IvenKooLab/loci
A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.
Star History
Momentum
+10
STARS · LAST 30 DAYS
1
PER DAY
#818
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
loci gained 10 stars in the last 30 days, about 1 a day, and now has 98. It is about 1 year old and has averaged roughly 98 stars a year. It ranks #818 among Python repositories and #6,774 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#2527
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
loci has maintained a continuous presence across global trending indexes, peaking at #2527. Below is the 30-day activity profile:
💡 Overview
loci is an open-source project written in Python: A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, bm25, chromadb. 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 loci⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
loci 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 loci.
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 loci using your package manager: `pip install loci`
Initialize your project workspace or configuration file for loci.
Import loci into your codebase or invoke it directly from your terminal.
Execute your test suite or run `loci --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
IvenKooLab/loci is currently ranked #6,774 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #6,766 | nssmd/RoboRSI | Python | ★ 99 | Compare ↗ |
| #6,766 | ZJunCher/mr-agent | Python | ★ 99 | Compare ↗ |
| #6,766 | hsj576/virtual-ai-infra-team | Python | ★ 99 | Compare ↗ |
| #6,766 | HongyeYangGT/DepthBenchCAD | Python | ★ 99 | Compare ↗ |
| #6,766 | techflag/workdsh | TypeScript | ★ 99 | Compare ↗ |
| #6,774 | IvenKooLab/loci This Project | Python | ★ 98 | |
| #6,774 | paulcarey/relaxdb | Ruby | ★ 98 | Compare ↗ |
| #6,774 | jeremyevans/sequel_postgresql_triggers | Ruby | ★ 98 | Compare ↗ |
| #6,774 | eldarshiraliyev/BugScanner | Python | ★ 98 | Compare ↗ |
| #6,774 | Mobaia/PhySpec | Python | ★ 98 | Compare ↗ |
| #6,774 | docker/sandbox-kit-spec | Go | ★ 98 | Compare ↗ |
Frequently Asked Questions
What does loci do? +
A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.
What language is loci written in? +
The primary language is Python. Topics include: ai-agents, bm25, chromadb, cross-ide, embeddings.
Is loci actively maintained? +
Yes, the last recorded push was on Sep 26, 2026 with 0 open issues being tracked.
How many stars does loci have? +
loci has 98 stars and 0 forks on GitHub.
How does loci rank among GitHub repositories? +
With 98 stars, IvenKooLab/loci is ranked #6,774 globally across all repositories tracked on GitHubRepo and #818 among Python projects.
What license is loci distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
