Agent skill

Bio Immunoinformatics Tcr Epitope Binding

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition.

No licenceAuto-check passedAI & LLM Engineering

Install Bio Immunoinformatics Tcr Epitope Binding

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-immunoinformatics-tcr-epitope-binding -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-immunoinformatics-tcr-epitope-binding --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio-immunoinformatics-tcr-epitope-binding .claude/skills/bio-immunoinformatics-tcr-epitope-binding && rm -rf skills-src

Use ~/.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/

Facts

Skill name
bio-immunoinformatics-tcr-epitope-binding
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.1k tokens
SKILL.md length
172 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition.

  • Analyzing TCR repertoire specificity
  • SKILL.md covers Version Compatibility, ERGO-II Model, TCR Input Format and Predict TCR-Epitope Binding, plus 4 more sections
  • Runs Python scripts from its folder; calls pip; reaches github.com and vdjdb.cdr3.net
  • Identifying antigen-reactive T-cells

What it does

Bio Immunoinformatics Tcr Epitope Binding is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition. Match TCRs to their cognate epitopes or predict TCR targets. Use when analyzing TCR repertoire specificity or identifying antigen-reactive T-cells.

Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/tcr_epitope.py` and `usage-guide.md`).

It sits in AI & LLM Engineering, covering Deep learning. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Analyzing TCR repertoire specificity
  • Identifying antigen-reactive T-cells

Example prompts

  • “/bio-immunoinformatics-tcr-epitope-binding”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit b1f9b6e. 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 script files (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • pip

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com
    • vdjdb.cdr3.net

    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

Bio Immunoinformatics Tcr Epitope Binding loads about 2.1k tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 172 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~75
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 172 words (~2,076 tokens).

“Reference examples tested with: MiXCR 4.6+, numpy 1.26+, pandas 2.2+, scikit-learn 1.4+, scipy 1.12+”

— opening of SKILL.md by FreedomIntelligence
name
bio-immunoinformatics-tcr-epitope-binding
tool_type
python
primary_tool
ERGO-II

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-immunoinformatics-tcr-epitope-binding of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/tcr_epitope.py
  • usage-guide.md

Open the folder on GitHubat commit b1f9b6e

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Bio Immunoinformatics Tcr Epitope Binding 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.

Bio Immunoinformatics Tcr Epitope Binding compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Immunoinformatics Tcr Epitope Binding this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.1kAutomated safety check: PassNone
Add Uint Supportpytorch/pytorch104k2 repos~2.3kAutomated safety check: PassCustom licence
Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs13k8 repos~3.3kAutomated safety check: PassMIT
Add Oponnx/onnx22k—~1.2kAutomated safety check: PassApache-2.0
CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs13k7 repos~1.7kAutomated safety check: PassMIT
Add Function Bodyonnx/onnx22k—~1.1kAutomated safety check: PassApache-2.0

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Questions about Bio Immunoinformatics Tcr Epitope Binding

What does Bio Immunoinformatics Tcr Epitope Binding do?

Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition. Bio Immunoinformatics Tcr Epitope Binding is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition.

When should I use Bio Immunoinformatics Tcr Epitope Binding?

Bio Immunoinformatics Tcr Epitope Binding fits situations like: analyzing TCR repertoire specificity; identifying antigen-reactive T-cells.

How do I install Bio Immunoinformatics Tcr Epitope Binding in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-immunoinformatics-tcr-epitope-binding -a claude-code`. Or copy the skill folder (skills/bio-immunoinformatics-tcr-epitope-binding in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-immunoinformatics-tcr-epitope-binding in your project. Claude Code loads it when a task matches its description.

How do I install Bio Immunoinformatics Tcr Epitope Binding in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-immunoinformatics-tcr-epitope-binding -a codex`. Or copy the skill folder (skills/bio-immunoinformatics-tcr-epitope-binding in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-immunoinformatics-tcr-epitope-binding in your project. Codex loads it when a task matches its description.

Can I use Bio Immunoinformatics Tcr Epitope Binding 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-immunoinformatics-tcr-epitope-binding -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bio-immunoinformatics-tcr-epitope-binding, .gemini/skills/bio-immunoinformatics-tcr-epitope-binding, .github/skills/bio-immunoinformatics-tcr-epitope-binding and .opencode/skills/bio-immunoinformatics-tcr-epitope-binding in your project.

What does Bio Immunoinformatics Tcr Epitope Binding need to run?

Going by SKILL.md and its folder, Bio Immunoinformatics Tcr Epitope Binding needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.

Does Bio Immunoinformatics Tcr Epitope Binding access the network?

SKILL.md names 2 domains. In commands or code: github.com and vdjdb.cdr3.net; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Bio Immunoinformatics Tcr Epitope Binding 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 Bio Immunoinformatics Tcr Epitope Binding use?

No licence was found for Bio Immunoinformatics Tcr Epitope Binding or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Bio Immunoinformatics Tcr Epitope Binding use?

About 2.1k tokens (SKILL.md is roughly 8.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Bio Immunoinformatics Tcr Epitope Binding?

Skills that share tags, products or a category with Bio Immunoinformatics Tcr Epitope Binding: Add Uint Support (pytorch/pytorch, 104k stars), Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars), Add Op (onnx/onnx, 22k stars) and CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bio Immunoinformatics Tcr Epitope Binding?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,053 GitHub stars. The repository holds 279 skills in this directory. The repository was last updated on July 21, 2026.

Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.