Hawksight-AIOfficial·18 Agent Skills Included

semantica

Build auditable knowledge graphs with decision tracking and reasoning

Turns raw files, databases, and APIs into structured knowledge graphs with entities, relations, and events. Tracks every AI decision with full provenance, causal chains, and audit trails that regulators can verify. Runs graph analytics, logical reasoning, deduplication, and ontology validation without black-box guesswork. Exports results to JSON, RDF, Parquet, and GraphML for downstream reporting.

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npx skills add Hawksight-AI/semantica --all -g -y

All Skills in This Repository (18)

Pure Emerald Level Indicators

📦 In Repo

Hawksight-AI

temporal

Query semantic graphs as of specific dates and reconstruct historical states.

validate

Validate data pipelines, graphs, and ontologies for schema violations and structural issues.

change

Compare knowledge graph versions and retrieve revision histories with ChangeTracker.

explain

Generate human-readable explanations for AI decisions and graph relationships.

embed

Generate node2vec embeddings for similarity search and link prediction in graphs.

causal

Analyze causal relationships and decision impacts within the Semantica knowledge graph.

ingest

Integrate external data sources into Semantica knowledge graphs with schema alignment and entity linking.

visualize

Analyze graph topology and generate visual summaries of knowledge graphs.

ontology

Manage and validate ontology schemas, concepts, and relationships in knowledge graphs.

provenance

Track data lineage and audit provenance assertions in Semantica graphs.

decision

Record, query, and explain decisions using Python scripts and decision graphs.

extract

Extract entities, relations, events, and triplets from text into Markdown tables.

Official

Intermediate

Frequently Asked Questions

FAQPage Schema

How to install Semantica?▼

Run `npx skills add Hawksight-AI/semantica --all -g -y` in your terminal to install all skills in this suite globally.

What does Semantica do?▼

It builds knowledge graphs from your data, then lets you query, reason over, and visualize them while recording every decision with full provenance for audits.

How to explain why an AI made a decision?▼

Use the decision and explain skills to trace any recorded decision back through its reasoning steps, causal chain, and source data in a format auditors accept.

Does Semantica work with Claude Code and Cursor?▼

Yes. All skills follow the universal SKILL.md standard and include plugins for Claude Code, Cursor, Windsurf, Codex, and other major AI coding tools.

Can Semantica connect to Databricks or Snowflake?▼

Yes. It has native connectors that turn tables in your lakehouse or warehouse into governed graph nodes with lineage, without exporting data to third-party services.