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          {
            "name": "search_econ_series",
            "title": "Search Economic Series",
            "description": "Search the Econ Data Library catalog (billions of series from hundreds of sources: national accounts, prices, trade, labor, energy, markets…). Free, no key needed. Returns series ids usable with get_econ_series. Page with offset; lang returns source-official translated titles where the publisher provides them.",
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                "offset": {
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                  "description": "Skip this many results (paging). The API caps how deep it pages and says so if exceeded.",
                  "minimum": 0,
                  "type": "integer"
                },
                "query": {
                  "description": "Free-text search, e.g. 'germany inflation' or 'GDP per capita'",
                  "minLength": 2,
                  "type": "string"
                },
                "source": {
                  "description": "Restrict to one source id, e.g. 'worldbank', 'ecb', 'imf_weo'",
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          {
            "name": "get_econ_series",
            "title": "Download Economic Series",
            "description": "Download an economic time series as rows (long format: date, value) with its citation and license. REQUIRES the free ElkassabgiData API key. Use date_from/date_to to window long series.",
            "inputSchema": {
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              "additionalProperties": false,
              "properties": {
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                  "type": "string"
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                "date_to": {
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                  "type": "string"
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                  "minimum": 10,
                  "type": "integer"
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                "series_id": {
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            "annotations": {
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          {
            "name": "get_econ_series_metadata",
            "title": "Economic Series Metadata",
            "description": "Full metadata for one econ series: title, frequency, geography, unit, license (incl. commercial-use flag), attribution/citation, coverage dates. Free, no key needed.",
            "inputSchema": {
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              "additionalProperties": false,
              "properties": {
                "series_id": {
                  "type": "string"
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              "required": [
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              "type": "object"
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            "annotations": {
              "readOnlyHint": true
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          {
            "name": "list_econ_sources",
            "title": "List Economic Data Sources",
            "description": "List the Econ Data Library's sources (statistical offices, monetary authorities, IGOs, research datasets) with their licenses, counted live. Free.",
            "inputSchema": {
              "$schema": "http://json-schema.org/draft-07/schema#",
              "additionalProperties": false,
              "properties": {
                "contains": {
                  "description": "Case-insensitive filter on source id/name, e.g. 'bank' or 'imf'",
                  "type": "string"
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            "description": "Live per-source update status straight from the automated updater's ledger: last successful update, data frontier, and honest stale/failure flags (dates are NEVER fabricated — a silent upstream outage shows here as stale, not papered over). Free.",
            "inputSchema": {
              "$schema": "http://json-schema.org/draft-07/schema#",
              "additionalProperties": false,
              "properties": {
                "source": {
                  "description": "One source id; omit for the full board",
                  "type": "string"
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            "annotations": {
              "readOnlyHint": true
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          {
            "name": "get_econ_bundle_manifest",
            "title": "Economic Data Bundle Manifest",
            "description": "A citable bundle manifest (Frictionless data package) for several econ series - up to 50 explicit ids, or every series of one small source (up to 1,000 series): the per-series download URLs grouped by source, each source's attribution and licence, and any id that could not be resolved (reported, never dropped). The URLs serve the CURRENT data - this is not a frozen vintage. Free, no key needed for the manifest; downloading the URLs needs the key.",
            "inputSchema": {
              "$schema": "http://json-schema.org/draft-07/schema#",
              "additionalProperties": false,
              "properties": {
                "ids": {
                  "description": "Up to 50 exact catalog ids from search_econ_series",
                  "items": {
                    "minLength": 3,
                    "type": "string"
                  },
                  "maxItems": 50,
                  "minItems": 1,
                  "type": "array"
                },
                "source": {
                  "description": "One source id - every series of that source, if it has at most 1,000",
                  "type": "string"
                }
              },
              "type": "object"
            },
            "annotations": {
              "readOnlyHint": true
            }
          },
          {
            "name": "get_hf_download_link",
            "title": "HF Equity Data Download Link",
            "description": "Authenticated download instructions for HF Data Library's 1-minute OHLCV bars (per-ticker US stocks/ETFs from IEX Exchange HIST, 2022-03-07 onward; parquet or csv) or the 25 pre-computed academic variables. Each file holds a ticker's whole history, so it is fetched by YOUR code, not returned inline. HF downloads are paused while the dataset is restructured (the URL answers 503 data_paused). Works with the same ElkassabgiData key.",
            "inputSchema": {
              "$schema": "http://json-schema.org/draft-07/schema#",
              "additionalProperties": false,
              "properties": {
                "dataset": {
                  "default": "bars",
                  "enum": [
                    "bars",
                    "variables",
                    "quality"
                  ],
                  "type": "string"
                },
                "format": {
                  "default": "parquet",
                  "description": "csv only applies to bars",
                  "enum": [
                    "parquet",
                    "csv"
                  ],
                  "type": "string"
                },
                "ticker": {
                  "description": "e.g. AAPL, SPY",
                  "pattern": "^[A-Za-z0-9.]{1,10}$",
                  "type": "string"
                },
                "version": {
                  "default": "clean",
                  "enum": [
                    "clean",
                    "raw"
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                  "type": "string"
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              "required": [
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              "type": "object"
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            "annotations": {
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          },
          {
            "name": "get_hf_variables_dictionary",
            "title": "HF Variables Dictionary",
            "description": "The exact definitions/formulas of HF Data Library's 25 pre-computed academic variables (realized volatility family, spreads, jumps, liquidity, data-quality). Verbatim from the published dictionary. Free.",
            "inputSchema": {
              "$schema": "http://json-schema.org/draft-07/schema#",
              "properties": {},
              "type": "object"
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            "annotations": {
              "readOnlyHint": true
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          {
            "name": "list_ip_bundles",
            "title": "IP Data Library Bundles",
            "description": "List the IP Data Library's snapshot-pinned patent/innovation bundles (patent-level measures on US patents; assignee-year panels) with sizes, vintages and download paths. Free, no key needed.",
            "inputSchema": {
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              "type": "object"
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            "annotations": {
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          {
            "name": "get_ip_download_link",
            "title": "IP Patent Data Download Link",
            "description": "Authenticated download instructions for an IP Data Library bundle — patent-level innovation measures (citations, originality/generality, grant lag, team size) or the assignee-year panel. Parquet, full-history files fetched by YOUR code, not returned inline. Works with the same ElkassabgiData key as every family library.",
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                "vintage": {
                  "description": "Snapshot vintage from list_ip_bundles; omit for the newest",
                  "pattern": "^v[\\w.-]+$",
                  "type": "string"
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            "name": "get_family_status",
            "title": "ElkassabgiData Family Status",
            "description": "Live status of the whole ElkassabgiData family - HF, Econ and IP: each library's headline stats and data currency, read live. Free.",
            "inputSchema": {
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            "description": "Whether this MCP connection has an ElkassabgiData API key configured (masked — the key itself is never echoed), and how to add one.",
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  "markdown": "# ElkassabgiData\n\n\u003e Indexed, not reviewed: facts from the official MCP registry and our own checks. No score, grade or rank, and not in the rankings until the panel reviews it. How the index works: https://www.anchorterminal.com/indexed/\n\n- Kind: MCP server, by elkassabgidata.com (https://elkassabgidata.com)\n- Listed because: It's published in the registry under elkassabgidata.com, a namespace the registry only gives to whoever proves they control that domain.\n- What the official MCP registry says: A growing family of free academic data libraries: finance, economics, and beyond (ElkassabgiData).\n\n## Facts\n\n- MCP registry: `com.elkassabgidata/elkassabgidata` 1.0.1\n- Endpoint: https://elkassabgidata-mcp.elkassabgi.workers.dev/mcp (streamable HTTP)\n- Source: https://github.com/elkassabgi/hfdatalibrary\n- Website: https://elkassabgidata.com\n- GitHub stars: 1\n- Registry entry updated: 2026-07-22\n\n## Tools\n\n- Tools it lists (12, about 2,093 tokens of context, `tools/list` without credentials over MCP 2025-11-25, checked 2026-10-04 22:22 UTC):\n  - `search_econ_series` (read-only): Search the Econ Data Library catalog (billions of series from hundreds of sources: national accounts, prices, trade, labor, energy, markets…). Free, no key…\n  - `get_econ_series` (read-only): Download an economic time series as rows (long format: date, value) with its citation and license. REQUIRES the free ElkassabgiData API key. Use…\n  - `get_econ_series_metadata` (read-only): Full metadata for one econ series: title, frequency, geography, unit, license (incl. commercial-use flag), attribution/citation, coverage dates. Free, no key…\n  - `list_econ_sources` (read-only): List the Econ Data Library's sources (statistical offices, monetary authorities, IGOs, research datasets) with their licenses, counted live. Free.\n  - `get_data_freshness` (read-only): Live per-source update status straight from the automated updater's ledger: last successful update, data frontier, and honest stale/failure flags (dates are…\n  - `get_econ_bundle_manifest` (read-only): A citable bundle manifest (Frictionless data package) for several econ series - up to 50 explicit ids, or every series of one small source (up to 1,000…\n  - `get_hf_download_link` (read-only): Authenticated download instructions for HF Data Library's 1-minute OHLCV bars (per-ticker US stocks/ETFs from IEX Exchange HIST, 2022-03-07 onward; parquet or…\n  - `get_hf_variables_dictionary` (read-only): The exact definitions/formulas of HF Data Library's 25 pre-computed academic variables (realized volatility family, spreads, jumps, liquidity, data-quality).…\n  - `list_ip_bundles` (read-only): List the IP Data Library's snapshot-pinned patent/innovation bundles (patent-level measures on US patents; assignee-year panels) with sizes, vintages and…\n  - `get_ip_download_link` (read-only): Authenticated download instructions for an IP Data Library bundle — patent-level innovation measures (citations, originality/generality, grant lag, team size)…\n  - `get_family_status` (read-only): Live status of the whole ElkassabgiData family - HF, Econ and IP: each library's headline stats and data currency, read live. Free.\n  - `get_auth_status` (read-only): Whether this MCP connection has an ElkassabgiData API key configured (masked — the key itself is never echoed), and how to add one.\n- How its tools read to an agent (0 errors, 5 warnings, 1 note, about 2,093 tokens; rules at https://www.anchorterminal.com/check.md; not part of the score):\n  - warn TC11 get_econ_series: 3 parameters without a description: date_from, date_to, max_rows\n  - warn TC11 get_econ_series_metadata: its one parameter, series_id, has no description\n  - warn TC11 get_hf_download_link: 2 parameters without a description: dataset, version\n  - warn TC11 get_ip_download_link: 1 parameter without a description: file\n  - warn TC11 search_econ_series: 1 parameter without a description: limit\n  - note TC24 server: 12 of 12 tools have no outputSchema\n\n- JSON: https://www.anchorterminal.com/api/v1/tools/elkassabgidata.json\n- Being indexed says nothing about quality, and nobody can pay for it. Ask for a review: https://www.anchorterminal.com/builders/#claiming\n",
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    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.3",
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    "run": "2026-10-01",
    "runLabel": "October 2026 research run"
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