Pinecone is Sierra's shared agent interface for employee work. It routes requests to a model, harness, and environment, runs sessions on Agency, and connects to company systems through an MCP Gateway.
Reduce code-review load
These records have the Code review work-domain tag. Compare what each agent comments on, what it can change, and where a person still approves the work.
Agents
Homegrown one-shot coding agents that read work context, implement a change end-to-end, and produce a PR for human review.
Rovo Dev is Atlassian's coding agent, available internally on all Jira sites. It works from a Jira work item to a pull request, and the developer reviews the plan and the code at each step. It became…
Bitrise runs Kolega, an internal coding agent that lives in Slack. A Jira ticket assigned to its Jira user or an @mention in a thread starts a session; the agent reads the requirements, posts a plan…
A multi-agent orchestration layer built on goose + MCP that coordinates agents across Block's entire codebase, invoked in Slack to take a ticket end-to-end to a reviewed PR.
Cloudflare’s reviewer analyzes merge requests and applies approval decisions, including merge blocks for serious findings.
Forge, previously Claudebot, turns employee discussions into Linear issues, drafted fixes and pull requests returned for review. Coinbase separately uses Mux to host concurrent coding-agent…
A specialized agent that automatically reviews 10,000+ PRs a week across 56 repositories as of May 2026, emphasizing grounded high-confidence findings over noisy comments.
Sidekick is HubSpot's internal AI code reviewer, built by its Developer Experience AI team. It runs on every pull request in GitHub. A second Judge Agent evaluates each draft comment for…
Microsoft's internal AI-powered code review assistant, built in close collaboration with its Developer Division's Data & AI team. It joins each pull request as a reviewer, summarizes the change, and…
A GitHub-label-triggered PR approval agent that applies fail-closed deterministic safety gates, asks an LLM to check for showstoppers, autonomously approves eligible changes, and refuses or escalates…
An internal agent-of-agents stack where every employee gets a manager agent that spawns multiple agents for verifiable work and escalates judgment to humans.
An open-source Slack agent built at Sentry that retrieves context and acts across company systems. People can steer interactive tasks in a thread; Junior also handles scheduled tasks and inbound…
Snap built CodePal, an internal AI code reviewer that comments on pull requests in its GitHub Enterprise instance before a human reviewer reads them. It builds symbolic context for the diff without…
Honk is Spotify's background coding agent; it runs on a Claude-Agent-SDK harness in Kubernetes, uses trusted CI tools, and combines formatting and linting with LLM-based diff evaluation. Xirp is a…
An event-driven AI code reviewer for Uber's internal review platform that generates, grades, filters, deduplicates, and posts findings while leaving engineers in control of the reviewed change.
Horizon takes requests and external events into remote coding sessions, connects them to company context through MCP, and returns changes for human review. Its orchestrator manages sandbox lifecycle…
An internal agent system on Amazon Bedrock with agent identities, assigned managers, and evaluation scores. Atlas prepares feature changes; Morphex can merge and ship changes that pass the required…
An agent system built around OpenAI's internal Codex. A person defines the task; coding agents implement it and respond to CI results; specialist agents review changes under risk-based routing. A…
Inspect runs coding tasks in prepared remote environments at Ramp. It can run tests, read telemetry and feature flags, and inspect the frontend. Ramp also builds other agents on its platform…
Infrastructure
Cloudflare's Dev Productivity team runs an internal AI engineering stack built on the company's own products. It puts MCP servers behind one OAuth portal, routes every model request through a…
Databricks ships and tests engineering agents with coSTAR, using LLM judges as the test suite and a coding assistant to refine an agent until the judges pass. The agents cover internal engineering…
Flux is DoorDash’s cloud platform for engineering agents. It supplies isolated sandboxes, a governed MCP gateway, reusable playbooks and invocation surfaces. DoorDash’s analytics AI Marketplace is a…
Harvey's internal collaborative cloud agent platform; turns requests from Slack, the web app, or automations into durable runs that return reviewable summaries, diffs, branches, and PRs.
The Aquifer agent platform (session/harness/sandbox split) powers River, a Slack-native coding agent, plus PR-review and headless Vanilla agent profiles; other teams have requested research…
Roast is the workflow orchestration framework Shopify's Augmented Engineering Developer Experience team extracted from its internal AI tools and open-sourced; Shopify runs Roast workflows internally…
Airchat is Airbnb's internal agentic-coding harness, built by its Dev AI team as a wrapper over vendor coding agents such as Claude Code and Codex. The team first built its own orchestrator from…
Related lessons
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