continuum
local MCP servercontinuum is a local MCP server: Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG. Install it from oci as docker.io/pouyahasanamreji/continuum:0.3.0.
Installation
Terminal
claude mcp add io-github-pouyahasanamreji-continuum -e ORCHESTRATOR_DB_PATH=... -e EMBEDDER_URL=... -e EMBEDDER_MODEL=... -e EMBEDDER_DIM=... -- docker run -i --rm docker.io/pouyahasanamreji/continuum:0.3.0
Run in your project folder. Add --scope user to use it everywhere.
Claude Desktop, Cursor & other clients
Add to claude_desktop_config.json or .cursor/mcp.json.
{
"mcpServers": {
"io-github-pouyahasanamreji-continuum": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/pouyahasanamreji/continuum:0.3.0"
],
"env": {
"ORCHESTRATOR_DB_PATH": "...",
"EMBEDDER_URL": "...",
"EMBEDDER_MODEL": "...",
"EMBEDDER_DIM": "..."
}
}
}
}Fill in the environment variables with your own credentials.
What you need
- Runtime: Docker.
- MCP client: Claude Code, Codex, Antigravity, Claude Desktop, Cursor or any other client that speaks MCP over stdio.
- Environment variables:
ORCHESTRATOR_DB_PATH,EMBEDDER_URL,EMBEDDER_MODEL,EMBEDDER_DIM
Summary
Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.
continuum vs similar servers
| Server | Stars | Type | API key | Runtime |
|---|---|---|---|---|
| continuum | 111 | Local | Yes | oci |
| SAME - Stateless Agent Memory Engine | 23 | Local | Yes | npm |
| plur | 296 | Local | No | npm |
| PMB AI | 280 | Local | No | pypi |
| core | 218 | Local | No | pypi |
Questions
It reads 4 environment variables: ORCHESTRATOR_DB_PATH, EMBEDDER_URL, EMBEDDER_MODEL, EMBEDDER_DIM. Set them in your MCP config before starting the server.
Docker, plus an MCP client such as Claude Code, Codex, Claude Desktop or Cursor.
continuum is a local MCP server distributed as the oci package docker.io/pouyahasanamreji/continuum:0.3.0.
Run: claude mcp add io-github-pouyahasanamreji-continuum -e ORCHESTRATOR_DB_PATH=... -e EMBEDDER_URL=... -e EMBEDDER_MODEL=... -e EMBEDDER_DIM=... -- docker run -i --rm docker.io/pouyahasanamreji/continuum:0.3.0
Run: codex mcp add io-github-pouyahasanamreji-continuum --env ORCHESTRATOR_DB_PATH=... --env EMBEDDER_URL=... --env EMBEDDER_MODEL=... --env EMBEDDER_DIM=... -- docker run -i --rm docker.io/pouyahasanamreji/continuum:0.3.0
Similar MCP servers
NameStars
- SAME - Stateless Agent Memory Engineio.github.sgx-labs/same23
- plurio.github.plur-ai/plur296
- PMB AIio.github.oleksiijko/pmb-ai280
- coreio.github.omega-memory/core218
- prism-coderio.github.dcostenco/prism-coder157
- wigoloio.github.KnockOutEZ/wigolo5,418
- Persomeio.github.Intuition-Lab/personal-model1,324
- deja-vuio.github.vshulcz/deja-vu1,076