Discover what makers have been building with AI.
Title: Claude keeps forgetting, so I built a vault to store memories on my computer (with measurement results) A common problem everyone faces when using Claude Desktop — it forgets everything once a conversation ends. Project context, company information, rules set last week. We have to explain it all over again every time. That's why I built it: INDEX Memory Vault (IMV) — a local MCP memory vault that attaches to Claude. Three key features: 1. **Your data stays on your computer only.** No cloud, no accounts, no server transfers. It's just a single SQLite file, so you can back it up, delete it, or move it entirely. 2. **Memories have a verification status.** Stored memories can be set to verified/pending/blocked status, ensuring the AI only trusts human-approved information, rather than scraping just any memory. 3. **We measured the effects and made all data public.** 160-session A/B benchmark results — with the same model and questions, accuracy was 23.3% without the vault, and 96.7% with the vault connected. Hallucinations were 0 in both cases (if information isn't in the vault, it states it doesn't know instead of fabricating). Since these are self-measurements, you might be skeptical, so we've released all raw data, scoring rules, and answer keys. You can re-score them yourself. → [Benchmark Results Report](homepage_post_URL) Installation: If you have Claude Desktop, simply double-click the .mcpb file. → [GitHub Release v0.2.3](release_URL) It's open-source (AGPL-3.0). Please try it out and report any issues or strange behaviors on GitHub Issues — screenshots of installation roadblocks are especially welcome. That's the most valuable feedback for me. We are a two-person development company based in Incheon, building AI control structures. We built this believing that memory is not about storage, but about retrieval and moderation.
When an agent's memory is leaked or corrupted, its actions become compromised. Agents perform critical tasks like sending emails, processing payments, and managing files, all based on their stored memories. Memory storage is evolving from a mere database into the foundational ledger for an agent's actions. Consequently, I estimate an over 80% probability that 'memory poisoning' will emerge as the primary attack vector in the era of AI agents. This underscores why describing privacy as 'life' is not an exaggeration. Without a strong focus on privacy, agents operating in this data-rich environment are bound to cause incidents. A fundamental lack of governance exists. Developers must collaborate, research, and share insights to establish the essential governance protocols.
Develop specific ideas for control and governance solutions aimed at the safe and ethical operation of AI systems. What specific problems do you want to focus on?
앱을 만들기전 시장성이 있는지를 먼저 판단해야 하는데, 인터뷰를 해도 고객의 말이 진심인지 립서비스인지 확인하기가 어렵죠. 그래서 이 앱을 설계했습니다.
An app that leverages pose recognition to support games and exercise counters for various workouts (e.g., squats, jumping jacks, lunges, push-ups). 1. Counters for a wide range of bodyweight exercises. 2. Provides workout report videos upon goal completion. 3. Gamified squat workouts with various game modes (e.g., Balloon Pop, 1945, Mosquito Hunt, Whac-A-Mole, DDR). 4. Motivates users with exercise records and ranking displays.
Aline Widget — Surveys, inquiries, and announcements from multiple sites, all in one place. With a single line of script, embed quick survey, inquiry, and announcement widgets on any site, and manage all responses from a single dashboard. We've integrated survey and inquiry features, which used to be built separately for each site (like aline.team, showcase, battle), into a single embeddable widget. Even if your sites grow, it's just one line of widget code and a dashboard registration. What it can do Feature Description 📊 Quick Survey Display single-choice/multiple-choice surveys only on specific paths. Automatically block duplicate responses from the same visitor. 💬 Inquiry (Contact) An inquiry form that collects name, email, type, and content. Instant notification upon submission. 📢 Announcement Pop-up Display time-bound announcements as a modal. Visitor consideration with "Don't show today / Don't show again" options. 🔔 Notifications Choose between Google Chat webhook or email per site to receive new responses/inquiries. 🌐 Automatic Multilingual Detects the language of the visited site and displays the widget in Korean, English, or Japanese. 🔒 Lightweight Data Collection Collects minimal data based on anonymous sessions. Fully isolated per site. Installation is just one line Step 1 — Register your site on the dashboard, and a unique project key (pk_...) will be issued. Step 2 — Insert the issued key and paste it just before the </body> tag in your site's HTML. <script src="https://survey.aline.team/widget.js" data-project="YOUR_ISSUED_PROJECT_KEY" async></script> Step 3 — Done. A widget button will appear in the bottom right corner, and if surveys/announcements are configured, they will be displayed as well. Injected via Shadow DOM, not an iframe, it will never conflict with your existing site's CSS or design. No separate build or library installation is required. What are the benefits? Save Development Time — No need to create new forms, databases, or notifications for each site. A new site only requires one line of script + 1 minute for registration. Centralize Dispersed Feedback — Gather responses, inquiries, and survey results from multiple services in a single dashboard. Never Miss a Notification — New inquiries arrive instantly via Google Chat or email. Your operations team can respond quickly. Global Reach — Automatically displayed in Korean/English/Japanese according to the visitor's language, covering multilingual sites without additional effort. Lightweight Data Handling — Operates only on anonymous sessions without collecting raw IP or precise location, reducing personal data burden. Flexible Targeting — Precisely control exposure, such as displaying surveys only on specific page paths or announcements only during certain periods. Get Started Now Create an account (email/password) and log in at survey.aline.team Register your site (project) on the dashboard → Set up notification channels → Issue project key Insert the single line of script above into your site. Inquiries: support@extory.co
A smart booking system where customers can view designer options, pricing, and availability at a glance when booking a hair salon. It uses AI to record current hair photos and past treatment history. This data is then provided to designers in advance, enabling personalized pre-consultations and significantly enhancing customer satisfaction.
이 AI는 사용자의 과거 소비 데이터를 분석하여 실시간으로 가장 유리한 결제 수단을 추천합니다. 신용카드 할인, 포인트 적립, 캐시백 등 모든 혜택을 극대화하여 현명한 소비를 돕습니다. 더 이상 어떤 카드를 쓸지 고민할 필요 없이, AI가 최적의 선택을 제안합니다.
Register your Git with Aline.team to create a developer character. Then, engage in battles with developers from around the world.
I aim to create a game where players can enjoy racing while acquiring various licenses. Through gameplay, users will experience a sense of accomplishment and enhance their driving skills.
Experience a compelling 3D Open-World Survival RPG, fully implemented in JavaScript. Embark on a journey for survival as you explore a vast world, gather resources, and craft essential items. This project delivers a high-quality RPG experience directly within your browser.
Heirmos is an MCP-based cloud memory service designed to enable multiple AI assistants to share a single, unified memory. With just one OAuth connection, you can access the same memory across different AIs such as Claude, ChatGPT, Grok, Gemini, and Codex. This ensures that context built in one AI seamlessly carries over to others and subsequent sessions. We created Heirmos to eliminate the frustration of repeatedly providing the same background information every time you switch AI tools or a session ends. It offers 'persistent memory' for power users who frequently navigate between various AI platforms. Implemented with MCP protocol, OAuth, and Streamable HTTP, Heirmos is a solo-developed project currently available for free.