{
  "markdown": "# mcp-unesco-uis\n\nUNESCO Institute for Statistics (UIS) MCP — keyless.\n\nPart of [Pipeworx](https://pipeworx.io) — an MCP gateway connecting AI agents to 1476+ live data sources.\n\n## Tools\n\n| Tool | Description |\n|------|-------------|\n| `get_data` | Fetch UNESCO UIS statistic values: education, literacy, school enrollment/completion, science (R&D) and culture indicators. Returns {records:[{indicatorId,geoUnit,year,value}]}. Indicator IDs come from list_indicators; geoUnit is an ISO3 country code (e.g. \"BRA\") from list_geounits. Both accept one or many (comma-separated) values; empty records means no data for that indicator/country/year combination. |\n| `list_indicators` | Browse/search the UNESCO UIS indicator catalog (education, literacy, enrollment, science/R&D, culture). Filter by case-insensitive name substring. Each entry has indicatorCode (pass as `indicator` to get_data), name, theme and data availability (year range, record count). |\n| `list_geounits` | List UNESCO UIS geographic units (countries/regions) with their ISO3 code (id), name and type. Use the id as `geoUnit` in get_data. Optional case-insensitive name substring filter. |\n\n## Quick Start\n\nAdd to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):\n\n```json\n{\n  \"mcpServers\": {\n    \"unesco-uis\": {\n      \"url\": \"https://gateway.pipeworx.io/unesco-uis/mcp\"\n    }\n  }\n}\n```\n\n### What this endpoint actually serves\n\n`tools/list` at `https://gateway.pipeworx.io/unesco-uis/mcp` returns the tools in the table\nabove **plus the shared Pipeworx meta-tools** — `ask_pipeworx`,\n`discover_tools`, `search_within`, `remember`/`recall` and the rest of the\ngateway-wide set. So the tool count you see is larger than this table: a\nsingle-pack endpoint currently lists roughly 30 shared tools alongside the\npack's own. The connection's `initialize` response states its exact scope, and\nis the authoritative answer for a given day.\n\nThis is deliberate, not multiplexing by accident. The meta-tools are what let a\nscoped connection answer a question this pack does not cover — via\n`ask_pipeworx`, which routes across the whole catalog — without you adding a\nsecond MCP server. There is currently no way to mount a pack endpoint without\nthem; if the extra schemas cost you more context than the routing is worth,\nconnect to the full gateway once rather than to several pack endpoints.\n\nOr connect to the full Pipeworx gateway to get every pack's tools listed\ndirectly, instead of just this one's:\n\n```json\n{\n  \"mcpServers\": {\n    \"pipeworx\": {\n      \"url\": \"https://gateway.pipeworx.io/mcp\"\n    }\n  }\n}\n```\n\nBoth URLs reach the same gateway and the same 1476+ data sources. The\nonly difference is which pack's tools are listed **directly**; `ask_pipeworx`\nreaches all of them from either one.\n\n## Using with ask_pipeworx\n\nInstead of calling tools directly, you can ask questions in plain English —\nthis works on the pack endpoint above as well as on the full gateway:\n\n```\nask_pipeworx({ question: \"your question about Unesco Uis data\" })\n```\n\nThe gateway picks the right tool and fills the arguments automatically.\n\n## More\n\n- [Docs and guides](https://pipeworx.io/docs)\n- [pipeworx.io](https://pipeworx.io)\n\n## License\n\nMIT\n",
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}