Skosmos

A production-quality Model Context Protocol (MCP) server that wraps the Skosmos REST API, enabling AI assistants to navigate and query SKOS vocabularies. Also includes SPARQL query capabilities for direct RDF data access.

---

Features

• 17 MCP tools covering vocabulary browsing, concept lookup, full-text search, label resolution, BFS traversal, and schema-guided assistance
• 4 SPARQL tools for direct SPARQL query execution, updates, graph discovery, and query templates
• 3 MCP resources for direct URI-based access to vocabularies and concepts
• BFS traversal engine with configurable depth cap, cycle detection, and duplicate elimination
• TTL-based in-memory cache to avoid redundant API calls
• Retry logic with exponential backoff for 5xx and network errors
• AbortController timeout on every HTTP request
• Strict TypeScript (strict mode, noUncheckedIndexedAccess, exactOptionalPropertyTypes)
• Zod-validated inputs on all tools
• stdio transport — reads from stdin, writes to stdout; all logging goes to stderr
• StreamableHTTP transport — HTTP server at /mcp for remote or web-based MCP clients

---

Installation

npm install
npm run build

Or run directly with tsx:

npm run dev

Docker / Docker Compose

Build and run the Streamable HTTP MCP server in a container:

docker compose up --build -d

This starts the Streamable HTTP MCP server on port 3000 and uses Docker Compose's restart: unless-stopped policy so it will come back up automatically after crashes. The image defaults to the Finto endpoints, runs the HTTP MCP server on 0.0.0.0:3000, and enables alternate Skosmos/SPARQL connections by default. The container logs a warning at startup when those options are enabled because allowing other endpoints can be a security risk. The container reads the same environment variables as the local app, so copy .env.example to .env if you want to override those defaults.

Container Images from GitHub Container Registry

Releases publish two container image variants to GitHub Container Registry (GHCR):

HTTP variant (for remote access via HTTP):

docker pull ghcr.io/jsilvanus/skosmos-mcp:http
docker pull ghcr.io/jsilvanus/skosmos-mcp:http-latest
# Or use a specific release version:
docker pull ghcr.io/jsilvanus/skosmos-mcp:v0.2.1-http

Stdio variant (for local stdio MCP protocol):

docker pull ghcr.io/jsilvanus/skosmos-mcp:stdio
docker pull ghcr.io/jsilvanus/skosmos-mcp:stdio-latest
# Or use a specific release version:
docker pull ghcr.io/jsilvanus/skosmos-mcp:v0.2.1-stdio

Each release publishes both variants automatically. Choose the one that matches your use case:

• HTTP variant: Runs an HTTP server on port 3000, suitable for remote access or web-based MCP clients
• Stdio variant: Uses stdin/stdout for the MCP protocol, suitable for local integration with AI assistants or other MCP clients

---

Configuration

Copy .env.example to .env and fill in values:

SKOSMOS_BASE_URL=https://api.finto.fi    # required
SKOSMOS_DEFAULT_VOCABULARY=                      # optional
SKOSMOS_DEFAULT_LANGUAGE=en
SKOSMOS_TIMEOUT=30000
SKOSMOS_USER_AGENT=skosmos-mcp/0.2.0
SKOSMOS_CACHE_TTL=300
SKOSMOS_MAX_TRAVERSAL_DEPTH=5
SKOSMOS_TOOL_SERVER_URL_ALLOWED=true

# SPARQL Configuration (optional)
SPARQL_ENDPOINT_URL=https://api.finto.fi/sparql
SPARQL_USERNAME=
SPARQL_PASSWORD=
SPARQL_ALLOW_OTHER_ENDPOINTS=true

Variable	Default	Description
SKOSMOS_BASE_URL	(required)	Base URL of the Skosmos instance
SKOSMOS_DEFAULT_VOCABULARY	—	Default vocabulary id when not specified in a tool call
SKOSMOS_DEFAULT_LANGUAGE	en	Default language code for labels
SKOSMOS_TIMEOUT	30000	HTTP request timeout in milliseconds
SKOSMOS_USER_AGENT	skosmos-mcp/0.1.0	User-Agent header sent with API requests
SKOSMOS_CACHE_TTL	300	Cache entry TTL in seconds
SKOSMOS_MAX_TRAVERSAL_DEPTH	3	Hard cap on BFS traversal depth
SKOSMOS_TOOL_SERVER_URL_ALLOWED	false	When true, allows tools to accept optional server_url parameter to call a different Skosmos instance
LOG_LEVEL	info	Log level: debug, info, warn, error (written to stderr)
MCP_HTTP_PORT	3000	TCP port for the StreamableHTTP server
MCP_HTTP_HOST	127.0.0.1	Bind address for the StreamableHTTP server
SPARQL_ENDPOINT_URL	—	SPARQL endpoint URL (optional; enables SPARQL tools)
SPARQL_USERNAME	—	Username for SPARQL endpoint HTTP Basic auth (optional)
SPARQL_PASSWORD	—	Password for SPARQL endpoint HTTP Basic auth (optional)
SPARQL_ALLOW_OTHER_ENDPOINTS	false	When true, allows SPARQL tools to accept optional endpoint parameter to query a different SPARQL endpoint

---

MCP Tools Reference

Vocabulary Tools

list_vocabularies

List all available vocabularies.

Parameter	Type	Required	Description
lang	string	no	Language code for labels

get_vocabulary

Get vocabulary metadata and top concepts.

Parameter	Type	Required	Description
id	string	yes	Vocabulary identifier (e.g. "yso")
lang	string	no	Language code

---

Concept Tools

get_concept

Fetch full concept details: labels, broader, narrower, related.

Parameter	Type	Required	Description
uri	URL	yes	Concept URI
vocabulary	string	no	Vocabulary identifier (required if no default set)
lang	string	no	Language code

get_concept_label

Get all labels for a concept URI.

Parameter	Type	Required	Description
uri	URL	yes	Concept URI
vocabulary	string	yes	Vocabulary identifier
lang	string	no	Language code

concept_path

Get the hierarchy path from a concept to its root.

Parameter	Type	Required	Description
uri	URL	yes	Concept URI
vocabulary	string	yes	Vocabulary identifier
lang	string	no	Language code

---

Search Tools

search_concepts

Full-text search across one or all vocabularies.

Parameter	Type	Required	Description
query	string	yes	Search string (supports trailing * wildcard)
vocabulary	string	no	Limit to this vocabulary
lang	string	no	Language code
maxhits	integer	no	Max results
offset	integer	no	Pagination offset

autocomplete

Autocomplete concept labels by prefix.

Parameter	Type	Required	Description
prefix	string	yes	Label prefix
vocabulary	string	no	Limit to this vocabulary
lang	string	no	Language code
maxhits	integer	no	Max suggestions

resolve_label

Resolve a label text to concept URIs.

Parameter	Type	Required	Description
text	string	yes	Label text to resolve
vocabulary	string	yes	Vocabulary identifier
lang	string	no	Language code

---

Labels Tool

labels

Get all labels (prefLabel, altLabel, hiddenLabel) for a concept URI.

Parameter	Type	Required	Description
uri	URL	yes	Concept URI
vocabulary	string	yes	Vocabulary identifier
lang	string	no	Language code

---

Traversal Tools

All traversal tools use BFS with cycle detection. Depth is capped at Math.min(depth, SKOSMOS_MAX_TRAVERSAL_DEPTH).

broader_concepts

Traverse broader (parent) concepts.

Parameter	Type	Required	Description
uri	URL	yes	Starting concept URI
vocabulary	string	yes	Vocabulary identifier
depth	integer	no	Max traversal depth
lang	string	no	Language code

narrower_concepts

Traverse narrower (child) concepts.

Parameter	Type	Required	Description
uri	URL	yes	Starting concept URI
vocabulary	string	yes	Vocabulary identifier
depth	integer	no	Max traversal depth
lang	string	no	Language code

related_concepts

Traverse related concepts.

Parameter	Type	Required	Description
uri	URL	yes	Starting concept URI
vocabulary	string	yes	Vocabulary identifier
depth	integer	no	Max traversal depth
lang	string	no	Language code

traverse_concepts

BFS using a mix of relationship types.

Parameter	Type	Required	Description
uri	URL	yes	Starting concept URI
vocabulary	string	yes	Vocabulary identifier
relationships	array	yes	One or more of: "broader", "narrower", "related"
depth	integer	no	Max traversal depth
lang	string	no	Language code

---

Assistance Tools

vocabulary_schema_overview

Summarize a vocabulary's structure with top concepts, relationship hints, and suggested tasks for AI clients.

Parameter	Type	Required	Description
id	string	yes	Vocabulary identifier
lang	string	no	Language code
includeTopConcepts	boolean	no	Whether to include a top concept preview
maxTopConcepts	integer	no	Maximum number of top concept previews

query_guidance

Return task-oriented guidance for common SKOS vocabulary workflows such as exploration, hierarchy traversal, or label resolution.

Parameter	Type	Required	Description
vocabulary	string	yes	Vocabulary identifier
task	string	no	One of explore, resolve, hierarchy, related, search, or all

reconcile_concept

Resolve a label to one or more candidate concepts using Skosmos lookup and search.

Parameter	Type	Required	Description
text	string	yes	Label text to resolve
vocabulary	string	yes	Vocabulary identifier
lang	string	no	Language code
type	string	no	Optional concept type filter
maxhits	integer	no	Maximum number of matches

suggest_sparql_templates

Return SKOS-oriented SPARQL templates for exploration, hierarchy tracing, labels, and related concepts.

Parameter	Type	Required	Description
vocabulary	string	no	Optional vocabulary identifier to include in the response
task	string	no	One of explore, hierarchy, labels, related, or all

SPARQL Tools

SPARQL tools enable direct querying of RDF data. Set SPARQL_ENDPOINT_URL environment variable to enable these tools. Supports both SPARQL 1.1 Query and Update protocols, with optional HTTP Basic authentication.

See the Attribution section for licensing details about the SPARQL implementation.

execute_sparql_query

Execute a SPARQL query (SELECT, CONSTRUCT, ASK, DESCRIBE) against the configured endpoint.

Parameter	Type	Required	Description
query	string	yes	The SPARQL query to execute
endpoint	URL	no	Optional custom SPARQL endpoint (overrides default)

Example Query:

PREFIX skos: <http://www.w3.org/2004/02/skos/core#>
SELECT ?concept ?label
WHERE {
  ?concept a skos:Concept ;
           skos:prefLabel ?label .
}
LIMIT 10

execute_sparql_update

Execute a SPARQL update query (INSERT, DELETE, etc.) against the configured endpoint.

Parameter	Type	Required	Description
update	string	yes	The SPARQL update query to execute
endpoint	URL	no	Optional custom SPARQL endpoint (overrides default)

Example Update:

PREFIX ex: <http://example.org/>
INSERT DATA {
  ex:subject1 ex:predicate1 "object1" .
}

list_sparql_graphs

List all available named graphs in the SPARQL endpoint.

Parameter	Type	Required	Description
endpoint	URL	no	Optional custom SPARQL endpoint (overrides default)

Returns: JSON array of graph URIs.

sparql_query_templates

Get pre-built SPARQL query templates for common data exploration patterns.

Parameter	Type	Required	Description
category	string	yes	Template category: exploration, property-paths, statistics, validation, schema, or all

Categories:

• exploration — Basic data discovery and statistics
• property-paths — Complex graph navigation using SPARQL property paths
• statistics — Knowledge graph metrics and analysis
• validation — Data quality and consistency checks
• schema — Structure discovery and ontology exploration

---

MCP Resources

URI Pattern	Description
skosmos://vocabularies	JSON list of all vocabularies
skosmos://{vocid}	Vocabulary metadata for {vocid}
skosmos://{vocid}/{encodedUri}	Concept data (labels, broader, narrower, related)

---

Traversal Examples

Get all ancestors of a concept (depth 3)

{
  "tool": "broader_concepts",
  "args": {
    "uri": "http://www.yso.fi/onto/yso/p8966",
    "vocabulary": "yso",
    "depth": 3,
    "lang": "en"
  }
}

Response includes nodes (with depth), edges (directed relationships), rootUri, and maxDepth.

Mixed traversal (broader + related)

{
  "tool": "traverse_concepts",
  "args": {
    "uri": "http://www.yso.fi/onto/yso/p8966",
    "vocabulary": "yso",
    "relationships": ["broader", "related"],
    "depth": 2
  }
}

---

Using Optional Server URL Parameter

All 13 MCP tools support an optional server_url parameter. When SKOSMOS_TOOL_SERVER_URL_ALLOWED=true is set in the environment, you can pass a server_url parameter to any tool to make it query a different Skosmos instance instead of the configured SKOSMOS_BASE_URL.

Example: Query a different Skosmos instance

{
  "tool": "get_concept",
  "args": {
    "uri": "http://www.yso.fi/onto/yso/p8966",
    "vocabulary": "yso",
    "lang": "en",
    "server_url": "https://alternative-skosmos.example.org"
  }
}

This allows a single MCP session to interact with multiple Skosmos instances. The server_url parameter is:

• Optional on all tools
• Ignored unless SKOSMOS_TOOL_SERVER_URL_ALLOWED=true (default: false)
• Can be any valid URL pointing to a Skosmos instance with a compatible REST API

Why use this feature?

• Query multiple Skosmos instances in parallel within a single session
• Test against different Skosmos servers without restarting the MCP
• Support scenarios where vocabularies are distributed across multiple instances

---

stdio (standard MCP deployment)

SKOSMOS_BASE_URL=https://skosmos.example.org node dist/index.js

StreamableHTTP

SKOSMOS_BASE_URL=https://skosmos.example.org MCP_HTTP_PORT=3000 node dist/http.js

The server listens on http://<MCP_HTTP_HOST>:<MCP_HTTP_PORT>/mcp (default: http://127.0.0.1:3000/mcp). Each POST request is handled as a stateless MCP session (no session ID). The SkosmosClient and CacheManager instances are shared across requests for the lifetime of the process.

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "skosmos": {
      "command": "node",
      "args": ["/path/to/skosmos-mcp/dist/index.js"],
      "env": {
        "SKOSMOS_BASE_URL": "https://skosmos.example.org",
        "SKOSMOS_DEFAULT_LANGUAGE": "en"
      }
    }
  }
}

---

Development

npm run dev          # run with tsx (no build)
npm run typecheck    # check types without emitting
npm run test         # run tests
npm run test:watch   # watch mode
npm run build        # compile to dist/
npm run lint         # lint src/ and tests/

---

Architecture

MCP Client (AI Assistant)
       │ stdio (JSON-RPC)
       ▼
 McpServer (SDK)
  ├── 17 Tools (Zod-validated)
  └── 3 Resources
       │
  ┌────┴────┐
  │         │
TraversalEngine   CacheManager
(BFS + cycle     (TTL, per-type)
 detection)
       │
  SkosmosClient
  (fetch + retry
   + timeout)
       │
  Skosmos REST API

Key Design Decisions

• No global mutable state: config, client, cache, and traversal engine are created once in src/index.ts and passed via dependency injection.
• BFS traversal: uses a queue (not recursion) to ensure breadth-first ordering and avoid stack overflows.
• Depth capping: Math.min(requestedDepth, config.maxTraversalDepth) is applied in both the traversal engine and tool handlers.
• Cache keys include all relevant parameters: vocabulary:${vocid}:${lang}, label:${vocab}:${uri}:${lang}, etc.
• All logging to stderr — stdout is reserved exclusively for MCP JSON-RPC.

---

License

This project is licensed under the MIT License - see the LICENSE file for details.

Attribution

SPARQL functionality in this project is derived from ramuzes/mcp-jena and is used under the MIT License.