Leanix Agent

CLI or API | MCP | Agent

Version: 2.2.0

Documentation — Installation, deployment, usage across the API, CLI, and MCP interfaces, and the authentication and dynamic-filtering guides are maintained in the official documentation.

Table of Contents

• Overview
• Key Features
• CLI or API
• MCP
  • Available MCP Tools
  • MCP Configuration Examples
  • Dynamic Tool Selection & Visibility
• Agent
  • Running the Agent CLI
  • Docker Compose Orchestration
• Security & Governance
• Environment Variables
• Installation
• Documentation
• Contribute

Overview

LeanIX Agent is a production-grade Agent and Model Context Protocol (MCP) provider for SAP LeanIX Enterprise Architecture Management REST and GraphQL APIs.

Key Features

• Consolidated Action-Routed MCP Tools: Minimizes token overhead and eliminates tool bloat in LLM contexts by grouping methods into optimized, togglable tool modules.
• Enterprise-Grade Security: Complete support for Eunomia policies, OIDC token delegation, and granular execution context tracking.
• Integrated Graph Agent: Built-in Pydantic AI agent supporting the Agent Control Protocol (ACP) and standard Web interfaces (AG-UI).
• Optional Telemetry: OTLP and Logfire instrumentation enable only when their runtime configuration is present.
• Live Instance Ontology: Compiles the configured workspace data model into deterministic OWL, SHACL, and SKOS without checking in tenant schemas.
• Governed Graph Sync: Streams privacy-sanitized FactSheets through atomic ChangeEnvelope commits under the caller's checked graph session.

CLI or API

The package exposes workspace-scoped LeanIX REST and GraphQL capabilities through its Python API, MCP provider, and optional A2A agent entry point.

Detailed instructions on how to use the underlying API wrappers, extended schema bindings, and developer SDK references are maintained in docs/index.md.

MCP

This server use dynamic Action-Routed tools to optimize token overhead and maximize IDE compatibility.

The complete surface includes bounded universal REST, GraphQL schema fingerprinting and multipart upload, live metamodel compilation, and full, delta, or reconcile graph synchronization. Every REST or GraphQL mutation requires explicit consent on that individual tool call.

Federating LeanIX's hosted MCP service as a child server is an Arbora concern; this package ships no child-runtime policy.

Available MCP Tools

Auto-generated — do not edit between the markers below.

Condensed action-routed tools (MCP_TOOL_MODE=condensed)

Verbose 1:1 API-mapped tools (MCP_TOOL_MODE=verbose or both)

40 action-routed tool(s) · 3 verbose 1:1 tool(s). Each is enabled unless its <DOMAIN>TOOL toggle is set false; MCP_TOOL_MODE selects the surface (intent default — the six verb-tools, granular set loaded on demand · condensed action-routed · verbose 1:1 · both). Auto-generated — do not edit.

Detailed tool schemas, parameter shapes, and validation constraints are documented in Usage.

Dynamic Tool Selection & Visibility

This MCP server supports dynamic toolset selection and visibility filtering at runtime. This allows the operator to restrict the set of exposed tools to prevent blowing up the LLM's context window.

The operator can configure tool filtering via multiple input channels:

• CLI Arguments: Pass --tools or --toolsets (or their disabled counterparts --disabled-tools and --disabled-toolsets) during startup.
• Environment Variables: Define standard environment variables:
  • MCP_ENABLED_TOOLS / MCP_DISABLED_TOOLS
  • MCP_ENABLED_TAGS / MCP_DISABLED_TAGS
• HTTP SSE Request Headers: Pass custom headers during transport initialization:
  • x-mcp-enabled-tools / x-mcp-disabled-tools
  • x-mcp-enabled-tags / x-mcp-disabled-tags
• HTTP SSE Request Query Parameters: Append query parameters directly to the operator's transport connection URL:
  • ?tools=tool1,tool2
  • ?tags=tag1

When query strings or parameters are supplied, an LLM-free Knowledge Graph resolution layer (using DynamicToolOrchestrator) matches query intents against known tool tags, names, or descriptions, with safe fallback and automated 24-hour background cache refreshing.

MCP Configuration Examples

Install the connector-focused [mcp] extra. Examples use leanix-agent[mcp] to add FastMCP / FastAPI through agent-connector-sdk; the required Agent Connector SDK core still carries epistemic-graph[full]. The [agent-runtime] extra additionally enables model orchestration.

stdio Transport (local IDEs — Cursor, Claude Desktop, VS Code)

{
  "mcpServers": {
    "leanix-mcp": {
      "command": "uvx",
      "args": [
        "--from",
        "leanix-agent[mcp]",
        "leanix-mcp"
      ],
      "env": {
        "MCP_TOOL_MODE": "intent",
        "AUDIENCE": "https://app.leanix.net",
        "DELEGATED_SCOPES": "api",
        "GRAPHQLTOOL": "True",
        "INSTANCE_GRAPHTOOL": "True",
        "LEANIX_AI_INVENTORY_BUILDERTOOL": "True",
        "LEANIX_APPTIO_CONNECTORTOOL": "True",
        "LEANIX_AUTH_METHOD": "technical",
        "LEANIX_AUTOMATIONSTOOL": "True",
        "LEANIX_BROWSER_LOGIN": "False",
        "LEANIX_DISCOVERY_AI_AGENTSTOOL": "True",
        "LEANIX_DISCOVERY_LINKING_V1TOOL": "True",
        "LEANIX_DISCOVERY_LINKING_V2TOOL": "True",
        "LEANIX_DISCOVERY_SAASTOOL": "True",
        "LEANIX_DISCOVERY_SAPTOOL": "True",
        "LEANIX_DISCOVERY_SAP_EXTENSIONTOOL": "True",
        "LEANIX_DOCUMENTSTOOL": "True",
        "LEANIX_IMPACTSTOOL": "True",
        "LEANIX_INTEGRATION_APITOOL": "True",
        "LEANIX_INTEGRATION_COLLIBRATOOL": "True",
        "LEANIX_INTEGRATION_SERVICENOWTOOL": "True",
        "LEANIX_INTEGRATION_SIGNAVIOTOOL": "True",
        "LEANIX_INVENTORY_DATA_QUALITYTOOL": "True",
        "LEANIX_KG_INGESTTOOL": "True",
        "LEANIX_MANAGED_CODE_EXECUTIONTOOL": "True",
        "LEANIX_METRICSTOOL": "True",
        "LEANIX_MTMTOOL": "True",
        "LEANIX_NAVIGATIONTOOL": "True",
        "LEANIX_OAUTH_CLIENT_ID": "leanix-mcp",
        "LEANIX_OAUTH_REDIRECT_PORT": "56122",
        "LEANIX_OAUTH_SCOPE": "openid offline_access",
        "LEANIX_PATHFINDERTOOL": "True",
        "LEANIX_POLLTOOL": "True",
        "LEANIX_REFERENCE_DATATOOL": "True",
        "LEANIX_REFERENCE_DATA_CATALOGTOOL": "True",
        "LEANIX_STORAGETOOL": "True",
        "LEANIX_SURVEYTOOL": "True",
        "LEANIX_SYNCLOGTOOL": "True",
        "LEANIX_TECHNOLOGY_DISCOVERYTOOL": "True",
        "LEANIX_TODOTOOL": "True",
        "LEANIX_TRANSFORMATIONSTOOL": "True",
        "LEANIX_WEBHOOKSTOOL": "True",
        "LEANIX_WORKSPACE": "https://app.leanix.net",
        "TESTING_FALLBACK": "False",
        "UNIVERSAL_APITOOL": "True"
      }
    }
  }
}

Runtime references require an alias-aware launcher such as Arbora. Other launchers must omit those entries and inject the resolved values through their own runtime secret boundary.

Streamable-HTTP Transport (networked / production)

{
  "mcpServers": {
    "leanix-mcp": {
      "command": "uvx",
      "args": [
        "--from",
        "leanix-agent[mcp]",
        "leanix-mcp",
        "--transport",
        "streamable-http",
        "--port",
        "8000"
      ],
      "env": {
        "TRANSPORT": "streamable-http",
        "HOST": "127.0.0.1",
        "PORT": "8000",
        "MCP_TOOL_MODE": "intent",
        "AUDIENCE": "https://app.leanix.net",
        "DELEGATED_SCOPES": "api",
        "GRAPHQLTOOL": "True",
        "INSTANCE_GRAPHTOOL": "True",
        "LEANIX_AI_INVENTORY_BUILDERTOOL": "True",
        "LEANIX_APPTIO_CONNECTORTOOL": "True",
        "LEANIX_AUTH_METHOD": "technical",
        "LEANIX_AUTOMATIONSTOOL": "True",
        "LEANIX_BROWSER_LOGIN": "False",
        "LEANIX_DISCOVERY_AI_AGENTSTOOL": "True",
        "LEANIX_DISCOVERY_LINKING_V1TOOL": "True",
        "LEANIX_DISCOVERY_LINKING_V2TOOL": "True",
        "LEANIX_DISCOVERY_SAASTOOL": "True",
        "LEANIX_DISCOVERY_SAPTOOL": "True",
        "LEANIX_DISCOVERY_SAP_EXTENSIONTOOL": "True",
        "LEANIX_DOCUMENTSTOOL": "True",
        "LEANIX_IMPACTSTOOL": "True",
        "LEANIX_INTEGRATION_APITOOL": "True",
        "LEANIX_INTEGRATION_COLLIBRATOOL": "True",
        "LEANIX_INTEGRATION_SERVICENOWTOOL": "True",
        "LEANIX_INTEGRATION_SIGNAVIOTOOL": "True",
        "LEANIX_INVENTORY_DATA_QUALITYTOOL": "True",
        "LEANIX_KG_INGESTTOOL": "True",
        "LEANIX_MANAGED_CODE_EXECUTIONTOOL": "True",
        "LEANIX_METRICSTOOL": "True",
        "LEANIX_MTMTOOL": "True",
        "LEANIX_NAVIGATIONTOOL": "True",
        "LEANIX_OAUTH_CLIENT_ID": "leanix-mcp",
        "LEANIX_OAUTH_REDIRECT_PORT": "56122",
        "LEANIX_OAUTH_SCOPE": "openid offline_access",
        "LEANIX_PATHFINDERTOOL": "True",
        "LEANIX_POLLTOOL": "True",
        "LEANIX_REFERENCE_DATATOOL": "True",
        "LEANIX_REFERENCE_DATA_CATALOGTOOL": "True",
        "LEANIX_STORAGETOOL": "True",
        "LEANIX_SURVEYTOOL": "True",
        "LEANIX_SYNCLOGTOOL": "True",
        "LEANIX_TECHNOLOGY_DISCOVERYTOOL": "True",
        "LEANIX_TODOTOOL": "True",
        "LEANIX_TRANSFORMATIONSTOOL": "True",
        "LEANIX_WEBHOOKSTOOL": "True",
        "LEANIX_WORKSPACE": "https://app.leanix.net",
        "TESTING_FALLBACK": "False",
        "UNIVERSAL_APITOOL": "True"
      }
    }
  }
}

Alternatively, connect to a pre-deployed Streamable-HTTP instance by url:

{
  "mcpServers": {
    "leanix-mcp": {
      "url": "http://localhost:8000/leanix-mcp/mcp"
    }
  }
}

Run a reviewed container image as a least-privilege stdio child (no listener or published port):

docker run -i --rm \
  --read-only \
  --cap-drop=ALL \
  --security-opt=no-new-privileges \
  --pids-limit=256 \
  --tmpfs /tmp:rw,noexec,nosuid,nodev,size=64m \
  -e TRANSPORT=stdio \
  -e MCP_TOOL_MODE=intent \
  -e AUDIENCE=https://app.leanix.net \
  -e DELEGATED_SCOPES=api \
  -e GRAPHQLTOOL=True \
  -e INSTANCE_GRAPHTOOL=True \
  -e LEANIX_AI_INVENTORY_BUILDERTOOL=True \
  -e LEANIX_APPTIO_CONNECTORTOOL=True \
  -e LEANIX_AUTH_METHOD=technical \
  -e LEANIX_AUTOMATIONSTOOL=True \
  -e LEANIX_BROWSER_LOGIN=False \
  -e LEANIX_DISCOVERY_AI_AGENTSTOOL=True \
  -e LEANIX_DISCOVERY_LINKING_V1TOOL=True \
  -e LEANIX_DISCOVERY_LINKING_V2TOOL=True \
  -e LEANIX_DISCOVERY_SAASTOOL=True \
  -e LEANIX_DISCOVERY_SAPTOOL=True \
  -e LEANIX_DISCOVERY_SAP_EXTENSIONTOOL=True \
  -e LEANIX_DOCUMENTSTOOL=True \
  -e LEANIX_IMPACTSTOOL=True \
  -e LEANIX_INTEGRATION_APITOOL=True \
  -e LEANIX_INTEGRATION_COLLIBRATOOL=True \
  -e LEANIX_INTEGRATION_SERVICENOWTOOL=True \
  -e LEANIX_INTEGRATION_SIGNAVIOTOOL=True \
  -e LEANIX_INVENTORY_DATA_QUALITYTOOL=True \
  -e LEANIX_KG_INGESTTOOL=True \
  -e LEANIX_MANAGED_CODE_EXECUTIONTOOL=True \
  -e LEANIX_METRICSTOOL=True \
  -e LEANIX_MTMTOOL=True \
  -e LEANIX_NAVIGATIONTOOL=True \
  -e LEANIX_OAUTH_CLIENT_ID=leanix-mcp \
  -e LEANIX_OAUTH_REDIRECT_PORT=56122 \
  -e LEANIX_OAUTH_SCOPE="openid offline_access" \
  -e LEANIX_PATHFINDERTOOL=True \
  -e LEANIX_POLLTOOL=True \
  -e LEANIX_REFERENCE_DATATOOL=True \
  -e LEANIX_REFERENCE_DATA_CATALOGTOOL=True \
  -e LEANIX_STORAGETOOL=True \
  -e LEANIX_SURVEYTOOL=True \
  -e LEANIX_SYNCLOGTOOL=True \
  -e LEANIX_TECHNOLOGY_DISCOVERYTOOL=True \
  -e LEANIX_TODOTOOL=True \
  -e LEANIX_TRANSFORMATIONSTOOL=True \
  -e LEANIX_WEBHOOKSTOOL=True \
  -e LEANIX_WORKSPACE=https://app.leanix.net \
  -e TESTING_FALLBACK=False \
  -e UNIVERSAL_APITOOL=True \
  registry.example.invalid/leanix-agent@sha256:<digest> leanix-mcp

For containerized network HTTP, supply an authenticated TLS ingress (or direct server TLS), exact MCP_ALLOWED_HOSTS, and an exact trusted-proxy CIDR policy through the operator-owned deployment profile. The generator does not emit an unauthenticated non-loopback listener.

Auto-generated from the code-read env surface (MCP_TOOL_MODE + package vars) — do not edit.

Additional Deployment Options

leanix-agent can run as a local stdio process or container, or behind a remote network boundary. The Deployment guide carries the detailed transport contract.

• Local container — launch a reviewed immutable image as a least-privilege stdio child with no listener or published port.
• Remote URL — connect through an operator-supplied authenticated HTTPS ingress. Keep its URL, outbound identity references, trust profile, and exact MCP_ALLOWED_HOSTS in AgentConfig.

Agent

This repository features a fully integrated Pydantic AI Graph Agent. It communicates over the Agent Control Protocol (ACP) and interacts smoothly with the Agent Web UI (AG-UI) and Terminal interface.

Running the Agent CLI

To start the interactive command-line agent:

# Set credentials
export LEANIX_WORKSPACE="your_value"
export LEANIX_API_TOKEN="your_value"
export TLS_PROFILE_REF="secret://transport/leanix"
export DEBUG="your_value"
export PYTHONUNBUFFERED="your_value"
export LEANIX_TOKEN="your_value"

# Run the agent server
leanix-agent --provider openai --model-id gpt-4o

Docker Compose Orchestration

The checked-in docker/agent.compose.yml starts the MCP and agent services with fixed non-root identities, read-only root filesystems, dropped capabilities, bounded resources, loopback-only published ports, and no-new-privileges. It deliberately has no mutable image or model defaults. Supply immutable image digests and the operator-selected model through the environment:

export LEANIX_AGENT_MCP_IMAGE='registry.example.invalid/leanix-agent@sha256:<digest>'
export LEANIX_AGENT_AGENT_IMAGE='registry.example.invalid/leanix-agent@sha256:<digest>'
export PROVIDER='<configured-provider>'
export MODEL_ID='<configured-model>'
docker compose -f docker/agent.compose.yml up -d

Agent, graph-sync, and deployment behavior is documented in Deployment and Usage.

Security & Governance

Built directly upon the enterprise-ready agent-connector-sdk core, standard security parameters are fully supported:

Access Control & Policy Enforcement

• Eunomia Policies: Fine-grained, policy-driven tool authorization. Supports none, local embedded (mcp_policies.json), or centralized remote modes.
• OIDC Token Delegation: Compliant with RFC 8693 token exchange for flowing authenticating user credentials from Web UI / ACP → Agent → MCP.
• Scoped Credentials: Execution context runs restricted to the specific caller identity.

Runtime Security Grid

Environment Variables

Package environment variables

Inherited agent-connector-sdk variables (apply to every connector)

68 package + 13 inherited variable(s). Auto-generated from .env.example + the shared agent-connector-sdk set — do not edit.

Every variable the server reads. Copy .env.example to .env and populate only what the operator use; blank connector credentials leave the corresponding surface inactive.

Connection & credentials

Certificate and hostname verification are mandatory. Runtime TLS profiles can add private trust anchors, mTLS client material, proxy policy, and standard-environment integration without storing certificate material or machine paths in this package.

SSO / OAuth (SSO path)

OIDC token delegation (RFC 8693)

MCP server / transport

Agent identity (full [agent] runtime only)

Telemetry & governance

Tool toggles

Each action-routed tool can be disabled individually via its toggle env var (set to false). The full list is in the Available MCP Tools table above (e.g. LEANIX_DOCUMENTSTOOL, LEANIX_NAVIGATIONTOOL, GRAPHQLTOOL).

Installation

Pick the extra that matches what the operator want to run:

# MCP server without model orchestration
uv pip install "leanix-agent[mcp]"

# Full agent runtime (Pydantic AI + epistemic-graph engine)
uv pip install "leanix-agent[agent]"

# Everything (development)
uv pip install "leanix-agent[all]"      # or: python -m pip install "leanix-agent[all]"

Container image targets

One multi-stage docker/Dockerfile builds two runtime surfaces, selected by --target:

docker build --target mcp   -t leanix-agent:mcp-local   docker/
docker build --target agent -t leanix-agent:agent-local docker/

Promote and deploy only an operator-reviewed immutable image digest.

Knowledge-graph database (epistemic-graph)

Every install carries the epistemic-graph[full] core through Agent Connector SDK. Select an embedded or remote engine through AgentConfig; an MCP-only deployment can connect to a shared Arbora service without autostarting another local engine. Deployment recipes (single-node + Raft HA), connection config, and the full database architecture are documented in the epistemic-graph deployment guide.

Documentation

The complete documentation is published as the official documentation site and is the recommended reference for installation, deployment, and day-to-day operation.

Contribute

Contributions are welcome! Please ensure code quality by running local checks before submitting pull requests:

• Format code using ruff format .
• Lint code using ruff check .
• Validate type-safety with mypy .
• Ran test suites using pytest

Governed capability contract

This package ships a compact canonical skill surface with specialist procedures kept as referenced workflows. The current MCP tools, skill metadata, connector_manifest.yml, ontology, mappings, shapes, fixtures, migrations, tool-schema fingerprints, and certification metadata form one versioned capability contract. Validate them together; do not rely on stale tool names or historical per-task skill wrappers.

Runtime endpoints, credentials, certificate trust, tenant identity, retention, and observability policy are deployment inputs and are never packaged values. See Configuration, trust, and privacy before enabling a network transport, connector ingestion, Arbora delegation, or trace export.