Mono Memory Mcp

C+ 72 completed
Api
unknown / python · tiny
8
Files
1,335
LOC
0
Frameworks
3
Languages

Pipeline State

completed
Run ID
#371102
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
29.78
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #47689
Member of a group with 1 similar repo(s) — canonical #79616 view group →
Top concepts (2)
Project DescriptionWeb Backend
Repobility (the analyzer behind this table) · https://repobility.com

AI Prompt

Create a lightweight, self-hosted server using Python that acts as a persistent memory store for teams and projects. The server should use SQLite for storage and expose several tools: one to save observations (`memory_save`), one to retrieve by ID (`memory_get`), a keyword search tool (`memory_search`), a timeline view (`memory_timeline`), a tool to initialize/update project context (`memory_init`), and a tool to retrieve specific project context (`memory_context`). It needs to support streamable HTTP transport and be configurable via environment variables for host, port, and database path.
python sqlite server memory api self-hosted tooling context-management
Generated by gemma4:latest

Catalog Information

A lightweight, self-hosted server that stores and retrieves persistent memory for teams and projects.

Description

Mono‑Memory MCP is a self‑hosted server designed to keep a persistent record of team and project memory. It offers a simple API for storing contextual data such as notes, decisions, and reference material, and for retrieving that information on demand. The service is intentionally lightweight, requiring minimal resources while providing reliable data persistence. It targets small to medium teams that need a shared knowledge base without the overhead of complex infrastructure. By keeping memory in a single, easily deployable instance, it reduces latency and improves collaboration across distributed workflows.

الوصف

يُعدّ خادم مونو‑ميموري إم سي بي حلًّا مضمنًا ومُضيفًا ذاتيًا يهدف إلى حفظ سجل دائم للذاكرة الخاصة بالفرق والمشاريع. يوفّر واجهة برمجة تطبيقات بسيطة تسمح بتخزين البيانات السياقية مثل الملاحظات، والقرارات، والمواد المرجعية، مع إمكانية استرجاعها عند الطلب. تم تصميمه ليكون خفيفًا على الموارد، مع ضمان استمرارية البيانات بشكل موثوق. يستهدف الفرق الصغيرة والمتوسطة التي تحتاج إلى قاعدة معرفة مشتركة دون الحاجة إلى بنية تحتية معقدة. بفضل وجوده في كيان واحد يسهل نشره، يقلل من زمن الاستجابة ويعزز التعاون في بيئات العمل الموزعة.

Novelty

6/10

Tags

memory-management team-collaboration persistent-storage lightweight-server self-hosted knowledge-base project-memory data-persistence

Claude Models

claude-opus-4.6

Quality Score

C+
72.0/100
Structure
73
Code Quality
75
Documentation
65
Testing
50
Practices
81
Security
92
Dependencies
60

Strengths

  • Good test coverage (100% test-to-source ratio)
  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Weaknesses

  • No CI/CD configuration \u2014 manual testing and deployment

Recommendations

  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment

Security & Health

4.1h
Tech Debt (D)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (7)
Repobility — same analyzer, your code, free for public repos · /scan/
MIT
License
0.0%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
73.1%
markdown
23.0%
toml
4.0%

Frameworks

None detected

Concepts (2)

Analysis by Repobility (https://repobility.com) · MCP-ready
CategoryNameDescriptionConfidence
Repobility analyzer · published findings · https://repobility.com
auto_descriptionProject DescriptionA lightweight, self-hosted MCP server for persistent team and project memory. Store observations, decisions, and project context in a local SQLite database and access them from any MCP-compatible client (e.g. Claude Code, Cursor, Windsurf).80%
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

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