Monarchic / Independent AI R&D

Now / Agent enhancements Next / Agent workflows

Products / AI Agent Enhancements

AI Agent Enhancements

Specialist capabilities for AI agents, delivered as hosted MCPs. One account plan covers every available enhancement.

17 enhancements available / 23 catalog entries

Shared usage capacity

Each plan includes an account-level weekly execution allowance shared across available MCPs. Self-service usage pauses at the included weekly limit with no automatic overage charges. Contracted Enterprise capacity is arranged separately.

Usage plan Available

Evaluation

A bounded first run through the hosted MCP catalog

  • Limited 30-day evaluation usage
  • Email confirmation required

Limited 30-day evaluation usage

Usage plan Available

Individual

A practical starting point for one developer

  • Unlimited projects
  • Access to every available MCP

$19 /mo

Annual $190/yr · two months included

Weekly execution allowance; quantities not yet published

Usage pauses at the weekly limit

Usage plan Available

Developer

Capacity for one active developer

  • Unlimited projects
  • Access to every available MCP

$59 /mo

Annual $590/yr · two months included

Weekly execution allowance; quantities not yet published

Usage pauses at the weekly limit

Usage plan Available

Team

Shared hosted MCP capacity for small teams

  • Unlimited projects
  • Access to every available MCP

$149 /mo

Annual $1,490/yr · two months included

Weekly execution allowance; quantities not yet published

Usage pauses at the weekly limit

Usage plan Available

Business

Capacity and support for sustained hosted workloads

  • Unlimited projects
  • Access to every available MCP

$499 /mo

Annual $4,990/yr · two months included

Weekly execution allowance; quantities not yet published

Usage pauses at the weekly limit

Find an enhancement by workflow

Start with the work you need to complete. Availability is shown beside every product; full pages document access, tool behavior, and current boundaries.

Understand and change code

Map repositories, navigate symbols, profile hotspots, review quality, and control bounded development work.

Ship and operate systems

Inspect browser behavior, delivery pipelines, releases, incidents, infrastructure cost, and reliability failures.

Plan and grow

Turn business context into company plans, market intelligence, account research, copy, and search work.

Build product surfaces

Define website requirements, dashboards, launch pages, and production-ready vector assets.

Memory and agent context

Retrieve explicit long-term memory for recurring agent work.

Health and nutrition

Run deterministic nutrition calculations and structured planning from stated inputs.

Available enhancements

These 17 enhancements have production hosted routes. Open one to review its tool-call contract, current limits, and fixed rate-card class.

Browser QA Available

BrowserOps MCP

Capture screenshots, console failures, network failures, and visible-page assertions from an isolated browser run.

Best for
Product teams and agencies that need agents to inspect deployed web interfaces.
Primary outcome
Turn UI claims into reviewable browser observations

Included in shared plan usage

Strategy Available

BusinessModel MCP

Synthesize a company opportunity and hold downstream execution until the business model has been reviewed.

Best for
Founders, studios, and agent teams turning ideas into scoped ventures.
Primary outcome
Create a reviewable company synthesis

Included in shared plan usage

Delivery Operations Available

CI/CD MCP

Diagnose pipeline failures and delays, evaluate release gates, and trace how delivery changes affect downstream systems.

Best for
Engineering and platform teams responsible for build, test, and release pipelines.
Primary outcome
Find queue delays, cache misses, false dependencies, and critical-path bottlenecks

Included in shared plan usage

Code Intelligence Available

CodeIntel MCP

Keep a durable repository index and warm language-server sessions available for symbol lookup, references, diagnostics, and code navigation.

Best for
Engineering teams that need agents to navigate large repositories with live language-server context.
Primary outcome
Answer code-navigation questions without rebuilding the index on every call

Included in shared plan usage

Code Analysis Available

CodeProfiler MCP

Detect a repository's stack, choose an appropriate profiling toolbox, and run bounded read-only probes in an isolated job.

Best for
Engineering and platform teams that want repeatable profiling without giving agents an unrestricted shell.
Primary outcome
Choose profiling tools from the detected project stack

Included in shared plan usage

Code Quality Available

CodeQuality MCP

Analyze supplied source for concrete quality issues, then explain individual findings and practical remediation without requiring repository access.

Best for
Engineering teams that want agents to return specific, explainable code-quality findings.
Primary outcome
Review code through a bounded source-input interface

Included in shared plan usage

Content Quality Available

CopyDev MCP

Edit product copy and identify vague claims, unclear calls to action, and unsupported language before publication.

Best for
Product and marketing teams that need precise editing without losing the original voice.
Primary outcome
Tighten copy without flattening its tone

Included in shared plan usage

Project Setup Available

Create Project MCP

Create a repository scaffold from structured intent without letting each agent improvise the setup.

Best for
Platform teams that want agents to start projects from maintained templates.
Primary outcome
Standardize new projects around known templates

Included in shared plan usage

Agent Memory Available

ExplicitMem MCP

Store named memory objects and retrieve them in later agent sessions without relying on chat history that disappears between sessions.

Best for
Teams running agents over long projects where context must survive sessions.
Primary outcome
Persist facts, preferences, goals, and project context

Included in shared plan usage

Incident Response Available

IncidentOps MCP

Combine alerts, deploys, logs, ownership, and response notes into a coherent incident picture.

Best for
Engineering and operations teams coordinating production incidents.
Primary outcome
Build an incident timeline from alerts, deploys, logs, and response notes

Included in shared plan usage

Infrastructure Intelligence Available

InfraProfiler MCP

Connect infrastructure telemetry and pipeline data, then rank the bottlenecks that matter most.

Best for
Platform, SRE, and engineering teams reducing infrastructure cost, risk, and delivery latency.
Primary outcome
Prioritize cost, reliability, saturation, and delivery hotspots

Included in shared plan usage

Go-to-Market Available

LeadGenerator MCP

Turn validated business and enrichment data into ranked organizations, buyer personas, people, and outreach angles.

Best for
B2B founders and revenue teams working from a defined business model.
Primary outcome
Build a focused target-account list

Included in shared plan usage

Health and Nutrition Available

Nutrition MCP

Validate nutrition inputs, run deterministic calculations, and build structured plans from stated requirements.

Best for
Teams building nutrition workflows that need deterministic calculations and explicit constraints.
Primary outcome
Keep calculation inputs and results together

Included in shared plan usage

Release Management Available

ReleaseOps MCP

Turn release readiness into structured checks and exportable review artifacts.

Best for
Engineering teams coordinating changelogs, artifacts, release checks, and reviewer handoff.
Primary outcome
Catch documentation drift and missing release artifacts

Included in shared plan usage

Repository Operations Available

Repo Fleet MCP

Inventory repositories and coordinate bounded operations across the fleet.

Best for
Organizations managing many repositories with agents.
Primary outcome
See repository state in one consistent inventory

Included in shared plan usage

Repository Intelligence Available

RepoIntel MCP

Give agents repository maps, generated documentation, workflow context, and source-file citations.

Best for
Engineering teams using agents across medium and large codebases.
Primary outcome
Reduce the time needed to understand an unfamiliar codebase

Included in shared plan usage

SEO Operations Available

SEO MCP

Discover routes, inspect live pages, plan internal links, and run ranking-pipeline checks.

Best for
Content teams, agencies, and founders running repeatable SEO work.
Primary outcome
Replace generic advice with page-specific observations

Included in shared plan usage

Hosted expansion

Coming soon

These MCPs are accepted for the hosted catalog and have an assigned runtime plan. Their product pages are public now, but hosted access remains closed until their deployment gates pass.

Organization Operations Coming soon

OrgFleet MCP

Inventory organization repositories and run governed clone or sync operations from a management-plane service.

Best for
Platform teams responsible for repository hygiene and coordinated work across a GitHub organization.
Primary outcome
See repository state across the organization

Hosted access coming soon

Organization Intelligence Coming soon

OrgIntel MCP

Run repository intelligence across a selected organization scope and produce resumable cross-repository reports.

Best for
Engineering leaders and platform teams that need cross-repository analysis rather than one repository at a time.
Primary outcome
Analyze a selected repository fleet as one job

Hosted access coming soon

Visual Design Coming soon

VectorDesign MCP

Build and revise vector artwork while preserving session state through validation and export.

Best for
Product and brand teams that want agents to create editable vector assets through a structured interface.
Primary outcome
Keep vector edits in a structured session

Hosted access coming soon

Web Planning Coming soon

WebDashboard MCP

Turn approved site specifications into dashboard hierarchy, component states, responsive behavior, and implementation guidance.

Best for
Product teams that need a clear dashboard specification before implementation starts.
Primary outcome
Define dashboard structure before code changes begin

Hosted access coming soon

Web Research Coming soon

WebInfo MCP

Gather website research, retain its sources, and promote reviewed findings into reusable content decisions.

Best for
Product, content, and design teams that need sourced website decisions before composition work begins.
Primary outcome
Keep research tied to the pages and sources it came from

Hosted access coming soon

Web Visuals Coming soon

WebSplash MCP

Build a structured visual scene, render it in an isolated browser runtime, and export still, motion, or implementation assets.

Best for
Design and product teams that need rendered web visuals and motion assets with implementation metadata.
Primary outcome
Review rendered output before it reaches a website

Hosted access coming soon

Subscription price. Usage measured by the work.

Included capacity adapts to operation type and complexity. Customers see one weekly percentage, not an internal unit balance. Every operation uses the class fixed in the versioned catalog, and every receipt shows the resulting usage impact.

SharedUse one plan across every MCP currently marked Available.
VisibleSee weekly execution remaining, the refresh date, available rollover, and operation receipts.
ControlledSelf-service usage pauses at the included limit. PAYG requires a separate Enterprise contract.

Current catalog classification

80 operations / three classes

Rate card 2026-08-28-v7

Standard

39

Lower-complexity operations in the current rate card.

Advanced

39

Higher-complexity analysis and workflow operations.

Browser

2

Managed browser execution with captured evidence.

Counts describe the complete classified catalog, including products still in rollout or planned. They are catalog coverage—not an allowance quantity or a per-operation price.

7d

Refresh cadence

A new included-usage grant arrives every seven days.

14d

Maximum age

Unused capacity can cross one refresh and then expires oldest-first.

Stop

At the limit

Execution pauses until refresh. Self-service PAYG and automatic overage are off.

Allowance publication status

Quantities not yet published

The subscription prices and usage model are published now. Exact included quantities remain behind the catalog's approval gate until direct and shared variable costs are allocated, representative workloads are replayed, and full-utilization margins pass review.

Monthly and annual subscriptions receive the same nominal weekly grant. Annual billing costs ten monthly payments; storage and disclosed provider expenses remain separate.

Set up a client

From account to first tool call

The setup guide covers access, API keys, client configuration, verification, and troubleshooting.

Open setup