Protocore

Protocore is the agent loop, and nothing else.

It is a Python 3.12+ library holding one thing: the ReAct runtime that drives an LLM agent turn by turn — the loop, the context budget, the tool surface, the compaction, the stop conditions. Everything the loop touches from outside is a Protocol you implement: the model client, the stores, the event transport, the tools themselves. There is no database driver here, no HTTP endpoint, no deployment logic, and no import that reaches upward out of the package.

That constraint is the point. An agent loop is where the hard, unglamorous correctness lives — what to do when the model answers with prose instead of the tool it was told to call, when a tool result is a hundred kilobytes, when the context window fills mid-turn, when a run must be snapshotted and resumed on another process. Protocore isolates that from the plumbing so it can be tested exhaustively and reused across products.

Русская версия: README.md · Docs: docs/index.md (EN) · docs/ru/index.md (RU)

What you get

• 20 interface Protocols — ILLMProvider, IRunStore, ISessionStore, IToolRegistry, IMemory, IWorkspace, ISearchIndex, IEventStream, ISkillStore, IHookManager, and the rest, plus an IBlobStore ABC. They are the whole outward surface; the core never learns what is behind them.
• A ReAct runtime — QueryEngine owns the per-run mutable state, query() drives one turn and yields a stream of typed TurnEvents. Snapshot and resume are first-class, so a run survives a process restart.
• A three-layer tool surface — tenant policy, then a lean clipped surface, then progressive discovery over BM25 retrieval, with a permission gate in front of dispatch.
• Two-tier context compaction — the loop keeps working when the transcript outgrows the window, and the compaction is deterministic enough to test.
• 524 runtime constants — every tunable value is a field on a frozen RuntimeConstants snapshot injected per tenant. No magic numbers in the executable path, and new behaviour defaults off.
• In-memory adapters, shipped inside the package, so you can drive a real turn end to end with no external services at all.

Install

pip install protocore==2.0.0a19

Name the version explicitly. The published release is a pre-release, and pip skips those unless you ask — but do not ask with a bare --pre, because that flag applies to the whole resolution and will pull pre-release builds of pydantic too. The pin comes off when there is a stable release.

Or, to work on it, with uv:

uv sync --extra dev

Python ≥ 3.12. Runtime dependencies are pydantic, jinja2, and typing-extensions — nothing else.

Extras

pip install "protocore[testing]==2.0.0a19"   # run the conformance suites against your adapters

testing adds a test runner and nothing more. protocore.conformance is a pytest suite that ships inside the wheel, and a host points it at its own implementations of the contracts (pytest --pyargs protocore.conformance). The core's linter and type checker are deliberately not in it: those belong to someone changing the core, not to someone using it.

Token estimation also has an optional native implementation, published as the separate distribution protocore-native. Wheels for it are not on the index yet, so for now it is built from source; the core stays pure Python and selects the extension only when it can import it, so having it changes speed and nothing else — same numbers, same contract. When the extension is installed and you want the Python implementation anyway — to compare the two, to rule it out as the cause of a discrepancy, or to build a reproducible environment — the environment variable PROTOCORE_DISABLE_NATIVE=1 keeps it in force. It is read once, at import, and answers "which build of this function am I running" rather than tuning behaviour: changing it inside a live process does nothing.

Quickstart

The core is adapter-driven: build a QueryEngine with your adapters, then iterate the events from engine.run(message). The method appends the user's message and drives one turn to a terminal state.

The example below uses the bundled in-memory adapters, so it runs as-is:

import asyncio

from protocore import (
    Message, MessageRole, StopReason, TextBlock, default_runtime_constants,
)
from protocore.runtime.query_engine import QueryEngine, QueryEngineConfig
from protocore.tests_support.adapters import (
    InMemoryBlobStore, InMemoryEventStream, InMemoryHookManager,
    InMemoryLLMProvider, InMemorySkillStore, InMemoryToolRegistry,
)


async def main() -> None:
    llm = InMemoryLLMProvider()
    llm.queue_response(text="Hello from Protocore.", stop_reason=StopReason.end_turn)

    engine = QueryEngine(
        config=QueryEngineConfig(
            run_id="run-1",
            tenant_id="default",
            session_id="sess-1",
            model_name="smoke-model",
            rc=default_runtime_constants(),
        ),
        llm_provider=llm,
        tool_registry=InMemoryToolRegistry(),
        event_stream=InMemoryEventStream(),
        hook_manager=InMemoryHookManager(),
        skill_store=InMemorySkillStore(),
        blob_store=InMemoryBlobStore(),
    )
    message = Message(
        role=MessageRole.user,
        content_blocks=[TextBlock(text="Say hello.")],
    )
    async for event in engine.run(message):
        print(event.type)
    print("final state:", engine.state)


asyncio.run(main())

Swap InMemoryLLMProvider for an adapter over a real model client and the same code answers real prompts. Getting started walks through what each event means and what to replace next.

Import location matters. QueryEngine, QueryEngineConfig, and query come from protocore.runtime.*; they are not top-level re-exports. The contract types (Message, StopReason, RuntimeConstants, …) are.

Documentation

A full Russian mirror lives under docs/ru/.

Development

uv sync --extra dev
uv run pytest .            # 3215 tests
uv run ruff check .
uv run mypy --strict
uv run bandit -r protocore -q -c pyproject.toml

All four gates run on every pull request across Python 3.12, 3.13, and 3.14. Coverage is enforced at 90%.

The guard worth knowing about is tests/test_core_import_boundary.py: it AST-parses every module in the package and fails if any of them imports a package that sits above the core — anything sharing the core's name with an underscore after it. That test is what keeps the rest of this README true.

Contributions are welcome; see CONTRIBUTING.md.

License

Mozilla Public License 2.0.

The MPL is a file-level copyleft. In practice that means: build whatever you like on top of Protocore and keep it closed — your adapters, your service, your product are yours. But if you modify a Protocore file itself, that file's source stays open under the same license, and the notices travel with it. See NOTICE for what that asks of you in concrete terms.

Security issues go to SECURITY.md, not to the public issue tracker.