diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 601533f4..f0d0a9dd 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -22,7 +22,7 @@ development workflow, conventions, and how to get your changes merged. ```bash # Clone the repo -git clone https://github.com/Molecule-AI/molecule-core.git +git clone https://git.moleculesai.app/molecule-ai/molecule-core.git cd molecule-core # Install git hooks @@ -57,7 +57,7 @@ See `CLAUDE.md` for a full list of environment variables and their purposes. This repo is scoped to **code** (canvas, workspace, workspace-server, related infra). Public content (blog posts, marketing copy, OG images, SEO briefs, -DevRel demos) lives in [`Molecule-AI/docs`](https://github.com/Molecule-AI/docs). +DevRel demos) lives in [`Molecule-AI/docs`](https://git.moleculesai.app/molecule-ai/docs). The `Block forbidden paths` CI gate fails any PR that writes to `marketing/` or other removed paths — open against `Molecule-AI/docs` instead. @@ -110,7 +110,7 @@ causing a render loop when any node position changed. 1. **Repo-wide:** "Automatically delete head branches" is on. Once a PR merges, the branch is deleted server-side. Any subsequent `git push` to that branch fails with `remote rejected — no such branch`. -2. **CI:** the `pr-guards` workflow (calling [molecule-ci `disable-auto-merge-on-push`](https://github.com/Molecule-AI/molecule-ci/blob/main/.github/workflows/disable-auto-merge-on-push.yml)) fires on every push to an open PR. If auto-merge was already enabled, it's disabled and a comment is posted. You must explicitly re-enable after verifying the new commit. +2. **CI:** the `pr-guards` workflow (calling [molecule-ci `disable-auto-merge-on-push`](https://git.moleculesai.app/molecule-ai/molecule-ci/src/branch/main/.github/workflows/disable-auto-merge-on-push.yml)) fires on every push to an open PR. If auto-merge was already enabled, it's disabled and a comment is posted. You must explicitly re-enable after verifying the new commit. **Workflow rules that follow from the guards:** - Push **all** commits before running `gh pr merge --auto`. @@ -180,9 +180,9 @@ and run CI manually. Code in this repo lands in molecule-core. Some related runtime artifacts live in their own repos: -- [`Molecule-AI/molecule-ai-workspace-runtime`](https://github.com/Molecule-AI/molecule-ai-workspace-runtime) — Python adapter SDK (`molecule_runtime`) that runs inside containerized Molecule workspaces. Bridges Claude Code SDK / hermes / langgraph / etc. → A2A queue. -- [`Molecule-AI/molecule-sdk-python`](https://github.com/Molecule-AI/molecule-sdk-python) — `A2AServer` + `RemoteAgentClient` for external agents that register over the public `/registry/register` flow. -- [`Molecule-AI/molecule-mcp-claude-channel`](https://github.com/Molecule-AI/molecule-mcp-claude-channel) — Claude Code channel plugin. Bridges A2A traffic into a running Claude Code session via MCP `notifications/claude/channel`. Polling-based (no tunnel required); install with `claude --channels plugin:molecule@Molecule-AI/molecule-mcp-claude-channel`. +- [`Molecule-AI/molecule-ai-workspace-runtime`](https://git.moleculesai.app/molecule-ai/molecule-ai-workspace-runtime) — Python adapter SDK (`molecule_runtime`) that runs inside containerized Molecule workspaces. Bridges Claude Code SDK / hermes / langgraph / etc. → A2A queue. +- [`Molecule-AI/molecule-sdk-python`](https://git.moleculesai.app/molecule-ai/molecule-sdk-python) — `A2AServer` + `RemoteAgentClient` for external agents that register over the public `/registry/register` flow. +- [`Molecule-AI/molecule-mcp-claude-channel`](https://git.moleculesai.app/molecule-ai/molecule-mcp-claude-channel) — Claude Code channel plugin. Bridges A2A traffic into a running Claude Code session via MCP `notifications/claude/channel`. Polling-based (no tunnel required); install with `claude --channels plugin:molecule@Molecule-AI/molecule-mcp-claude-channel`. When extending the **A2A surface** in molecule-core (`workspace-server/internal/handlers/a2a_proxy.go` etc.), consider whether the change has a downstream impact on the runtime SDK or the channel plugin — they're versioned independently but share the wire shape. diff --git a/README.md b/README.md index c054253d..9f2ace01 100644 --- a/README.md +++ b/README.md @@ -39,8 +39,8 @@ Workspace Runtime

-[![Deploy on Railway](https://railway.app/button.svg)](https://railway.app/new/template?template=https://github.com/Molecule-AI/molecule-monorepo) -[![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://github.com/Molecule-AI/molecule-monorepo) +[![Deploy on Railway](https://railway.app/button.svg)](https://railway.app/new/template?template=https://git.moleculesai.app/molecule-ai/molecule-monorepo) +[![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://git.moleculesai.app/molecule-ai/molecule-monorepo) @@ -249,7 +249,7 @@ Workspace Runtime (Python image with adapters) ## Quick Start ```bash -git clone https://github.com/Molecule-AI/molecule-monorepo.git +git clone https://git.moleculesai.app/molecule-ai/molecule-monorepo.git cd molecule-monorepo cp .env.example .env diff --git a/README.zh-CN.md b/README.zh-CN.md index 20df5685..52ca6fb3 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -38,8 +38,8 @@ Workspace Runtime

-[![Deploy on Railway](https://railway.app/button.svg)](https://railway.app/new/template?template=https://github.com/Molecule-AI/molecule-core) -[![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://github.com/Molecule-AI/molecule-core) +[![Deploy on Railway](https://railway.app/button.svg)](https://railway.app/new/template?template=https://git.moleculesai.app/molecule-ai/molecule-core) +[![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://git.moleculesai.app/molecule-ai/molecule-core) @@ -248,7 +248,7 @@ Workspace Runtime (Python image with adapters) ## 快速开始 ```bash -git clone https://github.com/Molecule-AI/molecule-core.git +git clone https://git.moleculesai.app/molecule-ai/molecule-core.git cd molecule-core cp .env.example .env diff --git a/docs/architecture/canary-release.md b/docs/architecture/canary-release.md index d6873a8d..f0f99a72 100644 --- a/docs/architecture/canary-release.md +++ b/docs/architecture/canary-release.md @@ -4,7 +4,7 @@ How a workspace-server code change reaches the prod tenant fleet — and how to > **⚠️ State note (2026-04-22):** this doc describes the **intended design**. As of this write, the canary fleet described below is **not actually running** — no canary tenants are provisioned, `CANARY_TENANT_URLS` / `CANARY_ADMIN_TOKENS` / `CANARY_CP_SHARED_SECRET` are empty in repo secrets, and `canary-verify.yml` fails every run. > -> Current merges gate on manual `promote-latest.yml` dispatches, not canary. See [molecule-controlplane/docs/canary-tenants.md](https://github.com/Molecule-AI/molecule-controlplane/blob/main/docs/canary-tenants.md) for the Phase 1 code work that's already shipped + the Phase 2 plan for actually standing up the fleet + a "should we even do this now?" decision framework. +> Current merges gate on manual `promote-latest.yml` dispatches, not canary. See [molecule-controlplane/docs/canary-tenants.md](https://git.moleculesai.app/molecule-ai/molecule-controlplane/src/branch/main/docs/canary-tenants.md) for the Phase 1 code work that's already shipped + the Phase 2 plan for actually standing up the fleet + a "should we even do this now?" decision framework. > > **Account-specific identifiers (AWS account ID, IAM role name) referenced below in the original design have been redacted from this public doc.** The actual values — if they exist — are in `Molecule-AI/internal/runbooks/canary-fleet.md`. If you're implementing Phase 2, start there. > diff --git a/docs/architecture/molecule-technical-doc.md b/docs/architecture/molecule-technical-doc.md index cd3dc957..79819dd5 100644 --- a/docs/architecture/molecule-technical-doc.md +++ b/docs/architecture/molecule-technical-doc.md @@ -1,7 +1,7 @@ # Molecule AI — Comprehensive Technical Documentation > Definitive technical reference for the Molecule AI Agent Team platform. -> Based on a full non-invasive scan of the [molecule-monorepo](https://github.com/Molecule-AI/molecule-monorepo) repository. +> Based on a full non-invasive scan of the [molecule-monorepo](https://git.moleculesai.app/molecule-ai/molecule-monorepo) repository. --- @@ -1149,11 +1149,11 @@ Molecule AI's workspace abstraction is **runtime-agnostic by design**. A workspa ## Links -- **GitHub**: https://github.com/Molecule-AI/molecule-monorepo -- **Architecture Docs**: https://github.com/Molecule-AI/molecule-monorepo/tree/main/docs/architecture -- **API Protocol**: https://github.com/Molecule-AI/molecule-monorepo/tree/main/docs/api-protocol -- **Agent Runtime**: https://github.com/Molecule-AI/molecule-monorepo/tree/main/docs/agent-runtime -- **Product Docs**: https://github.com/Molecule-AI/molecule-monorepo/tree/main/docs/product +- **GitHub**: https://git.moleculesai.app/molecule-ai/molecule-monorepo +- **Architecture Docs**: https://git.moleculesai.app/molecule-ai/molecule-monorepo/src/branch/main/docs/architecture +- **API Protocol**: https://git.moleculesai.app/molecule-ai/molecule-monorepo/src/branch/main/docs/api-protocol +- **Agent Runtime**: https://git.moleculesai.app/molecule-ai/molecule-monorepo/src/branch/main/docs/agent-runtime +- **Product Docs**: https://git.moleculesai.app/molecule-ai/molecule-monorepo/src/branch/main/docs/product --- diff --git a/docs/architecture/secrets-key-custody.md b/docs/architecture/secrets-key-custody.md index 75e9f9c4..ebf5651d 100644 --- a/docs/architecture/secrets-key-custody.md +++ b/docs/architecture/secrets-key-custody.md @@ -79,7 +79,7 @@ For SOC2 / ISO 27001 / customer security questionnaires: ## Pointers -- KMS envelope code: [`molecule-controlplane/internal/crypto/kms.go`](https://github.com/Molecule-AI/molecule-controlplane/blob/main/internal/crypto/kms.go) -- Static-key fallback: [`molecule-controlplane/internal/crypto/aes.go`](https://github.com/Molecule-AI/molecule-controlplane/blob/main/internal/crypto/aes.go) +- KMS envelope code: [`molecule-controlplane/internal/crypto/kms.go`](https://git.moleculesai.app/molecule-ai/molecule-controlplane/src/branch/main/internal/crypto/kms.go) +- Static-key fallback: [`molecule-controlplane/internal/crypto/aes.go`](https://git.moleculesai.app/molecule-ai/molecule-controlplane/src/branch/main/internal/crypto/aes.go) - Tenant secrets handler: [`workspace-server/internal/crypto/aes.go`](../../workspace-server/internal/crypto/aes.go) - Tenant secrets schema: [database-schema.md](./database-schema.md#workspace_secrets) diff --git a/docs/blog/2026-04-20-chrome-devtools-mcp-seo/index.md b/docs/blog/2026-04-20-chrome-devtools-mcp-seo/index.md index ccfa1d8b..9a9c7fb5 100644 --- a/docs/blog/2026-04-20-chrome-devtools-mcp-seo/index.md +++ b/docs/blog/2026-04-20-chrome-devtools-mcp-seo/index.md @@ -299,8 +299,8 @@ Or use the Canvas UI: Workspace → Config → MCP Servers → Add browser MCP s **Try it free** — Molecule AI is open source and self-hostable. Get a workspace running in under 5 minutes. -→ [Get started on GitHub →](https://github.com/Molecule-AI/molecule-core) +→ [Get started on GitHub →](https://git.moleculesai.app/molecule-ai/molecule-core) --- -*Have a browser automation use case you want to see covered? Open a discussion on [GitHub Discussions](https://github.com/Molecule-AI/molecule-core/discussions) — or file an issue with the `enhancement` label.* +*Have a browser automation use case you want to see covered? File an issue with the `enhancement` label on the [molecule-core issue tracker](https://git.moleculesai.app/molecule-ai/molecule-core/issues).* diff --git a/docs/blog/2026-04-20-remote-workspaces/index.md b/docs/blog/2026-04-20-remote-workspaces/index.md index cbd9e787..db660050 100644 --- a/docs/blog/2026-04-20-remote-workspaces/index.md +++ b/docs/blog/2026-04-20-remote-workspaces/index.md @@ -148,7 +148,7 @@ Then follow the [quick-start guide](/docs/guides/remote-workspaces.md). Or run the annotated example directly: ```bash -git clone https://github.com/Molecule-AI/molecule-sdk-python +git clone https://git.moleculesai.app/molecule-ai/molecule-sdk-python cd molecule-sdk-python/examples/remote-agent # Create workspace with runtime:external, grab the ID, then: WORKSPACE_ID= PLATFORM_URL=https://acme.moleculesai.app python3 run.py @@ -160,6 +160,6 @@ The agent appears on the canvas within seconds. → [Remote Workspaces Guide →](/docs/guides/remote-workspaces.md) → [External Agent Registration Reference →](/docs/guides/external-agent-registration.md) -→ [molecule-sdk-python →](https://github.com/Molecule-AI/molecule-sdk-python) +→ [molecule-sdk-python →](https://git.moleculesai.app/molecule-ai/molecule-sdk-python) *Phase 30 shipped in PRs #1075–#1083 and #1085–#1100 on `molecule-core`.* diff --git a/docs/blog/2026-04-22-a2a-v1-agent-platform/index.md b/docs/blog/2026-04-22-a2a-v1-agent-platform/index.md index 2e57780f..5e25694d 100644 --- a/docs/blog/2026-04-22-a2a-v1-agent-platform/index.md +++ b/docs/blog/2026-04-22-a2a-v1-agent-platform/index.md @@ -133,4 +133,4 @@ With protocol-native A2A, you get: Molecule AI's external agent registration is production-ready. Documentation is live at [External Agent Registration Guide](https://docs.molecule.ai/docs/guides/external-agent-registration). The npm package for the MCP server is available at [`@molecule-ai/mcp-server`](https://www.npmjs.com/package/@molecule-ai/mcp-server). -Read the full [A2A v1.0 protocol spec](https://github.com/Molecule-AI/molecule-core/blob/main/docs/api-protocol/a2a-protocol.md) on GitHub. \ No newline at end of file +Read the full [A2A v1.0 protocol spec](https://git.moleculesai.app/molecule-ai/molecule-core/src/branch/main/docs/api-protocol/a2a-protocol.md) on GitHub. \ No newline at end of file diff --git a/docs/blog/2026-04-22-remote-workspaces/index.md b/docs/blog/2026-04-22-remote-workspaces/index.md index a8780ece..85b4d25b 100644 --- a/docs/blog/2026-04-22-remote-workspaces/index.md +++ b/docs/blog/2026-04-22-remote-workspaces/index.md @@ -45,7 +45,7 @@ canonicalUrl: "https://docs.molecule.ai/blog/remote-workspaces" " proficiencyLevel": "Expert", "genre": ["technical documentation", "product announcement"], "sameAs": [ - "https://github.com/Molecule-AI/molecule-core", + "https://git.moleculesai.app/molecule-ai/molecule-core", "https://molecule.ai" ] } @@ -270,7 +270,7 @@ Configure it in your project's `.mcp.json` and any AI agent (Claude Code, Cursor → [External Agent Registration Guide](/docs/guides/external-agent-registration) — full step-by-step with Python and Node.js reference implementations -→ [GitHub: molecule-core](https://github.com/Molecule-AI/molecule-core) — source and issues +→ [GitHub: molecule-core](https://git.moleculesai.app/molecule-ai/molecule-core) — source and issues → [Phase 30 Launch Thread on X](https://x.com) — follow for updates diff --git a/docs/blog/a2a-v1-production-reference-2026-04-24.md b/docs/blog/a2a-v1-production-reference-2026-04-24.md index 181c1335..c4306cca 100644 --- a/docs/blog/a2a-v1-production-reference-2026-04-24.md +++ b/docs/blog/a2a-v1-production-reference-2026-04-24.md @@ -170,4 +170,4 @@ The `staging` branch is now on `a2a-sdk` 1.0.0. The `main` branch still carries If you're running `a2a-sdk` 0.3.x and planning the 1.0.0 migration, this post is the reference. The four breaking changes are well-contained, the migration is a single PR, and the eight smoke scenarios above will tell you whether the upgrade is clean before you merge. -Questions? The [A2A protocol spec](https://github.com/google-a2a/a2a-specification) is the authoritative source. For Molecule AI's production A2A implementation, see [External Agent Registration](https://docs.molecule.ai/docs/guides/external-agent-registration) or open an issue in the [molecule-core](https://github.com/Molecule-AI/molecule-core) repo. +Questions? The [A2A protocol spec](https://github.com/google-a2a/a2a-specification) is the authoritative source. For Molecule AI's production A2A implementation, see [External Agent Registration](https://docs.molecule.ai/docs/guides/external-agent-registration) or open an issue in the [molecule-core](https://git.moleculesai.app/molecule-ai/molecule-core) repo. diff --git a/docs/guides/external-workspace-quickstart.md b/docs/guides/external-workspace-quickstart.md index 4f7f0aba..e283312e 100644 --- a/docs/guides/external-workspace-quickstart.md +++ b/docs/guides/external-workspace-quickstart.md @@ -215,7 +215,7 @@ Push mode (this guide) works today but requires an inbound-reachable URL — whi Your agent makes only outbound HTTPS calls to the platform, pulling messages from an inbox queue and posting replies back. Works behind any NAT/firewall, tolerates offline laptops, no tunnel needed. -See the [design doc](https://github.com/Molecule-AI/internal/blob/main/product/external-workspaces-polling.md) (internal) and [implementation tracking issue](https://github.com/Molecule-AI/molecule-core/issues?q=polling+mode) once opened. +See the [design doc](https://git.moleculesai.app/molecule-ai/internal/src/branch/main/product/external-workspaces-polling.md) (internal) and the implementation tracking issue (search `polling+mode` on the [molecule-core issue tracker](https://git.moleculesai.app/molecule-ai/molecule-core/issues)). --- diff --git a/docs/guides/remote-workspaces.md b/docs/guides/remote-workspaces.md index 6fb45574..a6740665 100644 --- a/docs/guides/remote-workspaces.md +++ b/docs/guides/remote-workspaces.md @@ -143,5 +143,5 @@ The agent appears on the canvas with a **purple REMOTE badge** within seconds. F ## Next Steps - **[External Agent Registration Guide →](/docs/guides/external-agent-registration)** — full endpoint reference, Python + Node.js examples, troubleshooting -- **[molecule-sdk-python →](https://github.com/Molecule-AI/molecule-sdk-python)** — SDK source, `RemoteAgentClient` API docs -- **[SDK Examples →](https://github.com/Molecule-AI/molecule-sdk-python/tree/main/examples/remote-agent)** — `run.py` demo script, annotated walkthrough +- **[molecule-sdk-python →](https://git.moleculesai.app/molecule-ai/molecule-sdk-python)** — SDK source, `RemoteAgentClient` API docs +- **[SDK Examples →](https://git.moleculesai.app/molecule-ai/molecule-sdk-python/src/branch/main/examples/remote-agent)** — `run.py` demo script, annotated walkthrough diff --git a/docs/guides/skill-catalog.md b/docs/guides/skill-catalog.md index 337becc2..94f5a53d 100644 --- a/docs/guides/skill-catalog.md +++ b/docs/guides/skill-catalog.md @@ -61,7 +61,7 @@ molecule skills install arxiv-research --from community Community skills are reviewed by the Molecule AI team before being listed. Submit a skill for review by opening a PR against -[`molecule-ai/skills`](https://github.com/Molecule-AI/skills). +[`molecule-ai/skills`](https://git.moleculesai.app/molecule-ai/skills). ## Installing via config.yaml @@ -151,7 +151,7 @@ molecule skills bundle my-custom-skill --output ./org-templates/my-role/ ``` **Publishing to the community:** Open a PR against -[`molecule-ai/skills`](https://github.com/Molecule-AI/skills) with a +[`molecule-ai/skills`](https://git.moleculesai.app/molecule-ai/skills) with a complete skill package. Community skills are reviewed for security and correctness before listing. diff --git a/docs/integrations/runtime-native-mcp-status.md b/docs/integrations/runtime-native-mcp-status.md index b322ebc8..2916ad7e 100644 --- a/docs/integrations/runtime-native-mcp-status.md +++ b/docs/integrations/runtime-native-mcp-status.md @@ -96,7 +96,7 @@ fork needed in production. `resolve_platform_id` for plugin-platform-safe deserialization, and `self.adapters[adapter.platform]` keying fix (caught by real-subprocess test before merge — see below). -- **Plugin package**: [Molecule-AI/hermes-platform-molecule-a2a](https://github.com/Molecule-AI/hermes-platform-molecule-a2a) +- **Plugin package**: [Molecule-AI/hermes-platform-molecule-a2a](https://git.moleculesai.app/molecule-ai/hermes-platform-molecule-a2a) v0.1.0 — public, MIT-licensed. 11 unit tests + 8 in-process E2E + 4 real-subprocess E2E checkpoints all green. - **Workspace template patch**: [Molecule-AI/molecule-ai-workspace-template-hermes#32](https://github.com/Molecule-AI/molecule-ai-workspace-template-hermes/pull/32) @@ -154,7 +154,7 @@ intermediate shim earns its complexity. ## Codex (OpenAI Codex CLI) **Status:** Template SHIPPED. Repo live at -[`Molecule-AI/molecule-ai-workspace-template-codex`](https://github.com/Molecule-AI/molecule-ai-workspace-template-codex) +[`Molecule-AI/molecule-ai-workspace-template-codex`](https://git.moleculesai.app/molecule-ai/molecule-ai-workspace-template-codex) (14 files, 1411 LOC, 12/12 tests). molecule-core registration in [PR #2512](https://github.com/Molecule-AI/molecule-core/pull/2512). E2E with real A2A traffic remains. diff --git a/docs/quickstart.md b/docs/quickstart.md index 4f0f2ff7..e8e16a6c 100644 --- a/docs/quickstart.md +++ b/docs/quickstart.md @@ -17,7 +17,7 @@ This path is aligned to the current repository and current UI. It gets you from ## The one-command path ```bash -git clone https://github.com/Molecule-AI/molecule-monorepo.git +git clone https://git.moleculesai.app/molecule-ai/molecule-monorepo.git cd molecule-monorepo ./scripts/dev-start.sh ``` @@ -42,7 +42,7 @@ If you'd rather run each component yourself — useful when you're iterating on ### Step 1: Clone the repository ```bash -git clone https://github.com/Molecule-AI/molecule-monorepo.git +git clone https://git.moleculesai.app/molecule-ai/molecule-monorepo.git cd molecule-monorepo ``` diff --git a/scripts/README.md b/scripts/README.md index 71c603f3..e4360c63 100644 --- a/scripts/README.md +++ b/scripts/README.md @@ -11,7 +11,7 @@ There are three related scripts; pick the right one: |---|---|---| | `measure-coordinator-task-bounds.sh` | **Canonical** v1 harness for the RFC #2251 / Issue 4 reproduction. Provisions a PM coordinator + Researcher child via `claude-code-default` + `langgraph` templates, sends a synthesis-heavy A2A kickoff, observes elapsed time + activity trace. | OSS-shape platform — localhost or any `/workspaces`-shaped endpoint. Has tenant/admin-token guards for non-localhost runs. | | `measure-coordinator-task-bounds-runner.sh` | Generalised runner for the same measurement contract but with **arbitrary template + secret + model combinations** (Hermes/MiniMax, etc.). Useful for cross-runtime variants without modifying the canonical harness. | Same as above (local or SaaS via `MODE=saas`). | -| `measure-coordinator-task-bounds.sh` (in [molecule-controlplane](https://github.com/Molecule-AI/molecule-controlplane)) | **Production-shape** variant that bootstraps a real staging tenant via `POST /cp/admin/orgs`, then runs the same measurement against `.staging.moleculesai.app`. | Staging controlplane only — refuses to run against production. | +| `measure-coordinator-task-bounds.sh` (in [molecule-controlplane](https://git.moleculesai.app/molecule-ai/molecule-controlplane)) | **Production-shape** variant that bootstraps a real staging tenant via `POST /cp/admin/orgs`, then runs the same measurement against `.staging.moleculesai.app`. | Staging controlplane only — refuses to run against production. | See `reference_harness_pair_pattern` (auto-memory) for when to use which and the cross-repo design rationale.