ToolChain Ops designs and deploys AI automation, agent integrations, and MCP servers for teams that need real results — not prototypes.
From a single integration to a full agentic stack — we scope to your problem, not a predefined package.
Replace brittle scripts and manual handoffs with AI-driven pipelines that adapt. We design and deploy automation that survives change.
Connect Claude, GPT, and open-source models to your internal tools, APIs, and data. We build the glue that turns raw LLM capability into reliable production agents.
Ship custom Model Context Protocol servers that expose your business logic to any MCP-compatible AI client. First-class tool definitions, auth, and observability included.
Not sure where AI fits in your stack? We audit your current toolchain and map a pragmatic path — no hype, no vendor lock-in, just a plan that ships.
An LLM without tools is a chatbot. We connect your AI agents to the systems that matter — databases, internal APIs, SaaS platforms, CI/CD pipelines — with typed schemas, retry logic, and observability baked in from the start.
// your agent, connected const agent = new ToolChainAgent({ model: 'claude-opus-4-7', tools: [{ searchInternalDocs, queryPostgres, triggerDeployment, notifySlack ], checkpoint: 'before-deploy' }); // run it await agent.run(task);
MCP is the open standard for connecting AI agents to the world. We build MCP servers that turn your APIs and internal services into first-class citizens in any AI workflow.
Expose any API as a typed, versioned MCP tool
OAuth, API keys, and scoped access out of the box
Real-time responses for long-running agent tasks
Works with Claude Code, Claude Desktop, and any MCP host
Published to Smithery, MCP.so, and the broader ecosystem
Optional pay-per-call monetisation via the x402 protocol
MCP servers are distributed through a growing network of registries where developers discover and install tools directly into their AI clients. We build marketplace-ready servers from day one.
The primary MCP registry — browse, install, and run servers directly from Claude Desktop or Claude Code.
Community-driven directory with search, categories, and one-click agent integration.
Curated MCP catalogue with usage stats and compatibility ratings across major AI clients.
We scope, build, and publish MCP servers that other AI developers can plug into their agents — with marketplace listings handled as part of every engagement.
Build your MCP serverThe x402 protocol revives HTTP's dormant 402 status code to enable instant, programmatic payments between AI agents and the services they call. Instead of managing API keys and billing accounts, your agent evaluates the cost, signs a USDC transfer on Base, and gets access — in under two seconds, with zero protocol fees.
Combined with MCP, x402 means your tools can be monetised per-call and discovered by any agent in the ecosystem. We build x402-enabled MCP servers that are ready to transact from day one.
// agent requests a paid resource
GET /api/market-data
← server responds
HTTP 402 Payment Required
X-Payment-Terms: {"amount":"0.001","asset":"USDC","network":"base"}
// agent signs & broadcasts on Base (~1.5s)
GET /api/market-data
X-Payment: <signed-usdc-transfer>
HTTP 200 OK ✓
// data delivered, no human involved
Straightforward engagements. No surprise scope creep, no retainer lock-in you don't need.
A focused engagement with a defined deliverable. Great for a first integration or MCP server.
Ongoing AI engineering for teams building continuously. Think of us as your AI infrastructure team.
Full agentic stack design and build-out, embedded advisory, and team enablement at scale.
All engagements start with a free 30-minute scoping call. No obligation.
Tell us what you're building. We'll respond within one business day.