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Let an AI agent prepare a change for review

Agent Bridge is the governed AI connection for Capell. It exposes the same capability layer used by Capell's AI Command Centre through MCP: an external AI client can discover intents, examples, and supported command shapes, validate structured inputs, find pages and sites by human-readable references, and request registered operations without receiving broad database or admin access.

Discoverable schemas Scoped authority Preview before mutation
A bounded Capell AI workflow moving from a structured preview through validation and human approval to a private draft.

Agent Bridge exposes a typed catalogue of Capell operations through MCP. The external client can discover capability names, categories, descriptions, intents, examples, input and output schemas, risks, scopes, package requirements, preview support, confirmation rules, and audit events before choosing a tool.

The tokenless public endpoint is limited to allowlisted AI Creator catalogues, interview, schema, and validation. The authenticated endpoint can list, run, and confirm site capabilities within token scope and current policy. A mutation receives a non-destructive preview, a separate matching confirmation, another policy check, and a secret-scrubbed audit record.

This external-agent path runs no inference in Capell. Optional AI Creator inside the admin is a separate provider-backed workflow. Both paths share structured site validation and keep generated sites private until a person confirms the exact application plan.

Adoption decision

Before you adopt the AI packages

Both packages require Capell Membership. Use the live demo to inspect the public workflow first, then test the package path away from production. Keep a human responsible for provider terms, review, confirmation, and the final production release.

Beta
Maturity
Agent Bridge and AI Creator are Beta in the marketplace.
Membership
Access
Both are paid packages available through Capell Membership.
Review first
Production
Pilot away from production and keep a person accountable for approval.
Live demo
Try it
Inspect the public command flow before choosing a package.

Beta packages are suitable for evaluation and controlled pilots. Treat production use as a deliberate team decision.

The capability flow

Natural-language intent as a typed operation

Discover

List visible capabilities with names, descriptions, categories, intents, examples, schemas, risk, and confirmation rules.

Suggest

Match the user's words to likely capabilities without treating a suggestion as permission to execute.

Resolve

Find an accessible page, site, or package from its title, slug, URL, domain, name, or registered key.

Authorise

Check token scopes, current user policy, site access, installed package state, and native workflow readiness.

Preview

Return the exact non-mutating impact, warnings, target, and expected result for review.

Confirm

Bind approval to one user, capability, payload, preview, expiry, and audit event, then allow one execution.

A public read endpoint separated from a token-authenticated capability endpoint.

Public building rules and protected authority

  • Public read, ai/capell/read: list the allowlisted theme, page-type, section-type, layout, interview, schema, and validation capabilities. It has no preview, export, build, apply, tokens, private records, page administration, or package activation.
  • Authenticated, ai/capell: list site capabilities and run or confirm those allowed by the Agent Bridge token, current policy, package state, and site context.
  • A valid input is not authority. Every capability carries its own risk and confirmation contract, and policy is checked again immediately before execution.

Pre-invocation capability details

Capability discovery returns enough metadata for autocomplete and agent planning while keeping package internals private, including the direct-command shapes each capability accepts. Core page, site, publishing, package, and system operations live beside extension-contributed capabilities such as AI Creator. Installing or disabling an extension changes the catalogue and its command shapes without patching Agent Bridge.

Identity

stable key, name, category

Language

description, intents, examples

Contract

input and output schemas

Authority

scope, server, policy ability

Safety

risk, preview, confirmation

Operations

required package and audit event

Website-lifecycle tools without blanket admin access

Start with read capabilities, then grant only the write scopes needed for the delivery workflow. A token can discover a broader catalogue than it may execute, and the capability still applies current user and site policy.

Questions

Pre-token authority questions

Does Capell choose or run the external model?
No. The MCP and Agent Bridge path runs no inference. The external client supplies the reasoning, credentials, model choice, usage cost, and retention terms. Optional in-product AI Creator is separate and uses the provider your team configures through the AIOrchestrator package.
Can an agent copy another website?
No. Page cloning is limited to content already inside the authorised Capell site. AI Creator may use abstract reference notes, but its prompt and validation rules reject scraping, close reproduction, impersonation, third-party branding, logos, and copied trade dress.
Can a voice request install code from the internet?
No. Package activation is limited to Composer-present, registered Capell packages. The preview shows declared impact before confirmation. Agent Bridge does not offer arbitrary shell or Composer execution.
Does a successful preview guarantee the operation will run?
No. The preview can reject an unready request. A successful mutation preview still needs the matching confirmation, and policy is checked again at execution. Tokens expire, are bound to the user and payload, and can be used once.
What reaches the public website?
Only approved render data. Prompts, token scopes, permissions, internal record identifiers, field paths, audit entries, signed editor URLs, model metadata, and private previews stay outside public output.
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Next step

Progressive agent authority

Start with discovery, then add each additional authority deliberately. Connect the public read endpoint first. Add a narrow token only after the team can explain its scopes, previews, confirmations, and audit review.

Use a real task as the acceptance test: find a named page, inspect it, preview a private clone, reject one unsafe request, and confirm one authorised operation. The in-admin AI-ready page shows how the same capability layer works for editors and voice input.

Evaluator gate

The agent-authority decision

Does the task have a named target and typed result?

Proceed with Agent Bridge when
The capability can resolve one permitted site, page, package, or operation and validate a bounded output schema.
Keep the current workflow when
The request depends on broad database access, arbitrary HTTP, a shell, or an open-ended instruction.

Does the task need write authority?

Proceed with Agent Bridge when
Read discovery is insufficient and the smallest required mutation scope can be named explicitly.
Keep the current workflow when
The public read endpoint or an existing Filament action already completes the job.

Can a person inspect the exact impact before execution?

Proceed with Agent Bridge when
The capability produces a non-destructive preview and binds one-use confirmation to the same user, payload, and operation.
Keep the current workflow when
The proposed effect cannot be made legible or policy must be bypassed to complete it.

Can a named operator own the audit and revoke access?

Proceed with Agent Bridge when
One owner can review secret-scrubbed events, rotate or revoke the token, and investigate rejected operations.
Keep the current workflow when
No person owns scopes, confirmation, incident review, or the external model and retention terms.
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