Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

agent-memory agentic-ai ai-agents ai-infrastructure context-graph context-management data-infrastructure developer-tools graph-analytics graph-modeling graphrag knowledge-engineering knowledge-graphs llmops ontology-engineering python-library rag schema-design semantic-layer semantic-web
35 Open Issues Need Help Last updated: Mar 18, 2026

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good first issue medium-scope

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted medium-scope integration

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted medium-scope integration

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted medium-scope integration

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
good first issue medium-scope

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
good first issue medium-scope

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted medium-scope integration

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
good first issue help wanted easy-fix

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted medium-scope

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
good first issue help wanted easy-fix

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted ready-to-code medium-scope

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted needs-discuss deep-work core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted needs-discuss deep-work core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted needs-discuss deep-work core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
help wanted needs-discuss deep-work core

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted integration

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
documentation enhancement good first issue help wanted easy-fix

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement good first issue help wanted ready-to-code

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement help wanted

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement good first issue help wanted

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
enhancement good first issue

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web
bug enhancement good first issue

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

AI Summary: This GitHub issue addresses three distinct problems: a missing `DoclingParser` export from `semantica.parse`, `UnicodeEncodeError` crashes on Windows during console progress tracking, and an outdated data source in the `03_Earnings_Call_Analysis.ipynb` cookbook. The primary goals are to rectify the export, implement robust Windows-compatible console writes, and update the cookbook with current MDA Space Q3 2025 data.

Complexity: 3/5
good first issue

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

Python
#agent-memory#agentic-ai#ai-agents#ai-infrastructure#context-graph#context-management#data-infrastructure#developer-tools#graph-analytics#graph-modeling#graphrag#knowledge-engineering#knowledge-graphs#llmops#ontology-engineering#python-library#rag#schema-design#semantic-layer#semantic-web