aimarket-oracle-core

Shared infrastructure for the alexar76 oracle family — the layer that turns a pure function into a sellable, verifiable capability on AIMarket Protocol v2.

An oracle written on top of this declares its capabilities and its maths. Everything else — the HTTP surface, the signed manifest, priced invoke, Ed25519 receipts, measured latency and success metrics, rate limiting, and hub federation — comes from here.

from oracle_core import Capability, OracleSpec

SPEC = OracleSpec(
    name="Example Oracle",
    product_id="prod-example",
    description="What it sells, in a sentence an agent can choose on.",
    capabilities=[
        Capability(
            capability_id="example.double@v1",
            product_id="prod-example",
            description="Return twice the input.",
            handler=lambda d: {"result": 2 * float(d["value"])},
            input_schema={"type": "object", "required": ["value"],
                          "properties": {"value": {"type": "number"}}},
            output_schema={"type": "object", "required": ["result"],
                           "properties": {"result": {"type": "number"}}},
            price_per_call_usd=0.001,
        ),
    ],
)

Install

pip install aimarket-oracle-core

The distribution is aimarket-oracle-core; the import is oracle_core. The unprefixed name oracle-core on PyPI is an unrelated project that installs a module of the same name — installing it in place of this one fails at ImportError: cannot import name 'Capability' from 'oracle_core'.

What you get

Cost controls

Most capabilities are bounded by construction — their worst legal input costs a fraction of a millisecond, and they need nothing here. Leave these fields unset and behaviour is exactly as it was.

A capability that sells computation is different: if the caller picks how much work to do, then the schema's own maximum is a promise to burn that much CPU on request, for free, to anyone. chronos.eval@v1 at MAX_DIFFICULTY is 6.8 sequential seconds; aestus.seal@v1 at MAX_T is ~36. At the generic 120 invokes/min that is ~70 CPU-seconds of demand per second from one address.

Capability(
    capability_id="mine.expensive@v1",
    handler=_run,
    # Unpaid callers are REFUSED above these (402, ceiling in the body) — never
    # silently served smaller, which would sign a receipt for work the caller did
    # not request. Set each to the schema's own default so an argument-free call is
    # never refused. Dotted paths reach into nested objects ("puzzle.T").
    free_tier_max={"iterations": 10_000},
    # What one input costs, in CPU-ms. Fit it to a benchmark and record the numbers
    # in a comment; only relative accuracy matters, since a slower machine scales
    # every cost alike. A formula that raises degrades to 1 ms rather than 500ing.
    cost_ms=lambda d: d.get("iterations", 10_000) / 25.0,
    cpu_budget_ms_per_min=20_000,         # a third of a core, per client
    global_cpu_budget_ms_per_min=60_000,  # one core, across everyone
)

Budgets ration work, not calls, and that is the point: a flat call limit has to be either wrong for the cheap input or wrong for the expensive one. Charging each request its real cost leaves exploration effectively unlimited while capping the expensive tail. (A flat 2-calls-per-minute was tried first and refused this package's own test suite on the fourth request.)

Ceilings and budgets are published in the manifest, so a buyer reads them before spending a call to discover them. Who may exceed a ceiling is a deployment question, not a code one — ORACLE_PAID_TIER_SECRET or ORACLE_TRUSTED_PAYMENT_PROXIES, both unset by default, which means nothing is ever lifted until an operator says so. Full rationale and the measured numbers: oracle_core/tiers.py and docs/free-and-paid-tiers.md in the monorepo.

Price gate

A price in the manifest is a promise only if something enforces it. This core takes no payment itself; the hub that sells your capabilities does. But your invoke URL is public, and until 0.5.0 a caller who skipped the hub got every priced capability for free (seen on GAIA and EMPORION, 2026-10-16).

With the gate on, a capability priced above zero is served only to:

• a call a hub you trust signed (it took the payment, or chose to give a trial), or
• a caller you nominated with ORACLE_PAID_TIER_SECRET (your own services).

Anyone else gets 402 with payment_ways naming the hubs that sell it. A signature that does not hold (unknown hub, wrong key, stale, other capability or input, other provider, replayed) gets 401 and the reason. Free capabilities are never gated.

Behind your own hub, pin your own hub. The hub side (aimarket_hub/provider_request_auth.py) signs local listings always and federated peers only when it is their seller of record (AIMARKET_SELLS_FOR). The wire format is in oracle_core/price_gate.py, and both sides pin the same test vector.

Call log

Since 0.6.0 every invoke can be written down — served, refused by the price gate, over a limit, failed — as one row in SQLite (default) or Postgres: capability, outcome, HTTP status, who vouched for the call, the price of a served priced call, latency, a salted hash of the client address and the SHA-256 of the input. Never the input itself and never an IP address; an error message that quotes the input is scrubbed first. The operator reads /ops/v1/stats, /ops/v1/calls and /ops/v1/metrics (Prometheus) with ORACLE_OPS_TOKEN.

Details, in five languages: docs/CALL-LOG.md.

Extras

• pqc — hybrid post-quantum signatures (dilithium-py)
• postgres — the call log (and other stores) on Postgres (psycopg 3)
• dev — pytest, pytest-asyncio, httpx

Apache-2.0.