@globalfishingwatch/gfw-mcp-js

@globalfishingwatch/gfw-mcp-js

Access Global Fishing Watch data from any MCP-compatible AI assistant or terminal: search vessels, retrieve fishing activity and port events, look up marine regions, and compute aggregate statistics.

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README

@globalfishingwatch/gfw-mcp-js

Access Global Fishing Watch data from any MCP-compatible AI assistant or directly from the terminal. Search vessels, retrieve apparent fishing activity and port-visit events, look up Marine Protected Areas, Exclusive Economic Zones and RFMOs, calculate apparent fishing activity hours within any region, and compute aggregate event statistics.

This package can be used in three modes:

  • MCP server (stdio) — connect any MCP-compatible AI assistant (Claude, Cursor, Windsurf, VS Code…) to GFW data via a local process
  • MCP server (HTTP) — deploy as a Cloud Run service; AI clients connect via URL with no local install required
  • CLI — query GFW data directly from the terminal

Requirements

  • Node.js 18+
  • A GFW API key — if not yet available, request one at https://globalfishingwatch.org/our-apis/tokens

MCP Server

Quick start (no install)

GFW_TOKEN=your_gfw_api_key_here npx @globalfishingwatch/gfw-cli mcp

mcp is a subcommand of the CLI that starts the MCP stdio server.

Authentication

The MCP server resolves the API token in this order:

  1. GFW_TOKEN environment variable (compatibility alias)
  2. API_KEY environment variable
  3. ~/.gfw/config.json (saved via npx @globalfishingwatch/gfw-cli auth login)

If you have already run npx @globalfishingwatch/gfw-cli auth login from the CLI, the MCP server will pick up the stored token automatically — no need to set environment variables in your client config.

Client configuration

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) %APPDATA%\Claude\claude_desktop_config.json (Windows)

{
  "mcpServers": {
    "gfw": {
      "command": "npx",
      "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
      "env": {
        "GFW_TOKEN": "your_gfw_api_key_here"
      }
    }
  }
}

Claude Code (Plugin — recommended)

First add the GFW marketplace, then install the plugin:

# 1. Add the GFW marketplace (one-time)
/plugin marketplace add GlobalFishingWatch/gfw-mcp-js

# 2. Install the plugin (will prompt for your GFW API token)
claude plugin install gfw@globalfishingwatch

Claude Code (manual MCP)

claude mcp add gfw -- npx -y @globalfishingwatch/gfw-cli mcp
export GFW_TOKEN=your_gfw_api_key_here

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "gfw": {
      "command": "npx",
      "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
      "env": { "GFW_TOKEN": "your_gfw_api_key_here" }
    }
  }
}

Windsurf

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "gfw": {
      "command": "npx",
      "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
      "env": { "GFW_TOKEN": "your_gfw_api_key_here" }
    }
  }
}

VS Code (Copilot)

.vscode/mcp.json

{
  "servers": {
    "gfw": {
      "type": "stdio",
      "command": "npx",
      "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
      "env": { "GFW_TOKEN": "your_gfw_api_key_here" }
    }
  }
}

OpenClaw

~/.openclaw/openclaw.json

{
  "tools": {
    "mcp": {
      "servers": {
        "gfw": {
          "command": "npx",
          "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
          "env": { "GFW_TOKEN": "your_gfw_api_key_here" }
        }
      }
    }
  }
}

Gemini CLI

One-line install (Gemini Extensions):

gemini extensions install https://github.com/GlobalFishingWatch/gfw-mcp-js
export GFW_TOKEN=your_gfw_api_key_here

This installs the MCP server, the agent instructions (SKILL.md), and registers the extension automatically.

Manual config alternative — ~/.gemini/settings.json (global) or .gemini/settings.json (per project):

{
  "mcpServers": {
    "gfw": {
      "command": "npx",
      "args": ["-y", "@globalfishingwatch/gfw-cli", "mcp"],
      "env": { "GFW_TOKEN": "your_gfw_api_key_here" }
    }
  }
}

Claude Code (Skill only)

If you want the agent guidelines without the plugin, the repo ships a SKILL.md at the root.

Install via skills.sh CLI:

npx skills add GlobalFishingWatch/gfw-mcp-js

Or clone directly into your Claude skills directory:

git clone https://github.com/GlobalFishingWatch/gfw-mcp-js ~/.claude/skills/gfw-mcp-js

Claude Code auto-discovers SKILL.md and loads the agent guidelines plus tool reference. Pair with the MCP server config above (claude mcp add gfw -- npx -y @globalfishingwatch/gfw-cli mcp) so the skill's tool documentation matches the live MCP tools.

Alternative: local clone

git clone https://github.com/globalfishingwatch/gfw-mcp-js
cd gfw-mcp-js
npm install && npm run build

Then replace npx -y @globalfishingwatch/gfw-cli with node /absolute/path/to/gfw-mcp-js/dist/bin.js in any config above.

Available MCP tools

Tool Description
vessel-search Search vessels by name, MMSI, IMO, callsign, flag, owner, or gear type. To avoid misinterpretation, please check data caveats here and for more details refer to GFW Vessel API.
vessel-by-id Fetch full vessel profile(s) by GFW vessel ID(s); returns metadata, registry owners, a map URL, and relatedIdentities (other AIS identities linked to the same physical vessel)
vessel-events Retrieve apparent fishing, encounter, port visit, or loitering events; filter by vessel, region, date, confidence, and encounter type. To avoid misinterpretation, please check data caveats here and for more details refer to GFW Events API
events-stats Compute aggregate statistics (total events, unique vessels, flag breakdown) over a date range, optionally filtered by region and grouped by flag or gear type; returns a GFW map URL (except for fishing events). For more details check Stats API
region-id-lookup Resolve MPA, EEZ, or RFMO names to canonical region IDs. To check the sources of the regions, please check here
region-geometry-url Get the URL to fetch the GeoJSON geometry of a specific MPA, EEZ, or RFMO
area-report Calculate apparent fishing, SAR, Sentinel-2, or AIS presence hours worldwide (regionWorld: true) or in a specific region (MPA, EEZ, RFMO); optional flag, gear type, vessel type, and speed filters; supports groupBy flag/geartype. To avoid misinterpretations please check data caveats about AIS presence here and about SAR Vessel Detections here
vessel-insights Retrieve apparent fishing activity, AIS off event, AIS coverage, and IUU vessel list insights for one or more vessels over a date range; returns a GFW map URL per vessel. To avoid misinterpretation, review data caveats here. For more details refer to GFW Insights API

Remote MCP Server (Cloud Run)

Deploy as an HTTP service so AI clients connect via URL — no local Node.js install required on the client side. Each client passes its own GFW API token as a Bearer header; the server forwards it to the GFW API transparently.

Deploy to Cloud Run

# Build and push image
gcloud builds submit --tag gcr.io/YOUR_PROJECT/gfw-mcp .

# Deploy
gcloud run deploy gfw-mcp \
  --image gcr.io/YOUR_PROJECT/gfw-mcp \
  --platform managed \
  --region us-central1 \
  --allow-unauthenticated \
  --port 8080

No secrets needed in the deployment — clients supply their own GFW token per request.

Client configuration

The client sends its GFW API token as Authorization: Bearer <token>. The server uses it to call the GFW API on behalf of the client.

Claude Desktop

{
  "mcpServers": {
    "gfw": {
      "url": "https://mcp.globalfishingwatch.org/mcp",
      "headers": { "Authorization": "Bearer your_gfw_api_key_here" }
    }
  }
}

Claude Code

claude mcp add --transport http gfw https://mcp.globalfishingwatch.org/mcp \
  --header "Authorization: Bearer your_gfw_api_key_here"

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "gfw": {
      "url": "https://mcp.globalfishingwatch.org/mcp",
      "headers": { "Authorization": "Bearer your_gfw_api_key_here" }
    }
  }
}

Windsurf

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "gfw": {
      "url": "https://mcp.globalfishingwatch.org/mcp",
      "headers": { "Authorization": "Bearer your_gfw_api_key_here" }
    }
  }
}

VS Code (Copilot)

.vscode/mcp.json

{
  "servers": {
    "gfw": {
      "type": "http",
      "url": "https://mcp.globalfishingwatch.org/mcp",
      "headers": { "Authorization": "Bearer your_gfw_api_key_here" }
    }
  }
}

Health check

curl https://mcp.globalfishingwatch.org/health
# {"status":"ok"}

stdio vs HTTP comparison

stdio (local) HTTP (Cloud Run)
Install required Node.js 18+ None
Token location GFW_TOKEN env var or auth login Authorization header per request
Multi-user No Yes
Command gfw mcp gfw mcp-server

CLI

Install

# Run without installing
npx @globalfishingwatch/gfw-cli --help

# Or install globally
npm install -g @globalfishingwatch/gfw-cli
npx @globalfishingwatch/gfw-cli --help

Authentication

Token resolution order:

  1. GFW_TOKEN environment variable
  2. API_KEY environment variable (compatibility alias)
  3. ~/.gfw/config.json (saved via auth login)
# Save token interactively (stored in ~/.gfw/config.json)
npx @globalfishingwatch/gfw-cli auth login

# Check which token source is active
npx @globalfishingwatch/gfw-cli auth status

# Remove stored token
npx @globalfishingwatch/gfw-cli auth logout

Or pass the token inline for a single command:

GFW_TOKEN=your_key npx @globalfishingwatch/gfw-cli vessel-search --name "Maria"

Commands

vessel-search

Search vessels by name, MMSI, IMO, callsign, flag, owner, or activity date range.

npx @globalfishingwatch/gfw-cli vessel-search [--name <name>] [--mmsi <mmsi>] [--imo <imo>]
  [--callsign <cs>] [--flag <ISO3>] [--owner <owner>]
  [--active-from <YYYY-MM-DD>] [--active-to <YYYY-MM-DD>] [--limit <n>]

At least one filter must be provided.

Parameter Format / values
--mmsi 9-digit string
--imo 7-digit string
--flag ISO 3166-1 alpha-3 code (e.g. ESP, CHN, USA)
--owner Owner name or partial name (wildcard match)
--active-from / --active-to YYYY-MM-DD
--limit 1–50 (default 10)
npx @globalfishingwatch/gfw-cli vessel-search --name "Maria" --flag CHN
npx @globalfishingwatch/gfw-cli vessel-search --mmsi 123456789
npx @globalfishingwatch/gfw-cli vessel-search --flag ESP --active-from 2024-01-01 --active-to 2024-12-31 --limit 20

vessel-by-id

Fetch full vessel profile(s) by GFW vessel ID.

npx @globalfishingwatch/gfw-cli vessel-by-id --ids <id> [<id2> ...]
npx @globalfishingwatch/gfw-cli vessel-by-id --ids abc123
npx @globalfishingwatch/gfw-cli vessel-by-id --ids abc123 def456 ghi789

Each result includes relatedIdentities — an array of other AIS identities linked to the same physical vessel (different MMSI or name/flag periods), each with its own mapUrl. Empty array if none.

vessel-events

Retrieve fishing, encounter, port visit, or loitering events.

npx @globalfishingwatch/gfw-cli vessel-events --event-type <type>
  --start-date <YYYY-MM-DD> --end-date <YYYY-MM-DD>
  [--vessel-id <id>] [--limit <n>] [--offset <n>]
  [--confidence <2|3|4> ...]          # port_visit only
  [--encounter-types <type> ...]      # encounter only
  [--region-type <MPA|EEZ|RFMO>] [--region-id <id>]
Parameter Format / values
--event-type fishing | encounter | port_visit | loitering
--start-date / --end-date YYYY-MM-DD
--limit 1–100 (default 20)
--confidence 2, 3, 4 (one or more; port_visit only; default 4)
--encounter-types CARRIER-FISHING | CARRIER-BUNKER | FISHING-BUNKER | FISHING-FISHING | SUPPORT-FISHING (encounter only; default CARRIER-FISHING SUPPORT-FISHING)
--region-type MPA | EEZ | RFMO
npx @globalfishingwatch/gfw-cli vessel-events --event-type fishing --start-date 2024-01-01 --end-date 2024-06-01
npx @globalfishingwatch/gfw-cli vessel-events --event-type port_visit --vessel-id abc123 --start-date 2024-01-01 --end-date 2024-12-31
npx @globalfishingwatch/gfw-cli vessel-events --event-type encounter --start-date 2024-01-01 --end-date 2024-12-31 --encounter-types CARRIER-FISHING SUPPORT-FISHING
npx @globalfishingwatch/gfw-cli vessel-events --event-type fishing --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-06-01

events-stats

Compute aggregate event statistics over a date range.

npx @globalfishingwatch/gfw-cli events-stats --event-type <type>
  --start-date <YYYY-MM-DD> --end-date <YYYY-MM-DD>
  [--group-by <FLAG|GEARTYPE>]
  [--region-type <MPA|EEZ|RFMO>] [--region-id <id>]
  [--confidence <levels> ...] [--encounter-types <types> ...]
Parameter Format / values
--event-type fishing | encounter | port_visit | loitering
--start-date / --end-date YYYY-MM-DD
--group-by FLAG | GEARTYPE (default FLAG)
--region-type MPA | EEZ | RFMO
--confidence 2, 3, 4 (one or more; port_visit only; default 4)
--encounter-types CARRIER-FISHING | CARRIER-BUNKER | FISHING-BUNKER | FISHING-FISHING | SUPPORT-FISHING (encounter only; default CARRIER-FISHING SUPPORT-FISHING)
npx @globalfishingwatch/gfw-cli events-stats --event-type fishing --start-date 2024-01-01 --end-date 2024-12-31
npx @globalfishingwatch/gfw-cli events-stats --event-type fishing --start-date 2024-01-01 --end-date 2024-12-31 --group-by GEARTYPE
npx @globalfishingwatch/gfw-cli events-stats --event-type encounter --start-date 2024-01-01 --end-date 2024-12-31 --region-type RFMO --region-id WCPFC

Returns: { flags[], numEvents, numFlags, numVessels, groups[], mapUrl, dataCaveats? }groups contains { name, value } pairs sorted descending by count. mapUrl links to the GFW map to visualise the queried events; it is not present when --event-type is fishing. dataCaveats is an array of markdown strings present when --event-type is fishing — always display every item.

region-id-lookup

Resolve an MPA, EEZ, or RFMO name to its canonical ID.

npx @globalfishingwatch/gfw-cli region-id-lookup --region-type <MPA|EEZ|RFMO> --query <name> [--limit <n>]

Use this before area-report or vessel-events when you only know the human-readable name of a region.

Parameter Format / values
--region-type MPA | EEZ | RFMO
--limit 1–20 (default 5)
npx @globalfishingwatch/gfw-cli region-id-lookup --region-type MPA --query "Galapagos"
npx @globalfishingwatch/gfw-cli region-id-lookup --region-type EEZ --query "Patagonia" --limit 10
npx @globalfishingwatch/gfw-cli region-id-lookup --region-type RFMO --query "WCPFC"

region-geometry-url

Get the GeoJSON URL for a specific region (no API token required).

npx @globalfishingwatch/gfw-cli region-geometry-url --region-type <MPA|EEZ|RFMO> --id <id>
Parameter Format / values
--region-type MPA | EEZ | RFMO
npx @globalfishingwatch/gfw-cli region-geometry-url --region-type EEZ --id 8386
npx @globalfishingwatch/gfw-cli region-geometry-url --region-type MPA --id 12345

area-report

Calculate fishing, SAR, Sentinel-2, or AIS presence hours inside a region or worldwide. Date range must not exceed 1 year.

Important: This command must never be run in parallel. If multiple reports are needed, run them sequentially — one at a time, waiting for each to complete before starting the next.

# Region-specific report
npx @globalfishingwatch/gfw-cli area-report --region-type <MPA|EEZ|RFMO> --region-id <id>
  --start-date <YYYY-MM-DD> --end-date <YYYY-MM-DD>
  [--type <FISHING|PRESENCE|SAR|SENTINEL2>]
  [--flags <ISO3> ...]
  [--geartypes <type> ...]    # FISHING/SAR/SENTINEL2 only
  [--vessel-types <type> ...] # PRESENCE only
  [--speeds <range> ...]      # PRESENCE only
  [--group-by <VESSEL_ID|FLAG|GEARTYPE|FLAGANDGEARTYPE>]
  [--top-vessels-limit <n>]   # VESSEL_ID group-by only (default 10)

# World report (mutually exclusive with --region-type / --region-id)
npx @globalfishingwatch/gfw-cli area-report --region-world
  --start-date <YYYY-MM-DD> --end-date <YYYY-MM-DD>
  [--type <FISHING|PRESENCE|SAR|SENTINEL2>]
  [--flags <ISO3> ...] [--geartypes <type> ...] [--group-by <...>]
Parameter Format / values
--region-world Boolean flag. Run the report for the entire world. Mutually exclusive with --region-type and --region-id.
--region-type MPA | EEZ | RFMO. Required when --region-world is not set.
--region-id Canonical region ID. Required when --region-world is not set.
--start-date / --end-date YYYY-MM-DD (max range: 1 year)
--type FISHING (default) | PRESENCE | SAR | SENTINEL2FISHING: AIS-based fishing effort hours; PRESENCE: AIS vessel presence hours regardless of activity; SAR: Synthetic Aperture Radar vessel detection hours (satellite radar, independent of AIS); SENTINEL2: Sentinel-2 optical satellite imagery vessel detection hours
--flags ISO 3166-1 alpha-3 codes (e.g. ESP, CHN); up to 10
--geartypes tuna_purse_seines | driftnets | trollers | set_longlines | purse_seines | pots_and_traps | other_fishing | dredge_fishing | set_gillnets | fixed_gear | trawlers | fishing | seiners | other_purse_seines | other_seines | squid_jigger | pole_and_line | drifting_longlines (FISHING/SAR/SENTINEL2 only)
--vessel-types carrier | seismic_vessel | passenger | other | support | bunker | gear | cargo | fishing | discrepancy (PRESENCE only)
--speeds 2-4 | 4-6 | 6-10 | 10-15 | 15-25 | >25 (PRESENCE only)
--group-by VESSEL_ID (default) | FLAG | GEARTYPE | FLAGANDGEARTYPE (GEARTYPE/FLAGANDGEARTYPE only valid with --type FISHING, SAR, or SENTINEL2)
--top-vessels-limit Integer 1–100; default 10. Number of top vessels to return when --group-by VESSEL_ID. Ignored for other group-by values.
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31
npx @globalfishingwatch/gfw-cli area-report --region-type MPA --region-id 12345 --start-date 2024-01-01 --end-date 2024-12-31 --flags CHN ESP
npx @globalfishingwatch/gfw-cli area-report --region-type RFMO --region-id WCPFC --start-date 2024-01-01 --end-date 2024-12-31 --type FISHING --group-by FLAG
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 --type PRESENCE --vessel-types fishing cargo
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 --type SAR
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 --type SENTINEL2
npx @globalfishingwatch/gfw-cli area-report --region-world --start-date 2024-01-01 --end-date 2024-12-31 --type FISHING --group-by FLAG

Returns: { regionType, regionId, dateRange, gfwMapUrl } for region reports, or { regionWorld: true, dateRange, gfwMapUrl } for world reports, plus one activity value field:

  • fishingHours — total fishing hours (present when --type FISHING)
  • presenceHours — total vessel presence hours (present when --type PRESENCE)
  • detections — total SAR or Sentinel-2 vessel detections (present when --type SAR or --type SENTINEL2)

And optionally:

  • topVessels — top N vessels sorted descending by activity (N = --top-vessels-limit, default 10), each with vesselId, shipName, mmsi, flag, geartype, and value (hours for FISHING/PRESENCE; detections for SAR/SENTINEL2). Only present when --group-by VESSEL_ID.
  • rows — aggregated entries sorted descending by activity value, each containing the grouping fields plus hours. Only present when --group-by FLAG, GEARTYPE, or FLAGANDGEARTYPE.
  • dataCaveats — array of markdown strings with data caveats (present when caveats exist for the requested type). Always display every item in this array to the user.
  • Applied filters (flags, vesselTypes, speeds, geartypes) echoed back when provided.

vessel-insights

Retrieve insights for one or more vessels over a date range.

npx @globalfishingwatch/gfw-cli vessel-insights --vessel-ids <id> [<id2> ...]
  --start-date <YYYY-MM-DD> --end-date <YYYY-MM-DD>
  --includes <FISHING|GAP|COVERAGE|VESSEL-IDENTITY-IUU-VESSEL-LIST> [...]
Parameter Format / values
--vessel-ids One or more GFW vessel IDs
--start-date YYYY-MM-DD
--end-date YYYY-MM-DD
--includes FISHING | GAP | COVERAGE | VESSEL-IDENTITY-IUU-VESSEL-LIST — one or more; FISHING: apparent fishing events and RFMO/MPA violations; GAP: AIS-off dark activity; COVERAGE: AIS reception %; VESSEL-IDENTITY-IUU-VESSEL-LIST: IUU list appearances

Returns: { period, vesselIdsWithoutIdentity, mapUrls, apparentFishing?, gap?, coverage?, vesselIdentity?, dataCaveats? } — only insight fields for requested types are present. mapUrls is an object keyed by vessel ID linking each vessel to its GFW map profile for the queried period — always show these URLs to the user in full. dataCaveats is an array of markdown strings present when --includes FISHING — always display every item.

npx @globalfishingwatch/gfw-cli vessel-insights --vessel-ids abc123 --start-date 2024-01-01 --end-date 2024-12-31 --includes FISHING GAP
npx @globalfishingwatch/gfw-cli vessel-insights --vessel-ids abc123 def456 --start-date 2024-01-01 --end-date 2024-12-31 --includes FISHING GAP COVERAGE VESSEL-IDENTITY-IUU-VESSEL-LIST

screenshot

Generate a screenshot of a GFW map URL. Requires playwright and Chromium — install once if not already present:

npm install playwright && npx playwright install chromium
node scripts/screenshot_gfw.js <url> <output_path>
Argument Description
<url> The full GFW map URL (e.g. a mapUrl or gfwMapUrl from any tool response)
<output_path> Destination path for the PNG file (e.g. /tmp/gfw_vessel_abc123.png)

The script appends &screenshotMode=true to the URL, waits for network and JS idle, then saves a 1280×800 PNG. Respects https_proxy / HTTPS_PROXY / http_proxy / HTTP_PROXY environment variables.

node scripts/screenshot_gfw.js "https://globalfishingwatch.org/map/vessel/abc123" /tmp/gfw_vessel_abc123.png

Output

All commands output JSON to stdout, ready to pipe to jq:

npx @globalfishingwatch/gfw-cli vessel-search --name "Maria" | jq '.results[].name'
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 | jq '.fishingHours'
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 --type PRESENCE | jq '.presenceHours'
npx @globalfishingwatch/gfw-cli area-report --region-type EEZ --region-id 8386 --start-date 2024-01-01 --end-date 2024-12-31 --type SAR | jq '.detections'

Environment variables

Variable Default Description
GFW_TOKEN GFW API bearer token
API_KEY Alias for GFW_TOKEN (backwards compatibility)
NODE_ENV development Environment name sent to Sentry

Project structure

bin.ts              # Entry point: loads CLI (dist/bin.js registered as "mcp" binary)
index.ts            # MCP server stdio setup (used by the `mcp` CLI command)
mcp-server.ts       # McpServer creation and tool registration
cli/
  index.ts          # CLI entry point (commander); includes the `mcp` subcommand
  auth.ts           # Token resolution and auth commands
middleware/
  auth.ts           # Bearer / X-API-Key authentication middleware
tools/              # One file per tool; each exports register() + a pure handler
lib/
  api.ts            # gfwFetch() — GFW API client
  response.ts       # createToolResponse() / createErrorResponse()
  types.ts          # Shared TypeScript types and dataset constants

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The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

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TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

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Python
E2B

E2B

Using MCP to run code via e2b.

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Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

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Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

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Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

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