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ClaudSkills / Science & Research / math-stats

Forage Solutions

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debugging with no obvious root cause requiring parallel hypothesis investigation, or when previous attempts have converged prematurely on a suboptimal approach.

About this skill (catalog notes)

Forage Solutions includes pricing or quota commentary; at least one code block. At roughly 1,610 words the SKILL.md is on the longer end of the catalog distribution.

Source
pjt222.github.io/agent-almanac
License
MIT
Original author
pjt222
Indexed lastmod
Catalog position
Science & Research · math-stats
Indexed related skills
10

How Forage Solutions fits the catalog

Forage Solutions sits in the Science & Research category under the math-stats sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Explore a solution space using ant colony optimization principles — deploying independent hypotheses as scouts, reinforcing promising approaches through evidence, detecting diminishing returns, and knowing when to abandon a strategy and explore elsewhere.

What this skill does

Forage Solutions is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/forage-solutions/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debugging with no obvious root cause requiring parallel hypothesis investigation, or when previous attempts have converged prematurely on a suboptimal approach.

Who uses this skill

The Forage Solutions Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 94,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/forage-solutions
curl -L https://claudskills.com/skills/forage-solutions/SKILL.md \
  -o ~/.claude/skills/forage-solutions/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/forage-solutions/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/forage-solutions/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\forage-solutions\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Forage Solutions Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/forage-solutions/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Forage Solutions skill do?
AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a strategy. Use when facing a problem with multiple plausible approaches and no clear winner, when the first approach is not working but alternatives are unclear, when debugging with no obvious root cause requiring parallel hypothesis investigation, or when previous attempts have converged prematurely on a suboptimal approach.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Forage Solutions skill?
Use Forage Solutions when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Forage Solutions" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Forage Solutions skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Forage Solutions is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
pjt222. (2026). Forage Solutions [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/forage-solutions/
BibTeX
@misc{forage-solutions-2026,
  author    = {pjt222},
  title     = {Forage Solutions [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/forage-solutions/}
}

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