🧠 feat: User Memories for Conversational Context (#7760)

* 🧠 feat: User Memories for Conversational Context

chore: mcp typing, use `t`

WIP: first pass, Memories UI

- Added MemoryViewer component for displaying, editing, and deleting user memories.
- Integrated data provider hooks for fetching, updating, and deleting memories.
- Implemented pagination and loading states for better user experience.
- Created unit tests for MemoryViewer to ensure functionality and interaction with data provider.
- Updated translation files to include new UI strings related to memories.

chore: move mcp-related files to own directory

chore: rename librechat-mcp to librechat-api

WIP: first pass, memory processing and data schemas

chore: linting in fileSearch.js query description

chore: rename librechat-api to @librechat/api across the project

WIP: first pass, functional memory agent

feat: add MemoryEditDialog and MemoryViewer components for managing user memories

- Introduced MemoryEditDialog for editing memory entries with validation and toast notifications.
- Updated MemoryViewer to support editing and deleting memories, including pagination and loading states.
- Enhanced data provider to handle memory updates with optional original key for better management.
- Added new localization strings for memory-related UI elements.

feat: add memory permissions management

- Implemented memory permissions in the backend, allowing roles to have specific permissions for using, creating, updating, and reading memories.
- Added new API endpoints for updating memory permissions associated with roles.
- Created a new AdminSettings component for managing memory permissions in the frontend.
- Integrated memory permissions into the existing roles and permissions schemas.
- Updated the interface to include memory settings and permissions.
- Enhanced the MemoryViewer component to conditionally render admin settings based on user roles.
- Added localization support for memory permissions in the translation files.

feat: move AdminSettings component to a new position in MemoryViewer for better visibility

refactor: clean up commented code in MemoryViewer component

feat: enhance MemoryViewer with search functionality and improve MemoryEditDialog integration

- Added a search input to filter memories in the MemoryViewer component.
- Refactored MemoryEditDialog to accept children for better customization.
- Updated MemoryViewer to utilize the new EditMemoryButton and DeleteMemoryButton components for editing and deleting memories.
- Improved localization support by adding new strings for memory filtering and deletion confirmation.

refactor: optimize memory filtering in MemoryViewer using match-sorter

- Replaced manual filtering logic with match-sorter for improved search functionality.
- Enhanced performance and readability of the filteredMemories computation.

feat: enhance MemoryEditDialog with triggerRef and improve updateMemory mutation handling

feat: implement access control for MemoryEditDialog and MemoryViewer components

refactor: remove commented out code and create runMemory method

refactor: rename role based files

feat: implement access control for memory usage in AgentClient

refactor: simplify checkVisionRequest method in AgentClient by removing commented-out code

refactor: make `agents` dir in api package

refactor: migrate Azure utilities to TypeScript and consolidate imports

refactor: move sanitizeFilename function to a new file and update imports, add related tests

refactor: update LLM configuration types and consolidate Azure options in the API package

chore: linting

chore: import order

refactor: replace getLLMConfig with getOpenAIConfig and remove unused LLM configuration file

chore: update winston-daily-rotate-file to version 5.0.0 and add object-hash dependency in package-lock.json

refactor: move primeResources and optionalChainWithEmptyCheck functions to resources.ts and update imports

refactor: move createRun function to a new run.ts file and update related imports

fix: ensure safeAttachments is correctly typed as an array of TFile

chore: add node-fetch dependency and refactor fetch-related functions into packages/api/utils, removing the old generators file

refactor: enhance TEndpointOption type by using Pick to streamline endpoint fields and add new properties for model parameters and client options

feat: implement initializeOpenAIOptions function and update OpenAI types for enhanced configuration handling

fix: update types due to new TEndpointOption typing

fix: ensure safe access to group parameters in initializeOpenAIOptions function

fix: remove redundant API key validation comment in initializeOpenAIOptions function

refactor: rename initializeOpenAIOptions to initializeOpenAI for consistency and update related documentation

refactor: decouple req.body fields and tool loading from initializeAgentOptions

chore: linting

refactor: adjust column widths in MemoryViewer for improved layout

refactor: simplify agent initialization by creating loadAgent function and removing unused code

feat: add memory configuration loading and validation functions

WIP: first pass, memory processing with config

feat: implement memory callback and artifact handling

feat: implement memory artifacts display and processing updates

feat: add memory configuration options and schema validation for validKeys

fix: update MemoryEditDialog and MemoryViewer to handle memory state and display improvements

refactor: remove padding from BookmarkTable and MemoryViewer headers for consistent styling

WIP: initial tokenLimit config and move Tokenizer to @librechat/api

refactor: update mongoMeili plugin methods to use callback for better error handling

feat: enhance memory management with token tracking and usage metrics

- Added token counting for memory entries to enforce limits and provide usage statistics.
- Updated memory retrieval and update routes to include total token usage and limit.
- Enhanced MemoryEditDialog and MemoryViewer components to display memory usage and token information.
- Refactored memory processing functions to handle token limits and provide feedback on memory capacity.

feat: implement memory artifact handling in attachment handler

- Enhanced useAttachmentHandler to process memory artifacts when receiving updates.
- Introduced handleMemoryArtifact utility to manage memory updates and deletions.
- Updated query client to reflect changes in memory state based on incoming data.

refactor: restructure web search key extraction logic

- Moved the logic for extracting API keys from the webSearchAuth configuration into a dedicated function, getWebSearchKeys.
- Updated webSearchKeys to utilize the new function for improved clarity and maintainability.
- Prevents build time errors

feat: add personalization settings and memory preferences management

- Introduced a new Personalization tab in settings to manage user memory preferences.
- Implemented API endpoints and client-side logic for updating memory preferences.
- Enhanced user interface components to reflect personalization options and memory usage.
- Updated permissions to allow users to opt out of memory features.
- Added localization support for new settings and messages related to personalization.

style: personalization switch class

feat: add PersonalizationIcon and align Side Panel UI

feat: implement memory creation functionality

- Added a new API endpoint for creating memory entries, including validation for key and value.
- Introduced MemoryCreateDialog component for user interface to facilitate memory creation.
- Integrated token limit checks to prevent exceeding user memory capacity.
- Updated MemoryViewer to include a button for opening the memory creation dialog.
- Enhanced localization support for new messages related to memory creation.

feat: enhance message processing with configurable window size

- Updated AgentClient to use a configurable message window size for processing messages.
- Introduced messageWindowSize option in memory configuration schema with a default value of 5.
- Improved logic for selecting messages to process based on the configured window size.

chore: update librechat-data-provider version to 0.7.87 in package.json and package-lock.json

chore: remove OpenAPIPlugin and its associated tests

chore: remove MIGRATION_README.md as migration tasks are completed

ci: fix backend tests

chore: remove unused translation keys from localization file

chore: remove problematic test file and unused var in AgentClient

chore: remove unused import and import directly for JSDoc

* feat: add api package build stage in Dockerfile for improved modularity

* docs: reorder build steps in contributing guide for clarity
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Danny Avila 2025-06-07 18:52:22 -04:00 committed by GitHub
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@ -0,0 +1,617 @@
import { CallToolResultSchema, ErrorCode, McpError } from '@modelcontextprotocol/sdk/types.js';
import type { RequestOptions } from '@modelcontextprotocol/sdk/shared/protocol.js';
import type { JsonSchemaType, MCPOptions } from 'librechat-data-provider';
import type { Logger } from 'winston';
import type * as t from './types';
import { formatToolContent } from './parsers';
import { MCPConnection } from './connection';
import { CONSTANTS } from './enum';
export interface CallToolOptions extends RequestOptions {
userId?: string;
}
export class MCPManager {
private static instance: MCPManager | null = null;
/** App-level connections initialized at startup */
private connections: Map<string, MCPConnection> = new Map();
/** User-specific connections initialized on demand */
private userConnections: Map<string, Map<string, MCPConnection>> = new Map();
/** Last activity timestamp for users (not per server) */
private userLastActivity: Map<string, number> = new Map();
private readonly USER_CONNECTION_IDLE_TIMEOUT = 15 * 60 * 1000; // 15 minutes (TODO: make configurable)
private mcpConfigs: t.MCPServers = {};
private processMCPEnv?: (obj: MCPOptions, userId?: string) => MCPOptions; // Store the processing function
/** Store MCP server instructions */
private serverInstructions: Map<string, string> = new Map();
private logger: Logger;
private static getDefaultLogger(): Logger {
return {
error: console.error,
warn: console.warn,
info: console.info,
debug: console.debug,
} as Logger;
}
private constructor(logger?: Logger) {
this.logger = logger || MCPManager.getDefaultLogger();
}
public static getInstance(logger?: Logger): MCPManager {
if (!MCPManager.instance) {
MCPManager.instance = new MCPManager(logger);
}
// Check for idle connections when getInstance is called
MCPManager.instance.checkIdleConnections();
return MCPManager.instance;
}
/** Stores configs and initializes app-level connections */
public async initializeMCP(
mcpServers: t.MCPServers,
processMCPEnv?: (obj: MCPOptions) => MCPOptions,
): Promise<void> {
this.logger.info('[MCP] Initializing app-level servers');
this.processMCPEnv = processMCPEnv; // Store the function
this.mcpConfigs = mcpServers;
const entries = Object.entries(mcpServers);
const initializedServers = new Set();
const connectionResults = await Promise.allSettled(
entries.map(async ([serverName, _config], i) => {
/** Process env for app-level connections */
const config = this.processMCPEnv ? this.processMCPEnv(_config) : _config;
const connection = new MCPConnection(serverName, config, this.logger);
try {
const connectionTimeout = new Promise<void>((_, reject) =>
setTimeout(() => reject(new Error('Connection timeout')), 30000),
);
const connectionAttempt = this.initializeServer(connection, `[MCP][${serverName}]`);
await Promise.race([connectionAttempt, connectionTimeout]);
if (await connection.isConnected()) {
initializedServers.add(i);
this.connections.set(serverName, connection); // Store in app-level map
// Handle unified serverInstructions configuration
const configInstructions = config.serverInstructions;
if (configInstructions !== undefined) {
if (typeof configInstructions === 'string') {
// Custom instructions provided
this.serverInstructions.set(serverName, configInstructions);
this.logger.info(
`[MCP][${serverName}] Custom instructions stored for context inclusion: ${configInstructions}`,
);
} else if (configInstructions === true) {
// Use server-provided instructions
const serverInstructions = connection.client.getInstructions();
if (serverInstructions) {
this.serverInstructions.set(serverName, serverInstructions);
this.logger.info(
`[MCP][${serverName}] Server instructions stored for context inclusion: ${serverInstructions}`,
);
} else {
this.logger.info(
`[MCP][${serverName}] serverInstructions=true but no server instructions available`,
);
}
} else {
// configInstructions is false - explicitly disabled
this.logger.info(
`[MCP][${serverName}] Instructions explicitly disabled (serverInstructions=false)`,
);
}
} else {
this.logger.info(
`[MCP][${serverName}] Instructions not included (serverInstructions not configured)`,
);
}
const serverCapabilities = connection.client.getServerCapabilities();
this.logger.info(
`[MCP][${serverName}] Capabilities: ${JSON.stringify(serverCapabilities)}`,
);
if (serverCapabilities?.tools) {
const tools = await connection.client.listTools();
if (tools.tools.length) {
this.logger.info(
`[MCP][${serverName}] Available tools: ${tools.tools
.map((tool) => tool.name)
.join(', ')}`,
);
}
}
}
} catch (error) {
this.logger.error(`[MCP][${serverName}] Initialization failed`, error);
throw error;
}
}),
);
const failedConnections = connectionResults.filter(
(result): result is PromiseRejectedResult => result.status === 'rejected',
);
this.logger.info(
`[MCP] Initialized ${initializedServers.size}/${entries.length} app-level server(s)`,
);
if (failedConnections.length > 0) {
this.logger.warn(
`[MCP] ${failedConnections.length}/${entries.length} app-level server(s) failed to initialize`,
);
}
entries.forEach(([serverName], index) => {
if (initializedServers.has(index)) {
this.logger.info(`[MCP][${serverName}] ✓ Initialized`);
} else {
this.logger.info(`[MCP][${serverName}] ✗ Failed`);
}
});
if (initializedServers.size === entries.length) {
this.logger.info('[MCP] All app-level servers initialized successfully');
} else if (initializedServers.size === 0) {
this.logger.warn('[MCP] No app-level servers initialized');
}
}
/** Generic server initialization logic */
private async initializeServer(connection: MCPConnection, logPrefix: string): Promise<void> {
const maxAttempts = 3;
let attempts = 0;
while (attempts < maxAttempts) {
try {
await connection.connect();
if (await connection.isConnected()) {
return;
}
throw new Error('Connection attempt succeeded but status is not connected');
} catch (error) {
attempts++;
if (attempts === maxAttempts) {
this.logger.error(`${logPrefix} Failed to connect after ${maxAttempts} attempts`, error);
throw error; // Re-throw the last error
}
await new Promise((resolve) => setTimeout(resolve, 2000 * attempts));
}
}
}
/** Check for and disconnect idle connections */
private checkIdleConnections(currentUserId?: string): void {
const now = Date.now();
// Iterate through all users to check for idle ones
for (const [userId, lastActivity] of this.userLastActivity.entries()) {
if (currentUserId && currentUserId === userId) {
continue;
}
if (now - lastActivity > this.USER_CONNECTION_IDLE_TIMEOUT) {
this.logger.info(
`[MCP][User: ${userId}] User idle for too long. Disconnecting all connections...`,
);
// Disconnect all user connections asynchronously (fire and forget)
this.disconnectUserConnections(userId).catch((err) =>
this.logger.error(`[MCP][User: ${userId}] Error disconnecting idle connections:`, err),
);
}
}
}
/** Updates the last activity timestamp for a user */
private updateUserLastActivity(userId: string): void {
const now = Date.now();
this.userLastActivity.set(userId, now);
this.logger.debug(
`[MCP][User: ${userId}] Updated last activity timestamp: ${new Date(now).toISOString()}`,
);
}
/** Gets or creates a connection for a specific user */
public async getUserConnection(userId: string, serverName: string): Promise<MCPConnection> {
const userServerMap = this.userConnections.get(userId);
let connection = userServerMap?.get(serverName);
const now = Date.now();
// Check if user is idle
const lastActivity = this.userLastActivity.get(userId);
if (lastActivity && now - lastActivity > this.USER_CONNECTION_IDLE_TIMEOUT) {
this.logger.info(
`[MCP][User: ${userId}] User idle for too long. Disconnecting all connections.`,
);
// Disconnect all user connections
try {
await this.disconnectUserConnections(userId);
} catch (err) {
this.logger.error(`[MCP][User: ${userId}] Error disconnecting idle connections:`, err);
}
connection = undefined; // Force creation of a new connection
} else if (connection) {
if (await connection.isConnected()) {
this.logger.debug(`[MCP][User: ${userId}][${serverName}] Reusing active connection`);
// Update timestamp on reuse
this.updateUserLastActivity(userId);
return connection;
} else {
// Connection exists but is not connected, attempt to remove potentially stale entry
this.logger.warn(
`[MCP][User: ${userId}][${serverName}] Found existing but disconnected connection object. Cleaning up.`,
);
this.removeUserConnection(userId, serverName); // Clean up maps
connection = undefined;
}
}
// If no valid connection exists, create a new one
if (!connection) {
this.logger.info(`[MCP][User: ${userId}][${serverName}] Establishing new connection`);
}
let config = this.mcpConfigs[serverName];
if (!config) {
throw new McpError(
ErrorCode.InvalidRequest,
`[MCP][User: ${userId}] Configuration for server "${serverName}" not found.`,
);
}
if (this.processMCPEnv) {
config = { ...(this.processMCPEnv(config, userId) ?? {}) };
}
connection = new MCPConnection(serverName, config, this.logger, userId);
try {
const connectionTimeout = new Promise<void>((_, reject) =>
setTimeout(() => reject(new Error('Connection timeout')), 30000),
);
const connectionAttempt = this.initializeServer(
connection,
`[MCP][User: ${userId}][${serverName}]`,
);
await Promise.race([connectionAttempt, connectionTimeout]);
if (!(await connection.isConnected())) {
throw new Error('Failed to establish connection after initialization attempt.');
}
if (!this.userConnections.has(userId)) {
this.userConnections.set(userId, new Map());
}
this.userConnections.get(userId)?.set(serverName, connection);
this.logger.info(`[MCP][User: ${userId}][${serverName}] Connection successfully established`);
// Update timestamp on creation
this.updateUserLastActivity(userId);
return connection;
} catch (error) {
this.logger.error(
`[MCP][User: ${userId}][${serverName}] Failed to establish connection`,
error,
);
// Ensure partial connection state is cleaned up if initialization fails
await connection.disconnect().catch((disconnectError) => {
this.logger.error(
`[MCP][User: ${userId}][${serverName}] Error during cleanup after failed connection`,
disconnectError,
);
});
// Ensure cleanup even if connection attempt fails
this.removeUserConnection(userId, serverName);
throw error; // Re-throw the error to the caller
}
}
/** Removes a specific user connection entry */
private removeUserConnection(userId: string, serverName: string): void {
// Remove connection object
const userMap = this.userConnections.get(userId);
if (userMap) {
userMap.delete(serverName);
if (userMap.size === 0) {
this.userConnections.delete(userId);
// Only remove user activity timestamp if all connections are gone
this.userLastActivity.delete(userId);
}
}
this.logger.debug(`[MCP][User: ${userId}][${serverName}] Removed connection entry.`);
}
/** Disconnects and removes a specific user connection */
public async disconnectUserConnection(userId: string, serverName: string): Promise<void> {
const userMap = this.userConnections.get(userId);
const connection = userMap?.get(serverName);
if (connection) {
this.logger.info(`[MCP][User: ${userId}][${serverName}] Disconnecting...`);
await connection.disconnect();
this.removeUserConnection(userId, serverName);
}
}
/** Disconnects and removes all connections for a specific user */
public async disconnectUserConnections(userId: string): Promise<void> {
const userMap = this.userConnections.get(userId);
const disconnectPromises: Promise<void>[] = [];
if (userMap) {
this.logger.info(`[MCP][User: ${userId}] Disconnecting all servers...`);
const userServers = Array.from(userMap.keys());
for (const serverName of userServers) {
disconnectPromises.push(
this.disconnectUserConnection(userId, serverName).catch((error) => {
this.logger.error(
`[MCP][User: ${userId}][${serverName}] Error during disconnection:`,
error,
);
}),
);
}
await Promise.allSettled(disconnectPromises);
// Ensure user activity timestamp is removed
this.userLastActivity.delete(userId);
this.logger.info(`[MCP][User: ${userId}] All connections processed for disconnection.`);
}
}
/** Returns the app-level connection (used for mapping tools, etc.) */
public getConnection(serverName: string): MCPConnection | undefined {
return this.connections.get(serverName);
}
/** Returns all app-level connections */
public getAllConnections(): Map<string, MCPConnection> {
return this.connections;
}
/**
* Maps available tools from all app-level connections into the provided object.
* The object is modified in place.
*/
public async mapAvailableTools(availableTools: t.LCAvailableTools): Promise<void> {
for (const [serverName, connection] of this.connections.entries()) {
try {
if ((await connection.isConnected()) !== true) {
this.logger.warn(
`[MCP][${serverName}] Connection not established. Skipping tool mapping.`,
);
continue;
}
const tools = await connection.fetchTools();
for (const tool of tools) {
const name = `${tool.name}${CONSTANTS.mcp_delimiter}${serverName}`;
availableTools[name] = {
type: 'function',
['function']: {
name,
description: tool.description,
parameters: tool.inputSchema as JsonSchemaType,
},
};
}
} catch (error) {
this.logger.warn(`[MCP][${serverName}] Error fetching tools for mapping:`, error);
}
}
}
/**
* Loads tools from all app-level connections into the manifest.
*/
public async loadManifestTools(manifestTools: t.LCToolManifest): Promise<t.LCToolManifest> {
const mcpTools: t.LCManifestTool[] = [];
for (const [serverName, connection] of this.connections.entries()) {
try {
if ((await connection.isConnected()) !== true) {
this.logger.warn(
`[MCP][${serverName}] Connection not established. Skipping manifest loading.`,
);
continue;
}
const tools = await connection.fetchTools();
for (const tool of tools) {
const pluginKey = `${tool.name}${CONSTANTS.mcp_delimiter}${serverName}`;
const manifestTool: t.LCManifestTool = {
name: tool.name,
pluginKey,
description: tool.description ?? '',
icon: connection.iconPath,
};
const config = this.mcpConfigs[serverName];
if (config?.chatMenu === false) {
manifestTool.chatMenu = false;
}
mcpTools.push(manifestTool);
}
} catch (error) {
this.logger.error(`[MCP][${serverName}] Error fetching tools for manifest:`, error);
}
}
return [...mcpTools, ...manifestTools];
}
/**
* Calls a tool on an MCP server, using either a user-specific connection
* (if userId is provided) or an app-level connection. Updates the last activity timestamp
* for user-specific connections upon successful call initiation.
*/
async callTool({
serverName,
toolName,
provider,
toolArguments,
options,
}: {
serverName: string;
toolName: string;
provider: t.Provider;
toolArguments?: Record<string, unknown>;
options?: CallToolOptions;
}): Promise<t.FormattedToolResponse> {
let connection: MCPConnection | undefined;
const { userId, ...callOptions } = options ?? {};
const logPrefix = userId ? `[MCP][User: ${userId}][${serverName}]` : `[MCP][${serverName}]`;
try {
if (userId) {
this.updateUserLastActivity(userId);
// Get or create user-specific connection
connection = await this.getUserConnection(userId, serverName);
} else {
// Use app-level connection
connection = this.connections.get(serverName);
if (!connection) {
throw new McpError(
ErrorCode.InvalidRequest,
`${logPrefix} No app-level connection found. Cannot execute tool ${toolName}.`,
);
}
}
if (!(await connection.isConnected())) {
// This might happen if getUserConnection failed silently or app connection dropped
throw new McpError(
ErrorCode.InternalError, // Use InternalError for connection issues
`${logPrefix} Connection is not active. Cannot execute tool ${toolName}.`,
);
}
const result = await connection.client.request(
{
method: 'tools/call',
params: {
name: toolName,
arguments: toolArguments,
},
},
CallToolResultSchema,
{
timeout: connection.timeout,
...callOptions,
},
);
if (userId) {
this.updateUserLastActivity(userId);
}
this.checkIdleConnections();
return formatToolContent(result, provider);
} catch (error) {
// Log with context and re-throw or handle as needed
this.logger.error(`${logPrefix}[${toolName}] Tool call failed`, error);
// Rethrowing allows the caller (createMCPTool) to handle the final user message
throw error;
}
}
/** Disconnects a specific app-level server */
public async disconnectServer(serverName: string): Promise<void> {
const connection = this.connections.get(serverName);
if (connection) {
this.logger.info(`[MCP][${serverName}] Disconnecting...`);
await connection.disconnect();
this.connections.delete(serverName);
}
}
/** Disconnects all app-level and user-level connections */
public async disconnectAll(): Promise<void> {
this.logger.info('[MCP] Disconnecting all app-level and user-level connections...');
const userDisconnectPromises = Array.from(this.userConnections.keys()).map((userId) =>
this.disconnectUserConnections(userId),
);
await Promise.allSettled(userDisconnectPromises);
this.userLastActivity.clear();
// Disconnect all app-level connections
const appDisconnectPromises = Array.from(this.connections.values()).map((connection) =>
connection.disconnect().catch((error) => {
this.logger.error(`[MCP][${connection.serverName}] Error during disconnectAll:`, error);
}),
);
await Promise.allSettled(appDisconnectPromises);
this.connections.clear();
this.logger.info('[MCP] All connections processed for disconnection.');
}
/** Destroys the singleton instance and disconnects all connections */
public static async destroyInstance(): Promise<void> {
if (MCPManager.instance) {
await MCPManager.instance.disconnectAll();
MCPManager.instance = null;
const logger = MCPManager.getDefaultLogger();
logger.info('[MCP] Manager instance destroyed.');
}
}
/**
* Get instructions for MCP servers
* @param serverNames Optional array of server names. If not provided or empty, returns all servers.
* @returns Object mapping server names to their instructions
*/
public getInstructions(serverNames?: string[]): Record<string, string> {
const instructions: Record<string, string> = {};
if (!serverNames || serverNames.length === 0) {
// Return all instructions if no specific servers requested
for (const [serverName, serverInstructions] of this.serverInstructions.entries()) {
instructions[serverName] = serverInstructions;
}
} else {
// Return instructions for specific servers
for (const serverName of serverNames) {
const serverInstructions = this.serverInstructions.get(serverName);
if (serverInstructions) {
instructions[serverName] = serverInstructions;
}
}
}
return instructions;
}
/**
* Format MCP server instructions for injection into context
* @param serverNames Optional array of server names to include. If not provided, includes all servers.
* @returns Formatted instructions string ready for context injection
*/
public formatInstructionsForContext(serverNames?: string[]): string {
/** Instructions for specified servers or all stored instructions */
const instructionsToInclude = this.getInstructions(serverNames);
if (Object.keys(instructionsToInclude).length === 0) {
return '';
}
// Format instructions for context injection
const formattedInstructions = Object.entries(instructionsToInclude)
.map(([serverName, instructions]) => {
return `## ${serverName} MCP Server Instructions
${instructions}`;
})
.join('\n\n');
return `# MCP Server Instructions
The following MCP servers are available with their specific instructions:
${formattedInstructions}
Please follow these instructions when using tools from the respective MCP servers.`;
}
}