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GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. 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GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. 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GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. 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GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - matisiekpl/neond: DX-focused control plane for Postgres dedicated to non-critical workloads. Your postgres:latest replacement 🐘 GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
Validate a startup idea before you build
cosmok · 2026-06-20 · via Show HN

For solo founders, indie hackers, and pre-launch startup teams

Stop guessing. See if anyone actually searches for this.

You have an idea but no signal on whether a market exists. You're about to spend months building something nobody might want. You need data — not another framework — to decide whether to keep going or pivot.

1 Free report. No paywall.

7-day refund guarantee 1 report free — no card Ready in ~2 minutes

The cost of not knowing

What this decision usually costs.

  • Solo founders spend 3–6 months building ideas nobody searches for.
  • That is $10–50K in lost time and runway — gone before the first user.
  • A 2-minute report can stop that before it starts.

A clear go / pivot / kill call — backed by real search demand and break-even math.

What you walk away with

One report. Six answers.

Enter your buyer searches, price, and costs. You get back a defensible read on demand and economics — the same structure regardless of role.

01

Search demand

Combined volume, CPC, competition, and close variants across every term you enter.

02

CAC scenarios

Customer acquisition cost modeled at 0.5%, 1%, 2%, 5%, and 10% conversion.

03

Break-even math

The exact conversion rate you would need for paid acquisition to pay off.

04

Market sizing

Reachable visits, customers, revenue, and profit at your price and cost.

05

A plain recommendation

Go, pivot, watch, or kill — stated in one sentence you can act on.

06

Exportable

XLSX export and a shareable link. Password-protected sharing on Gold.

Example inputs

Keywords you might enter.

Replace these with your own market terms. These are the kind of searches a solo founders, indie hackers, and pre-launch startup teams would actually use.

accounting software for freelancers

invoice generator for contractors

self employed tax tracker

bookkeeping app for sole traders

receipt scanner for small business

vat return software uk

What may be uncovered

A preview of what the report surfaces.

Based on the keywords above and a sample price and cost structure, here is what you would see.

Demand signal

Combined monthly searches: 18,400 across 6 terms.

Demand score: 72/100 — moderate-to-strong demand based on total search volume.

Click economics

Weighted CPC: $3.20 — what you'd pay per click on Google Ads.

Break-even conversion rate: 2.8% — the conversion rate you'd need for ads to cover your costs.

Recommendation

Yes — break-even is achievable at realistic capture and conversion rates.

Run it on your own idea.

Add your price, cost structure, and buyer searches. The report tells you whether the opportunity has enough demand and margin room — in about 2 minutes.

Get your demand signal in 2 minutes →

I had three ideas I thought were great. The report killed two in an afternoon and sharpened the third. It saved me months of building the wrong thing.
Dev M. Indie founder, bootstrapping a B2B tool

Pricing

Less than one hour of a consultant's time.

A custom market research report runs $500–2,000. A consultant's market scan is $2,000+. This is $79 — and you can re-run it yourself in minutes.

  • 1 report credit on signup
  • Up to 10 keywords per report
  • Full report features and XLSX export
  • Public share links

Start free

  • 3 report credits
  • Up to 100 keywords per report
  • Guided keyword generation
  • Reports dashboard and exports

Start with Bronze

  • Everything in Bronze
  • 10 report credits
  • Password-protected sharing

Start with Gold

Questions

Before you run it.

My idea is totally new — nobody is searching for it yet. Will this help?

If nobody searches for the problem, that is the single most important thing to know before you build. The report also surfaces close variants and adjacent terms, so you can see whether any demand exists around the space.

I do not have a price figured out yet.

Enter your best guess. You can model several price points in one report and see how break-even shifts across a range of conversion rates — so you can read off exactly what price you would need to make paid acquisition work.

Is one free report really enough?

Yes — for validating a single direction. Most founders only upgrade to Bronze ($79) once they are comparing a few ideas side by side.

Risk reversal

If it does not help you decide, you do not pay.

If the report does not help you decide, email us within 7 days for a full refund. No forms, no friction.

Stop guessing. See if anyone actually searches for this.

A clear go / pivot / kill call — backed by real search demand and break-even math. Start with a free report — upgrade only if you need more keywords or sharing.

Get your demand signal in 2 minutes →