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Public Hosted Server: https://gdelt.caseyjhand.com/mcp
Overview
News and TV coverage analysis from the GDELT Project: global news in 65+ languages, and historical TV transcripts across 150+ stations, with coverage dates varying by station. Article search and relative timespan windows cover the last 3 months; explicit dates reach older windows in the coverage timeline's volume and tone modes, the language and country breakdowns, and the tone distribution. Search articles and clips, track coverage spikes, analyze tone, and compare coverage across languages, countries, stations, and shows.
Tools
| Tool | Description |
|---|---|
gdelt_search_articles | Search recent global news with full-text and filter operators. Returns every fetched in-window article, up to 250 per call, with date-window continuation guidance at the provider ceiling. |
gdelt_get_coverage_timeline | Track normalized coverage, raw matching-article counts with monitored denominators, or average tone. Expand supplied article references for selected timesteps. |
gdelt_get_tone_distribution | Get a tone histogram (bins ~−30 to +30) showing whether coverage is uniformly negative, bimodal, or clustered near neutral. |
gdelt_get_coverage_breakdown | Compare coverage by source language or source country. Values are normalized shares of each source population's media output, not additive article counts. |
gdelt_search_themes | Find GKG theme identifiers for the theme: operator the DOC tools accept — drought finds NATURAL_DISASTER_DROUGHT, cyberattack finds CYBER_ATTACK — ranked by the count GDELT's theme lookup lists. |
gdelt_search_tv | Search television news closed captions and return separate station timelines or pooled coverage. |
gdelt_get_tv_breakdown | Rank stations by airtime share or matching-clip count, and shows by share of matching clips. |
gdelt_get_tv_clips | Retrieve up to 3,000 matching TV clips with transcript excerpts and Internet Archive viewing links, returning every fetched in-window clip. |
gdelt_get_tv_context | Get the most frequent co-occurring words and phrases from GDELT's relevance-ranked sample of TV clips matching a query. |
gdelt_list_tv_stations | List TV stations with market, network, and monitoring date ranges — all of them, or filtered by station ID, network, or market — to verify station availability before querying. |
Capability reference
gdelt_search_articles tool
- Full GDELT query syntax: phrases, boolean OR, exclusion, filter operators (
sourcecountry:,sourcelang:,domain:,theme:,tone</tone>), proximity (near20:) and repetition (repeat3:) —gdelt_search_themesfinds the identifierstheme:takes - Configurable sort (
relevance,dateDesc,dateAsc,toneDesc,toneAsc,hybridRel) and fetch count, up to 250 per call; largermaxRecordsvalues clamp to 250 by default - Returns URL, title, publication date, domain, language, source country, and social image URL
- Returns every fetched in-window article. At the provider ceiling,
continuationWindowsgives narrower date windows to re-query (de-duplicate byurl). The ceiling is not a cursor; an indivisible window can still contain more matches than GDELT returns - Articles outside an explicit
startDatetime/endDatetimewindow are dropped, and the notice counts them
gdelt_get_coverage_timeline tool
- Four modes:
volume(normalized % per timestep),volume_raw(matching-article counts with the monitored-article denominatornorm),volume_with_articles(volume plus supplied top articles), andtone(average sentiment) - Reference-bearing timesteps carry their first 3 links beside
referenceCount, the number of references GDELT supplied, not all matching articles.points: ["<date>"]selects named timesteps with every supplied link; GDELT's reference list itself is capped at ten - Pages whole timesteps with
offsetandlimit(default 10, cap 400);nextOffsetretrieves the next page. Each series'pointCountandpeakcover the full series on every page - Smoothing accepts 0–30 timesteps. Width N > 1 returns trailing moving averages: the first N−1 source steps cannot produce a value, and peaks can appear later. In
volume_raw, smoothing changesvalue, notnorm - Time range uses
timespan(up to 3 months) or explicitstartDatetime/endDatetime; date resolution (15min/hour/day) is inferred from returned intervals. Involumeandtonemodes an explicit window may predate the last 3 months;volume_rawandvolume_with_articlescover only the last 3 months - A
pointsdate matching no timestep, or anoffsetpast the last timestep, is rejected with the valid values
gdelt_get_tone_distribution tool
- Histogram bins from approximately −30 to +30; each bin's
countcounts matching articles, whilereferenceCountcounts supplied links. The default preview shows 3 links;bins: [<bin>]selects named bins with every supplied link. An unknown bin is rejected with the available bins - Summary fields over the whole histogram:
peakNegativeBin,peakPositiveBin,neutralPct(% of articles in the −2 to +2 range) - Pages whole bins with
offsetandlimit(default 10, cap 400), returningnextOffsetwhen more remain. This is a snapshot across matching articles, unlike the tone timeline - Time range uses
timespan(up to 3 months) or explicitstartDatetime/endDatetime, and an explicit window may predate the last 3 months
gdelt_get_coverage_breakdown tool
- Breaks down by
languageorcountryinto a multi-series time series: the top 10 series by summed value, with every other series named inotherSeriesLabels series: ["<label>"]returns only those series, complete, underselectedSeries; a label matching no series is rejected with the available labels- Pages whole series with
offsetandlimit(default 10, cap 75), returningnextOffsetwhen more remain. Copy exact labels from the response forseriesselections - Smoothing accepts 0–30 timesteps with the same moving-average disclosure as coverage timelines
- Time range uses
timespan(up to 3 months) or explicitstartDatetime/endDatetime, and an explicit window may predate the last 3 months - Values are normalized shares of each source's media output, not article counts, so don't sum them across sources
gdelt_search_themes tool
- Searches the identifiers in GDELT's GKG theme lookup (59,315 themes); each match is the identifier, its listed count, and a paste-ready
operatorsuch astheme:TAX_DISEASE_OUTBREAK - Case-insensitive, with no stemming or synonyms: words match parts of an identifier (
cyberattack→CYBER_ATTACK,plant disease→TAX_PLANTDISEASE). If nothing matches, it retries once with a trailingsdropped (protests→PROTEST) and the notice says so - Ranked by exact match, then listed count (a static prevalence figure, not a live article total), then identifier
- Pages with
offset/limit(default 25, cap 100); larger limits clamp by default.nextOffsetappears only when more matches remain, and an offset past a non-empty result failsoffset_out_of_range - Does not queue behind the DOC and TV rate limit
gdelt_search_tv tool
- Structured
stations(e.g.["CNN", "FOXNEWS"]) preserve the entire requested list. TV queries can also use station, network, or market selectors; verify IDs and coverage dates through the station catalog normalizetoggles relative airtime % (default) vs. raw matching 15-second clip counts; optionaldateresaggregation (hour/day/week/month/year). TV operators:station:,network:,market:,show:,context:- Each series carries
station(the ID thestationsinput takes,FOXNEWS) andstationName(GDELT's label,FOX News). If an ID can't be resolved, the series keepsstationNamewithoutstationand the notice says so - Pages points in date-then-station-name order (default 500, cap 20,000); pass
nextOffsetwith the same inputs for the next page. The text surface's per-station count, sum, and peak cover only the returned page combined: truepools stations into aCombinedtimeline. Normalized values use pooled matching clips divided by pooled monitored clips, not an average of station percentages; no station ID is assigned to the combined series- Smoothing accepts 0–30 timesteps and discloses leading-window loss and possible lag. Recognized upstream date resolution takes precedence over requested or inferred resolution
- Check station date ranges with
gdelt_list_tv_stationsbefore querying recent events
gdelt_get_tv_clips tool
- Up to 3,000 clips fetched per call, sorted by relevance, date descending, or date ascending; larger
maxRecordsvalues clamp to 3,000 by default - Each clip: show name,
stationandstationName(resolved as ingdelt_search_tv, so a series'stationpasses straight intostations), air timestamp, 15-second transcript excerpt, direct Archive.org link, and optional thumbnail - The server requests whole clock hours, so any window width works; clips outside an explicit
startDatetime/endDatetimewindow are dropped and counted in the notice (atimespancall drops nothing) - Returns every fetched in-window clip. At the provider ceiling,
continuationWindowsgives narrower windows to re-query (de-duplicate byarchiveUrl); whole-hour retrieval can still prevent reaching every match in a dense hour
gdelt_get_tv_breakdown tool
- Station rankings report percentages of station airtime by default, or matching 15-second clip counts with
normalize: false; resolvable rows include a station ID - Show rankings always report percentages of matching clips, including when
normalize: false. Labels are preserved exactly, but GDELT sometimes abbreviates them with ellipses, so they are not all reusableshow:selectors - Rows sort by descending value, then label, with
offset/limitpaging (default 25, cap 10,000),totalRows, andnextOffset
gdelt_get_tv_context tool
- Returns the most frequent non-stopword terms co-occurring with the query
- Terms and scores come from GDELT's sample of the 200 most relevant matching clips, not all coverage; every non-empty response says so in
notice. Compare windows or stations with a separate, narrower call for each - Relative frequency scores 0–100, where the query term itself scores 100
- Terms sort by score and page with
offset/limit(default 25, cap 25,000).totalTermscounts the returned vocabulary across all pages, not matching clips;nextOffsetandtruncateddisclose remaining terms
gdelt_list_tv_stations tool
- Returns every station with market, network, monitoring start date, and end date — or only those matching the optional
stations,network, andmarketfilters - Filters match whole values case-insensitively and combine with AND (
network: "FOX"does not matchFOXNEWS);activeCountandtotalCountcount the returned stations - A filter or station ID that matches nothing is named in the notice;
isActiveis true when the end date is within the last 24 hours - Use to verify a station was active during a target period, or to find valid station IDs for the
stationsparameter on other TV tools
Features
Built on @cyanheads/mcp-ts-core: stdio and Streamable HTTP transports, pluggable auth (none / jwt / oauth), swappable storage (in-memory, filesystem, Supabase, Cloudflare KV/R2/D1), structured logging with optional OpenTelemetry tracing.
GDELT-specific:
- Shared request pacer across the DOC and TV tools: one request in flight at 1 req/5s, with a backoff (5s, doubling to 60s) after any rate-limit response
- In-process response cache for DOC and TV requests, bounded to 128 MiB. An identical request is answered from memory for 15 minutes (24 hours once its explicit window ended more than a day earlier), without a pacer slot, and concurrent identical calls share one fetch. When GDELT rate-limits the refetch, is unavailable (5xx, timeouts), or answers it empty, the stored answer stands in for up to 24 hours after its fetch (a
timespananswer only while younger than the timespan), and the response says so instaleResponse; an invalid query, an unparseable body, or a cancelled call never falls back. A call holding such an answer waits on GDELT at most 45 s, and not at all while the pacer is cooling down after a rate limit - Optional local GKG mirror that answers the four DOC tools when the DOC API refuses or returns nothing; see Local GKG mirror
- Structured
stationsarrays instead of raw TV query syntax - GKG theme lookup held in memory after first download
Agent-friendly output:
- Query echo on every response: the original query and applied timespan, so calls chain without re-deriving parameters
- Typed series
labelfields ("Volume Intensity","Average Tone", language/country names) instead of positional arrays - Station metadata with an
isActiveboolean and ISO 8601 dates - Zero matches return the normal output shape with empty arrays and a
noticeon how to broaden the query. On the DOC tools the notice also says GDELT returns empty answers when overloaded, so retry before treating the result as no coverage - Provenance fields:
staleResponse(fetchedAt,ageSeconds,reason) on every DOC and TV tool when a stored answer was served;source,attempts, andcoverageon the four DOC tools while a mirror is configured
Getting started
Public Hosted Instance
A public instance is available at https://gdelt.caseyjhand.com/mcp — no installation required. Point any MCP client at it via Streamable HTTP:
{
"mcpServers": {
"gdelt-mcp-server": {
"type": "streamable-http",
"url": "https://gdelt.caseyjhand.com/mcp"
}
}
}
Self-Hosted / Local
Add the following to your MCP client configuration file.
{
"mcpServers": {
"gdelt-mcp-server": {
"type": "stdio",
"command": "bunx",
"args": ["@cyanheads/gdelt-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info"
}
}
}
}
Or with npx (no Bun required):
{
"mcpServers": {
"gdelt-mcp-server": {
"type": "stdio",
"command": "npx",
"args": ["-y", "@cyanheads/gdelt-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info"
}
}
}
}
Or with Docker:
{
"mcpServers": {
"gdelt-mcp-server": {
"type": "stdio",
"command": "docker",
"args": [
"run", "-i", "--rm",
"-e", "MCP_TRANSPORT_TYPE=stdio",
"ghcr.io/cyanheads/gdelt-mcp-server:latest"
]
}
}
}
For Streamable HTTP, set the transport and start the server:
MCP_TRANSPORT_TYPE=http MCP_HTTP_PORT=3010 bun run start:http
# Server listens at http://localhost:3010/mcp
Prerequisites
- Bun v1.4.0 or higher (or Node.js v24+).
- No API key required — GDELT is a free public API.
Installation
- Clone the repository:
git clone https://github.com/cyanheads/gdelt-mcp-server.git
- Navigate into the directory:
cd gdelt-mcp-server
- Install dependencies:
bun install
- Configure environment:
cp .env.example .env
# edit .env if you need to override defaults
Configuration
All configuration is validated at startup via Zod schemas in src/config/server-config.ts. Key environment variables:
| Variable | Description | Default |
|---|---|---|
GDELT_BASE_URL | Override the GDELT API base URL for both DOC and TV APIs. | https://api.gdeltproject.org/api/v2 |
GDELT_REQUEST_DELAY_MS | Minimum milliseconds between GDELT requests (enforces 1 req/5s limit). | 5300 |
GDELT_REQUEST_TIMEOUT_MS | Deadline for a single GDELT request (a call with retries is bounded at twice this). | 60000 |
GDELT_CLAMP_LIMITS | Clamp oversized positive integer counts to each tool's served cap, with limitClamp, a log, and a counter. Set false to reject above-cap counts instead. | true |
GDELT_MIRROR_PATH | SQLite database file of the local GKG mirror. Unset leaves the mirror off. | none |
GDELT_MIRROR_WINDOW_DAYS | Days of 15-minute GKG slots the mirror keeps, 1–90. | 7 |
MCP_TRANSPORT_TYPE | Transport: stdio or http. | stdio |
MCP_HTTP_PORT | Port for the HTTP server. | 3010 |
MCP_HTTP_ENDPOINT_PATH | HTTP endpoint path where the MCP server is mounted. | /mcp |
MCP_PUBLIC_URL | Public origin override for TLS-terminating reverse-proxy deployments. | none |
MCP_AUTH_MODE | Auth mode: none, jwt, or oauth. | none |
MCP_SESSION_MODE | HTTP session mode: auto, stateful, or stateless. | stateless |
MCP_LOG_LEVEL | Log level (debug, info, warning, error, etc.). | info |
MCP_GC_PRESSURE_INTERVAL_MS | Opt-in Bun-only forced-GC loop interval in ms. | 0 (disabled) |
LOGS_DIR | Directory for log files (Node.js only). | <app-root>/logs |
STORAGE_PROVIDER_TYPE | Storage backend: in-memory, filesystem, supabase, cloudflare-kv/r2/d1. | in-memory |
OTEL_ENABLED | Enable OpenTelemetry instrumentation. | false |
See .env.example for the full list of optional overrides.
Running the server
Local development
-
Build and run:
# One-time build bun run rebuild # Run the built server bun run start:stdio # or bun run start:http -
Run checks and tests:
bun run devcheck # Lint, format, typecheck, security audit bun run test # Vitest test suite bun run lint:mcp # Validate MCP definitions against spec
Docker
docker build -t gdelt-mcp-server .
docker run --rm -p 3010:3010 gdelt-mcp-server
The Dockerfile defaults to HTTP transport, stateless session mode, and logs to /var/log/gdelt-mcp-server. OpenTelemetry peer dependencies are installed by default — build with --build-arg OTEL_ENABLED=false to omit them.
Local GKG mirror
The DOC API sometimes refuses requests for long stretches, or answers empty while overloaded. The optional mirror keeps a local SQLite copy of GDELT's Global Knowledge Graph (GKG), the English and translingual feeds GDELT publishes every 15 minutes on data.gdeltproject.org, so the four DOC tools (gdelt_search_articles, gdelt_get_coverage_timeline, gdelt_get_tone_distribution, gdelt_get_coverage_breakdown) can still answer. It is off unless GDELT_MIRROR_PATH is set. TV tools and theme search never use it.
When it answers. DOC is asked first (a stored answer to the identical request counts as DOC's, and wins over the mirror), and the mirror answers when DOC is rate-limited, unavailable, or returns nothing. An empty DOC answer is replaced only if the mirror finds at least one match. Invalid queries and cancelled calls never reach it. A mirror answer carries source: "gkg_mirror", attempts (what each source did), and coverage when the mirror holds less than the requested window, and the notice says why it answered. When the mirror cannot answer (no completed init, a query operator it can't evaluate, a window outside what it holds), DOC's error is returned with the mirror's reason in the message and a hint.
How its answers differ from DOC's.
- Keywords match titles and entity names (persons, organizations, locations), not article text. Translated articles keep their source-language titles.
theme:matches the exact theme ID.sourcecountry:and country breakdowns use GDELT's 2015 domain-to-country file, which covered 83–92% of sampled rows; matching articles from outlets it doesn't list are left out of country series and counted in the notice.- Counts, shares, and the
volume_rawdenominator are over mirrored articles, so they differ from DOC's figures. nearN:,repeatN:, the image operators (imagetag:and the rest), unknownname:operators, and comparisons other thantone/toneabsare not compiled; asourcelang:orsourcecountry:value it can't resolve is refused too. It also refuses an unquoted keyword that is one character or contains a hyphen, an OR group that nests or contains an exclusion, an excluded OR group, and a query of more than 100 elements or 1,000 characters. The mirror declines a query that uses any of these, and the error or theattemptsdetail names which.
Enable it.
- Set
GDELT_MIRROR_PATHto a database file, and optionallyGDELT_MIRROR_WINDOW_DAYS. - Build it once with
bun run mirror:initfrom a checkout. It downloads every 15-minute slot of both feeds in the window, 2 s apart, resumes where it stopped if interrupted, and never runs on server startup. - Start the server. Bun uses its built-in SQLite; on Node, install
better-sqlite3too, or startup fails whenGDELT_MIRROR_PATHis set.
With Docker, point the path at a file on a mounted volume (the image creates /var/lib/gdelt-mirror, owned by the bun user) and run the scripts in the container:
docker run -d --name gdelt -p 3010:3010 \
-v gdelt-mirror:/var/lib/gdelt-mirror \
-e GDELT_MIRROR_PATH=/var/lib/gdelt-mirror/gkg.db \
gdelt-mcp-server
docker exec gdelt bun run mirror:init
bun run mirror:verify (or docker exec gdelt bun run mirror:verify) reports the SQLite integrity check, sync status, row count, and each feed's covered slots and gaps.
Disk and bandwidth. A stored article takes about 1.8 KB, plus about 3 MB for the domain-to-country table. A 7-day window (the default) runs about 3 GB in a typical week and up to about 5.6 GB at weekday peak volume; a busy 15-minute slot holds up to about 4,760 rows across both feeds. The first mirror:init for 7 days fetches about 1,344 files, up to about 12.5 GB, and takes 50–60 minutes, most of it the pause between files. Steady-state refresh downloads 0.56–1.71 GB a day. Size scales with GDELT_MIRROR_WINDOW_DAYS.
Refresh. On HTTP transport the server refreshes the mirror every 15 minutes once a first init has completed. On stdio, run bun run mirror:refresh from cron every 15 minutes. Don't run cron refresh against a store an HTTP server is also refreshing: the result stays consistent, but the downloads are duplicated.
Project structure
| Directory | Purpose |
|---|---|
src/index.ts | createApp() entry point — registers tools and inits services. |
src/config | Server-specific environment variable parsing and validation with Zod. |
src/mcp-server/tools | Tool definitions (*.tool.ts). Ten tools across the DOC and TV APIs and the GKG theme lookup. |
src/services/gdelt | GdeltDocService and GdeltTvService wrapping the DOC and TV APIs, the shared outbound pacer every DOC and TV call queues behind, the response cache that serves repeated and stale answers, the router that falls back to the mirror on DOC calls, and GdeltThemeService for the GKG theme lookup. |
src/services/gkg-mirror | The optional local GKG mirror: feed download and parsing, the SQLite store and its worker thread, the DOC query compiler, and the queries that emulate the four DOC modes. |
scripts | Repository tooling, including the mirror:init, mirror:refresh, and mirror:verify scripts. |
tests/ | Unit and integration tests mirroring src/. |
Development guide
See CLAUDE.md for development guidelines and architectural rules. The short version:
- Handlers throw, framework catches — no
try/catchin tool logic - Use
ctx.logfor request-scoped logging,ctx.statefor tenant-scoped storage - Register new tools via the barrels in
src/mcp-server/tools/definitions/index.ts - Wrap GDELT API calls: validate raw JSON → normalize to domain type → return output schema; never fabricate missing fields
Contributing
Issues are welcome. Run checks and tests before submitting:
bun run devcheck
bun run test
License
Apache-2.0 — see LICENSE for details.