical-research-skills | 2k | — | ~3.4k | Automated safety check: Pass | MIT | |
| Keeper Stress AnalysisClickHouse/ClickHouse | 50k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| Perf ComparisonClickHouse/ClickHouse | 50k | — | ~3.9k | Automated safety check: Notes | Apache-2.0 | |
| Patch Release CheckClickHouse/ClickHouse | 50k | — | ~4k | Automated safety check: Notes | Apache-2.0 | |
| Clickhouse Architecture Advisorvemetric/vemetric | 394 | 2 repos | ~791 | Automated safety check: Pass | Apache-2.0 | |
| Neocarta Add Source Connectorneo4j-labs/neocarta | 146 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 |
ClickHouse/ClickHouse
Analyze ClickHouse Keeper stress-test results from play.clickhouse.com / keeperstresstests data warehouse.
ClickHouse/ClickHouse
Evaluate ClickHouse performance test results from existing CI/dashboard data or local perf.py runs.
ClickHouse/ClickHouse
Check whether ClickHouse's supported versions (last 3 majors + latest LTS) have recent stable patch releases, diagnose why the scheduled AutoReleases pipeline failed, and identify which releases…
vemetric/vemetric
MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs.
neo4j-labs/neocarta
Scaffold, build, and verify a neocarta source or format connector against the connector contract.
ClickHouse/ClickHouse
Extract the inner ELF from a ClickHouse self-extracting clickhouse binary, including when its architecture differs from the host (e.g.
aipoch/medical-research-skills
Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
aipoch/medical-research-skills
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
aipoch/medical-research-skills
A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.
aipoch/medical-research-skills
Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…
aipoch/medical-research-skills
Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.
Categories
Integrate with the Benchling R&D platform when you need to programmatically manage registry entities, inventory, ELN entries, workflows, events, or data warehouse analytics via API/SDK. Benchling Integration is an agent skill from aipoch/medical-research-skills. Integrate with the Benchling R&D platform when you need to programmatically manage registry entities, inventory, ELN entries, workflows, events, or data warehouse analytics via API/SDK.
Benchling Integration fits situations like: tasks that involve Data warehousing.
Run `npx skills add aipoch/medical-research-skills --skill benchling-integration -a claude-code`. Or copy the skill folder (scientific-skills/Other/benchling-integration in aipoch/medical-research-skills) into .claude/skills/benchling-integration in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill benchling-integration -a codex`. Or copy the skill folder (scientific-skills/Other/benchling-integration in aipoch/medical-research-skills) into .agents/skills/benchling-integration 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 aipoch/medical-research-skills --skill benchling-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/benchling-integration, .gemini/skills/benchling-integration, .github/skills/benchling-integration and .opencode/skills/benchling-integration in your project.
Going by SKILL.md and its folder, Benchling Integration needs the command-line tools its instructions call (python) and credentials named BENCHLING_API_KEY. Our summary lists: Python 3; A credential in BENCHLING_API_KEY.
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.
Benchling Integration is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.4k tokens (SKILL.md is roughly 14k 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 10k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Benchling Integration: Keeper Stress Analysis (ClickHouse/ClickHouse, 50k stars), Perf Comparison (ClickHouse/ClickHouse, 50k stars), Patch Release Check (ClickHouse/ClickHouse, 50k stars) and Clickhouse Architecture Advisor (vemetric/vemetric, 394 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,974 GitHub stars. The repository holds 567 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.