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Feature Matrix

This page shows what users can rely on today and what is planned next.

Agents & Workflows (v0.3.0)

Feature Status Notes
create_agent() + profiles Implemented Composable agents; define_agent_profile(), init_agent().
Workflows Implemented workflows/**/run(ctx), pyflue run <wf>, POST /workflows/{name} (accepted / ?wait=result / SSE).
FlueContext Implemented ctx.id, ctx.payload, ctx.env, ctx.req, ctx.log, ctx.init(agent). (PyFlueContext aliased.)
Persistent agent instances Implemented create_agent default-export served at POST /agents/{name}/{id} with session continuity; no run id.
Session stores Implemented SessionStore protocol + InMemorySessionStore + SQLiteSessionStore.
dispatch() Implemented Async agent input + DispatchReceipt; POST /agents/{name}/{id}/dispatch. Process-memory admission.
Chat integration pattern Implemented Verified webhooks dispatch to continuing agent sessions; outbound replies are explicit tools. See Chat.
Operation events Implemented operation_start/operation with operation_id/instance_id.
Generation telemetry Implemented turn_request/turn events carry model and token usage; mapped to gen_ai.* spans.
OpenTelemetry Implemented create_opentelemetry_observer() (pyflue[otel]); workflow, operation, generation, tool, task, and compaction spans.
Model/provider configuration Implemented Provider-qualified model strings, thinking levels, and provider endpoint overrides. PyFlue delegates catalog-level routing to harness backends.
Host local() sandbox Implemented Real fs + subprocess shell, opt-in env allowlist.
Subagent profiles Implemented task(agent="name") selection; profile_to_role()/role_to_profile() bridge.
Packaged skills Implemented load_skill(path) imports a SKILL.md as a reusable Skill.
WebSocket Implemented Agent (multi-prompt) + workflow (one run); client agents.connect/workflows.connect.
ToolDefinition Implemented Canonical name for ToolDef (aliased).
Source layouts Implemented Discovers src/agents and src/workflows plus legacy root/.agents/.pyflue.
Durable execution Not ported Cloudflare-specific run recovery. See Parity with Flue.
Durable dispatch admission Planned dispatch() currently uses process-memory admission; use an application queue for production delivery.

Core

Feature Status Notes
Python package Implemented pyflue package with console script.
Pydantic AI backend Implemented (default) Typed, model agnostic loop, no LangChain. Included with PyFlue.
DeepAgents backend Implemented (optional) pyflue[deepagents]. Built on LangChain and LangGraph.
OpenAI Agents backend Planned Dependency pinned, runtime not implemented.
Google ADK backend Planned Dependency pinned, runtime not implemented.
Markdown skills Implemented .agents/skills/**/*.md.
Project instructions Implemented AGENTS.md and CLAUDE.md from project files and active sandbox context.
Sessions Implemented SQLite-backed history.
Automatic compaction Implemented Threshold compaction before turns and one prompt overflow retry.
Roles Implemented Markdown roles from .agents/roles/**/*.md.
Task sessions Implemented session.task() creates isolated child history with shared sandbox.
Built-in agent tools Implemented Filesystem, shell, search, glob, and task tools.
Abort/cancel Implemented session.abort() cancels active prompt, stream, task, and shell operations.
Event callbacks Implemented on_event emits lifecycle, command, task, and compaction events.
Virtual sandbox Implemented Persistent per-session workspace with path boundary checks, metadata helpers, binary file helpers, and policy-gated shell execution.
Shell policy Implemented Requires allow_shell=True; optional allowed_commands grants and compound-command blocking.
Secret grants Implemented Secrets are only mounted into sandbox env for calls that request them.
Write policy Implemented Requires allow_write=True.
DeepAgents file transfer Implemented Upload and download methods.
Typed outputs Implemented Pydantic TypeAdapter with retry repair loop and free-form JSON extraction.
Structured commands Implemented PyFlueCommand exposes reusable shell or callable commands as prompt tools.
Python client Implemented PyFlueClient supports health, route listing, prompt, stream, and agent calls.
Model override Implemented session.prompt(..., model="...") and session.skill(..., model="...").
File-based agent routing Implemented agents/*.py and .agents/*.py expose /agents/{name}/{id} routes.
Route triggers Implemented Agent files can declare triggers = {"webhook": True}.
HTTP error envelopes Implemented Webhook requests return stable JSON error envelopes.
CLI init Implemented Scaffolds project files.
CLI run Implemented Runs a prompt with optional --stream event output.
CLI skill new Implemented Scaffolds a skill.
CLI build Implemented Generates Docker/FastAPI and selected CI/platform artifacts.
CLI dev Implemented Starts the FastAPI app with Uvicorn reload.
CLI routes Implemented Lists discovered file-based agent routes.
CLI deploy Implemented Generates target artifacts and can invoke known provider CLIs when installed.
Remote sandboxes Implemented Daytona, E2B, Modal, and Runloop adapters.
Monty Python backend Implemented Safe host-side Python execution via pyflue[monty].
Monty state dump/load Implemented Serialize and restore Monty REPL state.
Monty dataclass registry Implemented session.register_python_dataclass(...).
Monty resource limits Implemented resource_limits={...} forwards to Monty.
Streaming/events Implemented session.stream(...), pyflue run --stream, and SSE endpoint.
MCP Implemented Direct mode and search/execute mode.

Sandbox Providers

Provider Status Notes
Virtual Implemented Persistent per-session workspace with path boundary checks.
Daytona Implemented Optional dependency: pyflue[daytona].
E2B Implemented Optional dependency: pyflue[e2b].
Modal Implemented Optional dependency: pyflue[modal].
Runloop Implemented Optional dependency: pyflue[runloop].

Live provider smoke tests are available behind PYFLUE_LIVE_SANDBOX_TESTS=1 and skip automatically unless the matching provider credentials are present.

Deployment Targets

Target Status Notes
Docker/FastAPI Implemented Python replacement for a JavaScript server target.
GitHub Actions Implemented Generates a manual workflow.
GitLab CI/CD Implemented Generates a manual pipeline job.
Railway Implemented Uses the Docker/FastAPI app.
Render Implemented Uses the Docker/FastAPI app.
Fly.io Implemented Uses the Docker/FastAPI app.
Cloudflare Partial Generates wrangler.toml; full Python container guide is still needed.
Vercel Implemented Generates vercel.json plus Python app artifacts.
Netlify Implemented Generates netlify.toml plus Python app artifacts.