docs: update project documentation for v1.0.0.0

Sync README, CLAUDE.md, and docs/mcp/ with the OAuth 2.1 + HTTP server
+ admin dashboard surface that shipped in v1.0.0.0.

- README.md: new "Remote MCP with OAuth 2.1" section covering
  gbrain serve --http, admin dashboard, scoped operations, legacy
  bearer fallback; add serve --http + auth notes to the commands
  reference.
- CLAUDE.md: add src/commands/serve-http.ts, src/core/oauth-provider.ts,
  admin/ directory as key files; document scope + localOnly additions
  to Operation contract; add oauth.test.ts (27 cases) to the test list;
  add v1.0.0 key-commands section clarifying that OAuth client
  registration is via the /admin dashboard or SDK (no CLI subcommand).
- docs/mcp/DEPLOY.md: promote --http as the recommended remote path,
  add OAuth 2.1 Setup section, list ChatGPT in supported clients,
  remove the "not yet implemented" footer.
- docs/mcp/CHATGPT.md (new): unblocks the P0 TODO. Full ChatGPT
  connector setup via OAuth 2.1 + PKCE.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
Garry Tan
2026-04-22 22:02:28 -07:00
co-authored by Claude Opus 4.7
parent 3155255dd1
commit 5b0e61196a
4 changed files with 254 additions and 19 deletions
+12 -3
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@@ -22,7 +22,7 @@ strict behavior when unset.
## Key files
- `src/core/operations.ts` — Contract-first operation definitions (the foundation). Also exports upload validators: `validateUploadPath`, `validatePageSlug`, `validateFilename`. `OperationContext.remote` flags untrusted callers.
- `src/core/operations.ts` — Contract-first operation definitions (the foundation). Also exports upload validators: `validateUploadPath`, `validatePageSlug`, `validateFilename`. `OperationContext.remote` flags untrusted callers. As of v1.0.0, every `Operation` carries `scope?: 'read' | 'write' | 'admin'` + `localOnly?: boolean`. All 30 ops are annotated; `sync_brain`, `file_upload`, `file_list`, and `file_url` are `admin + localOnly` (rejected over HTTP). `OperationContext.auth?: AuthInfo` is threaded through HTTP dispatch for scope enforcement in `serve-http.ts` before the op runs.
- `src/core/engine.ts` — Pluggable engine interface (BrainEngine). `clampSearchLimit(limit, default, cap)` takes an explicit cap so per-operation caps can be tighter than `MAX_SEARCH_LIMIT`. Exports `LinkBatchInput` / `TimelineBatchInput` for the v0.12.1 bulk-insert API (`addLinksBatch` / `addTimelineEntriesBatch`). As of v0.13.1, `BrainEngine` has a `readonly kind: 'postgres' | 'pglite'` discriminator so migrations (`src/core/migrate.ts`) and other consumers can branch on engine without `instanceof` + dynamic imports.
- `src/core/engine-factory.ts` — Engine factory with dynamic imports (`'pglite'` | `'postgres'`)
- `src/core/pglite-engine.ts` — PGLite (embedded Postgres 17.5 via WASM) implementation, all 40 BrainEngine methods. `addLinksBatch` / `addTimelineEntriesBatch` use multi-row `unnest()` with manual `$N` placeholders. As of v0.13.1, `connect()` wraps `PGlite.create()` in a try/catch that emits an actionable error naming the macOS 26.3 WASM bug (#223) and pointing at `gbrain doctor`; the lock is released on failure so the next process can retry cleanly.
@@ -77,7 +77,10 @@ strict behavior when unset.
- `src/commands/features.ts``gbrain features --json --auto-fix`: usage scan + feature adoption salesman
- `src/commands/autopilot.ts``gbrain autopilot --install`: self-maintaining brain daemon (sync+extract+embed)
- `src/mcp/server.ts` — MCP stdio server (generated from operations)
- `src/commands/auth.ts` — Standalone token management (create/list/revoke/test)
- `src/commands/serve-http.ts` (v1.0.0) — Express 5 HTTP MCP server with OAuth 2.1, admin dashboard, and SSE live activity feed. Started via `gbrain serve --http [--port N] [--token-ttl N] [--enable-dcr]`. Combines MCP SDK's `mcpAuthRouter` (authorize / token / register / revoke endpoints), a custom `client_credentials` handler (SDK's token endpoint throws `UnsupportedGrantTypeError` for CC; the custom handler runs BEFORE the router and falls through for `auth_code` / `refresh_token`), `requireBearerAuth` middleware for `/mcp`, scope enforcement before op dispatch, `localOnly` rejection, and `express-rate-limit` at 50 req / 15 min on `/token`. Serves the built admin SPA from `admin/dist/` with SPA fallback. `/admin/events` SSE endpoint broadcasts every MCP request to connected admin browsers. CORS: `/mcp` + `/token` open, `/admin` same-origin. Startup logging prints port, engine, registered-client count, DCR status, issuer URL, and the admin bootstrap token.
- `src/core/oauth-provider.ts` (v1.0.0) — `GBrainOAuthProvider` implementing the MCP SDK's `OAuthServerProvider` + `OAuthRegisteredClientsStore` interfaces. Backed by raw SQL (works on both PGLite and Postgres — OAuth is infrastructure, not a BrainEngine concern). Full OAuth 2.1 spec: `authorize` + `exchangeAuthorizationCode` with PKCE (for ChatGPT), `client_credentials` (for Perplexity / Claude), `refresh_token` with rotation, `revokeToken`, `registerClient`. All tokens + client secrets SHA-256 hashed before storage (`hashToken` / `generateToken` extracted to `src/core/utils.ts`). Auth codes single-use with 10-minute TTL. Legacy `access_tokens` fallback in `verifyAccessToken` grandfathers pre-v1.0 bearer tokens as `read+write+admin`. `sweepExpiredTokens()` runs on startup wrapped in try/catch (server boots even if sweep fails).
- `admin/` (v1.0.0) — React 19 + Vite + TypeScript admin SPA embedded in the binary via `admin/dist/` served by `serve-http.ts`. 7 screens: Login (bootstrap token → session cookie), Dashboard (metrics + SSE feed + token health), Agents (sortable table + sparklines + Register button), Register (modal with scope checkboxes + grant type selector), Credentials reveal (full-screen modal with Copy + Download JSON + yellow one-time-only warning), Request Log (filterable paginated), Agent Detail drawer (Details / Activity / Config Export tabs + Revoke). Design tokens: `#0a0a0f` bg, Inter for UI, JetBrains Mono for data, 4-32px spacing scale, rounded pill badges. HTTP-only SameSite=Strict cookie auth. 65KB gzip. Build: `cd admin && bun install && bun run build`; output at `admin/dist/` is committed for self-contained binaries.
- `src/commands/auth.ts` — Standalone token management (create/list/revoke/test) — legacy bearer tokens. Not wired through `gbrain` as a subcommand; invoke via `bun run src/commands/auth.ts`. As of v1.0.0, legacy tokens grandfather to `read+write+admin` scopes on the OAuth HTTP server, so pre-v1.0 deployments keep working with no migration.
- `src/commands/upgrade.ts` — Self-update CLI. `runPostUpgrade()` enumerates migrations from the TS registry (src/commands/migrations/index.ts) and tail-calls `runApplyMigrations(['--yes', '--non-interactive'])` so the mechanical side of every outstanding migration runs unconditionally.
- `src/commands/migrations/` — TS migration registry (compiled into the binary; no filesystem walk of `skills/migrations/*.md` needed at runtime). `index.ts` lists migrations in semver order. `v0_11_0.ts` = Minions adoption orchestrator (8 phases). `v0_12_0.ts` = Knowledge Graph auto-wire orchestrator (5 phases: schema → config check → backfill links → backfill timeline → verify). `phaseASchema` has a 600s timeout (bumped from 60s in v0.12.1 for duplicate-heavy brains). `v0_12_2.ts` = JSONB double-encode repair orchestrator (4 phases: schema → repair-jsonb → verify → record). `v0_14_0.ts` = shell-jobs + autopilot cooperative (2 phases: schema ALTER minion_jobs.max_stalled SET DEFAULT 3 — superseded by v0.14.3's schema-level DEFAULT 5 + UPDATE backfill; pending-host-work ping for skills/migrations/v0.14.0.md). All orchestrators are idempotent and resumable from `partial` status. As of v0.14.2 (Bug 3), the RUNNER owns all ledger writes — orchestrators return `OrchestratorResult` and `apply-migrations.ts` persists a canonical `{version, status, phases}` shape after return. Orchestrators no longer call `appendCompletedMigration` directly. `statusForVersion` prefers `complete` over `partial` (never regresses). 3 consecutive partials → wedged → `--force-retry <version>` writes a `'retry'` reset marker. v0.14.3 (fix wave) ships schema-only migrations v14 (`pages_updated_at_index`) + v15 (`minion_jobs_max_stalled_default_5` with UPDATE backfill) via the `MIGRATIONS` array in `src/core/migrate.ts` — no orchestrator phases needed.
- `src/commands/repair-jsonb.ts``gbrain repair-jsonb [--dry-run] [--json]`: rewrites `jsonb_typeof='string'` rows in place across 5 affected columns (pages.frontmatter, raw_data.data, ingest_log.pages_updated, files.metadata, page_versions.frontmatter). Fixes v0.12.0 double-encode bug on Postgres; PGLite no-ops. Idempotent.
@@ -176,6 +179,11 @@ Key commands added in v0.14.2:
- `GBRAIN_POOL_SIZE` env var — honored by both the singleton pool (`src/core/db.ts`) and the parallel-import worker pool (`src/commands/import.ts`). Default is 10; lower to 2 for Supabase transaction pooler to avoid MaxClients crashes during `gbrain upgrade` subprocess spawns. Read at call time via `resolvePoolSize()`.
- `gbrain doctor` gains two new checks: `sync_failures` (surfaces unacknowledged parse failures with exact paths + fix hints) and `brain_score` (renders the 5-component breakdown when score < 100: embed coverage / 35, link density / 25, timeline coverage / 15, orphans / 15, dead links / 10 — sum equals total).
Key commands added in v1.0.0 (OAuth 2.1 + HTTP server + admin dashboard):
- `gbrain serve --http [--port 3131] [--token-ttl 3600] [--enable-dcr]` — HTTP MCP server with OAuth 2.1, admin dashboard at `/admin`, SSE activity feed at `/admin/events`, health check at `/health`. Prints admin bootstrap token on first start. Alongside (not replacing) stdio `gbrain serve`.
- **OAuth client registration** — via the `/admin` dashboard (Register client modal → credential reveal with Copy + Download JSON) or programmatically via `oauthProvider.registerClientManual(name, grantTypes, scopes, redirectUris)`. `--enable-dcr` on `serve --http` opens the `/register` endpoint for RFC 7591 self-service registration (off by default). There is no `gbrain auth register-client` CLI subcommand in v1.0.0 — registration goes through the dashboard or the SDK.
- `bun run src/commands/auth.ts create|list|revoke|test` — legacy bearer tokens still work and grandfather to `read+write+admin` scopes on the OAuth server. No migration required to keep pre-v1.0 clients working.
Key commands added in v0.14.3 (fix wave):
- `gbrain doctor --index-audit` — opt-in Postgres-only check reporting zero-scan indexes from `pg_stat_user_indexes`. Informational only; never auto-drops.
- `gbrain doctor` schema_version check fails loudly when `version=0` — catches `bun install -g github:...` postinstall failures (#218) and routes users to `gbrain apply-migrations --yes`.
@@ -236,7 +244,8 @@ parity), `test/cli.test.ts` (CLI structure), `test/config.test.ts` (config redac
`test/sync.test.ts` (sync logic + v0.12.3 regression guard asserting top-level `engine.transaction` is not called),
`test/doctor.test.ts` (doctor command + v0.12.3 assertions that `jsonb_integrity` scans the four v0.12.0 write sites and `markdown_body_completeness` is present),
`test/utils.test.ts` (shared SQL utilities + `tryParseEmbedding` null-return and single-warn semantics),
`test/build-llms.test.ts` (llms.txt/llms-full.txt generator: path resolution, idempotence, spec shape, regen-drift guard, content contract, AGENTS.md install-path mirror, size-budget enforcement — 7 cases).
`test/build-llms.test.ts` (llms.txt/llms-full.txt generator: path resolution, idempotence, spec shape, regen-drift guard, content contract, AGENTS.md install-path mirror, size-budget enforcement — 7 cases),
`test/oauth.test.ts` (v1.0.0 OAuth 2.1 provider — 27 cases: register, getClient, `client_credentials` grant exchange, `authorization_code` flow with PKCE challenge / verifier, refresh token rotation, `verifyAccessToken` with both OAuth + legacy `access_tokens` fallback, `revokeToken`, `sweepExpiredTokens`, and a contract test asserting `scope` + `localOnly` annotations are set correctly on all 30 operations).
E2E tests (`test/e2e/`): Run against real Postgres+pgvector. Require `DATABASE_URL`.
- `bun run test:e2e` runs Tier 1 (mechanical, all operations, no API keys). Includes 9 dedicated cases for the postgres-engine `addLinksBatch` / `addTimelineEntriesBatch` bind path — postgres-js's `unnest()` binding is structurally different from PGLite's and gets its own coverage.
+27 -5
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@@ -77,15 +77,32 @@ GBrain exposes 30+ MCP tools via stdio:
Add to `~/.claude/server.json` (Claude Code), Settings > MCP Servers (Cursor), or your client's MCP config.
### Remote MCP (Claude Desktop, Cowork, Perplexity)
### Remote MCP with OAuth 2.1 (ChatGPT, Claude Desktop, Cowork, Perplexity)
`gbrain serve --http` starts a production-grade OAuth 2.1 server with an embedded admin dashboard. Zero external infrastructure. Every major AI client connects, every request is scoped, every action is logged.
```bash
ngrok http 8787 --url your-brain.ngrok.app
bun run src/commands/auth.ts create "claude-desktop"
claude mcp add gbrain -t http https://your-brain.ngrok.app/mcp -H "Authorization: Bearer TOKEN"
# Start the HTTP server (prints admin bootstrap token on first start)
gbrain serve --http --port 3131
# Open the admin dashboard, paste the bootstrap token, register a client
open http://localhost:3131/admin
# Expose publicly (for remote clients)
ngrok http 3131 --url your-brain.ngrok.app
```
Per-client guides: [`docs/mcp/`](docs/mcp/DEPLOY.md). ChatGPT requires OAuth 2.1 (not yet implemented).
Register OAuth clients from the `/admin` dashboard — click **Register client**,
pick scopes, save the credentials shown once in the reveal modal. Programmatic
registration via `oauthProvider.registerClientManual(...)` is also available
for host repos that wrap the server.
- **OAuth 2.1 via the MCP SDK** — client credentials (machine-to-machine: Perplexity, Claude), authorization code + PKCE (browser-based: ChatGPT), refresh token rotation, revocation, protected resource metadata. Optional Dynamic Client Registration behind `--enable-dcr`.
- **Scoped operations** — 30 operations tagged `read | write | admin`. `sync_brain` and `file_upload` are `localOnly`, rejected over HTTP.
- **React admin dashboard** — 7 screens baked into the binary (~65KB gzip). Live SSE activity feed, agents table, credential reveal, filterable request log, per-client config export.
- **Legacy bearer tokens still work** — pre-v1.0 `gbrain auth create` tokens continue to authenticate as `read+write+admin`.
Per-client guides: [`docs/mcp/`](docs/mcp/DEPLOY.md).
## The 26 Skills
@@ -566,6 +583,11 @@ ADMIN
gbrain doctor --fix [--dry-run] Auto-fix DRY violations (delegate inlined rules to conventions)
gbrain stats Brain statistics
gbrain serve MCP server (stdio)
gbrain serve --http [--port 3131] HTTP MCP server with OAuth 2.1 + admin dashboard
[--token-ttl 3600] [--enable-dcr]
bun run src/commands/auth.ts Legacy bearer token management (create/list/revoke/test)
# OAuth 2.1 clients: register from the /admin dashboard or via
# oauthProvider.registerClientManual() for host-repo wrappers.
gbrain integrations Integration recipe dashboard
gbrain check-backlinks check|fix Back-link enforcement
gbrain lint [--fix] LLM artifact detection
+103
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@@ -0,0 +1,103 @@
# Connect GBrain to ChatGPT
**Status (v1.0.0):** Unblocked. GBrain's `gbrain serve --http` ships OAuth 2.1
with PKCE, which is the ChatGPT MCP connector's hard requirement. Before v1.0,
this was a P0 TODO — the only major AI client that could not connect.
ChatGPT does not support bearer-token MCP servers. You must use the OAuth 2.1
HTTP server.
## Setup
### 1. Start the HTTP server
```bash
gbrain serve --http --port 3131
```
Save the admin bootstrap token printed on stderr. Open
`http://localhost:3131/admin` and paste it to access the dashboard.
### 2. Register a ChatGPT client
ChatGPT uses the authorization code flow with PKCE (browser-based OAuth).
Register from the `/admin` dashboard:
1. Click **Register client**.
2. Name: `chatgpt`.
3. Grant type: `authorization_code`.
4. Scopes: `read`, `write` (leave `admin` unchecked for ChatGPT).
5. Redirect URI: ChatGPT's OAuth redirect (copy it from the ChatGPT
connector setup screen — something like
`https://chat.openai.com/connector_platform_oauth_redirect`).
6. Hit **Register**. The credential-reveal modal shows the `client_id` once
with Copy and Download JSON buttons. There is no client secret for
PKCE-based public clients.
Host-repo wrappers can register programmatically:
```ts
await oauthProvider.registerClientManual(
'chatgpt',
['authorization_code'],
'read write',
['https://chat.openai.com/connector_platform_oauth_redirect'],
);
```
### 3. Expose the server publicly
```bash
brew install ngrok
ngrok http 3131 --url your-brain.ngrok.app
```
Your OAuth issuer URL becomes `https://your-brain.ngrok.app`. ChatGPT's
connector auto-discovers the spec-compliant endpoint at
`/.well-known/oauth-authorization-server`.
### 4. Add the connector in ChatGPT
1. Open ChatGPT > Settings > Connectors.
2. Click **Add connector**.
3. MCP server URL: `https://your-brain.ngrok.app/mcp`.
4. Client ID: the `client_id` you saved in step 2.
5. Click **Connect**. ChatGPT opens the OAuth consent page, you approve, and
the connector is live.
Start a new conversation and ask ChatGPT to search your brain. The MCP tool
calls show up in the admin dashboard's live SSE feed in real time.
## Scopes
ChatGPT clients can request any combination of `read`, `write`, `admin`. The
scopes granted at consent time are enforced on every tool call. Four
operations are `localOnly` and rejected over HTTP regardless of scope:
`sync_brain`, `file_upload`, `file_list`, `file_url`. The HTTP server fails
closed for any attempt to reach local filesystem surface area.
Recommended ChatGPT scope: `read write`. Leave `admin` for your local CLI
and the admin dashboard.
## Troubleshooting
**"Invalid redirect_uri" during the ChatGPT connector OAuth handshake**
The registered `redirect-uri` must match ChatGPT's exactly. If ChatGPT
rejects your server, check the admin dashboard's **Agents** table for the
client, confirm the redirect URI matches what the error page shows, and
re-register with the correct URI.
**ChatGPT shows an MCP connection error after approval**
Open `/admin`, watch the SSE feed, and try again. If no request arrives, the
connector isn't reaching your ngrok URL. If a request arrives but fails,
the Request Log tab shows the exact error.
**"Unsupported grant_type" on the token endpoint**
ChatGPT uses `authorization_code`, which the MCP SDK supports natively.
If you see this error, verify the client was registered with
`--grant-types authorization_code` and not `client_credentials`.
## See also
- [DEPLOY.md](DEPLOY.md) — full OAuth 2.1 setup reference
- [ALTERNATIVES.md](ALTERNATIVES.md) — tunnel options (ngrok, Tailscale, Fly)
+112 -11
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@@ -1,12 +1,12 @@
# Deploy GBrain Remote MCP Server
Access your brain from any device, any AI client. GBrain's MCP server runs locally
via `gbrain serve` (stdio). For remote access, wrap it in an HTTP server behind a
public tunnel.
Access your brain from any device, any AI client. GBrain ships two transports:
`gbrain serve` (stdio) for local agents, and `gbrain serve --http` (v1.0.0) for
remote clients over OAuth 2.1.
## Two Paths
## Three Paths
### Local (zero setup)
### Local stdio (zero setup)
```bash
gbrain serve
@@ -15,7 +15,27 @@ gbrain serve
Works with Claude Code, Cursor, Windsurf, and any MCP client that supports stdio.
No server, no tunnel, no token needed.
### Remote (any device, any AI client)
### Remote over OAuth 2.1 (recommended, v1.0.0+)
```bash
gbrain serve --http --port 3131
ngrok http 3131 --url your-brain.ngrok.app
```
Built-in HTTP transport with OAuth 2.1, scoped operations, an admin dashboard
at `/admin`, and a live SSE activity feed. Zero external dependencies. This is
the only path that works with ChatGPT (OAuth 2.1 + PKCE is required by the
ChatGPT MCP connector).
Supported clients:
- **ChatGPT** — requires OAuth 2.1 + PKCE. Works natively with `--http`.
- **Claude Desktop / Cowork** — OAuth 2.1 or legacy bearer tokens.
- **Perplexity** — OAuth 2.1 client credentials grant.
- **Claude Code, Cursor, Windsurf** — can use OAuth or legacy bearer.
See the [OAuth 2.1 setup](#oauth-21-setup-v100) section below.
### Remote with legacy bearer tokens (pre-v1.0 deployments)
```
Your AI client (Claude Desktop, Perplexity, etc.)
@@ -29,7 +49,86 @@ This requires:
2. A public tunnel (ngrok, Tailscale, or cloud host)
3. Bearer token auth for security
## Remote Setup
Pre-v1.0 tokens are grandfathered as `read+write+admin` scopes when you upgrade
to the HTTP server, so no migration is required.
## OAuth 2.1 Setup (v1.0.0+)
### 1. Start the HTTP server
```bash
gbrain serve --http --port 3131
```
On first start, the server prints an **admin bootstrap token** to stderr:
```
Admin bootstrap token: 3a1f9c...
Open http://localhost:3131/admin and paste it to log in.
```
Save this token. Open `http://localhost:3131/admin` and paste it to access the
dashboard. The dashboard shows live activity, registered clients, request logs,
and per-client config export.
### 2. Register OAuth clients
Register clients from the **`/admin` dashboard**:
1. Click **Register client**.
2. Enter a name (e.g. `perplexity`, `chatgpt`).
3. Pick scopes: `read`, `write`, `admin` (checkboxes).
4. Pick grant type: `client_credentials` for machine-to-machine (Perplexity,
Claude Desktop bearer mode) or `authorization_code` for browser-based
clients with PKCE (ChatGPT).
5. For `authorization_code` clients, paste the redirect URI.
6. Hit **Register**. The credential-reveal modal shows the `client_id` (and
`client_secret` for confidential clients) once. Copy or Download JSON
immediately — secrets are hashed on storage and never shown again.
Host-repo wrappers can register programmatically:
```ts
await oauthProvider.registerClientManual(
'perplexity',
['client_credentials'],
'read write',
[], // redirect_uris, empty for CC
);
```
For self-service client registration (Dynamic Client Registration, RFC 7591),
start the server with `--enable-dcr`. DCR is off by default.
### 3. Expose the server
```bash
brew install ngrok
ngrok config add-authtoken YOUR_TOKEN
ngrok http 3131 --url your-brain.ngrok.app
```
Your OAuth issuer URL becomes `https://your-brain.ngrok.app`. The MCP SDK's
router exposes the spec-compliant discovery endpoint at
`/.well-known/oauth-authorization-server`.
### 4. Scopes and localOnly
Every operation is tagged `read | write | admin`. Four operations are
`localOnly` and rejected over HTTP regardless of scope: `sync_brain`,
`file_upload`, `file_list`, `file_url`. Remote agents cannot reach local
filesystem surface area.
| Scope | What it allows |
|-------|---------------|
| `read` | `search`, `query`, `get_page`, `list_pages`, graph traversal |
| `write` | `put_page`, `delete_page`, `add_link`, `add_timeline_entry` |
| `admin` | Client management, token revocation, sweep, local-only ops |
## Legacy Bearer Token Setup
Keep using pre-v1.0 bearer tokens if you aren't ready to migrate. They
grandfather to `read+write+admin` scopes on the HTTP server.
### 1. Set up the tunnel
@@ -60,6 +159,7 @@ if compromised. Tokens are stored SHA-256 hashed in your database.
### 3. Connect your AI client
- **ChatGPT:** [setup guide](CHATGPT.md) (OAuth 2.1 + PKCE, requires `gbrain serve --http`)
- **Claude Code:** [setup guide](CLAUDE_CODE.md)
- **Claude Desktop:** [setup guide](CLAUDE_DESKTOP.md) (must use GUI, not JSON config)
- **Claude Cowork:** [setup guide](CLAUDE_COWORK.md)
@@ -116,7 +216,8 @@ Remote servers must be added via Settings > Integrations, NOT
| put_page | 100-500ms | Write + trigger search_vector update |
| get_stats | < 100ms | Aggregate query |
**Note:** `gbrain serve --http` (built-in HTTP transport) is planned but not yet
implemented. Currently, remote MCP requires a custom HTTP wrapper. See the
production deployment pattern in the [voice recipe](../../recipes/twilio-voice-brain.md)
for a reference implementation.
**Note:** `gbrain serve --http` shipped in v1.0.0 with OAuth 2.1 + admin
dashboard baked into the binary. The custom HTTP wrapper pattern (see
[voice recipe](../../recipes/twilio-voice-brain.md)) is still supported for
teams that need bespoke middleware, but for most remote deployments the
built-in server is the recommended path.