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.

  • IONOS CLOUD MCP Server — v1.0.1
    Inspect IONOS CLOUD infrastructure via MCP
  • CLIO Adios — v2.2.3
    Fetch and analyze BP5 data files using ADIOS2. Access scientific data, metadata, and attributes...
  • CLIO Arxiv — v2.2.3
    ArXiv MCP server implementation using Model Context Protocol
  • CLIO Chronolog — v2.0.1
    ChronoLog MCP server implementation using Model Context Protocol
  • CLIO Compression — v2.2.3
    Compression MCP server implementation using Model Context Protocol
  • CLIO Darshan — v2.2.3
    Darshan I/O profiler MCP server for analyzing I/O trace files
  • CLIO Geo — v2.2.3
    MCP server for rendering GeoJSON vector layers into map images with basemaps
  • CLIO Geojson — v2.2.3
    MCP server for inspecting, validating, and summarizing GeoJSON documents (stdlib only)
  • CLIO Hdf5 — v2.2.3
    HDF5 FastMCP - Scientific Data Access for AI Agents | CLIO Kit MCP Server
  • CLIO Jarvis — v3.6.2
    JARVIS-CD MCP with a compact user pipeline contract and explicit admin compatibility profiles
  • CLIO Lmod — v2.2.3
    Lmod MCP - Environment Module Management for LLMs with comprehensive module operations
  • CLIO Ndp — v2.2.3
    National Data Platform (NDP) MCP server for searching and discovering datasets across multiple...
  • CLIO Node Hardware — v2.2.3
    Node Hardware MCP - Comprehensive Hardware Monitoring and System Analysis for LLMs with...
  • CLIO Pandas — v2.2.3
    Pandas MCP - Advanced Data Analysis for LLMs with comprehensive pandas operations
  • CLIO Parallel Sort — v2.2.3
    Parallel Sort MCP - High-Performance Log File Processing for LLMs with advanced sorting and analysis
  • CLIO Paraview — v2.2.3
    MCP server for ParaView scientific visualization
  • CLIO Parquet — v2.2.3
    MCP server for Apache Parquet files
  • CLIO Plot — v2.2.3
    MCP server for advanced data visualization and plotting operations
  • CLIO Sac — v2.2.3
    MCP server for analyzing SAC seismic-waveform files and TAR archives: inspect members, compute...
  • CLIO Scientific Catalog — v1.1.2
    Operator-owned scientific dataset discovery for remote agents
  • CLIO Seismic — v2.2.3
    MCP server for earthquake-sequence analysis on saved catalogs: completeness magnitude,...
  • CLIO Slurm — v3.0.0
    MCP server for Slurm workload management and HPC job scheduling
  • CLIO Spack — v2.1.0
    Structured Spack discovery and installation tools for scientific agents
  • CLIO Terrain — v2.2.3
    MCP server for terrain analysis: DEM slope/aspect/suitability and point-cloud reading/gridding
  • io.github.ip2location/mcp-ip2location-io — v1.1.1
    IP Geolocation MCP server that query the geolocation information using IP2Location.io API.
  • io.github.ip2whois/mcp-ip2whois — v1.2.0
    WHOIS domain MCP server that query the WHOIS information using IP2WHOIS API.
  • iPayX FX Audit — v1.2.0
    Forensic FX audit. Detects hidden bank markups in real time. Returns spread bps + audit score 1-10.
  • io.github.iPAYX-Technologies/mcp-fx-audit — v1.3.4
    FX forensic audit MCP. Detects hidden bank markups on cross-border payments. FINTRAC MSB.
  • io.github.ipezygj/agent-guard — v0.2.1
    Safety checks an agent runs before it acts: package malware, destructive command, secret leak.
  • io.github.ipezygj/evalgate — v0.4.1
    Statistical checks an agent runs before trusting an AI eval number (is #1 real, judge bias, more).
  • io.github.ipezygj/numguard — v0.1.1
    Verify a number before an agent asserts it — evals, backtests (Deflated Sharpe), signed receipts.
  • IPGeolocation.io MCP Server — v2.0.0
    Official MCP server for IP geolocation, security, ASN, abuse, timezone, astronomy, and user-agent.
  • io.github.IPv6/mcp-transcribe — v1.0.5
    MCP-Transcribe server allows LLMs to interact with the text content of audio/video files
  • io.github.Iqbalahmed7/simulatte — v0.1.1
    Run synthetic research studies from any MCP client. 25+ SKUs + cross-study insights.
  • io.github.iQuesta/MCP-iQuesta — v1.0.0
    Recherche d'offres de stage et d'alternance en France via le réseau iQuesta.com
  • Bing Search (Free) — v0.2.0
    Free Bing search MCP server - No API key required
  • io.github.iris-eval/mcp-server — v0.4.4
    The agent eval standard for MCP. Score every agent output for quality, safety, and cost.
  • JSONlify — v1.0.0
    Validate and convert JSONL fine-tuning data across 11 AI providers. 13 tools.
  • io.github.irmasemma/postcopilot-mcp — v1.0.1
    Threads tools for AI — generate viral posts, download videos, export profiles
  • Stellaroid Earn — v1.1.0
    Read-only MCP server: verify credentials and browse escrows on the Stellar testnet contract.
  • io.github.ironclawdevs27/argus — v10.0.0
    Automated web QA via Chrome DevTools MCP — a11y, security, visual, env diff, CI; Aegis redaction.
  • io.github.ironflowsh/mcp — v0.4.1
    Tick-level Hyperliquid market data: fills, L4 book, funding, liquidations, smart triggers.
  • io.github.IronSecCo/ironclaw — v0.1.499
    Sandboxed shell exec for MCP clients: run untrusted agent commands in a gVisor container.
  • io.github.irrenwill/secret-safe-env — v0.1.2
    Write secrets into .env without the agent ever seeing the value - Windows masked dialog (繁中 UI)
  • MERN MCP — v0.1.0
    Scaffolds MERN CRUD resources into existing Express and React codebases.
  • io.github.isaac-levine/forage — v0.1.1
    Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.
  • VenuNite Events — v0.2.1
    Hyperlocal event search across 50 US states — 29K venues, 275K upcoming events.
  • SpikeMe — v0.5.5
    Analyze your repo's stack and generate grounded, time-boxed spike decision docs.
  • Code of Paper — v0.3.2
    Find GitHub implementations of arXiv research papers — paper lookup, ranked code, search.
  • io.github.IsaiahDupree/agentsearch-mcp — v1.0.0
    LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.
  • io.github.IsaiahDupree/calendar-bridge — v1.3.0
    Connects ChatGPT to your Apple Calendar via a local Mac agent + Vercel relay
  • io.github.IsaiahDupree/commercebridge — v1.0.0
    Remote MCP connector for eBay, Shopify, Best Buy & Etsy marketplace data via the Commerce API
  • io.github.IsaiahDupree/devstack-mcp — v1.0.0
    Dev-registry data: npm/PyPI/Docker/VS Code packages, dep graphs, vulns, 50+ ecosystems.
  • io.github.IsaiahDupree/jobstack-mcp — v1.0.0
    Unified jobs search over official feeds + ATS boards (USAJOBS, Adzuna, Muse, Greenhouse, Lever...)
  • io.github.IsaiahDupree/messages-bridge — v1.3.0
    MCP connector for iMessage & Contacts via a local Mac agent + Vercel relay
  • io.github.IsaiahDupree/notesbridge — v1.3.0
    Search, read, and write your Apple Notes from ChatGPT/Claude via a local Mac agent + MCP relay.
  • io.github.IsaiahDupree/realtystack-mcp — v1.0.0
    U.S. real-estate data: property records, AVM value + rent estimates, sale/rental listings.
  • io.github.IsaiahDupree/reminders-bridge — v1.3.0
    MCP connector for Apple Reminders — search, create, complete, and edit via your own Mac.
  • io.github.IsaiahDupree/second-brain-bridge — v1.3.0
    Search and reason over your Obsidian-style Markdown vault, right from ChatGPT.
  • io.github.IsaiahDupree/shortcuts-bridge — v1.0.0
    MCP connector that lets ChatGPT list, search, and run your Apple Shortcuts via a local Mac agent

Page 172 of 338

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.