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continuum

local MCP server

continuum 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

ServerStarsTypeAPI keyRuntime
continuum111LocalYesoci
SAME - Stateless Agent Memory Engine23LocalYesnpm
plur296LocalNonpm
PMB AI280LocalNopypi
core218LocalNopypi

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
  1. SAME - Stateless Agent Memory Engineio.github.sgx-labs/same23
  2. plurio.github.plur-ai/plur296
  3. PMB AIio.github.oleksiijko/pmb-ai280
  4. coreio.github.omega-memory/core218
  5. prism-coderio.github.dcostenco/prism-coder157
  6. wigoloio.github.KnockOutEZ/wigolo5,418
  7. Persomeio.github.Intuition-Lab/personal-model1,324
  8. deja-vuio.github.vshulcz/deja-vu1,076