Pathml
davila7/claude-code-templates
Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data.
A skill your agent uses when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables…
Install Ppi Network Analysis
$ npx skills add aipoch/medical-research-skills --skill ppi-network-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills ppi-network-analysis --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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .claude/skills/ppi-network-analysis && 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 "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .claude/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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/awesome-med-research-skills/Data%20Analysis/ppi-network-analysisType 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 ppi-network-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills ppi-network-analysis --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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .agents/skills/ppi-network-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .agents/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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 ppi-network-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills ppi-network-analysis --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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .cursor/skills/ppi-network-analysis && 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 "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .cursor/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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 'awesome-med-research-skills/Data Analysis/ppi-network-analysis'--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 ppi-network-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills ppi-network-analysis --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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .gemini/skills/ppi-network-analysis && 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 "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .gemini/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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 ppi-network-analysisInstalls 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 ppi-network-analysis -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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .github/skills/ppi-network-analysis && 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 "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .github/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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 ppi-network-analysis -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 ppi-network-analysis --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/'awesome-med-research-skills/Data Analysis/ppi-network-analysis' .opencode/skills/ppi-network-analysis && 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 "ppi-network-analysis" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Data%20Analysis/ppi-network-analysis into .opencode/skills/ppi-network-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppi-network-analysis", 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
ppi-network-analysis- GitHub stars
- 2k
- Token cost
- ~2.2k tokens
- SKILL.md length
- 883 words
- Files
- 29 (incl. scripts, references)
- Skills in repo
- 567
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables…
- You need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache
- SKILL.md covers When to Read External Files, Usage, Arguments and Input Format, plus 3 more sections
- Runs R scripts from its folder
- Export node and edge tables
What it does
Ppi Network Analysis is an agent skill from aipoch/medical-research-skills. Use when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables, and render a reproducible PDF network plot. NOT for online API fetching, arbitrary graph databases, multi-omics integration, or non-STRING interaction sources.
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 31 other files, including scripts and reference files (for example `eval_report_ppi-network-analysis_result.json`, `references/algorithm.md` and `references/cli-guide.md`).
It sits in Documents & Office. 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.
When your agent uses it
- You need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache
- Export node and edge tables
- Render a reproducible PDF network plot
Example prompts
- “/ppi-network-analysis”
What it can do on your machine
Read from SKILL.md and the folder at commit 686e09d. 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
Ships 7 files in scripts/ (R, from the files we listed), which the agent can run.
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
Ppi Network Analysis loads about 2.2k tokens when it runs, and up to ~49.1M if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 883 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); the scripts in this folder are not scanned.
SKILL.md
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 883 words, ~2,244 tokens.
Download SKILL.mdSave it as
.claude/skills/ppi-network-analysis/SKILL.md (or your agent's skills folder). This skill also uses 28 other files; get the full folder from GitHub.- name
- ppi-network-analysis
- description
- Use when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables, and render a reproducible PDF network plot. NOT for online API fetching, arbitrary graph databases, multi-omics integration, or non-STRING interaction sources.
- license
- MIT
- author
- AIPOCH
PPI Network Analysis
When to Read External Files
| Situation | File to Read | Purpose |
|---|---|---|
| Need algorithm details | references/algorithm.md | Explain local STRING mapping, interaction filtering, network metrics, and plot interpretation |
| Need to execute the analysis | scripts/main.R | Run the CLI entry point with a complete Rscript command |
| Encounter an error | references/troubleshooting.md | Map standardized error codes to causes and fixes |
| Need CLI examples or baseline usage | references/cli-guide.md | Review installation notes, offline cache requirements, and runnable examples |
| Need a runnable smoke test | tests/data/ | Use the bundled small gene list for verification |
Usage
Rscript scripts/main.R \
--genelist_file ./input/gene_list.csv \
--species human \
--threshold 700 \
--output_dir output/basic-run \
--seed 42 \
--timeout_seconds 600Rscript scripts/main.R \
--plot_only TRUE \
--output_dir output/basic-run \
--seed 42 \
--timeout_seconds 600Arguments
| Short | Long | Type | Default | Required | Description |
|---|---|---|---|---|---|
-g | --genelist_file | character | none | yes, unless --plot_only TRUE | Gene list file in CSV, TSV, TXT, or XLSX format |
-s | --species | character | none | yes, unless --plot_only TRUE | Species: human, mouse, 9606, or 10090 |
-t | --threshold | integer | none | yes, unless --plot_only TRUE | STRING combined-score threshold from 400 to 1000 |
-o | --output_dir | character | output | no | Output directory inside the skill root |
-p | --plot_only | logical | FALSE | no | Reuse output_dir/data/ppi_result.rds and regenerate the network plot |
-d | --seed | integer | 42 | no | Random seed used for layout reproducibility |
-u | --timeout_seconds | integer | 600 | no | Elapsed time limit in seconds |
--string_cache_dir | character | references/string_cache | no | Local STRING cache directory; if omitted, the bundled cache inside the skill is used | |
--string_version | character | auto | no | Preferred STRING cache version; use auto, v11.5, or v12.0 when available | |
--figure_family | character | sans | no | PDF font family: sans, serif, or mono | |
--figure_width | numeric | 12 | no | Plot width in inches | |
--figure_height | numeric | 10 | no | Plot height in inches | |
--label | character | node | no | Label mode: node or none | |
--label_size | numeric | 0.8 | no | Label size | |
--label_color | character | black | no | Label color | |
--label_dist | numeric | 0 | no | Label distance from the node center | |
--line_alpha | numeric | 1 | no | Edge alpha | |
--line_color | character | built-in palette | no | Comma-separated edge colors | |
--line_size | numeric | 0.8 | no | Base edge width | |
--line_type | character | solid | no | Edge line type; supported values in plotting are solid, dashed, or dotted | |
--mapping_link_alpha | character | value | no | Map edge alpha from interaction score: value or none | |
--mapping_link_color | character | value | no | Map edge color from interaction score: value or none | |
--mapping_link_size | character | value | no | Map edge width from interaction score: value or none | |
--mapping_node_alpha | character | none | no | Map node alpha from degree: value or none | |
--mapping_node_color | character | none | no | Map node color from degree: value or none | |
--mapping_node_size | character | value | no | Map node size from degree: value or none | |
--point_alpha | numeric | 1 | no | Node alpha | |
--point_color | character | built-in palette | no | Comma-separated node border colors | |
--point_fill | character | built-in palette | no | Comma-separated node fill colors | |
--point_shape | character | circle | no | Node shape: circle or square | |
--point_size | numeric | 12 | no | Base node size | |
--style_layout | character | nicely | no | Layout style: kk, fr, nicely, circle, star, grid, or randomly | |
--style_line | character | straight | no | Edge style: straight or curve | |
--theme_size | numeric | 0.8 | no | Theme size placeholder retained for compatibility | |
--title | character | empty | no | Main plot title |
Input Format
Supported input types
--genelist_file accepts the following formats:
.csv.tsv.txt.xlsx
Show full SKILL.md (399 more words)Show less
Gene list parsing rules
- Plain-text
.txtfiles can be provided as one gene symbol per line without a header. - For
.csv,.tsv, and.xlsx, the tool automatically selects a likely gene column. - Preferred column names include:
gene,genes,genename,genesymbol,symbol,hgnc,hgncsymbol,mgi,ensembl,ensemblgeneid,geneid, andid. - If no standard gene column name is found, the tool falls back to the column with the strongest non-numeric signal.
- Values may contain multiple genes separated by commas, semicolons, pipes, tabs, or spaces; these are split automatically.
- Empty inputs, unsupported file extensions, or inputs with no parsable genes will raise a
SKILL_EMPTY_DATAorSKILL_INVALID_PARAMETERerror.
Minimal examples
TXT example
TP53
EGFR
BRCA1
MYCCSV example
gene
TP53
EGFR
BRCA1
MYCOutput Files
| File | Format | Description |
|---|---|---|
data/ppi_result.rds | RDS | Serialized PPI bundle with mappings, interactions, nodes, summary, and metadata |
table/ppi_network_edges.xlsx | XLSX | Edge table with from, to, and combined_score |
table/ppi_network_nodes.xlsx | XLSX | Node table with gene, degree, betweenness, and closeness |
table/ppi_summary.csv | CSV | Summary metrics for input genes, mapped genes, unmapped genes, nodes, edges, and threshold |
plot/ppi_network_plot.pdf | Rendered PPI network plot from the local STRING interaction graph | |
session_info.txt | TXT | R version, platform, and package version information |
Error Handling
| Error Code | Meaning | How to Fix |
|---|---|---|
SKILL_FILE_NOT_FOUND | Input gene list, STRING cache directory, required cache files, or data/ppi_result.rds in plot-only mode was not found | Confirm the path exists, required cache files are present, and run a full analysis before --plot_only TRUE |
SKILL_EMPTY_DATA | No valid genes were parsed, no genes mapped to STRING, fewer than two mapped STRING IDs remained, no interactions passed filtering, or the interaction table was empty for plotting | Check that the input is not empty, verify gene symbols are supported by the local STRING cache, and lower the threshold if the network is too sparse |
SKILL_INVALID_PARAMETER | A required argument is missing, a numeric value is out of range, an unsupported choice was supplied, the output path is invalid, or the input extension is unsupported | Recheck the parameter value and allowed choices, especially --species, --threshold, mapping options, plot options, and output paths |
SKILL_MISSING_COLUMNS | Required columns were not found in a STRING cache table | Confirm the local aliases, info, and links files are valid STRING cache files with expected columns |
SKILL_PACKAGE_NOT_FOUND | Required R packages are not installed | Install the missing packages listed in the error message before rerunning |
Detailed fixes and troubleshooting steps: READ references/troubleshooting.md
Testing
Smoke test with bundled data
Rscript scripts/main.R \
--genelist_file tests/data/gene_list.csv \
--species human \
--threshold 700 \
--output_dir tests/output/basic-runPlot-only regeneration test
Rscript scripts/main.R \
--plot_only TRUE \
--output_dir tests/output/basic-run \
--seed 42Expected outputs after test
tests/output/basic-run/data/ppi_result.rdstests/output/basic-run/table/ppi_network_edges.xlsxtests/output/basic-run/table/ppi_network_nodes.xlsxtests/output/basic-run/table/ppi_summary.csvtests/output/basic-run/plot/ppi_network_plot.pdftests/output/basic-run/session_info.txt
© aipoch, 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 28 other files (scripts, references) in awesome-med-research-skills/Data Analysis/ppi-network-analysis of aipoch/medical-research-skills.
- SKILL.md
- eval_report_ppi-network-analysis_result.json
- references/algorithm.md
- references/cli-guide.md
- references/string_cache/10090.protein.aliases.v11.5.txt.gz
- references/string_cache/10090.protein.info.v11.5.txt.gz
- references/string_cache/10090.protein.links.v11.5.txt.gz
- references/string_cache/9606.protein.aliases.v11.5.txt.gz
- references/string_cache/9606.protein.info.v11.5.txt.gz
- references/string_cache/9606.protein.links.v11.5.txt.gz
- references/troubleshooting.md
- scripts/cli_options.R
- scripts/core_option_groups.R
- scripts/functions.R
- scripts/io.R
- scripts/main.R
- scripts/option_validation.R
- scripts/path_utils.R
- … and 11 more
Open the folder on GitHubat commit 686e09d
Compare with similar skills
Ppi Network Analysis 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 |
|---|---|---|---|---|---|---|
| Ppi Network Analysis this skillaipoch/medical-research-skills | 2k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Pathmldavila7/claude-code-templates | 32k | 12 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Research Writingalfonso0512/research-writing-skill | 487 | 1 repos | ~818 | Automated safety check: Pass | MIT | |
| Paper WritingMLNLP-World/Paper-Writing-Tips | 4.7k | — | ~630 | Automated safety check: Pass | None | |
| PaperjurySpark-To-Paper-Skills/paperjury | 1.2k | — | ~5.3k | Automated safety check: Pass | MIT | |
| Literature Surveyai4s-research/ai4s-skills | 237 | 2 repos | ~2k | Automated safety check: Pass | MIT |
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Related
Questions about Ppi Network Analysis
What does Ppi Network Analysis do?
A skill your agent uses when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables…. Ppi Network Analysis is an agent skill from aipoch/medical-research-skills. Use when you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache, export node and edge tables, and render a reproducible PDF network plot.
When should I use Ppi Network Analysis?
Ppi Network Analysis fits situations like: you need a standardized R CLI workflow to build a protein-protein interaction network from a local gene list and an offline STRING cache; export node and edge tables; render a reproducible PDF network plot.
How do I install Ppi Network Analysis in Claude Code?
Run `npx skills add aipoch/medical-research-skills --skill ppi-network-analysis -a claude-code`. Or copy the skill folder (awesome-med-research-skills/Data Analysis/ppi-network-analysis in aipoch/medical-research-skills) into .claude/skills/ppi-network-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Ppi Network Analysis in Codex?
Run `npx skills add aipoch/medical-research-skills --skill ppi-network-analysis -a codex`. Or copy the skill folder (awesome-med-research-skills/Data Analysis/ppi-network-analysis in aipoch/medical-research-skills) into .agents/skills/ppi-network-analysis in your project. Codex loads it when a task matches its description.
Can I use Ppi Network Analysis 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 aipoch/medical-research-skills --skill ppi-network-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ppi-network-analysis, .gemini/skills/ppi-network-analysis, .github/skills/ppi-network-analysis and .opencode/skills/ppi-network-analysis in your project.
What does Ppi Network Analysis need to run?
Going by SKILL.md and its folder, Ppi Network Analysis needs R for the scripts in its folder.
Does Ppi Network Analysis 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 Ppi Network Analysis 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Ppi Network Analysis use?
Ppi Network Analysis is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ppi Network Analysis use?
About 2.2k tokens (SKILL.md is roughly 9k 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 49.1M tokens, read only when the agent opens those files.
What are the alternatives to Ppi Network Analysis?
Skills that share tags, products or a category with Ppi Network Analysis: Pathml (davila7/claude-code-templates, 32k stars), Research Writing (alfonso0512/research-writing-skill, 487 stars), Paper Writing (MLNLP-World/Paper-Writing-Tips, 4.7k stars) and Paperjury (Spark-To-Paper-Skills/paperjury, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ppi Network Analysis?
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.