semantica-agi/semantica
Graph-Native Infrastructure for Context and Accountable AI Systems
⚡ Executive Summary & Quick Facts
Authoritative Sourcesemantica is semantica is an open-source project written in Python: Graph-Native Infrastructure for Context and Accountable AI Systems..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), semantica-agi/semantica has accumulated 14,253 GitHub stars and 1,669 forks. It is written in Python, licensed under MIT, and ranks #1,208 globally. It is actively maintained with the latest commit recorded on Oct 26, 2026.”
| Repository | semantica-agi/semantica ↗ |
|---|---|
| Primary Category | agent memory |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 14.3K stars · ⑂ 1.7K forks · #1,208 globally |
| Maintenance | ● Active (Last commit: Oct 26, 2026) · 137 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 95/100 · Grade A+Yes, semantica is actively maintained. Continuous telemetry recorded the last code commit on Oct 26, 2026 (17 days ago). Supported by 14,253 stars and 1,669 community forks, this repository holds a calculated health index of 95/100, reflecting regular maintenance (17 days ago) and healthy issue cadence.
Star History
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+239
STARS · LAST 30 DAYS
8
PER DAY
#206
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +239 | +720 |
| Per day | 1 | 8 | 8 |
| Forks gained | +0 | +45 | +83 |
semantica gained 239 stars in the last 30 days, about 8 a day, and now has 14.3K. It is about 1 year old and has averaged roughly 14.3K stars a year. It ranks #206 among Python repositories and #1,208 across all languages on GitHubRepo.
Trending Record
41
DAYS ON TRENDING
#137
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
semantica has maintained a continuous presence across global trending indexes, peaking at #137. Below is the 30-day activity profile:
💡 Overview
semantica is an open-source project written in Python: Graph-Native Infrastructure for Context and Accountable AI Systems.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-memory, ai, ai-governance. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install semantica⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
semantica coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with semantica.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install semantica using your package manager: `pip install semantica`
Initialize your project workspace or configuration file for semantica.
Import semantica into your codebase or invoke it directly from your terminal.
Execute your test suite or run `semantica --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
semantica-agi/semantica is currently ranked #1,208 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,203 | OrchestratorInc/agent-orchestrator | TypeScript | ★ 14.3K | Compare ↗ |
| #1,204 | JosefNemec/Playnite | C# | ★ 14.3K | Compare ↗ |
| #1,205 | yiisoft/yii2 | PHP | ★ 14.3K | Compare ↗ |
| #1,206 | EasyTier/EasyTier | Rust | ★ 14.3K | Compare ↗ |
| #1,207 | thanos-io/thanos | Go | ★ 14.3K | Compare ↗ |
| #1,208 | semantica-agi/semantica This Project | Python | ★ 14.3K | |
| #1,209 | App-vNext/Polly | C# | ★ 14.2K | Compare ↗ |
| #1,210 | diesel-rs/diesel | Rust | ★ 14.2K | Compare ↗ |
| #1,211 | microsoft/agent-framework | Python | ★ 14.2K | Compare ↗ |
| #1,212 | thunderbird/thunderbird-android | Kotlin | ★ 14.2K | Compare ↗ |
| #1,213 | browseros-ai/BrowserOS | TypeScript | ★ 14.2K | Compare ↗ |
Frequently Asked Questions
What does semantica do? +
Graph-Native Infrastructure for Context and Accountable AI Systems
Is semantica actively maintained in 2026? +
Yes, semantica is actively maintained. The latest code push was recorded on Oct 26, 2026 (17 days ago). It holds a calculated Maintenance Health Score of 95/100 (A+ rating) with 14,253 stars and 137 open issues.
What language is semantica written in? +
The primary language is Python. Topics include: agent-memory, ai, ai-governance, ai-infrastructure, artificial-intelligence.
How many stars does semantica have? +
semantica has 14,253 stars and 1,669 forks on GitHub.
How does semantica rank among GitHub repositories? +
With 14,253 stars, semantica-agi/semantica is ranked #1,208 globally across all repositories tracked on GitHubRepo and #206 among Python projects.
What license is semantica distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
