Crawler Summary

mapper answer-first brief

OpenClaw agent: mapper Professional Services Practice Management Platform A comprehensive Next.js application for managing professional services delivery across multiple service lines. Built for Forvis Mazars, this platform provides end-to-end client lifecycle management, project delivery, business development, and AI-powered tools for Tax, Audit, Accounting, Advisory, and other professional services. Features Core Functionality Project Ma Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

mapper is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 98/100

mapper

OpenClaw agent: mapper Professional Services Practice Management Platform A comprehensive Next.js application for managing professional services delivery across multiple service lines. Built for Forvis Mazars, this platform provides end-to-end client lifecycle management, project delivery, business development, and AI-powered tools for Tax, Audit, Accounting, Advisory, and other professional services. Features Core Functionality Project Ma

MCPverified

Public facts

6

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Jaredmazars

Artifacts

0

Benchmarks

0

Last release

0.1.1

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/JaredMazars/GT3_Tool_T.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Jaredmazars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

bash

git clone <repository-url>
cd mapper

bash

npm install

bash

# Copy the example file
cp .env.example .env

# Edit .env and add your values:
# - DATABASE_URL (use default for development)
# - OPENAI_API_KEY (required)
# - AZURE_STORAGE_CONNECTION_STRING (required for document storage)

bash

npx prisma generate
npx prisma db push  # For Azure SQL Server
# OR
npx prisma migrate dev  # For local development with migrations

bash

npm run dev

text

mapper/
├── prisma/
│   ├── schema.prisma        # Database schema
│   └── migrations/          # Database migrations
├── src/
│   ├── app/
│   │   ├── api/             # API routes
│   │   │   ├── health/      # Health check endpoint
│   │   │   ├── projects/    # Project management
│   │   │   └── ...
│   │   ├── dashboard/       # Dashboard pages
│   │   └── layout.tsx       # Root layout
│   ├── components/          # React components
│   ├── lib/                 # Core libraries
│   │   ├── errorHandler.ts  # Error handling
│   │   ├── validation.ts    # Zod schemas
│   │   ├── apiUtils.ts      # API utilities
│   │   ├── rateLimit.ts     # Rate limiting
│   │   ├── retryUtils.ts    # Retry logic
│   │   ├── fileValidator.ts # File validation
│   │   └── ...
│   └── types/               # TypeScript types
└── public/                  # Static files

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

OpenClaw agent: mapper Professional Services Practice Management Platform A comprehensive Next.js application for managing professional services delivery across multiple service lines. Built for Forvis Mazars, this platform provides end-to-end client lifecycle management, project delivery, business development, and AI-powered tools for Tax, Audit, Accounting, Advisory, and other professional services. Features Core Functionality Project Ma

Full README

Professional Services Practice Management Platform

A comprehensive Next.js application for managing professional services delivery across multiple service lines. Built for Forvis Mazars, this platform provides end-to-end client lifecycle management, project delivery, business development, and AI-powered tools for Tax, Audit, Accounting, Advisory, and other professional services.

Features

Core Functionality

Project Management

  • Multi-Service Line Support: Tax, Audit, Accounting, Advisory, QRM, Business Development, IT, Finance, HR
  • Project Types: 20+ project types across all service lines (Tax Calculation, Tax Opinion, Audit Engagement, Financial Statements, Advisory Projects, etc.)
  • Project Lifecycle Management: From client acceptance through delivery and filing
  • Team Collaboration: Multi-user project assignments with role-based access (Admin, Reviewer, Editor, Viewer)
  • Service Line Isolation: Users only access projects within their authorized service lines

Client Management

  • External Database Integration: Syncs with Forvis Mazars client database
  • Client Acceptance Workflows: Risk assessment questionnaires with automated scoring
  • Risk Rating System: Comprehensive evaluation with high-risk flagging
  • Client Analytics: Credit rating analysis, financial ratios, document analysis
  • Client Portal: View client history, projects, and engagement status

Business Development CRM

  • Opportunity Pipeline: Customizable stages (Lead, Qualified, Proposal, Negotiation, Won, Lost)
  • Contact Management: Track prospects and client contacts with full details
  • Activity Tracking: Meetings, calls, emails, tasks with due dates and status
  • Proposal Management: Version control, status tracking, document upload
  • Pipeline Analytics: Win rates, conversion tracking, forecast reporting
  • Client Conversion: Seamless conversion from opportunity to client

Document Management & AI Tools

  • AI-Powered Document Extraction: Automated data extraction from Excel, PDF, Word, CSV
  • Opinion Drafting: AI-assisted tax opinions with section generation and review workflow
  • Trial Balance Mapping: Automated mapping to SARS IT14 items (Tax projects)
  • Tax Adjustment Suggestions: OpenAI-based recommendations with confidence scores
  • Document Storage: Organized by project with version control
  • Template Management: Engagement letters, questionnaires, customizable templates

Compliance & Administration

  • Compliance Checklists: Task management with due dates and assignments
  • Filing Status Tracking: SARS submissions, deadlines, reference numbers
  • SARS Response Management: Track correspondence and deadlines
  • Research Notes: Legal precedents, case law, technical research
  • Audit Trail: Full activity logging for compliance

Security & Permissions

  • Three-Tier Security Model: System-level, Service Line-level, and Project-level access control
  • Granular Permissions: Page and feature-level permissions with role-based access
  • Azure AD Integration: Enterprise authentication with MSAL
  • Session Fingerprinting: Prevents session hijacking across devices
  • Distributed Session Management: Instant session invalidation across all instances

Technical Features

  • Robust Error Handling: Centralized error handling with custom error classes
  • Input Validation: Zod schema validation for all API endpoints
  • Redis Caching: Sessions, permissions, service lines (99% faster than database)
  • Distributed Rate Limiting: Redis-backed rate limiting across Container App replicas
  • Background Job Queue: Reliable job processing with retry logic and dead letter queue
  • File Upload Security: Magic byte validation, size limits, and sanitization
  • Health Monitoring: Comprehensive system and Redis health checks
  • Performance Optimizations: React Query caching, database indexing, composite indexes

Technology Stack

  • Framework: Next.js 14 (App Router)
  • Database: Prisma ORM with Azure SQL Server
  • Authentication: Azure AD / Microsoft Entra ID (MSAL)
  • Caching & Sessions: Redis (Azure Cache for Redis)
  • State Management: React Query (TanStack Query) for client-side caching
  • AI: Azure OpenAI (GPT-4) for document analysis, opinions, and tax suggestions
  • UI: TailwindCSS + Headless UI (Forvis Mazars branded)
  • Validation: Zod for schema validation
  • File Processing: ExcelJS, Mammoth, PDF libraries
  • Email: Azure Communication Services
  • Storage: Azure Blob Storage for document storage
  • Search: Azure AI Search (future)

Getting Started

Prerequisites

  • Node.js 18+
  • npm or yarn
  • Azure subscription with:
    • Azure SQL Server
    • Azure OpenAI
    • Azure Cache for Redis
    • Azure AD tenant

Installation

  1. Clone the repository:
git clone <repository-url>
cd mapper
  1. Install dependencies:
npm install
  1. Set up environment variables:
# Copy the example file
cp .env.example .env

# Edit .env and add your values:
# - DATABASE_URL (use default for development)
# - OPENAI_API_KEY (required)
# - AZURE_STORAGE_CONNECTION_STRING (required for document storage)

Note: Azure Blob Storage will automatically create the following containers on first use:

  • engagement-letters - Engagement letter documents
  • dpa - Data Processing Agreements
  • acceptance-documents - A&C (Acceptance & Continuance) documents
  • review-notes - Review note attachments
  • news-bulletins - News bulletin documents
  1. Initialize the database:
npx prisma generate
npx prisma db push  # For Azure SQL Server
# OR
npx prisma migrate dev  # For local development with migrations
  1. Run the development server:
npm run dev
  1. Open http://localhost:3000 in your browser

Environment Variables

Required

| Variable | Description | Example | |----------|-------------|---------| | DATABASE_URL | Azure SQL Server connection string | sqlserver://server.database.windows.net:1433;database=db;user=user;password=pass;encrypt=true | | NEXTAUTH_URL | Application URL | https://app.forvismazars.com | | NEXTAUTH_SECRET | JWT signing secret (32+ chars) | <strong-random-secret> | | AZURE_AD_CLIENT_ID | Azure AD application ID | <guid> | | AZURE_AD_CLIENT_SECRET | Azure AD client secret | <secret> | | AZURE_AD_TENANT_ID | Azure AD tenant ID | <guid> | | AZURE_OPENAI_ENDPOINT | Azure OpenAI endpoint | https://<resource>.openai.azure.com | | AZURE_OPENAI_API_KEY | Azure OpenAI API key | <key> | | AZURE_OPENAI_DEPLOYMENT | Deployment name (GPT-4) | gpt-4 | | REDIS_CONNECTION_STRING | Azure Cache for Redis | <host>:6380,password=<key>,ssl=True |

Optional

| Variable | Description | Default | |----------|-------------|---------| | NODE_ENV | Environment | development | | PORT | Server port | 3000 | | REDIS_USERNAME | Redis ACL username | default | | SESSION_FINGERPRINT_ENABLED | Enable session fingerprinting | true | | RATE_LIMIT_ENABLED | Enable rate limiting | true | | RATE_LIMIT_BYPASS_ADMIN | Allow admin bypass | true | | MAX_FILE_UPLOAD_SIZE | Max file size in bytes | 10485760 (10MB) | | AZURE_COMMUNICATION_CONNECTION_STRING | Email service (optional) | - | | AZURE_STORAGE_CONNECTION_STRING | Azure Blob Storage connection string | Required |

Project Structure

mapper/
├── prisma/
│   ├── schema.prisma        # Database schema
│   └── migrations/          # Database migrations
├── src/
│   ├── app/
│   │   ├── api/             # API routes
│   │   │   ├── health/      # Health check endpoint
│   │   │   ├── projects/    # Project management
│   │   │   └── ...
│   │   ├── dashboard/       # Dashboard pages
│   │   └── layout.tsx       # Root layout
│   ├── components/          # React components
│   ├── lib/                 # Core libraries
│   │   ├── errorHandler.ts  # Error handling
│   │   ├── validation.ts    # Zod schemas
│   │   ├── apiUtils.ts      # API utilities
│   │   ├── rateLimit.ts     # Rate limiting
│   │   ├── retryUtils.ts    # Retry logic
│   │   ├── fileValidator.ts # File validation
│   │   └── ...
│   └── types/               # TypeScript types
└── public/                  # Static files

Usage Guide

Getting Started

  1. Sign in with your Forvis Mazars Azure AD account
  2. Dashboard displays your service lines, projects, and notifications
  3. Navigate using the service line selector (e.g., Tax, Audit, Advisory)

Managing Clients

  1. Navigate to Clients section in your service line
  2. Add Client: Link existing client from database or create acceptance workflow
  3. Client Acceptance: Complete risk assessment questionnaire
  4. Upload Documents: Financial statements, registration docs for analytics
  5. View Analytics: Credit ratings, financial ratios, risk summary

Creating Projects

  1. Go to Projects or select client and click New Project
  2. Choose Project Type based on service line:
    • Tax: Tax Calculation, Tax Opinion, Tax Administration
    • Audit: Audit Engagement, Audit Review, Audit Report
    • Accounting: Financial Statements, Bookkeeping, Management Accounts
    • Advisory: Advisory Project, Consulting Engagement, Strategy Review
  3. Set Project Details: Name, description, tax year (if applicable), deadlines
  4. Assign Team Members with appropriate roles (Admin, Reviewer, Editor, Viewer)
  5. Generate Engagement Letter (if required) from template

Working on Projects

Tax Calculation Projects

  1. Upload Trial Balance: Go to Mapping tab, upload Excel/CSV
  2. Review Mappings: Income Statement and Balance Sheet tabs
  3. Tax Adjustments: Generate AI suggestions, review, approve
  4. Upload Supporting Documents: Depreciation schedules, loan agreements, etc.
  5. Generate Tax Report: AI-powered tax analysis
  6. Export: Download Excel workbook with complete calculation

Opinion Drafting Projects

  1. Upload Reference Documents: Case law, legislation, client docs
  2. Generate Opinion Sections: Use AI to draft technical analysis
  3. Review & Edit: Refine AI-generated content
  4. Collaborate: Multiple reviewers can comment and approve
  5. Publish: Finalize and export opinion document

General Project Workflows

  1. Document Management: Upload files, organize by category
  2. Compliance Checklist: Track tasks, assign team members
  3. Filing Status: Monitor submission deadlines
  4. Research Notes: Document technical research and precedents

Business Development

  1. Navigate to BD section in your service line
  2. Add Contact: Create prospect or client contact
  3. Create Opportunity: Track deal through pipeline stages
  4. Log Activities: Meetings, calls, emails, tasks
  5. Upload Proposals: Track versions, status, client responses
  6. Convert to Client: Win opportunity and create client record

Administration (System Admins)

  1. User Management: Assign roles, service line access, permissions
  2. Service Lines: Configure departments and access
  3. Templates: Create and manage engagement letter templates
  4. Permissions: Configure role-based access control

API Endpoints

Authentication

  • POST /api/auth/signin - Azure AD sign-in
  • GET /api/auth/logout - Sign out and invalidate session (redirects to Azure AD logout)
  • GET /api/auth/session - Get current user session

Projects

  • GET /api/projects - List projects (filtered by service line access)
  • POST /api/projects - Create new project
  • GET /api/projects/[id] - Get project details
  • PUT /api/projects/[id] - Update project
  • DELETE /api/projects/[id] - Archive project
  • POST /api/projects/[id]/users - Assign user to project
  • DELETE /api/projects/[id]/users/[userId] - Remove user from project

Clients

  • GET /api/clients - List clients (filtered by service line)
  • POST /api/clients - Create client acceptance workflow
  • GET /api/clients/[id] - Get client details
  • PUT /api/clients/[id] - Update client
  • GET /api/clients/search - Search clients by name/code

Client Acceptance

  • POST /api/acceptance/responses - Submit acceptance questionnaire
  • GET /api/acceptance/responses/[id] - Get acceptance response
  • PUT /api/acceptance/responses/[id] - Update response
  • POST /api/acceptance/responses/[id]/documents - Upload acceptance documents
  • POST /api/acceptance/responses/[id]/approve - Approve client acceptance

Business Development

  • GET /api/bd/opportunities - List opportunities
  • POST /api/bd/opportunities - Create opportunity
  • PUT /api/bd/opportunities/[id] - Update opportunity
  • GET /api/bd/contacts - List contacts
  • POST /api/bd/contacts - Create contact
  • POST /api/bd/activities - Log activity
  • POST /api/bd/proposals - Upload proposal
  • POST /api/bd/opportunities/[id]/convert - Convert to client

Documents (General)

  • POST /api/projects/[id]/documents - Upload project document
  • GET /api/projects/[id]/documents - List project documents
  • DELETE /api/projects/[id]/documents/[docId] - Delete document

Tax Features (Tax Projects)

  • POST /api/projects/[id]/mapping/upload - Upload trial balance
  • GET /api/projects/[id]/mapping - Get mapped accounts
  • GET /api/projects/[id]/tax-adjustments - List adjustments
  • POST /api/projects/[id]/tax-adjustments - Create adjustment
  • POST /api/projects/[id]/tax-adjustments/suggestions - Generate AI suggestions
  • GET /api/projects/[id]/tax-calculation/export - Export calculation

Opinion Drafting

  • POST /api/projects/[id]/opinions - Create opinion draft
  • GET /api/projects/[id]/opinions/[draftId] - Get draft
  • POST /api/projects/[id]/opinions/[draftId]/generate - Generate section with AI
  • PUT /api/projects/[id]/opinions/[draftId]/sections/[sectionId] - Update section
  • POST /api/projects/[id]/opinions/[draftId]/documents - Upload reference document

Analytics

  • POST /api/clients/[id]/analytics/analyze - Analyze client financials
  • GET /api/clients/[id]/credit-ratings - Get credit ratings
  • POST /api/clients/[id]/documents - Upload analytics document

Templates

  • GET /api/templates - List templates
  • POST /api/templates - Create template
  • PUT /api/templates/[id] - Update template
  • GET /api/templates/[id]/generate - Generate document from template

Administration

  • GET /api/admin/users - List users (System Admin)
  • PUT /api/admin/users/[id] - Update user role/permissions
  • GET /api/admin/service-lines - List service lines

System Health

  • GET /api/health - System health check
  • GET /api/health/redis - Redis health and queue stats (System Admin)

Development

Database Migrations

Create a new migration:

npx prisma migrate dev --name migration_name

Reset database:

npx prisma migrate reset

View database:

npx prisma studio

Linting & Type Checking

# Run linter
npm run lint

# Type check
npx tsc --noEmit

Testing

# Run tests (when implemented)
npm test

# Run e2e tests
npm run test:e2e

Compliance Features

Tax Compliance (Tax Service Line)

  • SARS IT14 Mapping: Automated trial balance to IT14 return format
  • Income Tax Act, 1962: Implements key sections (s11-13, s18A, s23, s23M, s24, s8(4))
  • Tax Adjustment Rules: AI-powered suggestions based on SA tax legislation
  • Filing Status Tracking: SARS submission deadlines and reference numbers

Audit & Quality Control

  • Client Acceptance: Risk assessment and approval workflows
  • Engagement Letters: Template-based generation and tracking
  • Compliance Checklists: Task management for regulatory requirements
  • Document Management: Organized storage with audit trail

Security & Governance

  • Audit Logging: Full activity tracking for compliance
  • Access Control: Three-tier security model with granular permissions
  • Data Isolation: Service line-based data segregation
  • Session Security: Fingerprinting prevents unauthorized access

Security Features

  • Azure AD Authentication: Enterprise SSO with MSAL
  • Three-Tier Authorization: System, Service Line, and Project level access
  • Granular Permissions: Page and feature-level permission system
  • Session Fingerprinting: Prevents session hijacking across devices
  • Distributed Session Management: Instant invalidation across all instances
  • Input Validation: Zod schema validation on all endpoints
  • Cache Key Sanitization: Prevents cache poisoning attacks
  • Distributed Rate Limiting: Redis-backed rate limiting across replicas
  • File Upload Security: Magic byte validation, size limits, sanitization
  • TLS 1.2+ Enforcement: Secure Redis and database connections
  • Audit Logging: Complete activity trail for compliance
  • Error Handling: No sensitive data exposure in client errors

Production Deployment

Azure SQL Server Setup

  1. Update DATABASE_URL in .env:
DATABASE_URL="sqlserver://your-server.database.windows.net:1433;database=your-database;user=your-user;password=your-password;encrypt=true"
  1. Push schema to database:
npx prisma db push

Or if using migrations:

npx prisma migrate deploy

Environment Setup

  • Set NODE_ENV=production
  • Configure rate limiting appropriately
  • Set up monitoring (Sentry, etc.)
  • Enable HTTPS
  • Configure CORS if needed

Build & Start

npm run build
npm start

Troubleshooting

Authentication Issues

  • Verify AZURE_AD_CLIENT_ID, AZURE_AD_CLIENT_SECRET, and AZURE_AD_TENANT_ID are set
  • Check that user exists in Azure AD tenant
  • Ensure redirect URIs are configured in Azure AD app registration
  • Review browser console for MSAL errors

Permission Denied Errors

  • Verify user has been assigned to appropriate service line
  • Check that user has required permissions for the resource
  • System Admins have access to all features
  • Contact administrator to assign roles/permissions

AI Features Not Working

  • Check AZURE_OPENAI_ENDPOINT and AZURE_OPENAI_API_KEY are set
  • Verify deployment name matches AZURE_OPENAI_DEPLOYMENT
  • Check Azure OpenAI quota/limits not exceeded
  • Review console for error messages

File Upload Failing

  • Ensure file size < 10MB (or configured limit)
  • Verify file type is supported (.xlsx, .xls, .pdf, .csv, .docx)
  • Check uploads/ directory permissions
  • Review browser console for errors

Database Errors

  • Run npx prisma generate to regenerate client
  • Check DATABASE_URL connection string
  • Verify migrations are up to date: npx prisma migrate deploy
  • Check Azure SQL Server firewall rules

Redis/Caching Issues

  • Verify REDIS_CONNECTION_STRING is set correctly
  • Check Azure Cache for Redis is running
  • Application falls back to in-memory cache if Redis unavailable
  • Check /api/health/redis endpoint for diagnostics (admin only)

Contributing

  1. Create a feature branch
  2. Make your changes
  3. Add tests
  4. Update documentation
  5. Submit a pull request

License

[Your License Here]

Support

For issues or questions:

  1. Check the Troubleshooting section
  2. Review console logs for errors
  3. Verify environment variables are set correctly
  4. Check database connection

Roadmap

Recently Completed ✅

  • ✅ Azure AD Authentication - Enterprise SSO with MSAL
  • ✅ Multi-Service Line Support - Tax, Audit, Accounting, Advisory, QRM, BD, IT, Finance, HR
  • ✅ Three-Tier Security Model - System, Service Line, and Project level access
  • ✅ Granular Permission System - Role-based access control with page/feature permissions
  • ✅ Client Management - External DB integration, acceptance workflows, risk assessment
  • ✅ Business Development CRM - Opportunities, contacts, activities, proposals
  • ✅ Multi-User Collaboration - Project assignments with role-based access
  • ✅ Redis Caching & Sessions - 99% faster session lookups, distributed caching
  • ✅ Distributed Rate Limiting - Redis-backed rate limiting across replicas
  • ✅ Background Job Queue - Reliable job processing with retry logic
  • ✅ Client Analytics - Credit rating analysis, financial ratios
  • ✅ Opinion Drafting - AI-assisted tax opinion generation
  • ✅ Template Management - Engagement letters, questionnaires
  • ✅ React Query Integration - Client-side caching (5-10x faster tab switching)
  • ✅ Azure SQL Server - Optimized indexes and composite keys
  • ✅ Session Fingerprinting - Prevents session hijacking
  • ✅ Centralized Error Handling - Custom error classes and logging
  • ✅ Health Monitoring - System and Redis health checks

In Progress 🚧

  • 🚧 Azure Blob Storage Integration - Document storage and retrieval
  • 🚧 Azure AI Search - Full-text search across documents and projects
  • 🚧 Email Notifications - Azure Communication Services integration
  • 🚧 Advanced Analytics Dashboard - Service line metrics, project KPIs

Planned Features 📋

  • [ ] PDF Export - Generate PDF reports from projects
  • [ ] eFiling XML Export - SARS IT14 XML format (Tax projects)
  • [ ] Comprehensive Test Suite - Unit, integration, and e2e tests
  • [ ] Version History - Track changes to adjustments and opinions
  • [ ] Comparison Reports - Year-over-year analysis (Tax projects)
  • [ ] Mobile App - iOS/Android client approval and review
  • [ ] Offline Mode - Work without internet, sync when connected
  • [ ] Advanced Workflow Automation - Custom approval chains
  • [ ] Integration APIs - Connect with external practice management systems
  • [ ] Advanced AI Features - Predictive analytics, anomaly detection

Performance Optimizations

  • React Query: Client-side caching reduces API calls by 80%
  • Redis Caching: Session lookups 99% faster (2-5ms vs 200ms database query)
  • Permission Caching: Authorization checks 95% faster (cached 5 minutes)
  • Database Indexes: Composite indexes on frequently queried columns
  • Background Jobs: Long-running tasks processed asynchronously
  • Expected Performance: Tab switching 50ms vs 500-2000ms before optimization

Built for Forvis Mazars professional services excellence

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
Ard RegistryUpdated 1h agoRank 94

io.github.Deesmo/arch-tools-mcp

63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.

MCPmcpmcp-registry
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Primary-source commodities data for AI agents — EIA, FRED, CFTC, USDA, USGS via x402 on Base.

MCPmcpmcp-registry
Ard RegistryUpdated 12h agoRank 94

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MCPmcpmcp-registry
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/JaredMazars/GT3_Tool_T#input",
  "outputSchemaRef": "https://github.com/JaredMazars/GT3_Tool_T#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:53.642Z",
  "sourceUpdatedAt": "2026-02-24T19:46:53.642Z",
  "freshnessSeconds": 19596384
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T15:13:18.140Z"
    }
  },
  "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": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:53.642Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:53.642Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/JaredMazars/GT3_Tool_T#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:53.642Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Jaredmazars",
    "href": "https://github.com/JaredMazars/GT3_Tool_T",
    "sourceUrl": "https://github.com/JaredMazars/GT3_Tool_T",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-jaredmazars-gt3-tool-t/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
  }
]

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