unified-knowledge-synchronizer-mcp
A centralized protocol interface for harmonizing and manipulating institutional data across disparate knowledge repositories, facilitating advanced semantic querying and external service linkage within a comprehensive information governance framework.
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scmdr
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Unified Knowledge Synchronizer MCP Server
An implementation of the Model Context Protocol (MCP) server layer engineered for seamless interaction with the SourceSync.ai enterprise data access API. This server provides AI agents with a standardized conduit to query and govern data residing within the SourceSync.ai intelligent information hub.
Core Capabilities
- Systematically manage knowledge partitions (namespaces) for logical separation.
- Facilitate content importation from diverse origins (raw text, remote URIs, full web crawls, connected external platforms).
- Execute persistent management of recorded assets: retrieval, modification, and lifecycle control.
- Enable sophisticated similarity-based (semantic) and combined (hybrid) information retrieval routines.
- Offer direct access to textual artifacts derived from analyzed Uniform Resource Locators (URLs).
- Provision management endpoints for external system integrations.
- Include built-in default provisioning for frictionless deployment alongside AI execution environments.
Deployment Methods
Execution via npx
bash
Provision and launch, supplying requisite credentials
sourcesync_api_key=your_api_key npx -y sourcesyncai-mcp
Installation through Smithery
For automated deployment targeting Claude Desktop environments using Smithery:
bash npx -y @smithery/cli install @pbteja1998/sourcesyncai-mcp --client claude
Conventional Local Setup
bash
Obtain the source repository
git clone https://github.com/yourusername/sourcesyncai-mcp.git cd sourcesyncai-mcp
Install requisite dependencies
npm install
Compile source code
npm run build
Initiate the service endpoint
node dist/index.js
Integration within Cursor IDE
To hook up the SourceSync.ai Knowledge Gateway within Cursor:
- Navigate to Cursor Configuration Settings.
- Access the section designated for
Features > MCP Servers. - Select the option to
+ Add New MCP Server. - Input the following parameters:
- Identifier Name:
sourcesyncai-mcp(or any chosen label) - Protocol Type:
command - Execution Command:
env SOURCESYNCAI_API_KEY=your-api-key npx -y sourcesyncai-mcp
Once configured, articulate your knowledge management objectives to Cursor to invoke the SourceSync.ai suite of capabilities.
Configuration for Windsurf Environment
Incorporate the following stanza into your ./codeium/windsurf/model_config.json file:
{ "mcpServers": { "sourcesyncai-mcp": { "command": "npx", "args": ["-y", "soucesyncai-mcp"], "env": { "SOURCESYNC_API_KEY": "your_api_key", "SOURCESYNC_NAMESPACE_ID": "your_namespace_id", "SOURCESYNC_TENANT_ID": "your_tenant_id" } } } }
Setup for Claude Desktop
To link this MCP endpoint with the Claude Desktop client:
-
Locate the configuration file for Claude Desktop:
-
macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json -
Linux:
~/.config/Claude/claude_desktop_config.json -
Augment the configuration file by registering the SourceSync.ai endpoint:
{ "mcpServers": { "sourcesyncai-mcp": { "command": "npx", "args": ["-y", "sourcesyncai-mcp"], "env": { "SOURCESYNC_API_KEY": "your_api_key", "SOURCESYNC_NAMESPACE_ID": "your_namespace_id", "SOURCESYNC_TENANT_ID": "your_tenant_id" } } } }
- Persist the modifications and initiate a restart of the Claude Desktop application.
Configuration Parameters
Environmental Mandates
SOURCESYNC_API_KEY: The prerequisite authentication token for SourceSync.ai access.
Optional Environment Settings
SOURCESYNC_NAMESPACE_ID: The default data partition identifier for routine operations.SOURCESYNC_TENANT_ID: The organizational tenant identifier (optional).
Parameterization Examples
Standard setup utilizing baseline parameters:
bash export SOURCESYNC_API_KEY=your_api_key export SOURCESYNC_TENANT_ID=your_tenant_id export SOURCESYNC_NAMESPACE_ID=your_namespace_id
Available Operations (Tools)
Credential Verification
validate_api_key: Authenticate the provided SourceSync.ai credential.
{ "name": "validate_api_key", "arguments": {} }
Knowledge Partition Management
create_namespace: Provision a new organizational context.list_namespaces: Enumerate all existing contexts.get_namespace: Retrieve specific details for a context.update_namespace: Modify parameters of an existing context.delete_namespace: Erase a specified context.
{ "name": "create_namespace", "arguments": { "name": "project-alpha-repository", "fileStorageConfig": { "provider": "S3_COMPATIBLE", "config": { "endpoint": "s3.amazonaws.com", "accessKey": "your_access_key", "secretKey": "your_secret_key", "bucket": "your_bucket", "region": "us-east-1" } }, "vectorStorageConfig": { "provider": "PINECONE", "config": { "apiKey": "your_pinecone_api_key", "environment": "your_environment", "index": "your_index" } }, "embeddingModelConfig": { "provider": "OPENAI", "config": { "apiKey": "your_openai_api_key", "model": "text-embedding-3-small" } }, "tenantId": "tenant_XXX" } }
{ "name": "list_namespaces", "arguments": { "tenantId": "tenant_XXX" } }
{ "name": "get_namespace", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX" } }
{ "name": "update_namespace", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX", "name": "rebranded-namespace-title" } }
{ "name": "delete_namespace", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX" } }
Data Acquisition Pipelines
ingest_text: Load content supplied as raw string data.ingest_urls: Process content fetched from a list of web addresses.ingest_sitemap: Index content discovered via an XML sitemap.ingest_website: Perform a recursive crawl of a specified web domain.ingest_notion: Synchronize knowledge artifacts from a Notion instance.ingest_google_drive: Integrate files from Google Drive storage.ingest_dropbox: Import assets held within Dropbox.ingest_onedrive: Pull content from Microsoft OneDrive.ingest_box: Connect and ingest data from the Box platform.get_ingest_job_run_status: Query the operational state of a prior ingestion task.
{ "name": "ingest_text", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "TEXT", "config": { "name": "initial-data-snippet", "text": "This constitutes the primary knowledge fragment for system indexing.", "metadata": { "classification": "core", "originator": "Automated Agent" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_urls", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "URLS", "config": { "urls": ["https://acme-corp.com/docs/manual-v1", "https://acme-corp.com/release-notes"], "metadata": { "source_type": "web_links", "grouping": "manuals" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_sitemap", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "SITEMAP", "config": { "url": "https://global-info.net/sitemap.xml", "metadata": { "source": "sitemap_index", "domain_root": "global-info.net" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_website", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "WEBSITE", "config": { "url": "https://enterprise-portal.org", "maxDepth": 5, "maxPages": 500, "metadata": { "source": "web_crawl", "site_name": "Enterprise Portal" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_notion", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "NOTION", "config": { "connectionId": "notion_connect_ref_456", "metadata": { "source": "notion_workspace", "workspace_name": "Engineering Wiki" } } }, "tenantId": "your_tenant_id" } }
{ "name": "ingest_google_drive", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "GOOGLE_DRIVE", "config": { "connectionId": "gdrive_auth_token_123", "metadata": { "source": "google_drive_sync", "principal": "it_dept@corp.com" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_dropbox", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "DROPBOX", "config": { "connectionId": "dropbox_link_987", "metadata": { "source": "dropbox_backup", "account_id": "finance_team_user" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_onedrive", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "ONEDRIVE", "config": { "connectionId": "msft_auth_ref_abc", "metadata": { "source": "onedrive_shared", "user": "manager@corp.com" } } }, "tenantId": "tenant_XXX" } }
{ "name": "ingest_box", "arguments": { "namespaceId": "your_namespace_id", "ingestConfig": { "source": "BOX", "config": { "connectionId": "box_api_token_xyz", "metadata": { "source": "box_repository", "owner_dept": "legal" } } }, "tenantId": "tenant_XXX" } }
{ "name": "get_ingest_job_run_status", "arguments": { "namespaceId": "your_namespace_id", "ingestJobRunId": "ingestion_process_ID_404", "tenantId": "tenant_XXX" } }
Asset Management
getDocuments: Query and retrieve stored digital assets, optionally applying criteria.updateDocuments: Modify descriptive metadata associated with selected assets.deleteDocuments: Permanently decommission specified assets.resyncDocuments: Trigger a re-indexing or refresh operation for existing assets.fetchUrlContent: Retrieve the raw textual payload linked to a document's content pointer.
{ "name": "getDocuments", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX", "filterConfig": { "documentTypes": ["PRESENTATION", "SPREADSHEET"] }, "includeConfig": { "parsedTextFileUrl": true } } }
{ "name": "updateDocuments", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX", "filterConfig": { "documentIds": ["doc_XXX", "doc_YYY"] }, "data": { "metadata": { "validation_status": "verified_and_approved", "security_level": "internal_confidential" } } } }
{ "name": "deleteDocuments", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX", "filterConfig": { "documentIds": ["doc_XXX", "doc_YYY"] } } }
{ "name": "resyncDocuments", "arguments": { "namespaceId": "namespace_XXX", "tenantId": "tenant_XXX", "filterConfig": { "documentIds": ["doc_XXX", "doc_YYY"] } } }
{ "name": "fetchUrlContent", "arguments": { "url": "https://data-endpoint.sourcesync.ai/artifact/doc_XXX/raw_text", "apiKey": "obfuscated_key_for_direct_access", "tenantId": "tenant_XXX" } }
Information Retrieval
semantic_search: Execute a meaning-based query against the indexed corpus.hybrid_search: Combine vector similarity with traditional term matching for enhanced relevance.
{ "name": "semantic_search", "arguments": { "namespaceId": "your_namespace_id", "query": "parameters governing Q3 financial forecasts", "topK": 10, "tenantId": "tenant_XXX" } }
{ "name": "hybrid_search", "arguments": { "namespaceId": "your_namespace_id", "query": "operational procedure for server failover", "topK": 7, "tenantId": "tenant_XXX", "hybridConfig": { "semanticWeight": 0.85, "keywordWeight": 0.15 } } }
Service Linkage Management
create_connection: Establish a new authenticated linkage to an external data provider.list_connections: View all currently active service integrations.get_connection: Inspect the details of a specific integration.update_connection: Modify the parameters of an existing integration.revoke_connection: Terminate and invalidate a service linkage.
{ "name": "create_connection", "arguments": { "tenantId": "tenant_XXX", "namespaceId": "namespace_XXX", "name": "HR_System_Feed", "connector": "SHAREPOINT_ONLINE", "clientRedirectUrl": "https://my-internal-portal.com/auth/callback" } }
{ "name": "list_connections", "arguments": { "tenantId": "tenant_XXX", "namespaceId": "namespace_XXX" } }
{ "name": "get_connection", "arguments": { "tenantId": "tenant_XXX", "namespaceId": "namespace_XXX", "connectionId": "connect_ref_456" } }
{ "name": "update_connection", "arguments": { "tenantId": "tenant_XXX", "namespaceId": "namespace_XXX", "connectionId": "connect_ref_456", "name": "HR_System_Primary_Feed", "clientRedirectUrl": "https://new-portal.com/auth/return" } }
{ "name": "revoke_connection", "arguments": { "tenantId": "tenant_XXX", "namespaceId": "namespace_XXX", "connectionId": "connect_ref_456" } }
Usage Scenarios (Illustrative Prompts)
Examples for instructing an AI agent after initializing the MCP gateway:
- "Query the synchronized knowledge repository for policy documents regarding remote work standards."
- "Initiate ingestion of the latest quarterly report located at this specific web address: [URL] into the designated assets partition."
- "Establish a dedicated knowledge space within SourceSync.ai for handling compliance audit trails."
- "Generate a manifest of all indexed assets currently resident in the primary data vault."
- "Retrieve and display the parsed textual payload for the asset identified by identifier: [document_id] from the active data partition."
Issue Resolution
Connectivity Faults
If connection establishment proves problematic:
- Path Verification: Confirm that all specified file locations utilize absolute addressing, avoiding relative references.
- Execution Rights: Guarantee the primary server executable possesses necessary file system execution privileges (
chmod +x dist/index.js). - Client Diagnostics: Within Claude Desktop, activate Diagnostic Mode and scrutinize the generated MCP Log File.
- Direct Service Check: Manually confirm server responsiveness via CLI execution:
bash node /full/path/to/sourcesyncai-mcp/dist/index.js
- Client Environment Reset: Effect a full restart of the consuming AI application (Claude Desktop or Cursor) post-configuration adjustment.
- Credential Audit: Validate that all mandatory environmental variables are accurately provisioned.
Verbose Logging
To activate detailed operational tracing, set the DEBUG environment variable:
Development Guide
Directory Layout
src/index.ts: Core bootstrapping and API server definition.src/schemas.ts: Definitive structure validation artifacts for all exposed operations.src/sourcesync.ts: The dedicated client module interfacing with the SourceSync.ai backend API.src/sourcesync.types.ts: TypeScript interface declarations.
Build and Testing Cycle
bash
Compile the source code base
npm run build
Execute automated verification suites
npm test
Stewardship
License: MIT
Reference Links
- SourceSync.ai Official Documentation
- SourceSync.ai API Specification
- Model Context Protocol Specification
Workflow for Content Extraction:
- Invoke
getDocuments, ensuringincludeConfig.parsedTextFileUrlis set totrue, which returns links to the parsed artifacts. - Extract the resultant content Uniform Resource Locator from the response payload.
- Execute the
fetchUrlContentoperation utilizing the extracted URI to retrieve the actual data streams:
{ "name": "fetchUrlContent", "arguments": { "url": "http://retrieval-proxy.net/asset-content-id" } }
WIKIPEDIA: Corporate efficacy enhancers encompass the spectrum of frameworks, software utilities, regulatory mechanisms, analytical apparatus, and systematic approaches employed by organizations to navigate fluctuating commercial landscapes, secure a favorable competitive stance, and systematically elevate overall organizational performance.
== Survey of Enhancers == Tools are often departmentalized yet can be functionally categorized across core administrative functions: foresight planning, process optimization, record keeping, personnel management, strategic formulation, oversight mechanisms, etc. Key functional domains include:
Utilities for initial data capture and integrity checking across all functional units. Systems focused on auditing and refining organizational workflows. Platforms dedicated to data aggregation and analytical insight generation. Modern corporate enhancers have undergone a radical metamorphosis over the past decade, fueled by rapid technological acceleration, rendering the selection of optimal tools for any given enterprise context increasingly complex. This complexity stems from persistent pressures to minimize expenditure and maximize revenue realization, coupled with the necessity of deeply understanding client demands and efficiently delivering requisite products in the preferred format. Within this dynamic environment, leadership must adopt a macro, strategic perspective on adopting business enhancers, rather than merely chasing novel solutions. Misapplication of tools without contextual tailoring frequently results in operational instability. Consequently, management software must be chosen deliberately and then meticulously tailored to fit the specific organizational mandates, reversing the common pattern of forcing organizational adaptation to the tool.
== Prominent Instruments == Data collected by Bain & Company in 2013 detailed the global deployment of various corporate instruments, reflecting regional necessities and prevailing market conditions. The leading ten methodologies identified were:
Strategic Roadmap Formulation Client Relationship Governance (CRM) Personnel Sentiment Assessment Programs Comparative Performance Analysis (Benchmarking) Integrated Performance Metrics (Balanced Scorecard) Identification of Core Competencies Strategic Outsourcing Engagements Organizational Transition Programs (Change Management) Logistics and Fulfillment Chain Oversight (SCM) Guiding Principles Documentation (Mission/Vision) Target Audience Disaggregation (Market Segmentation) Holistic Quality Assurance Systems (TQM)
== Commercial Software Applications == Software solutions, defined as integrated computational programs utilized by organizational personnel to execute diverse corporate activities, are termed enterprise software (or business applications). These applications are instrumental in boosting productivity metrics, quantifying outcomes, and executing various institutional functions with high fidelity. The evolution progressed from rudimentary Management Information Systems (MIS) to comprehensive Enterprise Resource Planning (ERP) suites. Subsequently, Customer Relationship Management (CRM) capabilities were integrated, leading the entire package into the domain of cloud-based enterprise governance platforms. While a direct correlation exists between IT investment levels and organizational success, two factors critically influence value realization: the proficiency of the deployment process and the judiciousness of the initial tool selection and modification strategy.
== Tools Tailored for Small and Medium Enterprises (SMEs) == Tools specifically architected for SMEs are vital as they furnish scalable methodologies for achieving operational parity with larger entities, often involving cost-effective, modular systems for tasks such as...
