# Dromeas — Full Content for LLM Ingestion Source: https://dromeas.ai/llms-full.txt Generated: 2026-09-04 ## About Dromeas Dromeas helps engineering teams accelerate shipping software with two agentic workflows: AI Code Review that covers both pull requests (PR review) and every commit landed on the default branch (trunk review), and Agentic Release Management that gates production deploys. Every workflow runs the same senior-engineer AI agents across quality, security, compliance, testing, documentation and instrumentation — connected to your GitHub, tied to every release, free for open-source maintainers. ## Why teams choose Dromeas - One platform replaces SonarQube + Snyk + Codium + DeepSource — credit-based, no per-seat pricing. - AI semantic reasoning, not rule patterns: catches business-logic flaws traditional SAST misses. - Confidence-gated findings (3-step proof) keep false-positive rates low. - Free tier with 50 credits/month. Free for open-source maintainers. - Native GitHub, GitLab, Bitbucket and Jenkins integration. ## Product ### Dromeas — AI Code Review (PR + Trunk) & Release Management URL: https://dromeas.ai/ Dromeas helps engineering teams accelerate shipping software with two agentic workflows: AI Code Review that covers both pull requests (PR review) and every commit landed on the default branch (trunk review), and Agentic Release Management that gates production deploys. Every workflow runs the same senior-engineer AI agents across quality, security, compliance, testing, documentation and instrumentation — connected to your GitHub, tied to every release, free for open-source maintainers. ### Dromeas Pricing — Free Tier & Plans for Teams URL: https://dromeas.ai/pricing Dromeas pricing: start free with 50 credits, then scale with credit packs. No seats, no minimums. Plans for solo devs, teams & enterprise. ### AI Engineering Solutions Suite URL: https://dromeas.ai/solutions Discover Dromeas's full suite: code quality, security, compliance, testing, documentation, observability & workflow automation for modern dev teams. ## Capabilities ### AI Code Quality Analysis & Review URL: https://dromeas.ai/code-quality Detect anti-patterns, complexity hotspots & maintainability issues in any repo. AI-driven code quality analysis with confidence-gated findings. ### AI Code Security & Vulnerability Detection URL: https://dromeas.ai/code-security Find OWASP Top 10, CWE & supply-chain vulnerabilities with AI-powered security analysis. Confidence-scored findings, low false-positive rate. ### AI Code Compliance Analysis — SOC2, HIPAA, PCI URL: https://dromeas.ai/compliance Audit your codebase against SOC2, HIPAA, PCI-DSS & GDPR controls with AI-powered compliance analysis. Evidence-backed findings for auditors. ### AI Test Generation — Unit & Integration Tests URL: https://dromeas.ai/testing Generate runnable unit and integration tests from your codebase. Language-aware test execution guides included. Cut test-writing time by 80%. ### AI Documentation Generator for Code & APIs URL: https://dromeas.ai/documentation Generate and maintain API docs, developer guides & security documentation directly from your repos. LLM-ready endpoints for AI agents. ### AI Observability & Auto-Instrumentation for Code URL: https://dromeas.ai/observability Automatically add tracing, metrics & logs to your apps. Vendor-agnostic support for Datadog, New Relic, Dynatrace, OpenTelemetry & more. ### Agentic Workflows for CI/CD — Multi-Agent Orchestration URL: https://dromeas.ai/agentic-workflows Orchestrate testing, quality, security, compliance & docs agents in unified pipelines. Native GitHub Actions, GitLab CI, Bitbucket & Jenkins integration. ### AI Release Management for Software Teams URL: https://dromeas.ai/release-management Multi-repo release readiness with AI assessment across security, quality, compliance, docs & instrumentation. Approver workflows & criticality gating. MCP skill for Claude, Cursor & Copilot. ## Comparisons (vs) ### Dromeas vs Claude Code ultrareview — Compared URL: https://dromeas.ai/comparison/dromeas-vs-claude-ultrareview Same 31-file PR, two reviews: Claude Code's /ultrareview found 1 nit, the Dromeas multi-model council kept 17 findings across quality, security and compliance. ### Dromeas vs CodeRabbit — When Code Review Isn't Enough URL: https://dromeas.ai/comparison/dromeas-vs-coderabbit Dromeas vs CodeRabbit on PR review, multi-model council, compliance and release management. The full path from PR to production for AI-assisted teams. ### Dromeas vs SonarQube — Feature Comparison URL: https://dromeas.ai/comparison/dromeas-vs-sonarqube Side-by-side: Dromeas vs SonarQube on AI analysis depth, setup time, security coverage, language support, pricing & deployment models. ### Dromeas vs Snyk — Feature & Pricing Comparison URL: https://dromeas.ai/comparison/dromeas-vs-snyk Dromeas vs Snyk compared: AI-powered SAST, dependency scanning, quality analysis, test generation & pricing model differences. ### Dromeas vs Qodo (formerly Codium) — Compared URL: https://dromeas.ai/comparison/dromeas-vs-codium Dromeas vs Qodo (formerly Codium AI) on test generation, PR review, agent access via MCP and broader engineering coverage beyond testing. ### Dromeas vs Semgrep — AI vs Pattern-Based Security URL: https://dromeas.ai/comparison/dromeas-vs-semgrep Dromeas vs Semgrep: AI semantic reasoning compared to rule-based pattern matching. Coverage, false-positive rates & maintenance burden. ### Dromeas vs DeepSource — Engineering Platform Compared URL: https://dromeas.ai/comparison/dromeas-vs-deepsource Dromeas vs DeepSource: AI analysis approach, language support, release management, testing & multi-agent orchestration capabilities. ### Dromeas vs Cortex (2026) — IDP Visibility vs Release Workflow URL: https://dromeas.ai/comparison/dromeas-vs-cortex Dromeas vs Cortex compared for 2026. Both care about production readiness — Cortex from the org level, Dromeas from the code up. Here's which one your team actually needs. ### Dromeas vs Harness (2026) — AI Code Review + Release Management URL: https://dromeas.ai/comparison/dromeas-vs-harness Dromeas vs Harness compared: Dromeas uses a multi-model council to review code and manage release readiness, while Harness handles deployment and delivery. See where they overlap and where they compete. ### Dromeas vs LaunchDarkly (2026) — Release Management vs Release Control URL: https://dromeas.ai/comparison/dromeas-vs-launchdarkly Dromeas vs LaunchDarkly compared — feature flags vs AI code quality and release management. Which tool you actually need depends on where your release risk lives. ### Dromeas vs Octopus Deploy (2026) — When Deployment Maturity Isn't Enough URL: https://dromeas.ai/comparison/dromeas-vs-octopus-deploy Dromeas vs Octopus Deploy compared for 2026. Octopus is exceptional at deployments — but in an AI coding era, the release problem starts long before the pipeline. ### Dromeas vs Codacy — AI Review vs Quality Tracker URL: https://dromeas.ai/comparison/dromeas-vs-codacy Dromeas vs Codacy compared. Rule-based quality and coverage tracking vs AI multi-model review with compliance, security and release readiness. ### Dromeas vs GitHub Copilot Code Review URL: https://dromeas.ai/comparison/dromeas-vs-github-copilot Dromeas vs GitHub Copilot code review compared. Multi-model council, compliance and release readiness vs single-model GitHub-native review. ### Dromeas vs Devin AI — Reviewable AI for Real Codebases URL: https://dromeas.ai/comparison/dromeas-vs-devin-ai Dromeas vs Devin AI compared. Devin is an autonomous coding agent; Dromeas is auditable AI code review, security and release readiness with a multi-model council. ### Dromeas vs Gerrit — AI Review on Top of Formal Workflow URL: https://dromeas.ai/comparison/dromeas-vs-gerrit Dromeas vs Gerrit compared. Gerrit is a formal peer-review workflow; Dromeas is AI-powered review with a multi-model council, security and release readiness. ### Dromeas vs CodeScene — AI Review vs Behavioural Analysis URL: https://dromeas.ai/comparison/dromeas-vs-codescene Dromeas vs CodeScene compared. Behavioural / hotspot analysis vs AI multi-model PR review with security, compliance and release readiness. ### Dromeas vs Atlassian Crucible — Modern AI Review URL: https://dromeas.ai/comparison/dromeas-vs-crucible Dromeas vs Atlassian Crucible compared. Modern AI-powered peer review with multi-model council, security and compliance vs Crucible's classic workflow. ### Dromeas vs AWS CodeGuru Reviewer URL: https://dromeas.ai/comparison/dromeas-vs-codeguru-reviewer Dromeas vs AWS CodeGuru Reviewer compared. Multi-language multi-model AI review with compliance and release readiness vs Java/Python ML recommendations. ### Dromeas vs Snyk Code — Unified AI Review vs SAST URL: https://dromeas.ai/comparison/dromeas-vs-snyk-code Dromeas vs Snyk Code compared. Unified AI review with security, quality, compliance and release readiness vs security-only SAST. ## Best-of guides ### Best AI Code Review Tools in 2026 — PR + Trunk Review Compared URL: https://dromeas.ai/best-tools/ai-code-review-tools Top AI code review tools for PR and trunk review. Compare Dromeas, CodeRabbit, Copilot, SonarQube and Gerrit. ### Best AI Testing Tools for Developers in 2026 URL: https://dromeas.ai/best-tools/ai-testing-tools Top AI test generation tools ranked: Dromeas, Diffblue, Codium & more. Compare language support, test quality & CI/CD integration. ### Best AI Code Security Tools in 2026 — SAST Compared URL: https://dromeas.ai/best-tools/ai-code-security-tools Top AI SAST and code security tools compared. Compare detection accuracy, OWASP coverage, languages and pricing. ### Best AI DevOps Tools for Engineering Teams in 2026 URL: https://dromeas.ai/best-tools/ai-devops-tools AI DevOps tools ranked: orchestration, CI/CD intelligence, deployment automation & release management. Find the right fit for your stack. ### Best AI Code Quality Tools in 2026 — Compared & Ranked URL: https://dromeas.ai/best-tools/ai-code-quality-tools Compare AI code quality tools: SonarQube, Qlty, DeepSource and Dromeas. Approach, auto-fix, scope, hosting and pricing — plus how to choose and FAQs. ### CodiumAI vs Diffblue vs Dromeas — Code Testing Tools 2026 URL: https://dromeas.ai/best-tools/automated-code-testing-tools Compare AI code testing tools: CodiumAI (Qodo) test generation, Diffblue Cover, MutableAI & Dromeas. Unit tests, integration tests & coverage ranked. ### Best AI Developer Tools in 2026 — Complete Guide URL: https://dromeas.ai/best-tools/best-ai-developer-tools The definitive list of AI developer tools: code generation, review, testing, security, docs, observability & orchestration platforms compared. ### Best AI-Powered Release Management Tools in 2026 URL: https://dromeas.ai/best-tools/release-management-tools Comparing the top AI-powered release management tools in 2026 — Harness, Octopus Deploy, LaunchDarkly, LinearB, Cortex, and Dromeas. See which platform actually closes the gap between writing code and shipping it safely. ## Comparison hub ### Dromeas vs SonarQube, Snyk, CodeRabbit & 15 More (2026) URL: https://dromeas.ai/comparison Compare Dromeas against 18 code quality, security and release tools. Multi-model council, per-workflow autonomy (Observe/Assist/Auto) and installable MCP agent skills, side by side. ## Company ### Enterprise AI Engineering at Scale URL: https://dromeas.ai/enterprise SSO, custom roles, audit logs, on-prem AI gateways & dedicated support. Dromeas for engineering organisations of 100+ developers. ### Our Mission — Trust in AI-Generated Code URL: https://dromeas.ai/mission Why Dromeas exists: making every line of AI-generated code production-ready through orchestration of human, agent & tool collaboration. ### Dromeas Documentation — Setup, Agents, API Reference URL: https://dromeas.ai/docs Complete docs for Dromeas: onboarding, GitHub integration, agent configuration, billing, REST API & webhooks. Developer-first reference. ### Support & Help Center URL: https://dromeas.ai/support Get help with Dromeas: troubleshooting, billing questions, integration issues. Contact our support team or browse the help center. ### About Dromeas — Team & Story URL: https://dromeas.ai/about Meet the team building the AI engineer's path to production. Our story, values & approach to trustworthy AI-assisted software development. ## Legal ### Privacy Policy URL: https://dromeas.ai/privacy How Dromeas collects, uses & protects your data. GDPR-compliant privacy practices, data retention & subject rights for our AI platform. ### Terms of Service URL: https://dromeas.ai/terms Terms governing your use of the Dromeas platform: acceptable use, billing, IP rights, warranty disclaimers & service availability. ## Other ### Integrations — Git, MCP & AI Models URL: https://dromeas.ai/integrations Dromeas supports three git hosts: GitHub, GitLab (gitlab.com) and Bitbucket Cloud (bitbucket.org). All three get pull request / merge request review, trunk review on the default branch, security, quality and compliance analysis, test generation, documentation as code, autofix pull requests, release management, signed webhooks, /dromeas slash commands and commit statuses. Differences are limited to plumbing: GitHub uses an App install with a native bot identity, while GitLab and Bitbucket use OAuth with an optional access token for a dedicated bot identity. Self-managed GitLab, GitHub Enterprise Server and Bitbucket Data Center are not supported yet. ### Dromeas for GitHub — AI PR & Trunk Review URL: https://dromeas.ai/integrations/github Install the Dromeas GitHub App for AI pull request review, trunk review on every default-branch commit, generated tests, docs and release readiness. ### GitLab Integration for Dromeas.ai URL: https://dromeas.ai/integrations/gitlab Connect GitLab.com repositories to Dromeas.ai for merge request review, commit activity insights, contributor visibility and engineering intelligence. ### Dromeas for Bitbucket Cloud — AI Code Review URL: https://dromeas.ai/integrations/bitbucket Connect Bitbucket Cloud for AI pull request review, trunk review, generated tests, documentation and agentic release management across your workspace. ### AI Code Review — PR + Trunk Review for Merge Gating URL: https://dromeas.ai/code-review Dromeas Code Review runs AI agents in two modes: PR review (reviews the diff before merge and blocks bad merges) and Trunk review (re-runs the same agents against every new commit on the default branch, catching issues that bypassed PR review — hotfixes, force pushes, agent-authored merges). Both modes produce a single merge-readiness verdict across quality, security, compliance, tests and docs, with confidence-gated findings and opt-in auto-merge for trusted fix PRs. AI coding tool users can install the Dromeas code review skill from the MCP page. ### Code Map — Live File & Function Graph URL: https://dromeas.ai/code-map The Dromeas Code Map is a per-commit graph of every file and function in a product, with resolved and heuristic call edges, AI-written summaries, role hints (entry, hub, bridge, leaf), fan-in / fan-out and transitive impact. It is the substrate every Dromeas workflow reads — PR review, trunk review, release readiness, fixes, documentation and testing — and every Code Map primitive is queryable from an IDE via MCP tools (code_map_overview, code_map_describe_symbol, code_map_search, code_map_find_feature, code_map_function_impact, code_map_impact_graph). ### AI PR Review — Pre-Merge Code Review & Gating URL: https://dromeas.ai/pr-review Senior-engineer AI review on every pull request AND every trunk commit. One merge-readiness verdict across quality, security, compliance, tests & docs. ### The Problem — Shipping software is the new bottleneck URL: https://dromeas.ai/problem AI made writing code nearly free. It didn't make shipping it safe. Why review, trust and release are the new bottleneck — and what agentic verification requires. ### Blog — Engineering Insights from Dromeas URL: https://dromeas.ai/blog Articles on AI-assisted development, code quality, security, agentic workflows & lessons from building production-grade AI engineering tools. ### The Code Explosion Is Here. Is Your Pipeline Ready? URL: https://dromeas.ai/blog/the-code-explosion-is-here GitHub commits hit 1.4B in early 2026 — a 5x jump in three years. Why AI-generated code is breaking traditional delivery pipelines, and what to do about it. ### Why One Model Isn't Enough: Building an LLM Council URL: https://dromeas.ai/blog/why-one-model-isnt-enough-llm-council How we built an LLM council — DeepSeek, GPT-5, Gemini 2.5 Pro, Sonnet, Opus — that deliberates over code findings with peer review, confidence gating, and a per-model scoreboard. ### Code Review in the Age of AI-Generated PRs URL: https://dromeas.ai/blog/code-review-evolved AI-assisted PRs are 2.6x larger and review queues are drowning. How code review needs to evolve — multi-perspective analysis, intent validation, and flexible autonomy. ### One Model Isn't Enough: A Five-Database Security Review URL: https://dromeas.ai/blog/one-model-isnt-enough-five-database-security-review Single-model AI security reviews of Cassandra, CockroachDB, DuckDB, Postgres and ScyllaDB were wrong in both directions. What a two-model council changed. ### 100k+ PRs & 24k Commits: What Code Review Actually Looks Like URL: https://dromeas.ai/blog/pr-vs-trunk-what-code-review-actually-looks-like Six months, 503 OSS repos, 104,968 PRs and 23,964 trunk commits measured. PR size, review latency, and the slow-motion rejection problem inside PR gates. ### Loop Engineering: Closing the Loop When Coding With AI URL: https://dromeas.ai/blog/loop-engineering-with-dromeas Act, observe, verify, repair. How to run loop engineering with the Dromeas MCP while coding, reviewing and releasing — plus the honest cost and latency trade-offs. ### Self-Improving Products: Code Review to Production Loop URL: https://dromeas.ai/blog/self-improving-products Code review and release management close real loops today. Production telemetry feeding the next fix is the direction — and the loop shape matters more than any single feature. ### The State of AI Coding in 2026: Editor to Production URL: https://dromeas.ai/blog/state-of-ai-coding-2026 26.9% of production code is AI-written and it carries 2.74x more vulnerabilities. The data on security, review cost and the verification gap in 2026. ### Why Amazon Is Mandating AI Code Review URL: https://dromeas.ai/blog/why-amazon-is-mandating-ai-code-review After outages tied to Gen-AI assisted changes, Amazon now requires senior sign-off on AI-generated code. What happened, and what it signals for everyone else. ### Bring Your Own Model: Self-Hosted AI Code Review URL: https://dromeas.ai/blog/bring-your-own-model-self-hosted Why Dromeas supports self-hosted inference: how to connect an OpenAI-compatible endpoint, the honest trade-offs vs API models, and what running your own inference really costs. ### Claude Code's ultrareview vs Dromeas Code Review with LLM council URL: https://dromeas.ai/blog/claude-ultrareview-vs-dromeas-code-review Same 31-file open-source pull request, two deep reviews: ultrareview returned one nit, the Dromeas LLM council raised 29 findings and kept 17 — quality, security and compliance, with per-model verdicts. ### Vibe Coding's Real Bill: Technical Debt You Didn't Review URL: https://dromeas.ai/blog/vibe-coding-technical-debt Vibe coding isn't the problem — unreviewed volume is. Where AI-generated debt accumulates (duplication, security defaults, hollow tests, doc drift) and a working review discipline. ### Sonar Flags AI Code as a Special Case. Wrong Default? URL: https://dromeas.ai/blog/sonar-detects-ai-code-special-case SonarQube's AI Code Assurance detects Copilot code and routes it to a stricter gate — and is now deprecating the detection. Why one uniform bar beats detect-then-route. ### How to Evaluate an AI Code Review Vendor in 2026 URL: https://dromeas.ai/blog/ai-code-review-vendor-checklist Six questions that separate AI code review vendors: pipeline coverage, multi-model review, compliance, pricing shape and MCP integration. A practical checklist. ### PR Review vs Trunk Review: A Practical Guide URL: https://dromeas.ai/blog/pr-review-vs-trunk-review-guide When each review lane earns its keep, backed by data from 100,000+ PRs. Why most teams end up running both — with the same rigor on each. ### The CISO's Guide to AI-Generated Code at Scale URL: https://dromeas.ai/blog/ciso-guide-ai-generated-code 2.74x more vulnerabilities, near-universal Fortune 100 Copilot adoption, EU AI Act high-risk rules from December 2027. The governance checklist for AI-written code. ### MCP for Code Review: Add a Review Layer to Claude Code URL: https://dromeas.ai/blog/mcp-review-layer-guide What MCP is and how to give your coding agent a reviewer: a working setup for Claude Code, Cursor and other MCP clients with self-review before the PR. ### AI Code Security: The Gap Below the Firewall URL: https://dromeas.ai/blog/ai-speed-code-defense Palo Alto Networks says $1T of cybersecurity infrastructure can't handle AI-speed attacks. The same gap exists in the code AI writes — here's how to close it at the commit. ### AI Models: Multi-Model Council & BYO Model URL: https://dromeas.ai/ai-models Dromeas runs its engineering workflows on whichever models you choose. Frontier tiers include Claude Sonnet 5, Fable 5, Opus 5 and Haiku 4.5, OpenAI GPT-5.6 (Luna, Terra, Sol), Google Gemini 2.5 Pro and DeepSeek V4 Pro (the shipped default). Any self-hosted OpenAI-compatible endpoint — Ollama, vLLM, LM Studio, Text Generation Inference or a private gateway — can be added as a first-class model tier over public HTTPS with a vault-stored bearer token, then selected per workflow or added to the multi-model council. The durable advantage is the harness around the model: Code Map context selection, per-model capability profiles (context budget, output ceiling, timeout, pass count), multi-pass planning for smaller local models, sequential scheduling and longer timeouts for self-hosted GPUs, live health probing with specific tunnel-level error reporting, chunk-level retries, and an act/observe/verify/repair loop with an autonomy ladder that controls how far each workflow may act. ### Dromeas Chat — AI Code Review & Releases from Conversation URL: https://dromeas.ai/chat Dromeas Chat is a natural-language interface for the full Dromeas workflow. Users can ask it to review pull requests, check release readiness, fix clusters of findings, generate documentation, generate tests, explore the Code Map, or cancel in-flight runs. The chat is powered by the same MCP tool layer used by IDE skills (Claude, Cursor, Copilot), so work started in one place is visible in the other. It respects the workspace autonomy ladder (manual, observe, assist, auto) and returns live run cards that update in place with progress and deep links. ### The Engineering Behind Dromeas — Core Concepts URL: https://dromeas.ai/engineering Dromeas is built on two stacked graphs. The first is a typed knowledge graph of the codebase (the Code Map): files contain symbols, symbols call symbols, call edges are indexed in both directions, so blast radius is computed before any verdict. The second is a designed orchestration topology: the path work travels is enumerated up front, with retry caps, severity thresholds and approval checkpoints stored as configuration rather than promised in a transcript. On top of that sit a shared analyzer fleet (security, quality, compliance) kept continuously scored per product, model-agnostic execution including multi-model councils and self-hosted endpoints, and four workflow engines: code review, release management, documentation and instrumentation. Autonomy (off, observe, assist, auto) changes what each checkpoint waits on, not which checkpoints exist. ### Graph Engineering as a Service URL: https://dromeas.ai/engineering/graph-engineering An architecture reference tracing the Dromeas autonomy graph. It distinguishes loop engineering (an agent iterates toward a success bar) from graph engineering (the topology of steps, forks and stops is enumerated in advance), and argues the real difference is structural versus behavioural guarantees: a bounded fix loop or a severity threshold can be verified by reading configuration, while a single agent's self-restraint can only be verified from a transcript. It then traces the standing system topology, the Code Map knowledge graph, the shared code review pipeline for pull requests and trunk commits, the release management pipeline with its analyzer and coverage lanes, and a table of the five checkpoints that change behaviour when workflow autonomy is set to auto. ### EU AI Act Compliance — Annex IV Documentation URL: https://dromeas.ai/compliance/eu-ai-act The EU AI Act requires high-risk AI systems to be backed by Annex IV technical documentation covering general description, development process, monitoring and control, metric justification, risk management, lifecycle changes, standards compliance, EU Declaration of Conformity and post-market monitoring. Enforcement began August 2, 2026; high-risk compliance dates are December 2, 2027 (standalone) and August 2, 2028 (embedded in products). Dromeas regenerates an Annex IV-structured AI-BOM on every release tag using Code Map blast-radius scoping, checks it against mapped obligations per risk tier, closes documentation and instrumentation gaps automatically, and reports gaps requiring human judgment with evidence. ### Comparison Methodology URL: https://dromeas.ai/comparison/methodology How Dromeas sources, verifies and re-checks facts on competitor comparison pages: sourcing rules, re-verification cadence, and the fact-currency checklist. ## Open source & sales angle Dromeas is free for open-source maintainers. We work with OSS-based companies (commercial open source, dual-licensed projects, foundations) to bring AI-driven engineering hygiene — security, compliance, documentation, release readiness — to communities that ship critical infrastructure. Contact sales@dromeas.ai to discuss tailored programs. ## Contact - Website: https://dromeas.ai - Sales: sales@dromeas.ai - Support: support@dromeas.ai - Documentation: https://dromeas.ai/docs - Pricing: https://dromeas.ai/pricing