Gget
davila7/claude-code-templates
CLI/Python toolkit for rapid bioinformatics queries. An agent skill from davila7/claude-code-templates.
Workflow for fixing or changing RNAlysis code that talks to an EXTERNAL WEB SERVICE — UniProt, Ensembl, PANTHER, PhylomeDB, OrthoInspector, KEGG, or GO.
$ npx skills add GuyTeichman/RNAlysis --skill external-api-change -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GuyTeichman/RNAlysis external-api-change --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/GuyTeichman/RNAlysis.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/external-api-change .claude/skills/external-api-change && 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 "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .claude/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-changeType 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 GuyTeichman/RNAlysis --skill external-api-change -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GuyTeichman/RNAlysis external-api-change --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GuyTeichman/RNAlysis.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/external-api-change .agents/skills/external-api-change && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .agents/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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 GuyTeichman/RNAlysis --skill external-api-change -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GuyTeichman/RNAlysis external-api-change --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GuyTeichman/RNAlysis.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/external-api-change .cursor/skills/external-api-change && 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 "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .cursor/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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/GuyTeichman/RNAlysis.git --path .claude/skills/external-api-change--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 GuyTeichman/RNAlysis --skill external-api-change -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GuyTeichman/RNAlysis external-api-change --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GuyTeichman/RNAlysis.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/external-api-change .gemini/skills/external-api-change && 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 "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .gemini/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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 GuyTeichman/RNAlysis external-api-changeInstalls 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 GuyTeichman/RNAlysis --skill external-api-change -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GuyTeichman/RNAlysis.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/external-api-change .github/skills/external-api-change && 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 "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .github/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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 GuyTeichman/RNAlysis --skill external-api-change -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GuyTeichman/RNAlysis external-api-change --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GuyTeichman/RNAlysis.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/external-api-change .opencode/skills/external-api-change && 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 "external-api-change" agent skill from https://github.com/GuyTeichman/RNAlysis/tree/development/.claude/skills/external-api-change into .opencode/skills/external-api-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-api-change", 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.
external-api-changeWorkflow for fixing or changing RNAlysis code that talks to an EXTERNAL WEB SERVICE — UniProt, Ensembl, PANTHER, PhylomeDB, OrthoInspector, KEGG, or GO.
External API Change is an agent skill from GuyTeichman/RNAlysis. Workflow for fixing or changing RNAlysis code that talks to an EXTERNAL WEB SERVICE — UniProt, Ensembl, PANTHER, PhylomeDB, OrthoInspector, KEGG, or GO. Use before touching rnalysis/utils/io.py or its callers (enrichment.py, enrichmentrunner.py, ontology.py) to fix a broken/changed API, handle a format change, or add a new call to one of these services. Also use when asked to "capture a fixture for an external API", "the GO/UniProt/Ensembl/PANTHER/KEGG/ PhylomeDB/OrthoInspector integration broke", or "mock an…
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Bioinformatics. It works with Ensembl and UniProt. The repository describes itself as: Analyze your RNA sequencing data without writing a single line of code. The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 0c70cc2. 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:
pythonpytestFrom 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:
rest.uniprot.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.
External API Change loads about 1.8k tokens when it runs. Until then it costs about 168 tokens; SKILL.md has 938 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 GuyTeichman/RNAlysis at commit 0c70cc2, republished under its MIT licence (© GuyTeichman). 938 words, ~1,840 tokens.
.claude/skills/external-api-change/SKILL.md (or your agent's skills folder).This is, by the project's own account, the most fragile part of the codebase (see
CLAUDE.md gotchas and .claude/context.md fragile spots #1). UniProt, Ensembl, PANTHER,
PhylomeDB, OrthoInspector, KEGG, and GO change response formats, rename fields, and go down
without notice — all outside RNAlysis' control. The relevant code lives in
rnalysis/utils/io.py (async aiohttp + tenacity retries + aiolimiter rate limiting +
response caches) and its callers: enrichment.py, utils/enrichment_runner.py,
utils/ontology.py.
Real precedents worth knowing before you start: OrthoInspector relocated its whole API to
api.bigest-icube.fr; Ensembl silently dropped cross-division ortholog data (worm→human now
returns nothing); PANTHER can return an empty HTTP 200 body instead of an error. None of these
were visible from reading old code — each needed a live check.
This is TDD like everything else in the repo, with one twist: step 1 happens before you write any test, because you cannot write an honest test against a service whose current behavior you haven't confirmed.
Use this skill for any change to code that issues a request to one of the six services above, or
adds a new one. Skip it for CLI-tool bridges (kallisto/bowtie2/cutadapt/R) — those have their own
fragility (see CLAUDE.md's R/permissions gotcha and .claude/workflows.md's R-bridge workflow)
but aren't a web-API problem.
Do not trust the existing code, your training data, or memory of "how this API works" — these
services change often enough that stale assumptions are the #1 way this class of fix goes wrong.
Before touching io.py or its callers:
research skill to investigate and record what you found.Write down what you found (in the PR description at minimum) — the next person debugging this service needs that evidence trail, not just the resulting diff.
io.py scaffolding; degrade gracefullyKeep the existing resilience layers intact while you fix the specific breakage:
tenacity retry decorators around the request.aiolimiter rate limiting (services like UniProt idmapping throttle hard; CI already hits
this — see the CI note below).A changed or dead service must never crash the app. If the new response shape can't be
parsed, fail toward an empty/partial result with a clear, user-facing message — not an unhandled
exception. This is a non-programmer-facing GUI (per CLAUDE.md); a stack trace is not an
acceptable failure mode for "PANTHER is down today."
Tests must never depend on the live service (flaky by construction, and CI's network tier is narrow — see below). Capture one:
python packaging/snapshot_api_payload.py https://rest.uniprot.org/idmapping/status/abc123
python packaging/snapshot_api_payload.py https://api.example.org/search \
--param query=BRCA1 --header "Accept: application/json" \
--out tests/test_files/example_search_response.jsonThis provider-neutral helper does a plain GET and writes the raw response body byte-for-byte to
tests/test_files/ (default) or --out, deriving a filename from the URL when you don't name
one. Run python packaging/snapshot_api_payload.py --help for the full option list. It makes a
real live request — run it locally/by hand where you have network, not in a sandboxed or
offline environment. It does not itself write or run any test; it only produces the fixture file.
Then write the test in the matching tests/test_*.py (test_io.py for most of these) mocking
the HTTP layer against that fixture. The repo's established convention is requests_mock for
synchronous requests calls (see the many with requests_mock.Mocker() as m: blocks already in
tests/test_io.py) — match whichever HTTP client (requests vs aiohttp) the code under test
actually uses, and mock at that layer.
Red → green → refactor from here as usual: write the failing test against the captured fixture, make it pass, clean up, run the module's test file.
Read tests/conftest.py and .github/workflows/build_ci.yml if you need the exact current
rules; as of this writing:
tests/conftest.py auto-assigns test_io.py to the integration_net tier (network/web-API
tests), a leaf tier under the integration umbrella marker. A test elsewhere gets the same tier
automatically if it carries a skipif whose reason mentions "available" (the live-network tests
scattered through test_enrichment.py etc.).build_ci.yml runs the integration_net tier on exactly one matrix cell — ubuntu-latest
/ Python 3.13 — out of the full 3 OS × 3 Python matrix; the other 8 cells skip that step
outright (the comment in the workflow explains why: avoiding 9x redundant load on rate-limited
services). A network-tier red is a 1-of-1 failure, not a 1-of-9 flake — don't wave it off
as "just one matrix cell."pytest -m integration_net tests/test_io.py if you have network access;
otherwise say plainly in the PR that you could not run it (per CLAUDE.md rule 1).research skill), not just re-read the old code.io.py's retry/rate-limit/cache scaffolding is intact; a broken/changed/down service degrades
to an empty or partial result with a clear message, never an uncaught crash.tests/test_files/ (via snapshot_api_payload.py or
equivalent) and the test mocks against it — no test in the suite depends on the live service to
pass.integration_net if you had network, and said so plainly
if you didn't.CLAUDE.md rule 3 (plan-first) before combining the two.© GuyTeichman, 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 .claude/skills/external-api-change of GuyTeichman/RNAlysis.
Open the folder on GitHubat commit 0c70cc2
External API Change 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 |
|---|---|---|---|---|---|---|
| External API Change this skillGuyTeichman/RNAlysis | 140 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Ggetdavila7/claude-code-templates | 32k | 11 repos | ~6.3k | Automated safety check: Pass | MIT | |
| Bulkrna Geneid MappingTianGzlab/OmicsClaw | 161 | — | ~1k | Automated safety check: Pass | MIT | |
| Tooluniverse Phylogeneticswu-yc/LabClaw | 1.1k | 2 repos | ~4.2k | Automated safety check: Pass | None | |
| Tooluniverse Rnaseq Deseq2wu-yc/LabClaw | 1.1k | 2 repos | ~4.5k | Automated safety check: Pass | None | |
| Ggetaipoch/medical-research-skills | 2k | — | ~816 | Automated safety check: Pass | MIT |
davila7/claude-code-templates
CLI/Python toolkit for rapid bioinformatics queries. An agent skill from davila7/claude-code-templates.
TianGzlab/OmicsClaw
Load when converting gene identifiers between Ensembl, Entrez, and HGNC symbol in a bulk RNA-seq count matrix.
wu-yc/LabClaw
Production-ready phylogenetics and sequence analysis skill for alignment processing, tree analysis, and evolutionary metrics.
wu-yc/LabClaw
Production-ready RNA-seq differential expression analysis using PyDESeq2.
aipoch/medical-research-skills
Unified CLI/Python interface for querying genomic, proteomic, structure, and expression data across 20+ bioinformatics databases; use when you need fast, scriptable retrieval by gene/protein IDs or…
jaechang-hits/SciAgent-Skills
Unified Python interface to 40+ bioinformatics web services: UniProt proteins, KEGG pathways, ChEMBL/ChEBI/PubChem, BLAST, cross-database ID mapping, GO annotations, PPI.
GuyTeichman/RNAlysis
Capture and attach RNAlysis GUI screenshots to a PR whenever a change makes a VISIBLE difference to a GUI dialog.
GuyTeichman/RNAlysis
Make RNAlysis code faster while proving the output does not change.
Categories
Workflow for fixing or changing RNAlysis code that talks to an EXTERNAL WEB SERVICE — UniProt, Ensembl, PANTHER, PhylomeDB, OrthoInspector, KEGG, or GO. External API Change is an agent skill from GuyTeichman/RNAlysis. Workflow for fixing or changing RNAlysis code that talks to an EXTERNAL WEB SERVICE — UniProt, Ensembl, PANTHER, PhylomeDB, OrthoInspector, KEGG, or GO.
External API Change fits situations like: asked to capture a fixture for an external API; the GO/UniProt/Ensembl/PANTHER/KEGG/ PhylomeDB/OrthoInspector integration broke; mock an external service in a test.
Run `npx skills add GuyTeichman/RNAlysis --skill external-api-change -a claude-code`. Or copy the skill folder (.claude/skills/external-api-change in GuyTeichman/RNAlysis) into .claude/skills/external-api-change in your project. Claude Code loads it when a task matches its description.
Run `npx skills add GuyTeichman/RNAlysis --skill external-api-change -a codex`. Or copy the skill folder (.claude/skills/external-api-change in GuyTeichman/RNAlysis) into .agents/skills/external-api-change 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 GuyTeichman/RNAlysis --skill external-api-change -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-api-change, .gemini/skills/external-api-change, .github/skills/external-api-change and .opencode/skills/external-api-change in your project.
Going by SKILL.md and its folder, External API Change needs the command-line tools its instructions call (python and pytest). Our summary lists: Python 3.
SKILL.md names 1 domain. In commands or code: rest.uniprot.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.
External API Change is published under the MIT 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 7.4k 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 External API Change: Gget (davila7/claude-code-templates, 32k stars), Bulkrna Geneid Mapping (TianGzlab/OmicsClaw, 161 stars), Tooluniverse Phylogenetics (wu-yc/LabClaw, 1.1k stars) and Tooluniverse Rnaseq Deseq2 (wu-yc/LabClaw, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
GuyTeichman (a GitHub user) maintains it in GuyTeichman/RNAlysis, which has 140 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on September 28, 2026.
Source: GuyTeichman/RNAlysis on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.