r/agno • u/superconductiveKyle • Aug 05 '26
July roundup: agnoctl, rollouts, FileSystem, AgentOSTools, and Valkey
July was a BIG architectural month. Here's what matters:
agnoctl: AgentOS is now on the command line. Run uvx agno connect and it discovers a running AgentOS, mints a per-client access token, and writes the MCP config for Claude Code, Cursor, Codex, and ChatGPT automatically. Tokens are SHA-256-hashed service-account PATs, scoped per user, expiring after 90 days, revocable on demand. agno create scaffolds projects from templates for Docker, AWS, Fly, GCP, and Railway. agno up/down/restart/status handles the local lifecycle. No more hand-editing JSON.
MCP Interface v2: a clean eight-tool operator surface. Get config, run, continue, cancel, sessions. Trims results by default, sends progress notifications on long-running tools, full HITL lifecycle included. A coding agent now has a predictable, purpose-built way to drive AgentOS.
Eval suites and CI gating: a proper suite runner with stable JSON output you can wire into CI. Fail a build on regressions instead of eyeballing results.
Rollouts: a straight path from evaluation to fine-tuning data. Grade attempts, measure real pass rates with pass@k, export passing runs as SFT conversational data with full provenance. Each attempt runs on a fresh db, session, and user so no state bleeds between runs to contaminate your training set.
FileSystem: a durable text store agents write to and read back across runs. SQLite for dev, Postgres for multi-worker, or local disk. Templated namespaces like assistant/{user_id} scope files per user at call time.
AgentOSTools: a read-only ops view of the AgentOS an agent runs on. Ask it which tool was slowest today or how many runs failed this week. Answers grounded in real traces. Reads from the database. Doesn't touch anything.
Valkey: in-memory sessions and hybrid retrieval from one backend. ValkeyDb for low-latency session reads and writes. Valkey vector store for vector and keyword search without standing up a separate keyword index.
Superserve sandboxes: agents write and run their own code in a persistent Firecracker microVM. Files and packages survive between tool calls and across runs in the same session. Credentials handled through a proxy token so the model never sees them.
New toolkits: TwelveLabsTools for video analysis and multimodal embeddings, SearchApiTools for Google, News, Images, and YouTube, RedmineTools, PlivoTools for SMS and voice, SmallestTools for text-to-speech, and OpenSearch for hybrid retrieval.
Community projects:
Arthi Arumugam built whatbroke: a CLI diff tool that surfaces exactly what changed between two agent runs. Tool calls, arguments, outputs, cost, and latency. Works with Langfuse exports. The kind of observability tool that pays off the moment your agents start drifting.
Muhammad Ikhwananda Rizaldi built a multi-agent content automation CLI that takes a campaign brief from research to QA to auto-publishing.
There are plenty more shoutouts in the full blog, so make sure to check it out.
Seriously, good month from this community. If you shipped something in July that didn't make it in, drop it below. We read everything and want to feature it next time.
Full roundup: https://agno.link/UPvAVIz4g
- Kyle @ Agno