Agent integrations
GUIDE & REFERENCE

Standalone MCP server

Run a local MCP demonstration and understand its transports, backend, configuration, and boundaries.

Model Context Protocol (MCP) lets an agent host discover and call tools through a shared protocol. The separate akasha-mcp binary implements MCP transports. In this source version, its default backend is an in-memory store inside the process.

Use this setup to inspect tool behavior in a local demonstration. Use HTTP tools to connect application-controlled tool calls to an existing dedicated Mind.

Build and inspect

From the Akasha source root:

cargo install --path akasha/mcp --bin akasha-mcp
akasha-mcp --help
akasha-mcp info

To create and validate a configuration file:

akasha-mcp init --output akasha-mcp-config.yaml
akasha-mcp validate akasha-mcp-config.yaml

init --force overwrites the target file. Review generated configuration before running it.

Start locally

akasha-mcp --transport stdio --namespace local-demo --agent-id developer

The host starts this process and communicates over standard input/output. Keep protocol output separate from logs. The binary's top-level flags include --config, --transport, --host, --port, --api-key, --endpoint, --namespace, --agent-id, --auto-provision, and --log-level. Environment overrides include AKASHA_API_KEY, AKASHA_ENDPOINT, and AKASHA_AGENT_ID where the parser/config supports them.

--endpoint updates configuration but does not replace InMemoryBackend in the standalone constructor. Do not label it a remote persistent connection.

Transport support

TransportImplementation
stdioLocal process managed by the agent host
sse or httpLegacy SSE transport: /sse, /message, and /health
websocket or wsFeature-gated WebSocket transport

The http alias selects the SSE implementation; it does not mean current Streamable HTTP MCP. Network transports need an appropriate deployment/authentication layer. The standalone tool context is derived from configured namespace, agent ID, and enabled tool profile, not general per-request user metadata. These examples keep the server local through stdio.

Tool configuration

Tool profiles and tier switches control which operations appear. The source includes cognitive primitives such as remember, recall, forget, reflect, and introspect; specialized operations; and advanced operations that are disabled by default. Tier names here describe tool exposure, not paid Minds feature tiers.

Use actual tool discovery to obtain input schemas and enabled tools. Do not infer access from a static list in a screenshot.

Verify the demonstration

Ask the host to remember a non-sensitive phrase, then recall it while the same process remains running. A restart can clear that memory. This verifies local tool behavior only. The cogs mcp test command is even more isolated: each invocation creates a new backend.

Manual host instructions: Codex, Claude, and Cursor. The existing cogs setup helpers generate an unavailable CLI subcommand; use these explicit configurations instead.

Source: akasha/mcp/src/main.rs, server.rs, config/mod.rs, transport/sse.rs, and minds-cli/src/mcp.rs.

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