@psraghuveer/memento-server
MCP ServerFreeMCP server adapter for Memento. Translates MCP tool calls into command-registry invocations.
Capabilities6 decomposed
mcp protocol translation to command registry invocation
Medium confidenceTranslates incoming MCP (Model Context Protocol) tool call requests into command-registry invocations by parsing MCP schemas and mapping them to registered command handlers. Acts as an adapter layer that converts MCP's standardized tool-calling format into Memento's internal command execution model, enabling LLM clients to invoke Memento commands through the MCP interface without direct knowledge of Memento's command architecture.
Implements a bidirectional adapter pattern that maps MCP's tool-calling semantics directly onto Memento's command-registry architecture, allowing MCP clients to invoke Memento operations without requiring Memento to implement full MCP server capabilities independently
Lighter-weight than building a full MCP server from scratch because it leverages Memento's existing command registry, reducing boilerplate and maintaining a single source of truth for command definitions
command schema validation and mcp tool definition generation
Medium confidenceAutomatically generates MCP tool definitions from Memento command registry schemas by introspecting registered commands and converting their signatures into MCP-compliant tool schemas. Validates incoming MCP tool calls against these schemas before execution, ensuring type safety and argument correctness. Uses schema-based validation to catch malformed requests early and provide detailed error messages that guide clients toward correct invocation patterns.
Performs bidirectional schema mapping: introspects Memento command signatures to generate MCP schemas, then validates incoming MCP calls against those schemas, creating a type-safe bridge without requiring manual schema duplication
Eliminates manual schema maintenance compared to hand-writing MCP tool definitions, because schema definitions are derived from a single source of truth (the command registry)
local sqlite-backed memory persistence for command context
Medium confidencePersists command execution context and results to a local SQLite database, enabling Memento commands to maintain state across MCP invocations. Stores command history, arguments, and results in structured tables, allowing subsequent commands to query prior execution context without relying on external state stores. Uses SQLite's embedded architecture to provide zero-configuration persistence that works offline and requires no network dependencies.
Integrates SQLite directly into the MCP server adapter, storing command context in structured tables that are queryable by subsequent commands, rather than using ephemeral in-memory state or requiring external vector databases
Simpler and faster than RAG-based context retrieval for command history because it uses direct SQL queries on structured command data, avoiding embedding overhead and vector similarity search latency
stateful command execution with context carryover between mcp calls
Medium confidenceMaintains execution state across multiple MCP tool calls by storing command results in SQLite and making them available as context for subsequent commands. Implements a context-passing mechanism where each command can query the execution history and use prior results as inputs, enabling multi-step workflows where later commands depend on earlier outputs. Uses SQLite queries to retrieve relevant context without requiring explicit state management from the MCP client.
Implements implicit context carryover where commands automatically have access to prior execution results via SQLite queries, without requiring the MCP client to explicitly manage or pass state between calls
More seamless than prompt-based context injection because it uses structured SQL queries on actual command results rather than serializing context into LLM prompts, reducing token overhead and improving precision
mcp server lifecycle management and graceful shutdown
Medium confidenceManages the startup, runtime, and shutdown lifecycle of the MCP server adapter, including initialization of the SQLite database, registration of command handlers, and cleanup of resources on shutdown. Implements graceful shutdown that flushes pending command executions to SQLite before terminating, preventing data loss. Provides health check endpoints and status reporting for monitoring server availability and command registry state.
Implements a complete lifecycle manager that handles both startup initialization (database schema creation, command registry loading) and graceful shutdown (pending command flushing to SQLite) as integrated concerns, rather than leaving these to the caller
More robust than manual lifecycle management because it automatically handles database initialization and graceful shutdown, reducing boilerplate and preventing data loss from abrupt termination
error handling and mcp-compliant error response formatting
Medium confidenceCatches command execution errors and formats them as MCP-compliant error responses with appropriate error codes, messages, and context. Distinguishes between schema validation errors, command execution errors, and system errors, providing different error codes and recovery suggestions for each category. Logs errors to both the MCP response and internal logs for debugging and monitoring purposes.
Implements error categorization that maps internal Memento errors to MCP error codes, providing clients with standardized error responses while maintaining detailed internal logs for debugging
More informative than generic error responses because it categorizes errors by type (validation, execution, system) and provides specific error codes that guide clients toward recovery actions
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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Best For
- ✓developers building MCP-compatible AI assistants that need access to Memento memory operations
- ✓teams integrating Memento into Claude Desktop or other MCP-supporting AI clients
- ✓builders creating local-first AI workflows that require standardized tool-calling interfaces
- ✓developers maintaining Memento command registries who want automatic MCP exposure
- ✓teams using Claude Desktop or other MCP clients that require tool schema discovery
- ✓builders implementing strict type safety for command invocations across MCP boundaries
- ✓solo developers and small teams building local-first AI assistants
- ✓builders creating offline-capable AI workflows that cannot rely on cloud storage
Known Limitations
- ⚠Requires pre-registration of commands in Memento's command registry before MCP exposure
- ⚠MCP schema validation failures will reject tool calls without fallback to alternative invocation methods
- ⚠No built-in request queuing or rate limiting — high-frequency MCP calls may overwhelm the command registry
- ⚠Schema generation only works for commands with explicit type annotations in the registry
- ⚠Complex nested object types may not translate perfectly to MCP schema constraints
- ⚠No support for conditional schemas or dynamic parameter validation beyond JSON schema validation
Requirements
Input / Output
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Package Details
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MCP server adapter for Memento. Translates MCP tool calls into command-registry invocations.
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