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Ainfera

The neutral infrastructure exchange for the AI agent economy.

Trust · Discovery · Compute · Billing · Orchestration — one SDK, every framework.

Website · API docs · CLI on PyPI


What we build

Ainfera is a five-layer platform for deploying, discovering, and settling AI agents across frameworks.

  1. Trust — five-dimension agent trust scoring (Reliability, Quality, Cost-efficiency, Security, Compliance) grounded in real execution telemetry. Geometric mean aggregation — any dimension at zero collapses the overall score. There is no gaming this.
  2. Discovery — W3C DID registry (did:ainfera:agent:*) with cross-framework semantic search and verifiable credentials.
  3. Compute — sandboxed execution with sub-500ms kill switches. Docker today, Firecracker microVMs on the roadmap.
  4. Billing — Stripe Connect three-way splits. Creator 85% · Platform 5% · Compute 10%. Fiat-native, no blockchain.
  5. Orchestration — MCP and A2A v1.0 with policy-enforced routing (Cedar + OPA policy engine arrives in Stage 1).

Open source

Repo Install What it is
cli pip install ainfera Deploy, trust-score, kill-switch, billing views
sdk-python pip install ainfera-sdk Typed async-capable Python client
openclaw Q3 2026 Ainfera-native agent framework (design phase)

More repositories open as we expand the platform.

Status

Ainfera is in private beta. Developer alpha is shipping now — the CLI, SDK, and API are live. Platform features roll out through Q2–Q4 2026.

Pre-seed funding round open in Q2 2026. Built on NVIDIA NIM, NeMo Guardrails, and Stripe Connect. Incorporated as a Singapore Pte. Ltd. (post-funding close).

Getting started

pip install ainfera
ainfera auth login --key ainf_your_api_key
ainfera status
ainfera deploy --demo

See the CLI README for a full command reference, and the API docs for endpoint-level detail.

Partners & programs

  • NVIDIA Inception & Ignition — application submitted
  • SMU School of Computing — research partnership in active discussion with Prof. David Lo (OUB Chair Professor; ACM Fellow; IEEE Fellow; PI on the NRF-funded TrustedSEERs agent trust research program)

Contact


© 2026 Ainfera Pte. Ltd. · Singapore · Apache 2.0 for open-source components

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  1. sdk-python sdk-python Public

    Official Python SDK for Ainfera. Trust scores, agent discovery, embeddable badges. Powered by NVIDIA NIM and NeMo Guardrails.

    Python 1

  2. cli cli Public

    CLI for Ainfera — trust scoring and agent discovery. Deploy agents, run trust checks in CI/CD, search the marketplace. One command.

    Python 1

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