project-idea-validator

project-idea-validator is a skill for Claude Code, Codex from tinyfish-io/tinyfish-cookbook. It costs 139 tokens per session (1,848 once invoked), scanned B, original, MIT.

A research workflow for checking whether a proposed software project already exists on GitHub and Dev.to, a developer publishing and discussion site. It uses live searches to assess existing projects, maturity, and gaps.

In plain words
What is it for?
Use it when a developer wants to validate a project idea, find comparable repositories and articles, and produce a gap analysis. It first checks that the required TinyFish command-line tool is installed and authenticated.
Why use it?
It reduces the risk of building something that already exists without understanding its alternatives. It also identifies where an idea may still have a useful opening.

Skill for Claude CodeCodex

About the project

TinyFish Cookbook is a collection of example applications, recipes, and automations built with TinyFish, a web service that lets AI agents search the live web, read pages, and perform browser-based tasks. Developers use it to learn how to build web agents and connect them with workflows such as research, monitoring, and data collection. The catalogue entries provide agent skills and integrations for working with these examples and TinyFish endpoints.

tinyfish-io/tinyfish-cookbook · 2,150 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/tinyfish-io/tinyfish-cookbook/project-idea-validator-skill
Any agent
npx skills add tinyfish-io/tinyfish-cookbook --skill project-idea-validator-skill
Clone the repo
git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for project-idea-validator

README.md
[![agentmods](https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/project-idea-validator-skill.svg)](https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/project-idea-validator-skill)
Your own site
<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/project-idea-validator-skill"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/project-idea-validator-skill.svg" alt="Measured on agentmods" height="20"></a>
Per session 139 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,848 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00139 $0.01848
Opus 5 $0.00069 $0.00924
Sonnet 5 $0.00028 $0.00370
Haiku 4.5 $0.00014 $0.00185

Measured 5d ago against content hash e1824dafc8b8, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade B, and why

project-idea-validator scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

> **Option 5 — Claude Code settings:** Add to `~/.claude/settings.local.json`:
skills/project-idea-validator-skill/SKILL.md · 226 lines

How it starts

The opening of the file, as written. The whole thing — 226 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Project Idea Validator — Discover What Already Exists Before You Build

You have access to the TinyFish CLI (tinyfish), a tool that runs browser automations from the terminal using natural language goals. This skill uses it to search GitHub and Dev.to in parallel, then synthesizes results into a gap analysis report.

Pre-flight Check (REQUIRED)

Before making any TinyFish call, always run BOTH checks:

1. CLI installed?

PowerShell:

Get-Command tinyfish; tinyfish --version

bash/zsh:

which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"

If not installed, stop and tell the user:

Install the TinyFish CLI: npm install -g @tiny-fish/cli

2. Authenticated?

tinyfish auth status

If not authenticated, stop and tell the user:

You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys

Then authenticate:

Option 1 — CLI login (interactive):

tinyfish auth login

Option 2 — PowerShell (current session only):

$env:TINYFISH_API_KEY="your_api_key_here"

Option 3 — PowerShell (persist across sessions):

[System.Environment]::SetEnvironmentVariable("TINYFISH_API_KEY", "your_api_key_here", "User")

Then close and reopen PowerShell for it to take effect.

Option 4 — bash/zsh (Mac/Linux):

export TINYFISH_API_KEY="your_api_key_here"

Option 5 — Claude Code settings: Add to ~/.claude/settings.local.json:

{
  "env": {
    "TINYFISH_API_KEY": "your_api_key_here"
  }
}

Do NOT proceed until both checks pass.


What This Skill Does

Given a project idea (e.g. "a CLI tool that converts Figma designs to Tailwind components"), this skill:

  1. Searches GitHub for existing repos with similar purpose, tech stack, or keywords
  2. Searches Dev.to for articles, tutorials, or project showcases covering the same problem

It then synthesizes findings into a structured gap analysis: what exists, how mature it is, and where the opportunity still lives.

Read the full file on GitHub · 226 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 226 lines · 139 tokens per session scan B e1824dafc8b8

Subscribe to this mod's changes

project-idea-validator is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,150 stars, last pushed 4d ago), licensed MIT. It adds 139 tokens to every session and 1,848 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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