Does Paperclip preserve context between runs?
Yes. Paperclip documents persistent tasks, comments, documents, skills, and saved sessions through supporting adapters. Test recall on your own workflow.
Agent Swarm/ paperclip vs agent-swarm.dev
Paperclip vs Agent Swarm
Compare two open-source systems for agent teams: Paperclip's organization control plane and Agent Swarm's lead-and-worker workflow.
open-source agent
Paperclip
vs
owned swarm
Agent Swarm
The real comparison is not which abstraction is nicer. It is whether you want to build an agent system or run a persistent agent team.
/ tldr
Evaluate Paperclip for an organization built around goals, reporting lines, tasks, budgets, and approvals. Evaluate Agent Swarm for a lead that delegates work across persistent workers. Both support persistent context, scheduled work, and multiple agent runtimes. Memory and autonomy alone do not distinguish them.
/ when do you want each one
Pick by operating model,
not hype.
Choose Paperclip if
You organize work through a company structure
Paperclip connects goals, projects, tasks, and reporting lines in a shared control plane.
You want routines and budget controls together
Paperclip documents recurring routines, approval stages, spend tracking, and configured budget limits. Check the controls against your operating requirements.
Choose Agent Swarm if
You want a lead-and-worker workflow
Agent Swarm routes work through a lead, specialized workers, task dependencies, and review gates.
You want to operate the swarm runtime
Agent Swarm combines worker execution, shared memory, schedules, scripts, and integrations in a self-hosted system.
/ side by side
The practical
comparison.
Dimension
Paperclip
Agent Swarm
Coordination
PaperclipCompany goals, projects, tasks, agent reporting lines, and delegated work.
Agent SwarmA lead delegates tasks to workers, tracks dependencies, and coordinates reviews.
Persistent context
PaperclipTasks, comments, documents, shared skills, and saved sessions through supporting adapters persist between runs.
Agent SwarmShared file and semantic memory preserve context across sessions. Workers retain identities and task history.
Recurring work
PaperclipHeartbeats and routines support scheduled work, with API and webhook triggers.
Agent SwarmSchedules, workflows, and scripts support recurring tasks and automated execution.
Agent runtimes
PaperclipAdapters connect runtimes such as Claude Code and Codex. Session continuity depends on the adapter.
Agent SwarmWorkers support multiple harnesses, including Claude Code and Codex. Configure their providers and credentials.
Deployment
PaperclipOpen-source under MIT, with self-hosting documented in the repository.
Agent SwarmOpen-source under MIT. You operate the deployment and pay for infrastructure and inference.
/ proof-of-concept checklist
Test both on
one real workflow.
- 01
Assign the same task and acceptance criteria in each system. Inspect the output and the review process.
- 02
Resume related work in a new session. Check which decisions, files, and constraints the agents recover.
- 03
Run a recurring task, then inspect its history, failure handling, and cost records.
- 04
Record setup time and ongoing operator effort. Test the runtimes and integrations you actually need.
/ the honest tradeoff
Understand
the tradeoffs.
A useful comparison says where each tool actually wins. agent-swarm.dev is for a persistent, owned operating team; the alternative wins when its shape fits your job better.
Paperclip's organization model and Agent Swarm's lead-and-worker workflow overlap substantially. Choose the system that fits your daily work and operating requirements. We reviewed the linked public sources on October 15, 2026. This page reports documented capabilities, not a controlled benchmark or a security assessment. Runtime and adapter configuration can change behavior.
/ proof by trying
Evaluate Agent Swarm on your own work
Run a bounded task with clear acceptance criteria. Check the result, retained context, operator effort, and inference cost before expanding access.
/ faq
Common
questions.
Can both systems delegate and schedule work?
Yes. Both document delegation and recurring work. Compare their task models, configuration, and review controls instead of treating those capabilities as exclusive.
/ sources
This page compares product categories and operating models from public product documentation and repositories. We do not claim the tools are interchangeable.
/ keep comparing
See how agent-swarm.dev stacks up against the rest.
/ Install
Two ways in.
01 · THE EASY WAY
Ask your coding agent
It reads the skill, asks about your setup, then installs the swarm.
Read https://agent-swarm.dev/skill.md and help me install and operate Agent Swarm on our infra. Ask about my setup before running anything.
02 · THE FAST WAY
Run the installer
One command. Needs Docker.
$ curl -fsSL https://agent-swarm.dev/install.sh | bash
Or read the docs first
Rolling it out across a team? Book a free 15-min call