June 2026 monthly summary for akto-api-security/akto: Delivered proactive enhancements to agentic data handling and robust IP/guardrail validation, stabilized AI interaction workflows, and advanced dashboard capabilities. These efforts improved security governance, data-driven risk insights, and deployment reliability across environments.

May 2026 focused on strengthening reliability, security, and observability across the Akto API security stack while enabling flexible deployment. Delivered token-based authentication for the data ingestion service to improve secure data flow, implemented database connectivity and dependency cleanup to simplify maintenance and improve startup times, and enhanced staging and observability with expanded metrics/collectors to accelerate diagnostics and capacity planning. Added airgapped mode support to enable safe operation in isolated environments, skipping CDN analytics where appropriate. Expanded logging capabilities and improved log message formatting, including sending logs to databases and increasing log coverage, to bolster operational visibility and incident response. These changes across akto-api-security/akto and akto-api-security/Documentation deliver safer data ingestion, more reliable deployments, and faster issue resolution while broadening deployment options.

April 2026 highlights for akto (akto-api-security/akto): Key features delivered and major fixes include: - Guardrails and Warning System Enhancements: added warn mode for cursor and Claude CLI, introduced top-level behaviour, and updated guardrails service/hooks. Notable commits include: warn behavior for guardrails (60af5b00c69c6a1ff927f8da1ca0dbe41b05c53f), add support for warn mode for cursor and claude CLI (a60f5095dd849b60d35c24d106e6d4d9ec8a0c2f), add top level behaviour (dde3235a8a6afdcf93b340f232ef0de2b002754d), update guardrails service and hooks (828e3d9e99094d7510544adfc7cf712f9988e45b). - UI and Navigation Improvements: UI updates including dropdown usage, removal of page reloads, conversation sorting, and navigation pages for users and devices. Commits include: use dropdown (4a380208962f6c3078356f0bfc9de88f63a40869), remove window reload and refresh state changes (74106150dba2d36d103d5aaf3e43ef5802527361), sort conversations (a829e494aad8c48cf4407917dcf6a37ac792eeda), users and devices page (b884f8c5648445b5040f61bdfe808d88a1621b8f). - Local Quick Start Model: added local model support in quick start. Commit: add local model in quick start (85e40ade3aeef2e801fc801475ccddc888dcfab4). - Test Results and Collection Filters: added collection filters support in test results and issues. Commit: add support for collection filters in test results and issues (cae1ae41ce5390c46570357889be71c85856300c). - Code Cleanup and UI polish: removed console statements and UI polish enhancements (remove console, add info/labels/tooltips, remove underline). Commits: remove console (bf0d23d1b8ebe31a9e836f01d1c556853da0a5a8), add info (1debbb6cef98ed0359c279616f449dfab6208bf4), add labels (8e0ebf2de0e57d9345bec4a888d9656fc8a11740), remove underline (f542018e1dd869adade11375e93e87de50905020), add tooltip (46c7d5aa3f0964c480ee1a941d35e7aa19d4d0b3). - General Bug Fixes and Stability: fixes for issues flagged by comments, naming improvements, and ensuring correct calculation contexts; graph rendering stability and UI interactions. Includes commits: fix (189d0f880fabaa2777ac4556ed54c414bb13915d), fix (988c8dfd7d0c30c351d24f761a523b28fbf09ace), fix naming (784a59ee33675a80305254dc8a481de4a0a73b7d), address comments (102c1e7bf140823d296a664b9826a61117e38bb0); graph fixes (336e53ada20d53a424f930e3659e45775968e8a9, 4af36ec0b9b3588e8ea0627af29e9ee1c00292a9, 476d5fd86bcced89f8dd742425b7ec6b5c00344b); include skipped calculations (2f82da43d320fe45f83878db8c69d18d89b02b88, 3d27acf4da1545e15130c7675e8c99b0f31ecb45); UI metadata polish (1debbb6cef98ed0359c279616f449dfab6208bf4, 8e0ebf2de0e57d9345bec4a888d9656fc8a11740, f542018e1dd869adade11375e93e87de50905020, 46c7d5aa3f0964c480ee1a941d35e7aa19d4d0b3). - Guardrails and data masking enhancements: mask data, fix masking data, include PII data count in guardrails, and update guardrail service. Commits: mask data (97c13f634eedeb9b7937c9d46ce55cdab7b94ac1), fix mask data (b0c0372c9d23d57ca3626f50f7f194b23999ee03), pii data count in guardrails (f08b0f9d1ed82798acb2fdb8812db442f7a87efa), update guardrail service (580d92953b4fcdca927754986f2b4795368c785d). - CLAUDE CLI improvements: fix MCP and tool detection in Claude CLI. Commit: fix mcp and tool detection in claude cli (502d4797f5d1dd5111392e4b6c65397c136029f3). - Code quality and hooks: design pattern fix; Codex/Claude hooks enhancements and masking; MCP/non-MCP routing and naming consistency; fallback sorting. Commits: fix design pattern (a78b7f397f9c560d81e455d745bec034771d4642), guardrails for response (ce8f4f863cc5874a20c5f1b84f33329d656b39c1), fix codex hooks for response and hide tool calls (14267624ef172ee4d17677cad29da8b96f952b41), add behaviour for codex hooks (80ca93b2d2088673d5ebf4264ab2851efcbfb934), update claude hooks for masking tool input (911d92c712f2cae979b785cd02e378204d80392f), better tool path for non-mcp (1878d835eb2cfb7abaf416fb084f11aa0b4d0f0e), skip non mcp tool calls (273349b5279dbca21718b9ec3b6cbc6e89a8673f), same naming throughout (1d40a81fcb23693b56f9d6a17ad2ccd8cc754b69), fix tags and host (d94125cf466b8522e5d78f17c0fe4a06aaec7779), add fallback sorting (a57ac733422f3d365c8edde0bf4885e2ae192601), commit string literal (79da1f424ab8d6e471669312f88d6f56d5b3f76e), flag for doNotMarkIssuesAsFixed fixed for edit configurations (5dc1a4f33357138cd7732df4d4d0f92b90369796). Overall, the month delivered meaningful improvements in security posture, data privacy, user experience, and development maintainability, with a strong emphasis on performance, reliability, and scalable tooling.

March 2026 focused on delivering robust features for testing, improved security controls, and enhanced observability to drive faster validation, safer deployments, and clearer diagnostics for customers using akto. Key accomplishments include delivering five features that expand testing capabilities, UI clarity, and security posture, along with a bug fix that stabilizes account switching flows. The month also strengthened business value by enabling more reliable test automation, clearer security indicators, and improved log-based troubleshooting.

February 2026 monthly summary for the akto API security team. Delivered focused enhancements to scanning orchestration, dashboard monitoring, and deployment workflows, along with targeted bug fixes and forward-looking guardrails integration across the AKTO platform. The work emphasizes business value through improved automation, stability, and deployment efficiency, while laying groundwork for anomaly detection and advanced authentication capabilities.

January 2026 monthly summary for akto-api-security/akto and akto-api-security/Documentation. This period delivered a blend of core platform features, reliability improvements, and UI/UX refinements across the AKTO security product suite, with a focus on business value, per-user data persistence, and scalable tooling. Key outcomes include enabling proactive risk detection, improving navigation and data presentation, and laying groundwork for future extensibility and operator efficiency.

Monthly summary for 2025-12: The Akto repository delivered notable features, stabilized core workflows, and strengthened performance and reliability across the platform. Key initiatives include automated health checks, expanded test coverage, UI/reporting consistency, API spec validation enhancements, and streaming integration improvements. We also addressed loading/caching performance, UI correctness, and important bug fixes that improve user trust and developer velocity. Highlights of business value: - Increased reliability and faster feedback loops through cron-based health checks and expanded tests. - Improved user experience with camelCase naming in UI and reports, aligning with frontend conventions. - Greater API validation flexibility via OpenAPI URL substring matching, reducing false negatives in spec checks. - Stronger data pipelines and messaging with Kafka enhancements, enabling better policy caching and traffic filtering. - Lower risk and faster deploys through dependency cleanup, CI scaffolding, and environment updates. Overall impact: - Faster bug detection, more robust test suites, and clearer UI/reporting reduce maintenance costs and improve stakeholder confidence. - Enhanced performance and stability from caching/loading refinements and targeted bug fixes. - Preparedness for scaling with modular changes, better dependency management, and improved developer workflows. Technologies/skills demonstrated: - Scheduling and batch processing (cron jobs) - Test automation and test suite expansion - UI/UX consistency (camelCase naming) - OpenAPI spec parsing and substring matching - Kafka integration and test coverage for streaming components - Dependency management and repository hygiene - CI/build scaffolding and environment updates - Feature flags and internal verification bypass to accelerate development - Authentication enablement and container reboot options where applicable

November 2025: Delivered substantial improvements to AKTO security tooling and documentation. Key deliverables include stabilization of testing infra and results visibility, new Jira labels, Event Stream UI, agentic categories, DAST dashboard and API security DAST integration, data extraction enhancements, and UX improvements such as a loading screen and account usage controls. Numerous fixes across builds, API group selection, error stats, and template cache, driving reliability and security testing coverage, with business impact in reduced downtime, faster issue triage, and stronger security insights.

October 2025 monthly summary for akto-api-security/akto. Key features delivered include Unified Threat Detection Dashboard with Multi-Category Support, Dynamic DAST Scans with UI/navigation integration, Compliance Demo Data per security category, and improved Test Run Visualization. Major bug fix addressed vulnerability query correctness and backward compatibility for older data formats. Notable code quality improvement: Java DTO Lombok consolidation. These deliver business value through unified threat visibility, enhanced security testing capabilities, improved compliance demonstrations, and a more maintainable codebase.

September 2025 monthly summary focusing on key accomplishments, business value, and technical excellence across the Akto security platform. What was delivered this month: - AI Scanning and Agent Framework: groundwork for automated AI scanning workflow, enabling scalable AI-assisted security testing. - Telemetry Payloads and Visualization: expanded telemetry surface with new payload types and a graphical pass/fail visualization for quicker risk assessment. - AWS API Gateway Logging and Role ARNs: improved security posture and traceability by switching from account IDs to role ARNs and adding gateway logging. - MCP Graphs and Graph Visualization: introduced MCP graphs and general graph visualization to support system-wide observability and anomaly detection. - Documentation Enhancements: comprehensive AI Agent Security documentation and AWS API Gateway documentation updates to improve developer adoption and correct usage. Major bugs fixed and stability improvements: - AI Agent Security Policy Update: removed AI agents from the AI agent security policy to align policy with current deployment. - Vulnerability Report Loading Fix: resolved issues preventing vulnerability reports from loading, enabling timely remediation. - Billing Sync Fix: corrected billing synchronization flow to ensure accurate invoicing. - Noise reduction: Do Not Send Blank Events and Remove Duplicate Code implemented to reduce noise and redundancy. - General fixes Across Headers/Parsing: applied fixes across headers, feature labels, parsing logic to improve reliability and correctness. - Additional hardening: Fixed URL parsing exceptions and improved data handling. Overall impact and accomplishments: - Accelerated security testing throughput through AI-assisted scanning capabilities and richer telemetry. - Improved observability with graph visualizations and telemetry payloads, enabling faster incident detection and root-cause analysis. - Strengthened security posture with better logging, cross-account access patterns, and policy alignment. - Reduced operational noise and improved reliability through targeted bug fixes and data handling improvements. Technologies/skills demonstrated: - AI/ML concepts in security tooling, agent-based architecture, and model integration. - Telemetry pipelines, payload design, and data visualization (graphs and dashboards). - Cloud security practices: AWS API Gateway logs, role ARNs, cross-account access considerations. - Documentation discipline: comprehensive, developer-focused docs for AI agents and gateway configurations.

Month: 2025-08 – akto-api-security/akto delivered notable features and fixes that improve dashboard accuracy, security posture, and release readiness. Key outcomes include: (1) Dynamic, context-aware dashboard labels via mapLabel with improved data filtering for accurate reporting; (2) QA enhancements and API parsing improvements to improve resilience, error handling, and clarity of test outputs; (3) Security hardening through dependency patches and removal of unused CVE data handling; (4) Maintenance and dependency management upgrades to streamline builds and prepare for releases. Overall, these changes reduce risk, accelerate iteration cycles, and strengthen production reporting.

July 2025: Delivered targeted improvements to OpenAPI processing, network configuration, and deployment flexibility across Akto's core and documentation repositories. The work reduced friction in onboarding via reliable OpenAPI handling, tightened code quality and consistency in API catalog constants, expanded network access in restricted environments, and enhanced deployment options through TLS-on-Traffic Collector and BYOS guidance. These changes collectively boost reliability, security posture, and operational agility for customers and internal teams.

June 2025 – Akto repository highlights stability, testing, and UI improvements across the platform. Key features include AI-driven test execution enhancements, a UI refactor for the MCP page, API integration for in-source sample data, event streaming support in the API executor, and timeout improvements to reduce flakiness. Major fixes address robustness and security, including NPE/null handling improvements, back navigation reliability, sample data generation robustness, removal of a local bypass check, and a production fix. Overall, these efforts reduced crash risk, enhanced data realism for testing, improved security posture, and accelerated development cycles.

May 2025 performance summary: Delivered comprehensive TLS and Kafka TLS documentation to accelerate secure deployments; implemented ingestion optimizations and enhanced query filtering; improved test run scheduling UI and API testing configuration; removed GitLab integration and improved observability and startup processes. These efforts reduce onboarding time, lower processing overhead, and enhance reliability and maintainability across Akto platforms.

Monthly performance summary for 2025-04 highlighting delivered features, critical bug fixes, and overall business impact across akto API and its Documentation. Focused on improving user experience, security posture, reliability, and developer productivity with clear end-user and team-facing benefits.

March 2025 was marked by delivering core features, expanding agent coverage, and strengthening reliability across akto and Documentation repos. Key outcomes include expanded backend agents and model integration, a TensorFlow onboarding screen, a new sensitive data UI with end-to-end tests, and enhanced observability through multi-ARN logging and improved API group logs. Documentation updates reduce onboarding friction for eBPF configuration and log aggregation, while QA, health checks, and defensive fixes improved stability and business value.

February 2025 summary for akto repositories focusing on reliability, observability, and foundational work across the codebase and documentation. Delivered customer-facing automation for test result notifications via Microsoft Teams, stabilized the unit testing framework, introduced a general utility module for cross-project helpers, expanded the dashboard with backend APIs and an initial UI page, and added a cleanup cron for maintenance tasks. Addressed key quality issues and prepared groundwork for improved data analytics and future AI-enabled workflows.

January 2025 performance snapshot: Delivered core cleanup tooling and API capabilities, reinforced security and deployment reliability, expanded test coverage, and documented integration patterns. Work spanned akto, including extensive cleanup tooling, API enhancements, authentication hardening, performance improvements, and deployment stability, plus targeted documentation updates in the Documentation repo to accelerate user adoption and ops readiness. Key outcomes include modular API design for cleanup features, active account validation in the auth flow, production configuration fixes, and on-prem telemetry support, all contributing to faster release cycles, reduced risk, and clearer operational guidance.

December 2024 monthly summary (akto-api-security/akto and Documentation). Delivered security, reliability, and observability improvements with clear business value across two repos. Highlights include RBAC hardening, comprehensive logging, centralized error handling, and support for air-gapped deployments, along with code quality cleanup and test stabilization. Documentation was updated for Helm deployments and troubleshooting. Notable bugs fixed include merge conflict resolutions and Open Graph function fixes. The work enhances security posture, deployment resilience, and developer productivity.

November 2024 monthly performance summary focusing on security testing, reliability, and release-readiness across two repositories: akto-api-security/tests-library and akto-api-security/akto. Delivered expanded security test coverage, improved test reliability, enhanced authentication flow, and strengthened observability, contributing to faster and safer releases. Key features and fixes include WSDL detection refinement and consolidation, HTTP header misconfiguration tests, HTTP Verb Tunneling test enhancements, and comprehensive test suite cleanup in tests-library (commits such as ac79a9762e..., c5a264867..., 74c3d13d..., 7f3dc8d6...); plus authentication, logging, data/config consolidation, vulnerability navigation fixes, CDN cache invalidation, internal admin API deletion, and robustness improvements in akto (commits including 2ebc19f8..., c48ed512..., fe8cd63d..., 878d79d7..., ec7ad863...). These efforts collectively improved detection accuracy, reduced flaky tests, strengthened security postures, improved release velocity, and enhanced system observability.

October 2024 monthly summary highlighting key features delivered, major bugs fixed, and overall impact across akto-api-security/akto and akto-api-security/tests-library. Focused on improving reliability, performance observability, and security validation through enhanced test execution, expanded URL handling tests, and YAML-driven input protection.