Alternatives to CLIO Darshan
CLIO Darshan is a MCP server by iowarp: Darshan I/O profiler MCP server for analyzing I/O trace files. If it doesn't fit your setup, these 12 MCP servers cover similar ground. They are ordered by how closely they match CLIO Darshan and by our rank, which weighs adoption, freshness and documentation; money never changes the order. mapbox/mcp-server leads the list (remote server, no local install; published by the vendor). 2 of them are published by the company behind the product. 3 offer a remote endpoint, so there is nothing to install locally. Each entry shows data reasons to switch, and you can open a side-by-side comparison with CLIO Darshan.
Updated Oct 26, 2026 · Built from catalog data; how we rank and grade
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CLIO Darshan
Darshan I/O profiler MCP server for analyzing I/O trace files
12 alternatives
Ordered by how closely each matches CLIO Darshan (shared product, category or stated alternative) and by rank.
- 1mapbox/mcp-server
mapboxOfficial
Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc.
- Remote server, no local install
- Published by the vendor
- More GitHub stars (363)
★ 363↓ 1.9K/wkLast active Oct 23, 2026Local (stdio), Remote (HTTP)Claude Code, VS Code, Codex, Cursor +2
AFreshness: A–Security: not graded yet - 2CLIO Adios
iowarp
Fetch and analyze BP5 data files using ADIOS2.
- Most weekly downloads here (7.3K)
- Active in the last 30 days
★ 30↓ 7.3K/wkLast active Oct 8, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 3CLIO Spack
iowarp
Structured Spack discovery and installation tools for scientific agents
- Most weekly downloads here (7.3K)
- Active in the last 30 days
★ 30↓ 7.3K/wkLast active Oct 8, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 4MCP Devkit Server
mapboxOfficial
Provides AI assistants with direct access to Mapbox developer APIs and documentation.
- Remote server, no local install
- Published by the vendor
★ 61↓ 437/wkLast active Oct 16, 2026Local (stdio), Remote (HTTP)Claude Code, VS Code, Codex, Cursor +2
AFreshness: A–Security: not graded yet - 5WebPerf Snippets
nucliweb
Measure Core Web Vitals and debug web performance with 56 snippets in a headless Chromium
- More GitHub stars (1.5K)
★ 1.5KLast active Oct 25, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 6roadstyle
Khoshkhah
Styled, interactive road maps of any place (OpenStreetMap) or road file, with PNG previews.
- Active in the last 30 days
- Open source (MIT)
★ 1↓ 1K/wkLast active Oct 24, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 7Google Maps MCP Server
cablate
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
- More GitHub stars (479)
★ 479↓ 591/wkLast active Oct 22, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 8Safari MCP
achiya-automation
Native Safari browser automation for AI agents — 98 tools, zero Chrome overhead.
- More GitHub stars (224)
★ 224Last active Oct 26, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 9SEO Audit Console
houtini-ai
Technical SEO in Claude: GSC + crawl + DataForSEO - audit, portfolio, market sizing, content recon.
- Active in the last 30 days
- Open source (Apache-2.0)
★ 86↓ 1.2K/wkLast active Oct 25, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 10Switzerland MCP
vikramgorla
Swiss open data MCP server.
- Active in the last 30 days
- Open source (MIT)
★ 25Last active Sep 30, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 11ArcGIS MCP Bridge
muend
Secure local-first MCP server for licensed ArcGIS Pro and ArcPy on Windows.
- Active in the last 30 days
- Open source (Apache-2.0)
★ 23↓ 144/wkLast active Oct 22, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2
AFreshness: A–Security: not graded yet - 12GeoSpark
Maz2580
Verifiable geospatial tools: distances, topology, isochrones, Overture Maps, with sources.
- Remote server, no local install
★ 19Last active Oct 24, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf
AFreshness: A–Security: not graded yet