Run agents free. Govern them when it matters.

Install and run locally

Zero procurement. Point at any OpenAI-compatible endpoint and ship.

pip install kimss-forge

from kimss_forge import Agent, tool  # Kimss Forge

@tool
def multiply(a: float, b: float) -> float:
    """Multiply two numbers."""
    return a * b

agent = Agent(model="gpt-4o-mini", tools=[multiply])
print(agent.run("What is 6 times 7?"))

One line to the Kimss control plane

Same agent code. Production governance when security requires it.

agent = Agent(
    model="custom:your-vaulted-model",
    tools=[multiply],
    gateway="kimss",
    agent_id="ops_bot",
    workspace_key="kimss_...",
)

That sets base_url=https://api.kimss.ai/v1 and sends X-Kimss-Agent-Id. Disable the agent in Kimss and attributed traffic stops (kill switch). Use Agent.delegate(...) to mint child spans with lineage headers on multi-agent runs. See agent kill switch and AI gateway.

Supply chain and tools

Forge runs tools locally; the gateway path adds attestation and result shielding on the hop.

Optional MCP (pip install 'kimss-forge[mcp]') keeps tool servers in your environment. With gateway="kimss", Kimss pins tool schema fingerprints, scans new tool outputs before they re-enter the model, and enforces declared delegation trees (depth, one run envelope, branch quarantine on Scale+). Kimss blocks or annotates — it does not rewrite tool payloads.

What stays free vs what CISOs buy

Open core: the MIT harness is free forever; the SaaS is a 14-day Production trial, then paid tiers (Developer is an unlisted floor after trial — not a marketed SKU).

• Free forever (OSS): local agent loop, tools, optional MCP — kimss-forge.
• Developer gateway (unlisted floor): after trial, limited Invisible Proxy, inventory, audit trail, kill switch, 25k governed requests/month until you subscribe.
• Production+: Authority Boundary, Threat Intercepts UI, Team & Access, PII scrub, argument-policy editing.
• Scale / Enterprise: Entra SSO, SCIM, longer retention, alerts.

Full ladder: /pricing.

Frequently asked questions