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Agent skill

Medea Therapeutic Discovery

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning.

MITAuto-check passed

Install Medea Therapeutic Discovery

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill medea-therapeutic-discovery -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills medea-therapeutic-discovery --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/medea-therapeutic-discovery .claude/skills/medea-therapeutic-discovery && 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
medea-therapeutic-discovery
GitHub stars
3.1k
Used in
1 other repo
Token cost
~416 tokens
SKILL.md length
139 words
Files
1
Skills in repo
279
Repo updated
First seen
Licence
MIT

At a glance

An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning.

  • Works in 4 steps: Research Planning: Formulates… → Code Execution: Generates and executes… → Literature Reasoning: Retrieves and… → …
  • SKILL.md covers When to Use This Skill, Core Capabilities, Workflow and Example Usage
  • Calls python3

What it does

Medea Therapeutic Discovery is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning.

Its SKILL.md is about 420 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: [{"system":"Python 3.10+"}]

The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞. The licence is MIT.

Example prompts

  • “/medea-therapeutic-discovery”

Requirements

  • Python 3
  • Compatibility (from SKILL.md): [{"system":"Python 3.10+"}]
  • Pre-approved tools (allowed-tools): run_shell_command, read_file, web_fetch

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Research Planning: Formulates step-by-step omics analysis plans.
  2. Code Execution: Generates and executes Python/R scripts for data processing.
  3. Literature Reasoning: Retrieves and synthesizes current literature.
  4. Consensus Stage: Reconciles experimental evidence with literature to propose high-confidence targets.

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 these tools, so the agent can use them without asking each time:

    • run_shell_command
    • read_file
    • web_fetch

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python3

    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.

  • Compatibility

    [{"system":"Python 3.10+"}]

    From compatibility in the SKILL.md frontmatter.

Context cost

Medea Therapeutic Discovery loads about 416 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 139 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~416

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

The full file from FreedomIntelligence/OpenClaw-Medical-Skills at commit b1f9b6e, republished under its MIT licence (© FreedomIntelligence). 139 words, ~416 tokens.

Download SKILL.mdSave it as .claude/skills/medea-therapeutic-discovery/SKILL.md (or your agent's skills folder).
name
medea-therapeutic-discovery
description
An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning.
allowed-tools
run_shell_command, read_file, web_fetch
compatibility
[{"system":"Python 3.10+"}]
license
MIT
metadata.author
Artificial Intelligence Group (Adapted from openscientist.ai)
metadata.version
1.0.0

Medea Therapeutic Discovery Agent

Medea is a multi-stage AI agent designed for therapeutic discovery, modeled after 2026 state-of-the-art open source architectures. It executes transparent, multi-step omics analyses.

When to Use This Skill

  • "Run multi-omics therapeutic discovery pipeline"
  • "Analyze omics data for novel drug targets using Medea"
  • "Perform literature reasoning and consensus reconciliation for target X"

Core Capabilities

  1. Research Planning: Formulates step-by-step omics analysis plans.
  2. Code Execution: Generates and executes Python/R scripts for data processing.
  3. Literature Reasoning: Retrieves and synthesizes current literature.
  4. Consensus Stage: Reconciles experimental evidence with literature to propose high-confidence targets.

Workflow

  1. Step 1: Initialize Medea agent with target disease or omics dataset.
  2. Step 2: Execute the multi-stage pipeline across planning, coding, literature review, and consensus validation.

Example Usage

User: "Run Medea analysis on the provided breast cancer multi-omics dataset."

Agent Action:

bash
python3 -m medea.agent --dataset breast_cancer_omics.h5ad --mode full_discovery

© FreedomIntelligence, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/medea-therapeutic-discovery of FreedomIntelligence/OpenClaw-Medical-Skills.

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

Medea Therapeutic Discovery 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.

Medea Therapeutic Discovery compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Medea Therapeutic Discovery this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~416Automated safety check: PassMIT
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Debugging Executionsn8n-io/n8n207k—~2.6kAutomated safety check: PassCustom licence
Ulw Executecode-yeongyu/oh-my-openagent70k—~6.3kAutomated safety check: PassCustom licence
Executebrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~370Automated safety check: NotesCustom licence
Safe SQL Executionsupabase/supabase111k—~4.2kAutomated safety check: PassApache-2.0

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Questions about Medea Therapeutic Discovery

What does Medea Therapeutic Discovery do?

An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning. Medea Therapeutic Discovery is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. An AI agent for therapeutic discovery that executes transparent, multi-step omics analyses including research planning, code execution, and literature reasoning.

How do I install Medea Therapeutic Discovery in Claude Code?

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

How do I install Medea Therapeutic Discovery in Codex?

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

Can I use Medea Therapeutic Discovery 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 medea-therapeutic-discovery -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/medea-therapeutic-discovery, .gemini/skills/medea-therapeutic-discovery, .github/skills/medea-therapeutic-discovery and .opencode/skills/medea-therapeutic-discovery in your project.

What does Medea Therapeutic Discovery need to run?

Going by SKILL.md and its folder, Medea Therapeutic Discovery needs the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: run_shell_command, read_file, web_fetch. Compatibility (from SKILL.md): [{"system":"Python 3.10+"}].

Does Medea Therapeutic Discovery 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 Medea Therapeutic Discovery 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 Medea Therapeutic Discovery use?

Medea Therapeutic Discovery 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 Medea Therapeutic Discovery use?

About 416 tokens (SKILL.md is roughly 1.7k 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 Medea Therapeutic Discovery?

Skills that share tags, products or a category with Medea Therapeutic Discovery: Execute (alirezarezvani/claude-skills, 28k stars), Debugging Executions (n8n-io/n8n, 207k stars), Ulw Execute (code-yeongyu/oh-my-openagent, 70k stars) and Execute (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Medea Therapeutic Discovery?

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.