"Design Architecture of Ontology-based AI-PHM Using Life Acceleration Algorithms" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Discovery registry for AI agents: 660+ APIs, MCP servers and CLIs, each health-checked every 6 hours with real requests — full initialize + tools/list handshakes for MCP, real calls for APIs — plus response-schema validation that catches responses which parse fine but are missing a required field.
Search real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin.
List, view, create, edit, delete, comment on, and see the history of Laraue Boards issues.
Evidence-first registry of real-world APIs for AI agents, with verified metadata and comparison.
Narrated demo and tutorial videos of your web app, from a guide or your coding agent.
LaunchOnIt is a weekly launch platform and discovery directory for modern SaaS, developer tools, and AI startups. This MCP server connects AI assistants directly to LaunchOnIt’s live software catalog, rankings, and launch infrastructure. Search launched products, weekly leaderboards and podium winners, check open launch slots, and submit a product launch for review.
Coding agents in multi-service codebases routinely rebuild existing helpers, trust stale type definitions, and modify API contracts without knowing who consumes them. Carrick solves this by indexing your entire TypeScript ecosystem across service and repository boundaries. By integrating deeply with the TypeScript compiler, Carrick traces every route, type, and cross-service call while recording function behaviour so agents search by intent rather than name. Delivered via MCP for AI agents and LSP for IDEs, Carrick ensures models see existing endpoints and utilities before generating new code. The scanner is source-available and runs from your CLI or CI pipeline.
Deploy your project to a live HTTPS URL from your AI tool; read logs, set variables, resize apps.
A portable knowledge-graph memory you pass in and get back. No database. 4 of 6 free.
Publish and manage websites on HostingFor.AI: files, DNS, MySQL, SSL and site checks.
Guardian agent for AI coding: four frontier models review risky diffs and commits before they ship.
Check a product CSV, handles, variant matrices and metafield keys. 4 of 6 free.
Magery Forge is a security-audit engine for people who ship code fast and don't have a security team. Use cases: • Pre-release security check • Weekly automated security monitoring • Agent-driven security scanning (MCP) • Clearing a shipped product of common vulnerabilities before users hit them
Risk-scan a diff, flag AI-generated-code tells, find secrets. 5 of 7 tools need no account.
XMemo is a user-owned Memory OS for AI agents, providing a shared, persistent memory layer across AI assistants, IDEs, CLIs, tools, projects, and sessions. It enables ChatGPT, Claude, Codex, Cursor, Gemini, and other supported AI clients to access authorized long-term context without requiring users to repeatedly explain their preferences, project decisions, or previous work. Beyond basic memory storage and retrieval, XMemo supports semantic search, contextual recall, memory updates and corrections, source attribution, version history, project-scoped context, task tracking, and governed memory lifecycle management. Identity-aware access controls, scoped authorization, and memory isolation help users manage which agents and workflows can access their information. XMemo also provides advanced capabilities for structured knowledge, reusable procedures, and memory consolidation through its broader Memory OS platform. Connect through hosted MCP with OAuth or bearer-token authentication, or integrate directly through REST APIs and supported client tools. Memory remains available across authorized clients and sessions, with user-controlled access, export, and deletion. Website: https://xmemo.dev Documentation: https://xmemo.dev/docs
Turn a written policy into rules a program can check, and get the same answer every time.
Code mode (preview): the AI writes a script against a typed foundry.* API and runs it in a sandbox.
Zero-config agent-readiness auditor and Flight Simulator tools for AI coding agents
Vehicle routing, 3-D packing, cutting stock, rostering and knapsack with OR-Tools. 7 of 11 free.
Agent Observatory, supplier reliability, delivery assurance and evidence receipts for AI agents.
