How NeoHive compares
NeoHive is a context engineering layer, not another AI tool. It runs on-premises and returns your team’s knowledge and your live codebase in a single query. Memory tools miss the code; code tools miss the knowledge. NeoHive holds both.
What NeoHive is
- An MCP server that runs as a local Docker container.
- Indexes source code repositories (GitHub, GitLab), documentation (markdown, text, PDF), and Jira.
- Serves that context to any MCP-compatible AI tool (Claude Code, Claude Desktop, Cursor, GitHub Copilot, Windsurf) at localhost:3100/mcp.
- Runs on-premises by default. All indexing and retrieval happen locally inside the container. Zero outbound network calls.
- Currently free in an invite-only beta.
Head-to-head comparisons
Most teams reach NeoHive from a hand-maintained context file or a personal notes app. Start here:
- NeoHive vs a CLAUDE.md file The status quo: a hand-maintained context file, or nothing at all.
- NeoHive vs Basic Memory For the local-first, plain-Markdown crowd.
- NeoHive vs Mem0 / OpenMemory The most-searched memory layer, but personalization-first and blind to your code.
The landscape at a glance
Where NeoHive sits across the agent-memory field. NeoHive stands alone on the last two columns: team-shared knowledge and codebase sync.
| Tool | Type | Self-host | Team-shared | Codebase sync | MCP-native |
|---|---|---|---|---|---|
| NeoHive | Team memory + code | ✓ default | ✓ | ✓ | ✓ |
| Mem0 / OpenMemory | Personalization memory | ~ | ~ | – | ✓ |
| Basic Memory | Local notes graph | ✓ | – | – | ✓ |
| CLAUDE.md / AGENTS.md | Hand-written context file | ✓ (file) | – | – | – |
Competitor details as of July 2026 and change often; verify current capabilities with each vendor. ✓ = yes, ~ = partial, – = no.
vs. pasting code into ChatGPT, Cursor, Claude, or Copilot
NeoHive does not replace your AI coding tools; it makes them codebase-aware. Pasting code into ChatGPT, Cursor, Claude, or Copilot is limited by context-window size, requires manual effort every time, and sends your code to external servers. NeoHive indexes your entire codebase locally, serves relevant context automatically when your AI tools need it, keeps all data on your infrastructure, and works across whichever AI client your team already uses.