feat(ai, ai-harness, ai-mcp): one redaction sink, the final tool result in the log, secret answers by reference, and single-flight OAuth refresh

[AlemTuzlak]

A secret that the harness hands out never lands in the log, the event stream, or the model input. The log keeps the tool result that the model really saw. A secret answer sent to another server goes through the credential store, not the log. OAuth refresh runs once per host and saves with compare-and-set. This is PR 6 of the harness redesign stack for #1755. It targets #1814 (feat/harness-log-session).

🎯 Changes

• One redactor per session.
  • Every credential and key that the session hands out is a secret: provider keys, connector credentials, OAuth tokens, and ctx.context.run.credentials and keys.
  • The secrets become [redacted] in log records, feed events, plugin state, notes, the model context, tool results, the error frames of HTTP, the socket, and the stdio worker, and durable step results.
  • The raw, JSON-escaped, and URL-encoded forms are caught. Values shorter than 6 characters are left.
• One scrubSecrets. The core one in @tanstack/ai/byok is the only body. The harness re-exports it.
• The final tool result (D3).
  • A recorder at the end of the middleware list stores the result after every onAfterToolCall hook. A replacement wins, also on an error.
  • Recovery after a crash gives the model that result. The checkpoint keeps its pending and lease work where it was.
• Secret answers across hosts.
  • An answer to a secret: true question that reaches a host that does not own the log is saved in the app's credentials store as a one-time reference. Only the reference goes into the input lane.
  • The owner reads it, deletes it, and answers. credentials.list hides the harness:answer: ids.
  • With no credentials store, such an answer is refused with secret_answer_needs_credentials.
• OAuth refresh (C9).
  • It runs once per host per [tenantId, userId, connectorId]. A caller's abort rejects only that caller.
  • It saves with setIf when the store has it, and on a conflict it uses the winner's token. A tenant token stays in the tenant scope. previous.client is kept.
  • The new CredentialsAccess.refresh(id, update, { signal }) does this for connectors. MCP connectors save the SDK's refreshed tokens through it, and invalidateCredentials deletes only the token it saw.
• Core CredentialStore. It has an optional getVersioned? and setIf? pair, the same shape as MetadataStore. memoryCredentialStore() implements both. The new readCredentialEntry(store, scope, id) says which scope matched, and the revision.

Docs: new sections in auth, durable-sessions, and advanced/server-keys. Updates in durable-tools, session-log, plugins, provider-keys, mcp, shared-threads, and api/ai. Changesets for @tanstack/ai, @tanstack/ai-harness, and @tanstack/ai-mcp.

Decisions made while building:

1. The core scrubber is the only one. Core now also skips values shorter than 6 characters, like the harness one did.
2. The recorder reads info.ok ? info.result : (info.result ?? { error }). A successful tool that returns undefined is not stored as an error.
3. A host that does not have the question looks it up in the log. If it cannot find it, it treats the answer as a secret, so the answer is never sent in clear text.
4. The shared refresh gets a host signal, not a caller's signal. Only host.close() aborts it.
5. For MCP, only the save is single-flight. The MCP SDK sends its own refresh request per session, so two sessions can still both send one. A code comment and mcp.md say so.

Known limits: a secret split across two streaming deltas is not caught in those live events (the stored transcript is). A secret that is JSON-escaped twice is not caught. A secret answer reference that nobody reads stays in the store until PR 7 adds wait expiry.

✅ Checklist

• I have followed the steps in the Contributing guide.
• I have tested code changes locally with pnpm run test:pr, or these tests do not apply to this pull request.
• I fully understand the code in this pull request, including any code generated with AI assistance.
• Docs: I updated docs/ for this change, or this change is not user-facing.
• Changeset: I added a changeset (pnpm changeset), or this PR does not change a published package.

🚀 Release Impact

• This change affects published code, and I have generated a changeset.
• This change is docs/CI/dev-only (no release).

Testing

Commands run:

1. Builds of ai, ai-persistence, ai-harness, and ai-mcp. test:types of those four plus ai-acp, ai-harness-cli, ai-code-mode, ai-skills, and ai-sandbox. All pass.
2. Each node ran its new tests and the tests of the source files it changed, with --maxWorkers=2. Examples: byok, redaction, resume, durable-tools, bound-output, input-lane, oauth-edges, auth, and the ai-mcp connector-edges and connector. All pass.
3. test:oxlint of ai-harness, test:sherif, pnpm test:docs, kiira check on the changed pages, and oxfmt --check on every changed file.

Not run locally: the full suites, knip, E2E (including the new harness-secret-answer.spec.ts), and coverage. CI runs them.

Manual test:

1. Run pnpm --dir packages/ai-harness exec vitest run tests/redaction.test.ts tests/input-lane.test.ts tests/oauth-edges.test.ts.
2. Read the first test in tests/redaction.test.ts: a tool echoes a saved key in its result and its error. The key is [redacted] in the log, the feed, plugin state, and the next model call.
3. Read refresh races in tests/oauth-edges.test.ts: two hosts refresh at once, one save wins, and both use the winner's token.

How this PR makes testing easy: the new tests/redaction.test.ts and the refresh races and a secret answer blocks pin each part. testing/e2e/tests/harness-secret-answer.spec.ts answers a secret question on a second server and checks that the secret is nowhere.

Risk / rollback

Medium. Every log record and event now passes the redactor, and the OAuth refresh path changed. The redactor skips all work when the session has no secret, and it returns the same object when nothing matches. The harness is not released yet. To undo, revert this PR.

Public API change

Before

interface CredentialStore { get; set; delete; list }
const token = await credentials.get(id) // refresh and save by hand, plain set

After

interface CredentialStore { get; set; delete; list; getVersioned?; setIf? }
const entry = await readCredentialEntry(store, scope, id) // { credential, scope, revision? }
const fresh = await credentials.refresh(id, (current, signal) => refreshToken(current, signal), { signal })

[changeset-bot]

🦋 Changeset detected

Latest commit: a7cc5c1

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 53 packages

Name	Type
@tanstack/ai	Minor
@tanstack/ai-harness	Minor
@tanstack/ai-mcp	Minor
@tanstack/ai-acp	Patch
@tanstack/ai-angular	Patch
@tanstack/ai-anthropic	Patch
@tanstack/ai-bedrock	Patch
@tanstack/ai-byteplus	Patch
@tanstack/ai-claude-code	Patch
@tanstack/ai-client	Patch
@tanstack/ai-cloudflare	Patch
@tanstack/ai-code-mode-snippets	Patch
@tanstack/ai-code-mode	Patch
@tanstack/ai-codex	Patch
@tanstack/ai-cohere	Patch
@tanstack/ai-compaction	Patch
@tanstack/ai-devtools-core	Patch
@tanstack/ai-durable-stream	Patch
@tanstack/ai-elevenlabs	Patch
@tanstack/ai-fal	Patch
@tanstack/ai-gemini	Patch
@tanstack/ai-grok-build	Patch
@tanstack/ai-grok	Patch
@tanstack/ai-groq	Patch
@tanstack/ai-harness-cli	Patch
@tanstack/ai-llmgateway	Patch
@tanstack/ai-lovable	Patch
@tanstack/ai-memory	Patch
@tanstack/ai-mistral	Patch
@tanstack/ai-octane	Patch
@tanstack/ai-ollama	Patch
@tanstack/ai-ollaya	Patch
@tanstack/ai-openai	Patch
@tanstack/ai-opencode	Patch
@tanstack/ai-openrouter	Patch
@tanstack/ai-perplexity	Patch
@tanstack/ai-persistence	Patch
@tanstack/ai-preact	Patch
@tanstack/ai-react	Patch
@tanstack/ai-reactor	Patch
@tanstack/ai-remix	Patch
@tanstack/ai-sandbox-cloudflare	Patch
@tanstack/ai-sandbox	Patch
@tanstack/ai-skills	Patch
@tanstack/ai-solid	Patch
@tanstack/ai-svelte	Patch
@tanstack/ai-typesafe	Patch
@tanstack/ai-vercel-gateway	Patch
@tanstack/ai-vertex	Patch
@tanstack/ai-vue	Patch
@tanstack/ai-worldlabs	Patch
@tanstack/openai-base	Patch
ag-ui	Patch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

[coderabbitai]

Important

Review skipped

Auto reviews are disabled on base/target branches other than the default branch.

Please check the settings in the CodeRabbit UI or the .coderabbit.yaml file in this repository. To trigger a single review, invoke the @coderabbitai review command.

⚙️ Run configuration

• Configuration used: Repository: TanStack/ai/.coderabbit.yaml
• Review profile: CHILL
• Plan: Advanced
• Run ID: 4a025448-5e71-4838-b231-7720ca17b0e6

You can disable this status message by setting the reviews.review_status to false in the CodeRabbit configuration file.

Use the checkbox below for a quick retry:

• 🔍 Trigger review

• Autofix · Keep fixing CodeRabbit findings and required CI, and resolving merge conflicts

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

_{Comment @coderabbitai help to get the list of available commands.}

[nx-cloud]

View your CI Pipeline Execution ↗ for commit a7cc5c1

Command	Status	Duration	Result
nx run-many --targets=build --exclude=examples/...	✅ Succeeded	5s	View ↗

---

☁️ Nx Cloud last updated this comment at 2026-10-17 18:08:25 UTC

[pkg-pr-new]

Open in StackBlitz

@tanstack/ai

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai@1815

@tanstack/ai-acp

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-acp@1815

@tanstack/ai-angular

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-angular@1815

@tanstack/ai-anthropic

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-anthropic@1815

@tanstack/ai-bedrock

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-bedrock@1815

@tanstack/ai-byteplus

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-byteplus@1815

@tanstack/ai-claude-code

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-claude-code@1815

@tanstack/ai-client

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-client@1815

@tanstack/ai-cloudflare

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-cloudflare@1815

@tanstack/ai-code-mode

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-code-mode@1815

@tanstack/ai-code-mode-snippets

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-code-mode-snippets@1815

@tanstack/ai-codex

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-codex@1815

@tanstack/ai-cohere

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-cohere@1815

@tanstack/ai-compaction

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-compaction@1815

@tanstack/ai-devtools-core

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-devtools-core@1815

@tanstack/ai-durable-stream

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-durable-stream@1815

@tanstack/ai-elevenlabs

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-elevenlabs@1815

@tanstack/ai-event-client

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-event-client@1815

@tanstack/ai-fal

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-fal@1815

@tanstack/ai-gemini

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-gemini@1815

@tanstack/ai-grok

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-grok@1815

@tanstack/ai-grok-build

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-grok-build@1815

@tanstack/ai-groq

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-groq@1815

@tanstack/ai-harness

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-harness@1815

@tanstack/ai-harness-cli

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-harness-cli@1815

@tanstack/ai-isolate-cloudflare

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-cloudflare@1815

@tanstack/ai-isolate-daytona

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-daytona@1815

@tanstack/ai-isolate-e2b

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-e2b@1815

@tanstack/ai-isolate-node

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-node@1815

@tanstack/ai-isolate-quickjs

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-quickjs@1815

@tanstack/ai-isolate-quickjs-bun

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-isolate-quickjs-bun@1815

@tanstack/ai-llmgateway

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-llmgateway@1815

@tanstack/ai-lovable

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-lovable@1815

@tanstack/ai-mcp

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-mcp@1815

@tanstack/ai-memory

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-memory@1815

@tanstack/ai-mistral

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-mistral@1815

@tanstack/ai-octane

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-octane@1815

@tanstack/ai-ollama

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-ollama@1815

@tanstack/ai-ollaya

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-ollaya@1815

@tanstack/ai-openai

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-openai@1815

@tanstack/ai-opencode

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-opencode@1815

@tanstack/ai-openrouter

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-openrouter@1815

@tanstack/ai-perplexity

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-perplexity@1815

@tanstack/ai-persistence

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-persistence@1815

@tanstack/ai-preact

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-preact@1815

@tanstack/ai-react

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-react@1815

@tanstack/ai-react-ui

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-react-ui@1815

@tanstack/ai-reactor

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-reactor@1815

@tanstack/ai-remix

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-remix@1815

@tanstack/ai-sandbox

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox@1815

@tanstack/ai-sandbox-blaxel

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-blaxel@1815

@tanstack/ai-sandbox-boxd

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-boxd@1815

@tanstack/ai-sandbox-cloudflare

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-cloudflare@1815

@tanstack/ai-sandbox-daytona

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-daytona@1815

@tanstack/ai-sandbox-docker

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-docker@1815

@tanstack/ai-sandbox-e2b

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-e2b@1815

@tanstack/ai-sandbox-local-process

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-local-process@1815

@tanstack/ai-sandbox-railway

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-railway@1815

@tanstack/ai-sandbox-sprites

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-sprites@1815

@tanstack/ai-sandbox-upstash-box

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-upstash-box@1815

@tanstack/ai-sandbox-vercel

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-sandbox-vercel@1815

@tanstack/ai-skills

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-skills@1815

@tanstack/ai-solid

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-solid@1815

@tanstack/ai-solid-ui

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-solid-ui@1815

@tanstack/ai-svelte

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-svelte@1815

@tanstack/ai-typesafe

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-typesafe@1815

@tanstack/ai-utils

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-utils@1815

@tanstack/ai-vercel-gateway

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-vercel-gateway@1815

@tanstack/ai-vertex

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-vertex@1815

@tanstack/ai-vue

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-vue@1815

@tanstack/ai-vue-ui

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-vue-ui@1815

@tanstack/ai-worldlabs

npm i https://pkg.pr.new/TanStack/ai/@tanstack/ai-worldlabs@1815

@tanstack/openai-base

npm i https://pkg.pr.new/TanStack/ai/@tanstack/openai-base@1815

@tanstack/preact-ai-devtools

npm i https://pkg.pr.new/TanStack/ai/@tanstack/preact-ai-devtools@1815

@tanstack/react-ai-devtools

npm i https://pkg.pr.new/TanStack/ai/@tanstack/react-ai-devtools@1815

@tanstack/solid-ai-devtools

npm i https://pkg.pr.new/TanStack/ai/@tanstack/solid-ai-devtools@1815

@tanstack/svelte-ai-devtools

npm i https://pkg.pr.new/TanStack/ai/@tanstack/svelte-ai-devtools@1815

commit: a7cc5c1

[github-actions]

Coverage

✅ Coverage held across 68 compared package(s).

Each package is measured twice in this job — on this PR and on its merge-base with main — and compared. A metric fails only when it is at or above 60% on the merge-base and under 60% on this PR. Other drops are listed but do not fail. Packages your PR doesn't affect are not measured and not listed.

package	statements	branches	functions	lines
ai	91.64% (+0.03)	85.33% (+0.04)	92.40% (+0.02)	93.28% (+0.02)	ok
ai-acp	82.31% (0.00)	71.64% (0.00)	77.00% (0.00)	84.13% (0.00)	ok
ai-angular	74.10% (0.00)	62.20% (0.00)	61.65% (0.00)	75.60% (0.00)	ok
ai-anthropic	92.00% (0.00)	86.73% (0.00)	95.57% (0.00)	92.41% (0.00)	ok
ai-bedrock	90.11% (0.00)	82.82% (0.00)	94.20% (0.00)	91.33% (0.00)	ok
ai-byteplus	97.06% (0.00)	91.66% (0.00)	98.27% (0.00)	98.49% (0.00)	ok
ai-claude-code	88.93% (0.00)	76.88% (0.00)	86.88% (0.00)	90.40% (0.00)	ok
ai-client	87.96% (0.00)	80.38% (0.00)	87.13% (0.00)	90.26% (0.00)	ok
ai-cloudflare	85.55% (0.00)	76.44% (0.00)	85.48% (0.00)	86.79% (0.00)	ok
ai-code-mode	92.71% (0.00)	85.66% (0.00)	89.06% (0.00)	93.51% (0.00)	ok
ai-code-mode-snippets	87.13% (0.00)	75.67% (0.00)	91.11% (0.00)	88.39% (0.00)	ok
ai-codex	94.55% (0.00)	85.10% (0.00)	89.28% (0.00)	95.56% (0.00)	ok
ai-cohere	88.97% (0.00)	88.37% (0.00)	85.71% (0.00)	91.80% (0.00)	ok
ai-compaction	97.38% (0.00)	92.79% (0.00)	100.00% (0.00)	98.88% (0.00)	ok
ai-devtools	83.13% (0.00)	72.77% (0.00)	87.07% (0.00)	85.22% (0.00)	ok
ai-durable-stream	86.70% (0.00)	82.25% (0.00)	92.30% (0.00)	88.72% (0.00)	ok
ai-elevenlabs	74.68% (0.00)	69.59% (0.00)	59.13% (0.00)	75.46% (0.00)	ok
ai-fal	91.10% (0.00)	82.63% (0.00)	92.40% (0.00)	91.60% (0.00)	ok
ai-gemini	68.33% (0.00)	67.88% (0.00)	64.62% (0.00)	68.93% (0.00)	ok
ai-grok	48.85% (0.00)	53.49% (0.00)	56.46% (0.00)	49.67% (0.00)	ok
ai-grok-build	79.19% (0.00)	63.56% (0.00)	77.39% (0.00)	81.02% (0.00)	ok
ai-groq	52.54% (0.00)	47.73% (0.00)	67.39% (0.00)	54.66% (0.00)	ok
ai-harness	93.78% (-0.05)	87.95% (-0.06)	93.99% (+0.07)	95.41% (-0.03)	ok
ai-harness-cli	91.12% (0.00)	84.77% (0.00)	84.96% (0.00)	92.51% (0.00)	ok
ai-isolate-cloudflare	94.11% (0.00)	70.66% (0.00)	100.00% (0.00)	93.96% (0.00)	ok
ai-isolate-daytona	90.25% (0.00)	80.59% (0.00)	100.00% (0.00)	90.15% (0.00)	ok
ai-isolate-e2b	92.11% (0.00)	81.48% (0.00)	97.36% (0.00)	95.05% (0.00)	ok
ai-isolate-node	84.00% (0.00)	43.39% (0.00)	100.00% (0.00)	83.78% (0.00)	ok
ai-isolate-quickjs	89.07% (0.00)	76.41% (0.00)	90.90% (0.00)	90.30% (0.00)	ok
ai-isolate-quickjs-bun	7.76% (0.00)	8.08% (0.00)	5.00% (0.00)	8.33% (0.00)	ok
ai-llmgateway	97.67% (0.00)	100.00% (0.00)	88.88% (0.00)	97.67% (0.00)	ok
ai-lovable	73.21% (0.00)	55.63% (0.00)	85.07% (0.00)	73.96% (0.00)	ok
ai-mcp	96.49% (+0.03)	91.58% (+0.07)	96.81% (+0.01)	98.40% (+0.02)	ok
ai-memory	73.87% (0.00)	52.70% (0.00)	79.74% (0.00)	76.04% (0.00)	ok
ai-mistral	84.82% (0.00)	79.88% (0.00)	92.59% (0.00)	85.46% (0.00)	ok
ai-octane	90.67% (0.00)	67.74% (0.00)	86.66% (0.00)	90.79% (0.00)	ok
ai-ollama	92.73% (0.00)	78.15% (0.00)	90.62% (0.00)	92.68% (0.00)	ok
ai-ollaya	86.84% (0.00)	89.28% (0.00)	85.71% (0.00)	91.66% (0.00)	ok
ai-openai	65.34% (0.00)	65.72% (0.00)	66.66% (0.00)	65.63% (0.00)	ok
ai-opencode	69.04% (0.00)	60.82% (0.00)	65.26% (0.00)	70.87% (0.00)	ok
ai-openrouter	87.88% (0.00)	73.00% (0.00)	90.78% (0.00)	89.79% (0.00)	ok
ai-perplexity	91.34% (0.00)	90.43% (0.00)	100.00% (0.00)	93.87% (0.00)	ok
ai-persistence	91.19% (0.00)	78.00% (0.00)	97.56% (0.00)	95.67% (0.00)	ok
ai-preact	85.62% (0.00)	70.81% (0.00)	85.96% (0.00)	87.02% (0.00)	ok
ai-react	72.95% (0.00)	51.89% (0.00)	73.77% (0.00)	73.07% (0.00)	ok
ai-reactor	94.91% (0.00)	83.33% (0.00)	93.33% (0.00)	96.55% (0.00)	ok
ai-remix	36.70% (0.00)	22.69% (0.00)	34.18% (0.00)	39.04% (0.00)	ok
ai-sandbox	78.02% (+0.06)	83.10% (+0.04)	75.33% (+0.11)	78.57% (+0.05)	ok
ai-sandbox-blaxel	87.64% (0.00)	77.18% (0.00)	82.26% (0.00)	89.71% (0.00)	ok
ai-sandbox-boxd	95.86% (0.00)	87.12% (0.00)	95.31% (0.00)	98.17% (0.00)	ok
ai-sandbox-cloudflare	67.91% (0.00)	57.47% (0.00)	71.79% (0.00)	69.62% (0.00)	ok
ai-sandbox-daytona	82.70% (0.00)	81.89% (0.00)	67.14% (0.00)	85.18% (0.00)	ok
ai-sandbox-docker	80.15% (0.00)	71.49% (0.00)	77.38% (0.00)	82.13% (0.00)	ok
ai-sandbox-e2b	94.42% (0.00)	88.97% (0.00)	93.24% (0.00)	98.63% (0.00)	ok
ai-sandbox-local-process	68.00% (0.00)	53.59% (0.00)	75.86% (0.00)	68.88% (0.00)	ok
ai-sandbox-railway	94.75% (0.00)	92.68% (0.00)	90.90% (0.00)	97.59% (0.00)	ok
ai-sandbox-sprites	73.23% (0.00)	59.70% (0.00)	73.83% (0.00)	76.17% (0.00)	ok
ai-sandbox-upstash-box	94.82% (0.00)	91.52% (0.00)	91.04% (0.00)	97.76% (0.00)	ok
ai-sandbox-vercel	44.67% (0.00)	38.18% (0.00)	35.18% (0.00)	45.76% (0.00)	ok
ai-skills	83.59% (0.00)	68.58% (0.00)	87.36% (0.00)	85.63% (0.00)	ok
ai-solid	52.13% (0.00)	38.29% (0.00)	49.82% (0.00)	56.87% (0.00)	ok
ai-svelte	73.76% (0.00)	54.59% (0.00)	69.15% (0.00)	78.33% (0.00)	ok
ai-typesafe	78.04% (0.00)	84.61% (0.00)	66.66% (0.00)	82.05% (0.00)	ok
ai-vercel-gateway	75.97% (0.00)	55.63% (0.00)	85.41% (0.00)	79.38% (0.00)	ok
ai-vertex	96.77% (0.00)	97.22% (0.00)	100.00% (0.00)	96.77% (0.00)	ok
ai-vue	60.07% (0.00)	34.10% (0.00)	59.34% (0.00)	61.04% (0.00)	ok
ai-worldlabs	79.62% (0.00)	71.50% (0.00)	91.42% (0.00)	82.66% (0.00)	ok
openai-base	90.31% (0.00)	78.28% (0.00)	97.66% (0.00)	92.36% (0.00)	ok