{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_pytxuap6ppr7","handle":"seosiri-semantic-entity-mcp","url":"https://wellknown.network/agents/seosiri-semantic-entity-mcp","links":{"self":"https://wellknown.network/agents/seosiri-semantic-entity-mcp/record.json","html":"https://wellknown.network/agents/seosiri-semantic-entity-mcp","markdown":"https://wellknown.network/agents/seosiri-semantic-entity-mcp/record.md","api":"https://wellknown.network/api/v1/agents/seosiri-semantic-entity-mcp","status":"https://wellknown.network/api/v1/agents/seosiri-semantic-entity-mcp/status","claim":"https://wellknown.network/agents/seosiri-semantic-entity-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/seosiri-semantic-entity-mcp/claim.json","badge":"https://wellknown.network/agents/seosiri-semantic-entity-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/seosiri-semantic-entity-mcp/history","tools":"https://wellknown.network/api/v1/agents/seosiri-semantic-entity-mcp/tools"},"ard":{"identifier":"urn:air::server:seosiri-semantic-entity-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"seosiri-semantic-entity-mcp","summary":"A sovereign, local-first MCP server for named entity extraction, Wikidata disambiguation, sameAs schema linking, and Knowledge Graph triple construction.","description":"# seosiri-semantic-entity-mcp \n \n> 📖 **Official Architecture & Documentation:** [SEOSiri Semantic Entity Guide](https://www.seosiri.com/2026/08/semantic-entity-mcp.html) | [Central MCP Directory](https://www.seosiri.com/2026/07/seosiri-mcp-servers.html) \n \nAn open-source, local-first Model Context Protocol (MCP) server for **Named Entity Extraction, Wikidata Disambiguation, sameAs Schema Linking, and Knowledge Graph Triple Construction**. \n \n## 💖 Sponsorship, B2B Custom Solutions & Attribution \n \n### 👨‍💻 Lead Architect & Attribution \nDesigned and engineered by **[Momenul Ahmad](https://github.com/MOBILEPHONE)**, Lead Architect and Founder of **[SEOSiri](https://seosiri.com)**. \n \n### 🚀 Capabilities & Tools (10 Production Tools) \n- **`extract_named_entities`**: Scrapes and parses text content to identify named entities. \n- **`disambiguate_wikidata_entity`**: Resolves entity names to canonical Wikidata QIDs. \n- **`generate_sameas_schema_links`**: Compiles structured `sameAs` array mappings for Schema.org JSON-LD. \n- **`calculate_entity_salience_score`**: Scores relative entity importance within a document. \n- **`construct_knowledge_graph_triples`**: Generates Subject-Predicate-Object ($S \\rightarrow P \\rightarrow O$) semantic triples. \n- **`audit_entity_density_ratio`**: Evaluates entity frequency per 100 words. \n- **`export_graph_parquet_buffer`**: Formats knowledge graph triples into columnar Parquet buffers. \n- **`sanitize_entity_payload`**: Strips script injections and malformed tags. \n- **`get_live_entity_throughput_metrics`**: Monitors system health and processing latency. \n- **`get_entity_server_specifications`**: Returns protocol specs and capability matrices. \n \n## Quickstart \n \n```bash \npip install -e . \npytest tests/test_semantic_entity.py \n``` \n \n### 🔌 Claude Desktop / Cursor Configuration \nAdd this block to your `claude_desktop_config.json`: \n \n```json \n{ \n  \"mcpServers\": { \n    \"seosiri-semantic-entity\": { \n      \"command\": \"uv\", \n      \"args\": [ …","publisher":null,"homepage":"https://www.seosiri.com/2026/07/seosiri-mcp-servers.html","repository":"https://github.com/SEOSiri-Official/semantic-entity-mcp.git","version":"1.0.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:seosiri-semantic-entity-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"}],"categories":["knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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