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ogham-mcp

Active·★ 105·MIT·Updated 2026-05-27
★ Trending★ Memory & Context★ Dev Tooling

Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode

Ogham MCP is a persistent, searchable shared memory system for AI coding agents that works across different clients and sessions. It stores memories as vector embeddings in PostgreSQL, enabling hybrid search combining semantic and full-text retrieval with high accuracy. Ogham supports multiple embedding providers, knowledge graph traversal, wiki compilation, and automatic memory management features like scoring, condensing, and novelty detection.

#agent-memory#ai-memory#claude#codex#llm#llm-tools#mcp#mcp-servers
$ Install
$ uvx --from ogham-mcp ogham init
↗ Visit site★ GitHub
01

Features

01Persistent shared memory across sessions and clients
02Hybrid search with Reciprocal Rank Fusion (semantic + full-text)
03Knowledge graph with entity linking, traversal, and contradiction detection
04Multi-provider embeddings (OpenAI, Ollama, Mistral, Voyage, Gemini, ONNX)
05Automatic condensing, scoring, novelty detection, and memory lifecycle management
02

Compatibility

Claude Code
Claude Code
Verified via docs
OpenCode
OpenCode
Verified via docs
Cursor
Cursor
Verified via docs
VS Code
VS Code
Verified via docs
Kiro
Kiro
Verified via docs
03

Quick start

1
$ uvx --from ogham-mcp ogham init
04

Use cases

↳Store and retrieve architectural decisions and coding context across sessions and different AI coding agents
↳Provide consistent, context-aware assistance to AI coding agents by maintaining a shared knowledge base
↳Preserve project-specific information, preferences, and facts for long-term reference without repetition
05

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Related searches

ogham-mcp AlternativesBest Memory & Context Tools 2026Open Source Memory & Contextogham-mcp Tutorialogham-mcp Vs Competitorsagent-memoryai-memoryclaude

Comments

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  • A
    Alex WilsonApr 24, 2026

    Lightweight and well-scoped. Just memory, not a full agent framework bloating the setup.

  • J
    Jesse RiveraApr 10, 2026

    Cross-client memory — works with both Claude and Opencode without separate sync setups.

  • L
    Lane JacksonMar 12, 2026

    Persistent shared memory across Claude and Opencode sessions is exactly what multi-client workflows need.

  • Emerson Chen
    Emerson ChenMar 5, 2026

    Searchable memory means the agent can actually retrieve relevant context, not just dump everything.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
Stats
GitHub Stars★ 105
Last commit4d ago
StatusActive
LicenseMIT
CategoryMemory & Context
Trend (30d)
+4.2↑ 0.8%
Links
Documentation↗Discussion↗Issues↗Releases↗

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