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Posts by Prefect

Ethan Rosenthal (@ethanrosenthal.com) , Senior ML Engineer at Runway spent ten years watching every ML project follow the same path: script, CLI, config file, Turing-complete YAML nightmare. He built Confingy to solve that problem.

πŸ“Ί Full PyAI Conf 2026 talk at www.youtube.com/watch?v=ElR9...

17 hours ago 3 0 0 1
Custom events

Custom events

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Tip: if you use a package from GitHub heavily, you can subscribe to find out about new releases (but not get overwhelmed by other notifs).

I just did that for FastMCP since their releases are always chock full of new features.
(Also I love their punny release titles)

4 days ago 4 1 1 0
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FastMCP with Adam Azzam and Jeremiah Lowin - Software Engineering Daily The Model Context Protocol, or MCP, gives developers a common way to expose tools, data, and capabilities to large language models, and it has quickly become an important standard in agentic AI. FastM...

Jeremiah Lowin is the founder and CEO of @prefect.io, and Adam Azzam is the VP of Product. They join Gregor Vand to discuss fastmcp, its origin story, core framework pillars, and FastMCP 3.0 architecture.

@jlowin.dev
@aaazzam.bsky.social

softwareengineeringdaily.com/2026/04/07/f...

1 week ago 6 3 0 0

@prefect.io is everything I wish I had when I was maintaining an app using Airflow

1 month ago 4 2 1 0
How FastMCP Became the Fastest-Growing Thing We've Ever Built
How FastMCP Became the Fastest-Growing Thing We've Ever Built YouTube video by Prefect

youtu.be/bNG25zcYPuU

2 months ago 3 1 0 0

New Episode of chatting with Prefect's Builders - @jlowin.dev chats with with @aaazzam.bsky.social about FastMCP's path from weekend project to the most popular open source thing we've built.

Also: why "automation" is a better word than "orchestration."

Hope you get outside today. Link below.

2 months ago 3 1 1 0
MCP Apps and the UI Question: What We're Watching For
MCP Apps and the UI Question: What We're Watching For YouTube video by Prefect

www.youtube.com/watch?v=gt7i...

2 months ago 1 1 0 0
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New podcast episode on MCP apps and what we're learning as this unfolds.

The interesting question is where this goes next. We're recording these knowing things will shift and that's the point. Figure it out in public, see what sticks.

Link below.

2 months ago 2 1 1 0

πŸš€ Install the beta: 𝐩𝐒𝐩 𝐒𝐧𝐬𝐭𝐚π₯π₯ 𝐟𝐚𝐬𝐭𝐦𝐜𝐩==πŸ‘.𝟎.πŸŽπ›πŸ
πŸ’¬ Join the Discord: lnkd.in/gVH4jZvE
πŸ“– Docs: lnkd.in/dCH4cFmA
πŸ“ Announcement Blog: lnkd.in/gWx24H_r
✨ What's New Blog: lnkd.in/ghQDjqQF

2 months ago 0 0 0 0
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πŸ’‘ Agent Skills: Direct instructions on how and when an agent should use specific tools.

π™±πšŠπšŒπš”πš πšŠπš›πš π™²πš˜πš–πš™πšŠπšπš’πš‹πš’πš•πš’πšπš’: The core Pythonic API remains the same. This rebuild adds the infrastructure required for dynamic environments without breaking your current v2 servers.

2 months ago 0 0 1 0

🧩 Composite Apps: Combine tools from data, platform, and product teams into one authorized interface without collisions.

πŸ” Context Optimization: New features for search, curation, and progressive disclosure to keep agent context windows clean.

2 months ago 0 0 1 0

πŸ”Œ Provider Architecture: A unified system that replaces duplicated code across features for flexible, dynamic server building.

πŸ‘€ Dynamic Scoping: Servers can now show different tools to different users from a single endpoint.

2 months ago 0 0 1 0
2026 Launch Week | Day 1 | FastMCP 3.0
2026 Launch Week | Day 1 | FastMCP 3.0 YouTube video by Prefect

FastMCP 3.0 Beta is live πŸš€ with a rebuild of the foundation.

The foundation is rebuilt to move beyond simple tool scripts and into composable AI infrastructure.

youtu.be/oN1xliDNWnQ?...

π™ΌπšŠπš“πš˜πš› πš„πš™πšπšŠπšπšŽπšœ πŸ‘‡

2 months ago 2 0 1 0
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FastMCP 3.0 is here!

This is our largest and most ambitious release ever.

We've re-architected the framework to support the next generation of MCP applications.

It's time to move fast and make things.

🧡

2 months ago 35 11 1 2
Video

Py AI DC brought out a phenomenal crowd last night, proof that the DC Python community is building the future of AI one meetup at a time.

That's why we couldn't resist showing them Prefect β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ. This community got the first look before we let it loose on the world next week.

3 months ago 0 0 0 0
We Rewrote FastMCP's Backend (Here's Why) | Py AI Conference March 10th
We Rewrote FastMCP's Backend (Here's Why) | Py AI Conference March 10th YouTube video by Prefect

youtu.be/EF4pOL8xQbQ?...

3 months ago 0 0 0 0
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Video

FastMCP v3 is coming. Jeremiah gives a sneak peek in this week's office hours, watch our latest podcast episode on YouTube below.

Also: Py AI Conf
Co-Hosted with @pydantic.dev
March 10th, SF
Guido van Rossum | @gvanrossum.bsky.social
Sebastian Ramirez | @tiangolo.com

Check it out at pyai.events

3 months ago 4 1 1 0
pop, lock, and docket Assimilating `docket`, a new asynchronous background task system built on top of Redis streams.

docket is used by the open source Prefect server to implement background services and by github.com/jlowin/fastmcp to implement SEP-1686 (github.com/modelcontext...)

read more:
dev-log.prefect.io/pop-lock-and...

3 months ago 1 0 0 0
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GitHub - chrisguidry/docket: docket is a distributed background task system for Python docket is a distributed background task system for Python - chrisguidry/docket

Use Celery or ARQ for background tasks?

Check out github.com/chrisguidry/..., a simple to use and battle-tested background task system on Redis streams, written by @guid.foo

3 months ago 2 1 1 0
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PyAI Conference 2026 | March 10th | San Francisco, CA A one-day conference for Python teams shipping AI to production. March 10, 2026 in San Francisco.

pyai.events

3 months ago 0 0 0 0
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Travis Hoppe β€’ Acting Chief AI Officer @ the CDC rounds out our guest speakers for our sold out Py AI DC.

March 10 in SF: Py AI Conference is the big one. Only 300 spots to hear top-tier Python + AI speakers. The kind of lineup you book flights for. Both links in comments below.

3 months ago 0 0 1 0
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The Py AI series is all about short talks, honest demos and real conversation. No one's selling you anything - just ideas you can take back to your project next day.

Banjo Obayomi β€’ @banjtheman.bsky.social β€’ Senior Specialist Solutions Architect GenAI @ AWS joins us for Py AI DC.

3 months ago 0 0 0 0
Py AI Meetup: Washington DC Β· Luma Join us for an evening of cutting-edge discussion at the intersection of AI and Python, featuring lightning talks from leading practitioners who are building…

luma.com/w08cv6px?tk=...

3 months ago 1 0 0 0
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Co-hosted with @pydantic.dev, Py AI is where people building with Python and AI actually talk about what they're working on.

SF, NYC, London. Now it's DC's turn.

Roni Kobrosly, Ph.D. β€’ Director of Data Science @ Capital One kicks things off.

More details dropping soon. RSVP in the comments.

3 months ago 2 0 1 0
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AI Agents Fix/Break Everything: Building Prefect MCP Server & Pydantic AI Integration
AI Agents Fix/Break Everything: Building Prefect MCP Server & Pydantic AI Integration YouTube video by Prefect

We're having conversations with the team about building Prefect. Whatever comes up.

This time with Engineers Nate Nowack (@zzstoatzz) and Alex Streed (@desertaxle). Designing for coding agents, the Prefect MCP server and the Pydantic AI integration. www.youtube.com/watch?v=qTT1...

3 months ago 3 1 0 0

Open source is core to how we build. FastMCP has been part of MCP's growth from the beginning, now downloaded over a million times a week!

We're joining the AAIF because the future of agentic AI should be open, trusted, and built by the community that uses it.

4 months ago 4 0 0 0

The AAIF, a directed fund under the Linux Foundation, was established by Anthropic, Block, OpenAI, Google, Microsoft, AWS, Cloudflare, and Bloomberg. Today, Anthropic announced they're donating the Model Context Protocol (MCP) to the foundation.

4 months ago 1 0 1 0

Prefect is proud to be a founding member of the newly established Agentic AI Foundation!

4 months ago 8 1 1 0
MCPval Using evals to back out a useful Prefect MCP Server

Read our dev log for more on how it came to be:

dev-log.prefect.io/mcpval/

5 months ago 2 0 0 0
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A Prefect MCP Server for Data Engineers Ask Claude to debug your Prefect pipelines. The Prefect MCP server gives AI assistants read access to your workspace so they can check logs, find issues, and suggest fixes via CLI.

Claude is a data engineer secretary now.

The Prefect MCP server is now in beta - try it out!

claude mcp add prefect -- uvx --from prefect-mcp prefect-mcp-server

www.prefect.io/blog/a-prefe...

5 months ago 4 1 1 0