Mneme HQ is designed to operate across the AI coding ecosystem — frontier and open-weight models, third-party coding agents, agent frameworks, and the environments engineering teams already run them in. The decision corpus is the constant; everything upstream of it can change.
Works With

Governance across AI coding models and agent frameworks

Mneme works across frontier, open-weight, and self-hosted AI coding systems by enforcing architectural decisions before generation.

This page describes compatibility, not partnership. Where a native, documented integration exists, it is linked through to /integrations/. Everywhere else, Mneme is designed to operate alongside the tool at the file-write or context-injection seam.

Model providers

Mneme HQ is model-agnostic. Governance operates at the seam where the agent reads context and writes to disk, so it does not care which model produced the tokens.

Frontier · compatible with

OpenAI

GPT-class models via the OpenAI API and OpenAI-compatible endpoints.

Frontier · compatible with

Anthropic

Claude models via the Anthropic API and Claude Code's native runtime.

Frontier · designed to support

Google Gemini

Gemini models accessed via Google AI APIs and compatible runtimes.

Open weight · works alongside

GLM

GLM-class models served through hosted or self-hosted inference.

Open weight · compatible with

Qwen

Qwen models via OpenAI-compatible inference endpoints.

Open weight · designed to support

DeepSeek

DeepSeek-class models in hosted and on-prem deployments.

Open weight · works across

Mistral

Mistral-family models, including instruct and code-tuned variants.

Open weight · compatible with

Llama

Llama-class models served via vLLM, Ollama, Together, Groq, and similar runtimes.

Mneme is model-agnostic and designed for heterogeneous agent environments. Decision context is injected at the runtime seam, not baked into a model-specific format. Swapping a frontier model for an open-weight one (or vice versa) does not require re-encoding the corpus.

Coding agent ecosystem

Mneme is built to operate alongside the coding agents engineering teams already use. The governance layer can supply decision context to any agent that exposes hooks, file-system access, or a system-prompt seam — and can validate outputs at the CI boundary.

Native integration

Claude Code

Hook-level enforcement via SessionStart, PreToolUse, and PostToolUse. One of the three documented native integrations.

Native integration

Cursor

Rules export from the Mneme decision corpus into Cursor's rules system. One of the three documented native integrations.

IDE agent · designed to support

GitHub Copilot

Designed to support governance alongside Copilot in the editor and in Copilot-driven CI workflows.

Open-source agent · works across

OpenHands · OpenDevin

Works across open-source autonomous coding agents that expose tool-use boundaries.

CLI agent · compatible with

Aider

Compatible with Aider's repo-aware editing flow; decisions surfaced through context injection.

IDE agent · designed to support

Cline

Designed to support Cline's autonomous coding loops in VS Code-compatible environments.

IDE agent · works alongside

Roo Code

Works alongside Roo Code's agent surface for governance across its editing and execution paths.

Agent frameworks

For teams building custom agents, Mneme is designed to plug into common orchestration frameworks as a context source and a validation step. The governance corpus is the constant; the framework choice is operational.

Orchestration · compatible with

LangGraph

Compatible as a context provider node and a post-step validator in LangGraph-defined flows.

Multi-agent · designed to support

AutoGen

Designed to support AutoGen agent groups by feeding shared decision context across roles.

Multi-agent · works alongside

CrewAI

Works alongside CrewAI crews as a governance layer that all crew members defer to.

Orchestration · compatible with

Semantic Kernel

Compatible with Semantic Kernel pipelines as a plugin-level constraint and context source.

Orchestration · designed to support

OpenAI Agents SDK

Designed to support Agents SDK builds via tool-call interception and structured guardrails.

Deployment environments

Mneme runs where engineering teams already work — the laptop, the CI runner, the self-hosted platform — without requiring a hosted control plane.

Local

Local developer workflows

Runs alongside the developer's editor and CLI agents; governance enforced before the file is written.

Pipeline · compatible with

CI/CD pipelines

Compatible with standard CI runners as a pre-merge governance check on AI-generated diffs.

Native integration

GitHub Actions

mneme check on every PR diff. One of the three documented native integrations.

Self-hosted · designed to support

Self-hosted environments

Designed to support air-gapped and on-prem deployments with self-hosted inference.

Enterprise · works alongside

Enterprise development platforms

Can operate alongside enterprise IDE platforms and internal developer platforms (IDPs).

The governance layer

However the upstream choices are made — whichever model, whichever agent, whichever framework — the governance layer is the constant the codebase is protected by.

Architecture · positioning
Upstream
Models & agents
OpenAI · Anthropic · Gemini
Cursor · Claude Code · Copilot
LangGraph · AutoGen · CrewAI
Governance layer
Mneme HQ
decision corpus · precedence engine
pre-generation enforcement
Downstream
Codebase & CI
repos · PRs · pipelines
review · merge gates

Models change. Agents change. Frameworks change. The decision corpus is what survives the swap.

Core positioning
Models will change.
Architectural governance must persist.

Mneme HQ is built to be the layer that does not have to be re-chosen every time a frontier model, coding agent, or framework gets replaced.

Get started

Compatibility statements above describe what Mneme HQ is designed to support and operate alongside. They do not imply official partnerships or vendor-blessed integrations. Where a native, documented integration exists, it is linked to from /integrations/.