feat: Add memory-journal-mcp server

[neverinfamous]

New MCP Server: memory-journal-mcp

Server Information

Field	Value
Server Name	memory-journal-mcp
Docker Image	writenotenow/memory-journal-mcp:v2.2.0
Author	@neverinfamous
Repository	https://github.com/neverinfamous/memory-journal-mcp
Version	v2.2.0 (December 8, 2025)
License	MIT
Category	productivity

Description

Memory Journal MCP Server provides project context management for AI-assisted development. It bridges the gap between fragmented AI threads with persistent knowledge graphs and intelligent context recall.

Solve the AI context problem: When working with AI across multiple threads and sessions, context is lost. Memory Journal maintains a persistent, searchable record of your project work, decisions, and progress - making every AI conversation informed by your complete project history.

Capabilities

16 MCP Tools

• Entry Management (5): create_entry, update_entry, delete_entry, get_entry_by_id, create_entry_minimal
• Search (5): search_entries, semantic_search, search_by_date_range, get_recent_entries, list_tags
• Analytics (2): get_statistics, get_cross_project_insights
• Relationships (2): link_entries, visualize_relationships
• Export (1): export_entries
• Testing (1): test_simple

14 Workflow Prompts

• Daily standups, retrospectives, weekly digests
• PR workflows (summary, review prep, retrospective)
• GitHub Actions failure digest
• Goal tracking, period analysis, context bundles

13 MCP Resources

• Recent entries, significant milestones
• Relationship graphs (Mermaid visualization)
• Project/Issue/PR timelines
• GitHub Actions CI/CD timelines
• Team-shared entries

Key Features

• 🔗 GitHub Integration: Projects, Issues, Pull Requests, Actions with auto-linking
• 🧠 Semantic Search: Vector similarity with sentence-transformers (all-MiniLM-L6-v2)
• 📊 Knowledge Graphs: 5 relationship types with Mermaid diagram visualization
• 🎛️ Tool Filtering: Reduce token usage by up to 69% with configurable tool groups
• 👥 Team Collaboration: Git-synced databases for shared project context
• ⚡ 10x Faster Startup: Lazy ML loading (14s → 2-3s)

Configuration

Optional environment variables:

• GITHUB_TOKEN - GitHub PAT for Projects/Issues/PRs
• GITHUB_ORG_TOKEN - Token for org project access
• DEFAULT_ORG - Default GitHub organization
• MEMORY_JOURNAL_MCP_TOOL_FILTER - Tool filter expression (e.g., -test,-analytics)

Links

• 📚 Documentation Wiki
• 🐳 Docker Hub
• 📦 PyPI Package
• 🔍 AI Documentation Search
• 📰 Release Article
• 🔐 MCP Registry

Verification

• ✅ All 16 tools tested and verified
• ✅ Docker images available for amd64 and arm64
• ✅ MIT License
• ✅ Active development with regular updates
• ✅ Already published on official MCP Registry
• ✅ Supply chain security (provenance, SBOM, attestations)

Submission Type

📦 Option B: Self-Provided Pre-Built Image

Using existing Docker image from Docker Hub: writenotenow/memory-journal-mcp:v2.2.0

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