PromptulatevsSwarms
Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.
Promptulate
Cogit Lab · Agent framework
OSS
Panel
5.82 spec wins
- Reliability
- 5.3
- Usefulness
- 5.3
- Cost
- 7.8
- Longevity
- 4.8
“It ships a CodeAgent and a WebAgent, so you can now be disappointed by two specialists instead of one generalist.”
Swarms
Swarms · Agent framework
OSSMCP
Panel
5.73 spec wins
- Reliability
- 4.7
- Usefulness
- 6.0
- Cost
- 7.0
- Longevity
- 5.2
“Ships a guide file teaching your coding agent how to build agents, which is where the loop finally closes.”
Spec by spec
| Spec | Promptulate | Swarms |
|---|---|---|
| Architecture | ||
| Category | Agent framework | Agent framework |
| Runs | local | local |
| Platforms | macos, linux, windows | macos, linux, windows |
| Context window | not documented | not documented |
| Protocols | ||
| MCP client | No | Yes |
| MCP server | No | No |
| Capabilities | ||
| Runs terminal commands | No | No |
| Multi-file edits | No | No |
| Git operations | No | No |
| Browser control | YesPromptulate ships a WebAgent among its built-in agent types. | No |
| Sandboxed execution | No | No |
| Multi-agent orchestration | No | Yes |
| Headless / CI mode | No | No |
| Models | ||
| Backbone | any | any |
| Bring your own model | Yes | Yes |
| Local models | YesLocal Ollama models are documented, called as pne.chat(model="ollama/llama2"). | No |
| Cost | ||
| Pricing model | byok | byok |
| Starts at | $0/mo | n/a |
| Free tier | Yes | Yes |
| Bring your own key | Yes | Yes |
| Openness | ||
| Open source | Yes | Yes |
| License | Apache-2.0 | Apache-2.0 |
| GitHub stars | 511 | 7,227 |
Which one would each critic pick
| Critic | Promptulate | Swarms | Pick |
|---|---|---|---|
| El Juez | — | — | not enough reviews |
| El Amigo | 6.0 | 6.3 | Swarms — Pick Swarms if you want to try several orchestration shapes against the same task by changing one argument; pick AutoGen for a more settled community around the same territory. |
| El Crítico | 5.0 | 5.5 | Swarms — A feature table for a pip-installable library promises a 99.9% uptime guarantee, which is not a property a library in your own process can offer you. |
| El Profesor | 6.5 | 5.5 | Promptulate — Hooks are exposed across the lifecycle of agents, tools and model calls, which places instrumentation at three distinct layers rather than only around the outermost call. |
| La Inversora | 5.5 | 5.0 | Promptulate — 512 stars, a permissive licence and a research-lab author, with no entity, no tier and no revenue line: this is published work, not a company. |
| La Jefa | 5.0 | 5.3 | Swarms — The cost is not the licence, it is a mid-level engineer choosing correctly among a dozen orchestration structures with no measurements to choose by. |
| El Hacker | 7.0 | 6.8 | Promptulate — Apache-2.0, one package install, and a local model is reached with the same call as a hosted one by naming the runtime in the model string. No protocol client, though. |
Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.