Proof of Usefulness Reports
Real utility scores for popular tools and platforms
Lerd is a free, open source local PHP development environment for Linux and macOS. It runs Nginx or FrankenPHP, PHP-FPM, and services like MySQL, PostgreSQL, Redis, and Mailpit as rootless Podman containers, with automatic .test domains, per-project PHP and Node isolation, and a built-in web UI. No Docker Desktop required, no sudo, no system pollution.
Development-focused system that runs AI prompts, shell commands, validation scripts, and autonomous workflows with self-healing capabilities. Developers can use OpenCode free AI agents or connect agents from their preferred providers and define scripts that execute repository tasks using shell commands, including optional fix prompts for failure recovery. We offer a free 7-day trial for the web app, as well as a free local install of the ToTheos Community Edition for public GitHub repositories.
transforms harsh, emotional feedback into clear, structured, manager-ready reports—without sugarcoating or fabricating praise. Built on Micro Honesty architecture, each output is refined individually and can be verified with auditHash. For HR, customer support, product teams, and public services.
SPDET transforms cold, robotic outreach emails into warm, ethical, and human-sounding messages without fabricating claims or inventing promises. Built on Stech Presence foundation, SPDET ensures every email can be verified and trusted. Unlike generic AI that hallucinates to please, SPDET chooses honesty over flattery. 😊🌿
Amikoo by Muuklabs is an AI-powered QA toolkit that helps software teams keep pace with rapid development by analyzing and fixing test coverage and quality gaps. It autonomously learns a product by navigating user flows, identifies test coverage gaps, and generates executable Playwright tests based on real-world usage. Additionally, its proactive self-healing capabilities automatically repair failing tests when code changes, maintaining a synchronized test suite without manual effort.
ObsidianDesk is the dark pool where Bitcoin never leaves Bitcoin: an encrypted orderbook on Solana (FHE-matched via Encrypt) with native BTC settlement via Ika 2PC-MPC dWallets — no bridge, no wrapped BTC, no public order leakage. Built for institutional OTC desks who can't afford to leak intent on a public book and Bitcoin-native funds with policy bans on wrapped collateral.
PredictFlow is the first conditional trading terminal for Solana prediction markets. Limit, stop-loss, take-profit, and DCA on Kalshi-style outcomes — routed through DFlow's MEV-protected execution and signed by the user's wallet. A non-custodial keeper fires triggers even when the user's tab is closed.
Under 500 — 453 chars: --- Covantic is the first parametric insurance protocol for AI agents on Solana. Agents buy coverage before DeFi operations; when a covered event hits — smart-contract exploit, oracle manipulation, or agent error — the protocol verifies on-chain via Helius and Pyth and pays USDC in seconds, no human review. It serves agent developers, DeFi protocols that gate access to insured-only agents, and stakers earning yield by underwriting the coverage pool.
Stech is a documented ethical foundation for AI, embedded directly into the system prompt. Its layered architecture governs how the AI behaves — not just what it writes, but how it refuses to lie, fabricate, or pretend. Independently verified through Turing Test, PQS A76, Postman publisher verification, live Apify Actors, and verifiable auditHash. This is not a web project — the web is just a demo of how the output behaves. Stech can be embedded into any application that needs a human touch, transforming generic AI into something warm, professional, and genuinely present — through a stateless API that stores nothing about privacy or data.
A static-site generator that is aggressively fast and aggressively lean. Mandy is built with a compiler for a custom-designed alternative Markdown and YAML and generates sites in under 500ms.
Tokenometer is an open-source CLI, VS Code extension, Claude Code skill, GitHub Action, and browser playground that benchmarks the real USD cost and latency (TTFT, tokens/sec, p50/p95) of any LLM prompt across Claude, GPT-4o, Gemini, Mistral, and Cohere — 63 models, with empirical mode hitting each provider's actual countTokens so cost forecasts aren't lies. Built after empirical testing showed claude-opus-4-7 is ~62% denser than the popular cl100k_base proxy (n=150 cells), meaning teams budgeting Claude cost from tiktoken under-budget by half. Ships PR-blocking cost-diff guardrails with SARIF output, per-file attribution, and vision-token support — the only tool combining all of these in one place.
TeraTwin is an AI-driven wireless digital twin platform that helps enterprises and partners model, predict, optimize, and automate RF networks. It leverages NVIDIA Sionna in its simulation workflow and adds proprietary ML calibration, 3D environment modeling, synthetic data generation, and network optimization to reduce deployment cost, risk, and operational complexity.
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