aid: conceptnet name: ConceptNet FinOps description: >- ConceptNet is a free, open-source knowledge graph with no paid API tiers. Cost management for ConceptNet usage centers on staying within public API rate limits or planning the infrastructure required for a self-hosted deployment. model: free-open-source costDrivers: - name: Public API Usage description: >- The hosted public API at api.conceptnet.io has no monetary cost. The primary cost driver is staying within the 3,600 requests/hour rate limit. /related and /relatedness endpoints count double against the quota. cost: $0 unit: per request - name: Self-Hosted Infrastructure description: >- Running a local ConceptNet instance requires significant hardware. Minimum 30 GB RAM is needed to load the database. Additional storage is required for the full data download (~30 GB compressed). cost: variable unit: cloud or on-premise compute optimizationStrategies: - name: Cache Responses description: >- Cache concept lookups and query results locally. ConceptNet's knowledge graph is relatively static, making aggressive caching safe and effective for reducing repeated API calls. - name: Batch Queries Efficiently description: >- Use the /query endpoint with combined parameters (node, rel, start, end) to fetch all relevant edges in a single request rather than chaining multiple node lookups. - name: Avoid Double-Counting Endpoints description: >- The /related and /relatedness endpoints each consume 2 rate-limit credits. Use node lookups and local edge traversal when possible to preserve quota for relatedness computations. - name: Self-Host for High Volume description: >- For applications requiring more than 3,600 requests/hour, download the ConceptNet data dump and run a local instance to eliminate rate limits entirely. - name: Download Data Dumps description: >- For batch processing or offline analysis, download ConceptNet data files from the downloads page rather than making thousands of API calls. Data is available in CSV and JSON-LD formats. dataDownloads: - name: ConceptNet CSV description: Tab-separated edges file for bulk processing url: https://github.com/commonsense/conceptnet5/wiki/Downloads cost: $0 - name: ConceptNet JSON-LD description: Full JSON-LD dataset for linked data applications url: https://github.com/commonsense/conceptnet5/wiki/Downloads cost: $0