ICE Locator MCP Server

# ICE Locator MCP Server - Task Management ## Role-Based Team Structure ### Lead Developer (Primary Implementation) **Responsibilities**: Core server development, architecture decisions, code review **Skills Required**: Python, async programming, MCP protocol, web scraping ### Anti-Detection Specialist **Responsibilities**: Proxy management, request obfuscation, behavioral simulation **Skills Required**: Web scraping, anti-detection techniques, network programming ### Documentation Engineer **Responsibilities**: Technical documentation, user guides, API documentation **Skills Required**: Technical writing, documentation tools, user experience ### QA/Testing Specialist **Responsibilities**: Test strategy, automated testing, integration testing **Skills Required**: Testing frameworks, quality assurance, debugging ### DevOps/Repository Manager **Responsibilities**: CI/CD, GitHub setup, release management, discoverability **Skills Required**: GitHub Actions, repository management, community building ## Detailed Task Breakdown ### Phase 1: Foundation (Week 1) #### TASK-001: Project Infrastructure Setup **Owner**: DevOps/Repository Manager **Priority**: Critical **Dependencies**: None **Effort**: 1 day **Subtasks**: - [x] Initialize Python project structure - [x] Set up pyproject.toml with dependencies - [x] Configure ruff, mypy, and pre-commit hooks - [x] Create basic GitHub repository structure - [x] Set up GitHub Actions for CI/CD - [x] Create issue and PR templates **Acceptance Criteria**: - Project builds successfully - All linting tools configured and passing - CI/CD pipeline functional #### TASK-002: Anti-Detection Framework Core **Owner**: Anti-Detection Specialist **Priority**: Critical **Dependencies**: TASK-001 **Effort**: 2 days **Subtasks**: - [x] Design proxy pool management system - [x] Implement IP rotation scheduler - [x] Create request obfuscation engine - [x] Build user-agent rotation system - [x] Implement timing randomization - [x] Create session simulation framework **Acceptance Criteria**: - Proxy pool rotates IPs automatically - Request patterns appear human-like - User-agent rotation working - Configurable timing delays implemented #### TASK-003: MCP Server Foundation **Owner**: Lead Developer **Priority**: Critical **Dependencies**: TASK-001 **Effort**: 2 days **Subtasks**: - [x] Set up FastMCP server instance - [x] Implement tool registry - [x] Create request routing system - [x] Build middleware pipeline - [x] Implement error handling framework - [x] Create logging system **Acceptance Criteria**: - MCP server starts and accepts connections - Tool registry functional - Error handling working - Logging configured #### TASK-004: Web Scraping Core Engine **Owner**: Lead Developer **Priority**: Critical **Dependencies**: TASK-002, TASK-003 **Effort**: 2 days **Subtasks**: - [x] Implement HTTP client with proxy support - [x] Create session management system - [x] Build form parsing engine - [x] Implement CSRF token extraction - [x] Create HTML parsing framework - [x] Build response validation system **Acceptance Criteria**: - Can successfully connect to locator.ice.gov - Form parsing extracts required fields - CSRF tokens handled correctly - Response parsing working ### Phase 2: Core Features (Week 2) #### TASK-005: Basic Search Implementation **Owner**: Lead Developer **Priority**: High **Dependencies**: TASK-004 **Effort**: 2 days **Subtasks**: - [x] Implement search_detainee_by_name tool - [x] Implement search_detainee_by_alien_number tool - [x] Create parameter validation system - [x] Build result parsing logic - [x] Implement error handling for searches - [x] Create response formatting **Acceptance Criteria**: - Both search tools functional - Parameter validation working - Results properly parsed and formatted - Error cases handled gracefully #### TASK-006: Enhanced Search Features **Owner**: Lead Developer **Priority**: High **Dependencies**: TASK-005 **Effort**: 2 days **Subtasks**: - [x] Implement fuzzy matching for names - [x] Create smart query parser for natural language - [x] Build auto-correction engine - [x] Implement bulk search capability - [x] Create search result confidence scoring - [x] Add date range tolerance for birth dates **Acceptance Criteria**: - Fuzzy matching handles name variations - Natural language queries work - Auto-corrections applied appropriately - Bulk searches process multiple requests - Confidence scores accurate #### TASK-007: CAPTCHA Handling System **Owner**: Anti-Detection Specialist **Priority**: High **Dependencies**: TASK-004 **Effort**: 2 days **Subtasks**: - [x] Detect CAPTCHA challenges - [x] Implement CAPTCHA solving strategies - [x] Create fallback mechanisms - [x] Build retry logic for CAPTCHA failures - [x] Implement human intervention hooks - [x] Create CAPTCHA bypass techniques **Acceptance Criteria**: - CAPTCHA detection working - Automated solving attempted - Fallback mechanisms functional - Human intervention possible - Retry logic prevents infinite loops #### TASK-008: Caching and Performance **Owner**: Lead Developer **Priority**: Medium **Dependencies**: TASK-005 **Effort**: 1 day **Subtasks**: - [x] Implement local disk cache using diskcache - [x] Create cache key generation strategy - [x] Build cache invalidation logic - [x] Implement cache warming strategies - [x] Add performance monitoring - [x] Create cache statistics **Acceptance Criteria**: - Cache reduces duplicate requests - Cache invalidation working properly - Performance metrics available - Cache statistics accessible ### Phase 3: Testing and Quality (Week 2-3) #### TASK-009: Comprehensive Test Suite **Owner**: QA/Testing Specialist **Priority**: High **Dependencies**: TASK-005, TASK-006 **Effort**: 3 days **Subtasks**: - [x] Create unit tests for all core components - [x] Implement integration tests for search flows - [x] Build mock ICE website for testing - [x] Create performance test suite - [x] Implement anti-detection test scenarios - [x] Build test data generators **Acceptance Criteria**: - >90% code coverage achieved - All critical paths tested - Mock server functional for testing - Performance benchmarks established - Anti-detection measures tested #### TASK-010: Security and Compliance Testing **Owner**: QA/Testing Specialist **Priority**: High **Dependencies**: TASK-007, TASK-009 **Effort**: 2 days **Subtasks**: - [x] Security audit of data handling - [x] Compliance review for legal requirements - [x] Privacy protection validation - [x] Rate limiting effectiveness testing - [x] Anti-detection measure validation - [x] Error handling security review **Acceptance Criteria**: - No sensitive data leaked - Compliance requirements met - Privacy protections working - Rate limiting effective - Anti-detection measures functional ### Phase 4: Documentation and Polish (Week 3) #### TASK-011: API Documentation **Owner**: Documentation Engineer **Priority**: High **Dependencies**: TASK-005, TASK-006 **Effort**: 2 days **Subtasks**: - [x] Create comprehensive API documentation - [x] Document all tools with examples - [x] Create parameter reference guide - [x] Build response schema documentation - [x] Create error code reference - [x] Add usage examples for each tool **Acceptance Criteria**: - All tools documented with examples - Parameter types and constraints clear - Error codes documented - Examples functional and tested #### TASK-012: User Documentation **Owner**: Documentation Engineer **Priority**: High **Dependencies**: TASK-003, TASK-011 **Effort**: 2 days **Subtasks**: - [x] Create installation and setup guide - [x] Write configuration documentation - [x] Create client integration examples - [x] Build troubleshooting guide - [x] Create responsible usage guidelines - [x] Add legal and ethical considerations **Acceptance Criteria**: - Installation process clearly documented - Configuration options explained - Client examples functional - Troubleshooting covers common issues - Legal guidelines comprehensive #### TASK-013: Repository Optimization **Owner**: DevOps/Repository Manager **Priority**: High **Dependencies**: TASK-011, TASK-012 **Effort**: 2 days **Subtasks**: - [x] Create professional README with badges - [x] Set up GitHub Pages documentation site - [x] Configure repository topics and keywords - [x] Create release workflow and versioning - [x] Set up community health files - [x] Enable discussions and issues **Acceptance Criteria**: - README professional and informative - Documentation site functional - Repository discoverable via search - Release process automated - Community features enabled ### Phase 5: Advanced Features (Week 3-4) #### TASK-014: Enhanced User Experience **Owner**: Technical Lead **Priority**: Medium **Dependencies**: TASK-012 **Effort**: 3 days **Subtasks**: - [x] Implement status monitoring system - [x] Create comprehensive reporting tools - [x] Build multi-language support framework - [x] Add legal resource recommendations - [x] Create user guidance system - [x] Implement smart suggestions **Acceptance Criteria**: - Status monitoring functional - Reports generate correctly - Multi-language framework ready - Legal resources accessible - User guidance helpful #### TASK-014B: Spanish Language Support **Owner**: Internationalization Specialist **Priority**: High **Dependencies**: TASK-014 **Effort**: 2 days **Subtasks**: - [x] Implement complete Spanish interface translation - [x] Create Spanish natural language processing - [x] Build cultural name matching for Hispanic/Latino names - [x] Add Spanish legal terminology translations - [x] Implement localized resource directory - [x] Create bilingual report generation - [x] Add Spanish query examples and documentation **Acceptance Criteria**: - Full Spanish interface available - Spanish queries parsed correctly ("Buscar a María González en Houston") - Hispanic name variations handled (maternal surnames, compound names, particles) - Legal terms properly translated with cultural context - Spanish legal resources and contacts included - Bilingual reports generated accurately #### TASK-015: Advanced Anti-Detection **Owner**: Anti-Detection Specialist **Priority**: Medium **Dependencies**: TASK-002, TASK-007 **Effort**: 2 days **Subtasks**: - [x] Implement behavioral simulation patterns - [x] Create traffic distribution algorithms - [x] Build adaptive timing systems - [x] Implement request prioritization - [x] Create health monitoring for proxies - [x] Build automatic proxy refresh system **Acceptance Criteria**: - Behavioral patterns realistic - Traffic distribution effective - Timing adapts to conditions - Proxy health monitoring functional - Automatic refresh prevents failures ### Phase 6: Final Testing and Release (Week 4) #### TASK-016: End-to-End Integration Testing **Owner**: QA/Testing Specialist **Priority**: Critical **Dependencies**: TASK-014, TASK-015 **Effort**: 2 days **Subtasks**: - [x] Test complete user workflows - [x] Validate all client integrations - [x] Performance testing under load - [x] Long-running stability testing - [x] Anti-detection effectiveness validation - [x] Error recovery testing **Acceptance Criteria**: - All workflows functional end-to-end - Client integrations working - Performance meets requirements - System stable under extended use - Anti-detection measures effective #### TASK-017: Release Preparation **Owner**: DevOps/Repository Manager **Priority**: Critical **Dependencies**: TASK-016 **Effort**: 1 day **Subtasks**: - [x] Final code review and cleanup - [x] Version tagging and release notes - [x] Package distribution setup - [x] MCP registry submission - [x] Community announcement preparation - [x] Documentation final review **Acceptance Criteria**: - Code quality meets standards - Release process functional - Package available for distribution - Registry submission complete - Documentation accurate and complete #### TASK-018: Launch and Community Setup **Owner**: DevOps/Repository Manager **Priority**: High **Dependencies**: TASK-017 **Effort**: 1 day **Subtasks**: - [x] Official repository launch - [x] Community forum setup - [x] Initial user support - [x] Feedback collection system - [x] Issue triage process - [x] Contributor onboarding **Acceptance Criteria**: - Repository publicly available - Community support channels active - Feedback mechanisms working - Issue triage process established - Contributor guidelines clear ## Dependency Matrix ### Critical Path Dependencies ``` TASK-001 → TASK-002 → TASK-004 → TASK-005 → TASK-006 → TASK-009 → TASK-016 → TASK-017 → TASK-018 → TASK-003 ↗ ``` ### Parallel Development Opportunities - TASK-002 and TASK-003 can run in parallel after TASK-001 - TASK-007 and TASK-008 can run parallel with TASK-006 - TASK-011 and TASK-012 can run in parallel - TASK-014 and TASK-015 can run in parallel ### Risk Mitigation - **High Risk**: Anti-detection effectiveness (TASK-002, TASK-007, TASK-015) - **Medium Risk**: CAPTCHA handling complexity (TASK-007) - **Low Risk**: Documentation completeness (TASK-011, TASK-012) ### Resource Allocation - **Week 1**: 2 developers (Lead + Anti-Detection) - **Week 2**: 3 people (+ QA Specialist) - **Week 3**: 4 people (+ Documentation Engineer) - **Week 4**: 5 people (+ DevOps Manager) This task breakdown ensures efficient parallel development while respecting dependencies and maintaining quality standards throughout the accelerated timeline.