Back to Intelligence Engineering

Tool Integration

Model Context Protocol (MCP), WikiSkills & Enterprise APIs

Connecting autonomous agent runtimes (Nous Hermes) to enterprise databases, ERPs, and cloud APIs through standardized Model Context Protocol (MCP) servers and deterministic schema validation.

Inquire about Tool Integration
Est. Duration3 - 5 Weeks
FormatEngineering Sprints
Delivery ModeRemote / On-site

Unifying Open Tool Protocols with Enterprise Systems

Autonomous AI agents cannot operate as isolated chatbots. To deliver tangible enterprise value, models must safely read and write to internal systems—querying SQL databases, triggering ERP workflows, and dispatching API calls through open, standardized protocols.

My Tool Integration practice establishes deterministic, vendor-independent capability layers founded on the Model Context Protocol (MCP) and declarative tool contracts.

The Model Context Protocol (MCP) Standard

By adopting the open Model Context Protocol (MCP), we eliminate fragile prompt-specific glue code. We construct modular MCP servers that expose your enterprise data and business actions through standardized, self-describing interfaces that any frontier agent can execute.

The Hermes Agent Ecosystem & Declarative Skills

We leverage the Nous Hermes agent runtime for deterministic schema adherence and structured function calling, organizing capabilities into declarative, modular Google WikiSkills complete with explicit input contracts, validation constraints, and execution examples.

🎯Service Scope & Key Capabilities

This module covers the following targeted topics and key expert competencies:

Universal Model Context Protocol (MCP) server engineering for internal tools and databases
Autonomous function calling and deterministic multi-turn loops powered by Nous Hermes
Declarative capability specifications standardized on the Google WikiSkills / Agent Skills format
Deterministic runtime schema validation and structured error recovery via Zod / Pydantic

📦Specifications: Inputs & Deliverables

A clear breakdown of the resource inputs required from your side and the concrete deliverables you will receive as the output of this service module:

📥

Required Client Inputs

To be provided to initiate development

  • Target enterprise APIs (REST, GraphQL, gRPC), database connections, and service accounts
  • Catalog of required agent actions, permissions, validation rules, and business logic constraints
  • Enterprise identity provider specifications (OAuth2, OIDC, mTLS)
  • Target backend environments (Node.js, Python, Go, Docker)
📤

Guaranteed Deliverables

Outcome packages included in the scope

  • Enterprise Tool Protocol & MCP Architecture Blueprint
  • Production-Ready Model Context Protocol (MCP) Server Suite
  • Declarative Google WikiSkills Tool Registry Codebase
  • Configured Nous Hermes Tool-Calling Execution Pipeline
  • Automated Contract Testing Suite & Synthetic Action Fixtures

📋Project Plan & Execution Phases

Our Tool Integration engineering embeds autonomous intelligence into your systems:

01

API & Action Surface Audit

Cataloging enterprise endpoints, databases, permissions, and security access boundaries.

02

MCP Server Engineering

Developing robust Model Context Protocol (MCP) servers with strict JSON Schema contracts and validation.

03

Hermes Runtime & Tool Binding

Integrating the Hermes model runtime with declarative WikiSkills registries and tool dispatch loops.

04

Contract Testing & Sandboxing

Validating deterministic execution, error boundaries, rate limits, and rollback mechanisms under edge cases.

Start a Conversation

Write directly to request an inquiry about the Tool Integration module or custom bundle options.

Contact & Booking Inquiry

Send an email request to

georg.hackenberg@fh-wels.at

Typically responding within 2 business days.

Open Email Client →