Bernstein - Multi-agent orchestration
Related Servers
Alternatives to Bernstein - Multi-agent orchestration
- FlicenseNot gradedqualityNot gradedmaintenanceA multi-agent runtime that coordinates six specialized agents through a typed artifact pipeline with 41 RPC methods. It features dynamic autonomy levels and context sufficiency scoring that adjust agent behavior based on the operator's state and task requirements.-
Related Servers
- AlicenseNot gradedqualityAmaintenanceEnables AI coding providers to run structured multi-agent workflows with document drafting, task tracking, handoffs, and health-gated completion.29 npmMIT
- AlicenseAqualityDmaintenanceMulti-agent orchestration server that enables parallel task delegation, sequential pipelines, cron scheduling, and cross-model peer review via CLI providers like Codex, Antigravity, OpenCode, and Claude Code.4226 npm6MIT
- AlicenseNot gradedqualityAmaintenanceEnables AI coding providers to run structured multi-agent workflows with tracked tasks, document specifications, handoffs, health gates, and server-owned evidence across providers like Claude Code, Codex CLI, Cursor, Grok Build, and OpenCode.29 npmMIT
- AlicenseNot gradedqualityAmaintenanceEnables AI coding providers to run structured multi-agent workflows with shared use-case and spec documents, tracked tasks, handoffs, health checks, and review/repair gates.29 npmMIT
- AlicenseNot gradedqualityAmaintenanceEnables AI coding agents to register, claim tasks atomically, coordinate via heartbeats, review each other's work, enforce token budgets, and ship code using GitHub Projects v2 as the backing store. It also gives humans AI-powered PRD generation, sprint planning, issue triage, and roadmap creation without external infrastructure.35 npmMIT
- -licenseBqualityNot gradedmaintenanceEnables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.7-
TDQS
Scored across 14 tools
Each tool targets a distinct action+state, and the descriptions explicitly cross-reference the confusing neighbors (e.g. bernstein_run vs bernstein_run_status vs bernstein_status; bernstein_cancel vs bernstein_shutdown_orchestrator; bernstein_complete vs bernstein_approve gated by task status). Genuinely ambiguous pairs are pre-empted in the text, so an agent can reliably select. The only overlap is status-read surfaces (run_status, status, task_capsule), and those are separated by what they read.
Most tools use a bernstein_ prefix with a verb or verb_noun form (create_task, post_message, post_artifact, cancel, claim, approve, complete), which is predictable. Deviations exist: bernstein_task_capsule is noun-only, load_skill drops the server prefix, and bare verbs sit beside verb_noun forms. Still readable and largely systematic.
14 tools for an orchestration server that must cover run lifecycle, task lifecycle, messaging, and artifacts is well-scoped. No tool looks redundant enough to be dropped, and nothing essential is obviously missing from the count.
The surface covers the main lifecycle: queue a run, create/claim/complete/approve/cancel tasks, post messages and artifacts, poll status, shut down, and inspect capsules. Gaps remain around reading existing mailbox messages (post_message and subscribe exist but no explicit mailbox fetch) and releasing/reassigning a claimed task. These are workable but could force agent workarounds.