ZBS Index What actually exists in applied AI, with the source next to it

MCP servers

Each entry shows what its maintainer published and when the project was last touched. Where a repository has been deleted or archived, that is stated on the entry instead of being quietly left out.

Listed, not yet verified by us (60)

Published to the registry, but we have not yet checked its repository. Treat the entry as the maintainer’s claim only.

  • io.github.turbyho/fw-context-mcp — v0.23.0
    Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools
  • io.github.turbyho/mem-context — v0.1.4
    Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation
  • io.github.TurkerYakup/mcp-server-google-antigravity — v1.0.2
    MCP server exposing Google Antigravity (agy CLI / Gemini): jobs, codebase analysis, file tools.
  • io.github.tushariitr-19/patents-mcp — v1.0.0
    Patent search and prior art discovery via Google Patents on BigQuery
  • Tuurio ID — endpoint not answering, v1.0.0
    Manage users, OIDC clients, roles, settings, and audits with tenant-bound OAuth.
  • io.github.TVLSS/hirejack-mcp — needs an account, v0.3.10
    Tech job market intelligence: jobs, companies, salaries, skill velocity, hiring trends.
  • io.github.TweedBeetle/dependency-fitness-mcp — v0.1.1
    npm dependency fitness: deprecated/yanked/superseded + verified safe migration target.
  • TwitterAPIs — v0.6.4
    Official MCP server for twitterapis.com. Read and write Twitter/X: search, users, tweets, DMs.
  • TWZRD Agent Intelligence — v0.5.2
    Trust + receipt layer for x402 agents on Solana: free preflight + paid signed V6 trust receipt.
  • io.github.twzrd-sol/twzrd-mcp — v0.1.3
    Auto-pay MCP for the TWZRD Trust API: free preflight + x402-paid Solana trust intel
  • io.github.txn2/kubefwd — v1.25.16
    Kubernetes port forwarding for local development with automatic /etc/hosts entries.
  • io.github.txn2/mcp-datahub — v1.15.0
    MCP server for DataHub data catalogs. Discover datasets, explore lineage, and access metadata.
  • io.github.txn2/mcp-trino — v0.2.1
    MCP server for Trino data warehouses. Query, analyze plans, and explore schemas.
  • io.github.txtcel/mcp — v0.4.4
    MCP server for the Txtcel Solana protocol: agents post and read undeletable on-chain messages.
  • Tycana — endpoint not answering, v1.0.0
    Gives your AI assistant persistent memory and intelligence about your work patterns.
  • Tychi MCP — v1.0.0-beta.8
    Agent-native self-custody wallet MCP: onboard, wallets, Arbitrum sends, policy-gated payments.
  • Type Atlas — v0.1.1
    Editor-grade TypeScript, Markdown, and JSON intelligence for coding agents.
  • GeoLabel — v0.1.1
    Turn GPS coordinates into place name, category, and live opening hours via OpenStreetMap.
  • Claude Cost Audit — needs an account, v1.0.0
    Exact Claude API cost calc with real cache economics, plus a tiktoken-misuse scanner.
  • Cron Schedule Audit — needs an account, v1.0.0
    Validates cron expressions and finds DST bugs that make jobs silently skip or double-fire.
  • MCP Schema Audit — needs an account, v1.0.0
    Audits MCP tool definitions for patterns that make models call tools wrong or mis-fill args.
  • Regex Safety Audit — needs an account, v1.0.0
    Detects catastrophic-backtracking (ReDoS) regex risk via AST parsing, with JS-safe rewrites.
  • Mund — MCP Security Scanner — v0.1.12
    Scan for prompt injection, secrets, PII, and vet MCP servers before installation
  • TypeDB — v1.0.2
    Execute TypeQL queries and manage databases and users on a TypeDB server.
  • TypesenseKit — v1.4.4
    95 typed Typesense operations for AI agents through an MCP server that is read-only by default.
  • Find doctors and specialists in the Greater Toronto Area — v0.3.4
    GTA doctor, specialist, clinic, language, availability, and freshness data through REST and MCP.
  • io.github.TZ24cloud/tradingview-mcp-thaqif — v2.0.1
    TradingView Desktop bridge for Pine Script, FCPO futures & Wyckoff multi-timeframe analysis.
  • CrewOne — v0.2.0
    Taiwan film equipment rates, studios, photographer/director references; AI pre-production tools.
  • Agentic.ai Directory — 10 functions, v2.0.0
    Independent directory of agentic AI tools — search, compare & recommend via MCP. Read-only.
  • NanoBanana Pro 2 — v1.1.2
    4K AI image generation via NanoBanana Pro 2: Pro + Flash models, Google Search grounding
  • VEO 3.1 — v1.1.2
    4K video generation via Google VEO 3.1: text-to-video, image-to-video, video extension
  • Video URL Analyzer — v1.5.1
    Analyze YouTube/TikTok/Instagram videos: transcripts, AI insights, tutorial extraction
  • Understand Anything - MCP — v1.2.16
    A powerful MCP server for codebase architecture analysis and automated governance.
  • io.github.uarlouski/testrail-mcp-server — v2.2.0
    Model Context Protocol (MCP) server for TestRail platform, enabling LLMs to manage test artifacts.
  • io.github.ubaumann/mkdocs-mcp — v0.1.2
    An MCP server that provides serves MkDocs as resources.
  • KLO Mobility Quote — v1.0.0
    Route options, fare estimates, ETA, and ride deeplinks via the KLO Mobility A2A agent.
  • io.github.uchit/aipatterns-mcp-server — v1.1.0
    Search AU enterprise AI patterns, benchmarks, incidents, and regulatory changes.
  • io.github.uchit/mcp-regulated-ai-compliance — v0.2.3
    Regulated-industry AI compliance: EU AI Act, APRA, NIST AI RMF, ISO 42001, AU AI Safety.
  • UCM — Universal Commerce Marketplace — v0.3.3
    API marketplace for AI agents — 100 services, 87 free, one API key
  • io.github.ucsandman/dashclaw — v3.1.0
    MCP server for DashClaw governance — guard, record, invoke, and discover capabilities.
  • io.github.udhaykumarbala/gemini-image-studio — v1.0.2
    AI image generation and editing with Google Gemini. Structured JSON editing.
  • io.github.uditk2/review-assist-mcp — v0.3.1
    Turns an AI coding agent session into a reviewable Intent Document, validated against the diff.
  • AI-Cost-CLI — v1.1.0
    AI API cost calculator, recommender & MCP server. 29 models across text/image/video/audio.
  • io.github.ugurcl/dbridge-mcp — v0.7.1
    Query SQLite, PostgreSQL, and MySQL in plain language - read-only, with column masking and limits.
  • io.github.UI5/mcp-server — v0.2.17
    MCP server for SAPUI5/OpenUI5 development
  • io.github.UI5/webcomponents-mcp-server — v0.1.2
    MCP server for UI5 Web Components development assistance
  • io.github.UI5/webcomponents-react-mcp-server — v2.25.0
    MCP server for UI5 Web Components for React - Developer documentation and API assistance
  • Uindow — v0.0.150
    Real signed-browser automation for AI agents, over a local stdio MCP server.
  • io.github.uiNerd16/aicanvas — v0.2.2
    Browse and install 75+ free animated, shadcn-compatible React components from AI Canvas.
  • UIZZE — endpoint not answering, v1.1.20
    STOP UI SLOP. Free UI Slop Gate; full UIZZE adds 800K+ real screens, search, and finish gates.
  • ClipGrab — v0.1.0
    Save the system clipboard image to a PNG or JPG file for AI agents.
  • MaStR MCP Server — v1.0.1
    MCP server for the German Marktstammdatenregister (MaStR) energy market register
  • io.github.UltraStarz/x402-extract — v0.1.2
    Pay-per-call MCP server. $0.01 USDC extracts schema.org/Product JSON from any URL via x402.
  • io.github.UltraStarz/x402-sms — v0.1.0
    Pay-per-call MCP server. $0.03 USDC sends one transactional SMS to a US phone number via x402.
  • Kirk — Unsupervised Structural Change Detection — 13 functions, v1.0.2
    The Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.
  • WeInc — needs an account, v1.0.0
    Manage WeInc AI website builder orgs: projects, publishing, custom domains, and previews.
  • io.github.umbraco/Umbraco-CMS-MCP-Dev — v18.0.1
    A developer focused model context protocol (MCP) server for Umbraco CMS
  • io.github.umitkavala/mindpm — v1.2.41
    Persistent project memory for LLMs via SQLite. Never re-explain your project again.
  • PicoBerry — v0.1.3
    Generate game-ready 3D models, images, and animations. Multi-engine, one API.
  • AI Success Story — endpoint not answering, v0.1.0
    First-person AI war-stories from coding sessions, searchable via MCP for prior-art consultation.

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How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.