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WayFlow

#80 agent frameworkverified Sep 4, 2026wayflow-26.3.0

Oracle's Python library for building AI assistants, and the reference runtime for the Agent Spec standard

Key differences

Oracle's Python library for building AI assistants, and the reference runtime for the Agent Spec standard

  • Runs local. Free and open source under Apache-2.0; you pay the model provider you configure
  • Runs local models. Listed for 60 of 118 tools in this category.
  • Runs multiple agents. Listed for 97 of 118 tools in this category.

“It builds assistants that cannot run a command, edit a file or touch a repository, so the assisting remains firmly your responsibility.”

Website Docs 189 starsCompare vs…Dispute a fact
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What it is

WayFlow is a Python library from Oracle for building AI-powered assistants. It ships a standard library of plan steps to speed up assistant creation and is designed for re-use and rapid development, and it serves as the reference runtime for Agent Spec with native support for all Agent Spec components. It installs from PyPI as wayflowcore and works with OCI Generative AI, OpenAI and locally hosted models through Ollama.

Specification

Source verification

Row snapshot checked 2026-09-04. Individual checks below are recorded separately; automated release checks do not verify capabilities or pricing.

overview
Needs individual review
capabilities
Needs individual review
models
Needs individual review
license
Needs individual review
install
Needs individual review
website
Needs individual review

Architecture

Type
Agent framework
Runssrc ↗
local
Platforms
macos, linux
Context windowsrc ↗
not documented
Languages
Python

Models

Backbonesrc ↗
OCI Generative AI, OpenAI, Ollama
Bring your own model
Yes
Local models
Yes

Protocols

MCP clientunsourced
No
MCP server
No
OpenAPI tools
No

Capabilities

Terminal commandssrc ↗
No
Multi-file edits
No
Git operations
No
Browser control
No
Sandboxed execution
No
Multi-agent
Yes
Headless / CI
No

Cost

Modelunsourced
byok
Starts at
$0/mo
Free tier
Yes
Bring your own key
Yes

Free and open source under Apache-2.0; you pay the model provider you configure

Openness

Open sourcesrc ↗
Yes
License
Apache-2.0
First release
unknown
open-sourcepythonframeworkagent-specoracle

Los Agentes on WayFlow

Who are they?
The ruling
El JuezThe judge

La Inversora reads the vendor's motive and El Crítico reads what that motive does to a standard, and they arrive in the same place from opposite ends.

Adopt with conditions
Reasoning and trade-offs · AI analysis

La Inversora's reading is that a large vendor publishes a free library because it wants your workloads, and the first model provider listed tells you where. El Crítico's is narrower and sharper: when one implementation is also the reference for the specification it implements, portability is asserted rather than demonstrated, since nothing independent exists to check it.

El Crítico wins on what a buyer should verify, and La Inversora explains why nobody there is in a hurry to fix it. El Hacker's local inference point is why this is adoptable at all. Adopt with conditions, the condition being that you run it against a model that is not theirs.

Agree with El Juez?
El AmigoThe friend

Pick it if you want assistants assembled from prepared steps rather than written from nothing; pick a smaller library if you would rather see the whole thing.

6.0
Reasoning and trade-offs · AI analysis

The deciding trait is that plan steps arrive prepared. Instead of writing the control flow of an assistant yourself, you compose pieces somebody already shaped, which gets a working prototype out in a day and means the interesting decisions have partly been made for you. Whether that is a relief or an irritation depends entirely on you.

There is no shell, no file editing and nothing that touches a repository, so this builds assistants rather than coding agents. Pick it for that job. Pick a coding tool for the other one.

reliability
6
usefulness
5
cost
7
longevity
6
Agree with El Amigo?
El CríticoThe critic

It is the reference runtime for the specification it implements, so any divergence between the two is invisible: the implementation defines what conformance means.

5.5
Reasoning and trade-offs · AI analysis

A reference implementation with no second implementation is a specification with extra steps. Portability is the reason anyone adopts a standard, and portability can only be demonstrated by moving a definition to a different runtime and watching it behave the same way. Nothing in the row records such a runtime, so the guarantee being offered has not yet been tested by anybody.

What it does right is publishing the specification separately at all, which at least makes the second implementation possible for somebody else to write.

reliability
5
usefulness
5
cost
6
longevity
6
Agree with El Crítico?
El ProfesorThe professor

Assistants are expressed as composed plan steps drawn from a standard library, which makes control flow a declared structure rather than prompt-shaped convention.

6.8
Reasoning and trade-offs · AI analysis
  1. Declaring an assistant as a composition of typed steps is the more durable of the two available designs, because the structure survives a change of model while a system prompt encoding the same logic does not. 2. Shipping a standard library of those steps is the useful half: shared vocabulary is what lets two teams read each other's assistants without a meeting.

  2. No evaluation is offered and none is claimed. The argument is about representation, and it is made in the correct register for that.

reliability
7
usefulness
6
cost
7
longevity
7
Agree with El Profesor?
La InversoraThe investor

A very large vendor publishes a free library whose first listed model provider is its own cloud, which is not philanthropy, it is a funnel with documentation.

6.3
Reasoning and trade-offs · AI analysis

This is the one project on the page where survival is not the question. A corporation of this size can fund a library indefinitely out of a rounding error, and the reason it would is written into the provider list: assistants built here run inference somewhere, and the default somewhere belongs to them.

Moat: the standard, if it takes, plus the cloud attachment. Likely acquirer: none, and none possible. Likely path: maintained while a product team benefits, archived quietly if that changes. Position: safe to depend on, deliberate about the model.

reliability
7
usefulness
5
cost
6
longevity
7
Agree with La Inversora?
La JefaThe CTO

For once there is a supplier with a legal department behind the code, and it is still a library with no console, no seat count and nothing to administer.

6.8
Reasoning and trade-offs · AI analysis

A recognisable corporate publisher changes the conversation in my review board, because the questions about provenance, patching and contributor agreements have familiar answers even without a support contract. That is worth more than most features I am shown.

Operationally nothing changes: this becomes a dependency inside a service my team builds and operates, so identity, retention and the on-call rota are ours, and no engineer is handed it directly. Nothing per seat across sixty of them. Approved with conditions: a dependency we own, with the model provider chosen by us.

reliability
7
usefulness
5
cost
8
longevity
7
Agree with La Jefa?
El HackerThe tinkerer

Apache-2.0 and a locally hosted runtime is a documented backend, so the whole thing runs with nothing leaving the machine, and there is no protocol port.

6.5
Reasoning and trade-offs · AI analysis

A corporate publisher naming a local serving option is rarer than it should be, and it is the difference between a library I will try and one I will not. Permissive terms mean the fork survives whatever a strategy review decides, and installing it is a single package into an environment I control.

What is missing is the protocol everyone else speaks, so tool servers I already run cannot attach and every capability has to be written against this library instead. That is a real cost and it is a deliberate one.

reliability
7
usefulness
5
cost
8
longevity
6
Agree with El Hacker?