Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
Your portable context layer for Claude & ChatGPT ctx4.ai Your portable context layer for Claude & ChatGPT **Free to use:** $1 --- Features - **MCP Server** — Powered by $1. Supports Streamable HTTP and SSE transports via a single dynamic route. - **OAuth 2.1 Authorization** — Full authorization code flow with PKCE, dynamic client registration, and a consent screen. MCP clients authenticate automatically. - **Magic Link Auth** — Passwordless sign-in with Supabase ma Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
ctx4-ai is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
Your portable context layer for Claude & ChatGPT ctx4.ai Your portable context layer for Claude & ChatGPT **Free to use:** $1 --- Features - **MCP Server** — Powered by $1. Supports Streamable HTTP and SSE transports via a single dynamic route. - **OAuth 2.1 Authorization** — Full authorization code flow with PKCE, dynamic client registration, and a consent screen. MCP clients authenticate automatically. - **Magic Link Auth** — Passwordless sign-in with Supabase ma
Public facts
4
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Dubzdubz
Artifacts
0
Benchmarks
0
Last release
0.1.0
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/dubzdubz/ctx4-ai.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Dubzdubz
Protocol compatibility
MCP
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
text
MCP Client (e.g. Claude, Cursor)
│
├─ Discovers OAuth config via /.well-known/oauth-protected-resource
├─ Registers dynamically with Supabase OAuth 2.1 Server
├─ Opens browser → user signs in (magic link) → approves scopes
└─ Exchanges code for tokens (PKCE)
│
▼
app/[transport]/route.ts ← MCP handler (mcp-handler)
│
├─ verifyToken() ← validates Bearer JWT via Supabase JWKS
└─ server tools ← MCP tools (ctx_instructions, ctx_bash)bash
git clone https://github.com/dubzdubz/ctx4-ai.git cd ctx4-ai pnpm install
bash
cp .env.example .env
text
# Supabase (from Dashboard → Settings → API) NEXT_PUBLIC_SUPABASE_URL=https://your-project.supabase.co NEXT_PUBLIC_SUPABASE_ANON_KEY=your-anon-key SUPABASE_SERVICE_ROLE_KEY=your-service-role-key NEXT_PUBLIC_APP_URL=http://localhost:3000 # Database (Supabase PostgreSQL connection string) DATABASE_URL=postgresql://postgres.[project-ref]:[password]@aws-0-[region].pooler.supabase.com:6543/postgres # GitHub App (from GitHub Developer Settings) NEXT_PUBLIC_GITHUB_APP_SLUG=your-app-slug GITHUB_APP_ID=123456 GITHUB_APP_PRIVATE_KEY="-----BEGIN RSA PRIVATE KEY-----\n...\n-----END RSA PRIVATE KEY-----" GITHUB_APP_CLIENT_ID=Iv1.xxxxxxxxxx GITHUB_APP_CLIENT_SECRET=xxxxxxxxxxxx # Vercel (for sandbox auth — run `vercel link && vercel env pull`) VERCEL_OIDC_TOKEN=your-vercel-oidc-token
bash
pnpm dev
json
{
"servers": {
"ctx4-ai": {
"url": "http://localhost:3000/mcp"
}
}
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Your portable context layer for Claude & ChatGPT ctx4.ai Your portable context layer for Claude & ChatGPT **Free to use:** $1 --- Features - **MCP Server** — Powered by $1. Supports Streamable HTTP and SSE transports via a single dynamic route. - **OAuth 2.1 Authorization** — Full authorization code flow with PKCE, dynamic client registration, and a consent screen. MCP clients authenticate automatically. - **Magic Link Auth** — Passwordless sign-in with Supabase ma
Your portable context layer for Claude & ChatGPT
Free to use: ctx4-ai.vercel.app
/.well-known/oauth-protected-resource endpoint for automatic MCP client configuration.MCP Client (e.g. Claude, Cursor)
│
├─ Discovers OAuth config via /.well-known/oauth-protected-resource
├─ Registers dynamically with Supabase OAuth 2.1 Server
├─ Opens browser → user signs in (magic link) → approves scopes
└─ Exchanges code for tokens (PKCE)
│
▼
app/[transport]/route.ts ← MCP handler (mcp-handler)
│
├─ verifyToken() ← validates Bearer JWT via Supabase JWKS
└─ server tools ← MCP tools (ctx_instructions, ctx_bash)
The MCP handler in app/[transport]/route.ts responds on /mcp (HTTP transport). Authentication is handled by withMcpAuth, which delegates to lib/auth/verify-token.ts for JWT validation.
Supabase session middleware runs via proxy.ts, protecting browser routes while allowing Bearer-authenticated MCP requests to pass through.
git clone https://github.com/dubzdubz/ctx4-ai.git
cd ctx4-ai
pnpm install
cp .env.example .env
Fill in your credentials (see .env.example for the full list):
# Supabase (from Dashboard → Settings → API)
NEXT_PUBLIC_SUPABASE_URL=https://your-project.supabase.co
NEXT_PUBLIC_SUPABASE_ANON_KEY=your-anon-key
SUPABASE_SERVICE_ROLE_KEY=your-service-role-key
NEXT_PUBLIC_APP_URL=http://localhost:3000
# Database (Supabase PostgreSQL connection string)
DATABASE_URL=postgresql://postgres.[project-ref]:[password]@aws-0-[region].pooler.supabase.com:6543/postgres
# GitHub App (from GitHub Developer Settings)
NEXT_PUBLIC_GITHUB_APP_SLUG=your-app-slug
GITHUB_APP_ID=123456
GITHUB_APP_PRIVATE_KEY="-----BEGIN RSA PRIVATE KEY-----\n...\n-----END RSA PRIVATE KEY-----"
GITHUB_APP_CLIENT_ID=Iv1.xxxxxxxxxx
GITHUB_APP_CLIENT_SECRET=xxxxxxxxxxxx
# Vercel (for sandbox auth — run `vercel link && vercel env pull`)
VERCEL_OIDC_TOKEN=your-vercel-oidc-token
Magic link auth:
In Supabase Dashboard → Authentication → URL Configuration:
http://localhost:3000 (or your production URL)http://localhost:3000/auth/confirm to Redirect URLsOAuth 2.1 Server:
In Supabase Dashboard → Authentication → OAuth Server:
/auth/oauth/authorizepnpm dev
Open http://localhost:3000 to see the app.
Add the server to your MCP client (Claude, Cursor, etc.):
{
"servers": {
"ctx4-ai": {
"url": "http://localhost:3000/mcp"
}
}
}
The client will automatically:
Once connected, run the onboarding prompt to set up your context repo:
/ctx4:onboarding
This will scaffold your repo and ask a few questions about your preferences and workflow.
For best results, add this to your client's custom instructions or system prompt:
Use the ctx4 MCP to manage my long-term context and memory. Always call ctx_instructions first before using ctx_bash to understand how to interact with my context. Use it to store preferences, learnings, and anything that should persist across conversations.
Where to add:
Use the MCP Inspector to test and debug your server:
npx @mcpjam/inspector@latest
| Tool | Description |
|------|-------------|
| ctx_instructions | Returns full context bootstrap (guide + instructions + context + resource/skill indexes) |
| ctx_bash | Sandboxed bash in /vercel/sandbox with auto git commit and push |
├── app/
│ ├── [transport]/route.ts # MCP handler (HTTP transport)
│ ├── .well-known/ # OAuth protected resource metadata
│ ├── api/
│ │ ├── github/ # GitHub App endpoints (callback, repos, select-repo, disconnect)
│ │ └── oauth/approve/route.ts # OAuth consent approval endpoint
│ ├── auth/
│ │ ├── confirm/page.tsx # Magic link confirmation
│ │ ├── error/page.tsx # Auth error page
│ │ ├── login/page.tsx # Login page (magic link form)
│ │ └── oauth/authorize/page.tsx # OAuth consent screen
│ ├── settings/page.tsx # User settings / profile + GitHub integration
│ ├── layout.tsx # Root layout
│ ├── page.tsx # Landing page
│ └── globals.css # Tailwind v4 + Shadcn theme
├── components/
│ ├── auth/ # Auth components (login, logout, consent)
│ ├── github/ # GitHub integration UI (repo manager)
│ └── ui/ # Shadcn UI components
├── lib/
│ ├── auth/verify-token.ts # JWT verification for MCP auth
│ ├── db/ # Drizzle ORM (schema, queries, client)
│ ├── github/app.ts # GitHub App client (Octokit, installation tokens)
│ ├── sandbox/ # SandboxManager, SandboxManagerPool, scanner
│ ├── supabase/ # Supabase client/server/middleware
│ └── tools/ # MCP tool implementations
├── drizzle/ # Database migrations
├── proxy.ts # Next.js middleware (session + route protection)
├── drizzle.config.ts # Drizzle ORM configuration
├── biome.jsonc # Biome linter/formatter config
└── .env.example # Environment variables template
Register new tools in app/[transport]/route.ts:
server.registerTool(
"my_tool",
{
title: "My Tool",
description: "Does something useful.",
inputSchema: {
query: z.string(),
},
},
async ({ query }, extra) => {
const userEmail = extra.authInfo?.extra?.email;
return {
content: [{ type: "text", text: `Result for ${query}` }],
};
},
);
Edit the requiredScopes array in app/[transport]/route.ts to enforce specific OAuth scopes:
const authHandler = withMcpAuth(handler, verifyToken, {
required: true,
requiredScopes: ["openid", "email"], // empty by default (no scope enforcement)
// ...
});
Edit proxy.ts and lib/supabase/middleware.ts to change which paths are public or protected. The MCP transport route (/mcp) is automatically bypassed when a Bearer token is present.
| Dependency | Purpose | |------------|---------| | Next.js 16 | React framework (App Router) | | mcp-handler | MCP server adapter for Next.js | | @modelcontextprotocol/sdk | MCP SDK | | Supabase | Auth (OAuth 2.1) & PostgreSQL | | Drizzle ORM | Database ORM & migrations | | Vercel Sandbox | Isolated command execution (Firecracker microVM) | | Octokit | GitHub App integration | | Shadcn UI + Tailwind v4 | UI components & styling | | Biome | Linting & formatting |
Apache-2.0 — see LICENSE.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T23:34:23.759Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Dubzdubz",
"href": "https://github.com/dubzdubz/ctx4-ai",
"sourceUrl": "https://github.com/dubzdubz/ctx4-ai",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:09:37.781Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:09:37.781Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubzdubz-ctx4-ai/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to ctx4-ai and adjacent AI workflows.