* Bump setup.py versions for 1.1 * PoC MCP server (#419) * Very initial MCP server PoC for TrustGraph * Put service on port 8000 * Add MCP container and packages to buildout * Update docs for API/CLI changes in 1.0 (#421) * Update some API basics for the 0.23/1.0 API change * Add MCP container push (#425) * Add command args to the MCP server (#426) * Host and port parameters * Added websocket arg * More docs * MCP client support (#427) - MCP client service - Tool request/response schema - API gateway support for mcp-tool - Message translation for tool request & response - Make mcp-tool using configuration service for information about where the MCP services are. * Feature/react call mcp (#428) Key Features - MCP Tool Integration: Added core MCP tool support with ToolClientSpec and ToolClient classes - API Enhancement: New mcp_tool method for flow-specific tool invocation - CLI Tooling: New tg-invoke-mcp-tool command for testing MCP integration - React Agent Enhancement: Fixed and improved multi-tool invocation capabilities - Tool Management: Enhanced CLI for tool configuration and management Changes - Added MCP tool invocation to API with flow-specific integration - Implemented ToolClientSpec and ToolClient for tool call handling - Updated agent-manager-react to invoke MCP tools with configurable types - Enhanced CLI with new commands and improved help text - Added comprehensive documentation for new CLI commands - Improved tool configuration management Testing - Added tg-invoke-mcp-tool CLI command for isolated MCP integration testing - Enhanced agent capability to invoke multiple tools simultaneously * Test suite executed from CI pipeline (#433) * Test strategy & test cases * Unit tests * Integration tests * Extending test coverage (#434) * Contract tests * Testing embeedings * Agent unit tests * Knowledge pipeline tests * Turn on contract tests * Increase storage test coverage (#435) * Fixing storage and adding tests * PR pipeline only runs quick tests * Empty configuration is returned as empty list, previously was not in response (#436) * Update config util to take files as well as command-line text (#437) * Updated CLI invocation and config model for tools and mcp (#438) * Updated CLI invocation and config model for tools and mcp * CLI anomalies * Tweaked the MCP tool implementation for new model * Update agent implementation to match the new model * Fix agent tools, now all tested * Fixed integration tests * Fix MCP delete tool params * Update Python deps to 1.2 * Update to enable knowledge extraction using the agent framework (#439) * Implement KG extraction agent (kg-extract-agent) * Using ReAct framework (agent-manager-react) * ReAct manager had an issue when emitting JSON, which conflicts which ReAct manager's own JSON messages, so refactored ReAct manager to use traditional ReAct messages, non-JSON structure. * Minor refactor to take the prompt template client out of prompt-template so it can be more readily used by other modules. kg-extract-agent uses this framework. * Migrate from setup.py to pyproject.toml (#440) * Converted setup.py to pyproject.toml * Modern package infrastructure as recommended by py docs * Install missing build deps (#441) * Install missing build deps (#442) * Implement logging strategy (#444) * Logging strategy and convert all prints() to logging invocations * Fix/startup failure (#445) * Fix loggin startup problems * Fix logging startup problems (#446) * Fix logging startup problems (#447) * Fixed Mistral OCR to use current API (#448) * Fixed Mistral OCR to use current API * Added PDF decoder tests * Fix Mistral OCR ident to be standard pdf-decoder (#450) * Fix Mistral OCR ident to be standard pdf-decoder * Correct test * Schema structure refactor (#451) * Write schema refactor spec * Implemented schema refactor spec * Structure data mvp (#452) * Structured data tech spec * Architecture principles * New schemas * Updated schemas and specs * Object extractor * Add .coveragerc * New tests * Cassandra object storage * Trying to object extraction working, issues exist * Validate librarian collection (#453) * Fix token chunker, broken API invocation (#454) * Fix token chunker, broken API invocation (#455) * Knowledge load utility CLI (#456) * Knowledge loader * More tests |
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| .. | ||
| README.md | ||
| tg-add-library-document.md | ||
| tg-delete-flow-class.md | ||
| tg-delete-kg-core.md | ||
| tg-delete-mcp-tool.md | ||
| tg-delete-tool.md | ||
| tg-dump-msgpack.md | ||
| tg-get-flow-class.md | ||
| tg-get-kg-core.md | ||
| tg-graph-to-turtle.md | ||
| tg-init-pulsar-manager.md | ||
| tg-init-trustgraph.md | ||
| tg-invoke-agent.md | ||
| tg-invoke-document-rag.md | ||
| tg-invoke-graph-rag.md | ||
| tg-invoke-llm.md | ||
| tg-invoke-mcp-tool.md | ||
| tg-invoke-prompt.md | ||
| tg-load-doc-embeds.md | ||
| tg-load-kg-core.md | ||
| tg-load-pdf.md | ||
| tg-load-sample-documents.md | ||
| tg-load-text.md | ||
| tg-load-turtle.md | ||
| tg-put-flow-class.md | ||
| tg-put-kg-core.md | ||
| tg-remove-library-document.md | ||
| tg-save-doc-embeds.md | ||
| tg-set-mcp-tool.md | ||
| tg-set-prompt.md | ||
| tg-set-token-costs.md | ||
| tg-set-tool.md | ||
| tg-show-config.md | ||
| tg-show-flow-classes.md | ||
| tg-show-flow-state.md | ||
| tg-show-flows.md | ||
| tg-show-graph.md | ||
| tg-show-kg-cores.md | ||
| tg-show-library-documents.md | ||
| tg-show-library-processing.md | ||
| tg-show-processor-state.md | ||
| tg-show-prompts.md | ||
| tg-show-token-costs.md | ||
| tg-show-token-rate.md | ||
| tg-show-tools.md | ||
| tg-start-flow.md | ||
| tg-start-library-processing.md | ||
| tg-stop-flow.md | ||
| tg-stop-library-processing.md | ||
| tg-unload-kg-core.md | ||
TrustGraph CLI Documentation
The TrustGraph Command Line Interface (CLI) provides comprehensive command-line access to all TrustGraph services. These tools wrap the REST and WebSocket APIs to provide convenient, scriptable access to TrustGraph functionality.
Installation
The CLI tools are installed as part of the trustgraph-cli package:
pip install trustgraph-cli
Note
The CLI version should match the version of TrustGraph being deployed.
Global Options
Most CLI commands support these common options:
-u, --api-url URL: TrustGraph API URL (default:$TRUSTGRAPH_URLorhttp://localhost:8088/)-U, --user USER: User identifier (default:trustgraph)-C, --collection COLLECTION: Collection identifier (default:default)-f, --flow-id FLOW: Flow identifier (default:default)
Command Categories
System Administration & Configuration
System Setup:
tg-init-trustgraph- Initialize Pulsar with TrustGraph configurationtg-init-pulsar-manager- Initialize Pulsar manager setuptg-show-config- Display current system configuration
Token Management:
tg-set-token-costs- Configure model token coststg-show-token-costs- Display token cost configurationtg-show-token-rate- Show token usage rates
Prompt Management:
tg-set-prompt- Configure prompt templates and system promptstg-show-prompts- Display configured prompt templates
Flow Management
Flow Operations:
tg-start-flow- Start a processing flowtg-stop-flow- Stop a running flowtg-show-flows- List all configured flowstg-show-flow-state- Show current flow states
Flow Class Management:
tg-put-flow-class- Upload/update flow class definitiontg-get-flow-class- Retrieve flow class definitiontg-delete-flow-class- Remove flow class definitiontg-show-flow-classes- List available flow classes
Knowledge Graph Management
Knowledge Core Operations:
tg-load-kg-core- Load knowledge core into processingtg-put-kg-core- Store knowledge core in systemtg-get-kg-core- Retrieve knowledge coretg-delete-kg-core- Remove knowledge coretg-unload-kg-core- Unload knowledge core from processingtg-show-kg-cores- List available knowledge cores
Graph Data Operations:
tg-show-graph- Display graph triples/edgestg-graph-to-turtle- Export graph to Turtle formattg-load-turtle- Import RDF triples from Turtle files
Document Processing & Library Management
Document Loading:
tg-load-pdf- Load PDF documents into processingtg-load-text- Load text documents into processingtg-load-sample-documents- Load sample documents for testing
Library Management:
tg-add-library-document- Add documents to librarytg-show-library-documents- List documents in librarytg-remove-library-document- Remove documents from librarytg-start-library-processing- Start processing library documentstg-stop-library-processing- Stop library document processingtg-show-library-processing- Show library processing status
Document Embeddings:
tg-load-doc-embeds- Load document embeddingstg-save-doc-embeds- Save document embeddings
AI Services & Agent Interaction
Query & Interaction:
tg-invoke-agent- Interactive agent Q&A via WebSockettg-invoke-llm- Direct LLM text completiontg-invoke-prompt- Use configured prompt templatestg-invoke-document-rag- Document-based RAG queriestg-invoke-graph-rag- Graph-based RAG queries
Tool & Prompt Management:
tg-show-tools- List available agent toolstg-set-prompt- Configure prompt templatestg-show-prompts- List configured prompts
System Monitoring & Debugging
System Status:
tg-show-processor-state- Show processing component states
Debugging:
tg-dump-msgpack- Dump MessagePack data for debugging
Quick Start Examples
Basic Document Processing
# Start a flow
tg-start-flow --flow-id my-flow --class-name document-processing
# Load a document
tg-load-text --flow-id my-flow --text "Your document content" --title "Test Document"
# Query the knowledge
tg-invoke-graph-rag --flow-id my-flow --query "What is the document about?"
Knowledge Management
# List available knowledge cores
tg-show-kg-cores
# Load a knowledge core into a flow
tg-load-kg-core --flow-id my-flow --kg-core-id my-knowledge
# Query the knowledge graph
tg-show-graph --limit 100
Flow Management
# Show available flow classes
tg-show-flow-classes
# Show running flows
tg-show-flows
# Stop a flow
tg-stop-flow --flow-id my-flow
Environment Variables
TRUSTGRAPH_URL: Default API URL for all commandsTRUSTGRAPH_USER: Default user identifierTRUSTGRAPH_COLLECTION: Default collection identifier
Authentication
CLI commands inherit authentication from the environment or API configuration. See the main TrustGraph documentation for authentication setup.
Error Handling
All CLI commands provide:
- Consistent error reporting
- Exit codes (0 for success, non-zero for errors)
- Detailed error messages for troubleshooting
- Retry logic for network operations where appropriate