The first agent
is a project.
Your next ten
need a system.
Every agent starts with its own prompts, skills, tools, and integrations. Then the same business state and rules get rebuilt again for the next one.
KIFF gives every actor one operational foundation.
Keep your agents, tools, and systems of record. No framework migration.
One business · one operational truth · any number of agents. Connect an agent →
Every agent enters a process that already exists.
Orders, invoices, claims, and cases look different. Each already has a lifecycle, valid actions, and participants before an agent arrives.
KIFF makes that process explicit once, so every actor works from the same operational truth. replace the model · keep the business process Read the full why →Separate the agent from the operational system.
Model the lifecycle once: what happened, what is true now, what actions are possible, and who has authority. Humans, agents, services, and integrations then participate in the same operational loop.
Different frameworks. One operational foundation.
Keep Agno, LangGraph, OpenAI, Google ADK, Strands, n8n, or your own stack. KIFF Guard connects their pre-execution seam to the same domain, so the operational system survives every model and framework change.
pip install kiff-guard # or: npm i @kiff/guardPick your stack. The KIFF side is identical everywhere, the same three-field contract; only the adapter and one attach line change.
from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.agno import agno_hook
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="agno")
agent = Agent(model=..., tools=[refund_order],
tool_hooks=[agno_hook(guard)]) # decides before the tool runsfrom kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.langgraph import kiff_wrap_tool_call
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="langgraph")
agent = create_agent(model=..., tools=[refund_order],
middleware=[kiff_wrap_tool_call(guard)])from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.openai_agents import kiff_tool_input_guardrail
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="openai-agents")
@function_tool(tool_input_guardrails=[kiff_tool_input_guardrail(guard)])
def refund_order(order_id: str, amount: int, reason: str): ...from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.google_adk import kiff_before_tool_callback
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="google-adk")
agent = Agent(tools=[refund_order],
before_tool_callback=kiff_before_tool_callback(guard))from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.pydantic_ai import kiff_before_tool_execute
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="pydantic-ai")
agent = Agent(model=...,
before_tool_execute=kiff_before_tool_execute(guard))from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.strands import kiff_hook_provider
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="strands")
agent = Agent(model=..., tools=[refund_order],
hooks=[kiff_hook_provider(guard)])from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.microsoft_agent_framework import kiff_guard_middleware
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="ms-agent-framework")
agent = Agent(tools=[refund_order],
middleware=[kiff_guard_middleware(guard)])from kiff_guard import Guard, HTTPClient, ToolMap
from kiff_guard.adapters.hermes import register_kiff_guard
tm = ToolMap().bind("refund_order", action="REFUND_ORDER",
entity_type="Order", entity_arg="order_id")
guard = Guard(client=HTTPClient(api_key=KEY, tool_map=tm),
tenant="acme", agent="refunds", mode="enforce")
guard.connect(adapter="hermes")
register_kiff_guard(ctx, guard) # in your Hermes plugin's register()import { Guard, HTTPClient, ToolMap } from "@kiff/kiff-guard";
import { registerKiffGuard } from "@kiff/kiff-guard/adapters/openclaw";
const tm = new ToolMap().bind("refund_order", {
action: "REFUND_ORDER", entityType: "Order", entityArg: "order_id" });
const client = new HTTPClient({ apiKey: KEY, toolMap: tm });
const guard = new Guard({ client, tenant: "acme", agent: "refunds", mode: "enforce" });
registerKiffGuard(ctx, guard); // in your OpenClaw plugin# No adapter needed. Wrap the one function that moves money.
def issue_refund(order, amount):
d = kiff.decide("REFUND_ORDER", entity=order, amount=amount)
if not d.allowed:
return d # blocked or held, never execute
payments.refund(order, amount) # your code, unchanged# No SDK. Any language. POST the proposed action; act only on "allowed".
curl -s https://api.kiff.dev/v1/proposals/decide \
-H "Authorization: Bearer $KIFF_KEY" -H "Content-Type: application/json" \
-d '{"id":"rd-4471","entity_id":"order-4471","entity_type":"Order",
"action_name":"REFUND_ORDER","actor_id":"refunds",
"parameters":{"amount":8400,"reason":"damaged"}}'
# -> {"outcome":"allowed"} then POST .../execute for a signed receipt// same three-field contract on every stack: entity + action + parameters -> one verdict.
Everyone works from the same operational truth.
KIFF Cloud operates the domains your agents share: current state, action decisions, approvals, and signed history in one place. The next agent joins the system instead of rebuilding it.
One contract survives every agent attempt.
Connect the execution point once. The domain remembers that the order was refunded, so every later actor meets the same state and the same contract-regardless of what its model reasons.
Use the next action to build the foundation for every one after it.
Bring one consequential action in your existing agent and application. We model the minimum shared domain around it, connect Guard and Cloud, and leave a reusable path for the next agent.
Implemented and verified in under two hours once secure access and a test path are ready. Deployment remains in your release process.
The entity, events, current state, and systems of record.
Parameters, permissions, risk, approval, and execution.
Guard links its framework to the shared domain.
The next agent connects instead of rebuilding.
Let your coding agent author the domain.
The guard connects your runtime. The domain is the contract it decides against, install the KIFF domain skill and your coding agent writes and extends your kiff.yaml against the real grammar: states, approvals, permissions, executors.
curl -fsSL https://kiff.dev/skills/kiff-domains.md \ -o .cursor/rules/kiff-domains.mdc
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md -o .cursor/rules/kiff-domains.mdc` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
mkdir -p .kiro/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md \ -o .kiro/skills/kiff-domains/SKILL.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `mkdir -p .kiro/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md -o .kiro/skills/kiff-domains/SKILL.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
mkdir -p ~/.claude/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md \ -o ~/.claude/skills/kiff-domains/SKILL.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `mkdir -p ~/.claude/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md -o ~/.claude/skills/kiff-domains/SKILL.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
mkdir -p ~/.copilot/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md \ -o ~/.copilot/skills/kiff-domains/SKILL.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `mkdir -p ~/.copilot/skills/kiff-domains && curl -fsSL https://kiff.dev/skills/kiff-domains.md -o ~/.copilot/skills/kiff-domains/SKILL.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
curl -fsSL https://kiff.dev/skills/kiff-domains.md >> GEMINI.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md >> GEMINI.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `curl -fsSL https://kiff.dev/skills/kiff-domains.md >> AGENTS.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
mkdir -p .windsurf/rules && curl -fsSL https://kiff.dev/skills/kiff-domains.md \ -o .windsurf/rules/kiff-domains.md
Instructions for your agent
Set up the KIFF domain skill in this project: run `mkdir -p .windsurf/rules && curl -fsSL https://kiff.dev/skills/kiff-domains.md -o .windsurf/rules/kiff-domains.md` to add the skill, read it, then help me author a kiff.yaml domain for my riskiest action (states, actions, approvals, permissions, executors) and connect it to KIFF Cloud, validate with POST /v1/me/domain/validate, then PUT /v1/me/domain.
// then ask your agent: "add an ISSUE_CREDIT action to the refund domain, PAID-only"
Which business lifecycle will your agents share?
Start with one domain where humans, services, and agents already touch the same entity. Add actions without rebuilding its operational truth.
Open your assistant with a prompt to read llms-full.txt and answer from it.
Your first agent is a feature. Your next ten need a system.
Start with the next consequential action you plan to ship. Build the shared domain once, connect the agent you already have, and let every one that follows reuse the same foundation.
Running on your own infrastructure? The framework is open source →