June was a heads-down, high-output month. We shipped eleven releases across v2.6.10 through v2.6.20, and there's a lot to show for it: Learnings CRUD landed on AgentOS, the model lineup grew by five providers, and agents picked up real control over their own runs with checkpointing and forking.

Let’s dive in.

New releases & features

Four new model providers

In v2.6.10 we widened the set of models you can run agents on without leaving the framework. We added Inception Labs, Xiaomi's MiMo, and MiniMax (M2.7) as direct model providers, and brought in Cloudflare AI Gateway too, so you can route requests through your gateway and pick up its caching and observability instead of calling each model endpoint directly.

See the docs for Inception Labs, Xiaomi MiMo, MiniMax, and Cloudflare.

YouTools

In v2.6.10 we added a new YouTools toolkit that wires up the You.com Search API, so an agent can run web searches through You.com with no custom client to build. Drop it onto an agent and it picks up search the same way it picks up any other Agno toolkit.

See the YouTools docs for setup.

DOCX and HTML file generation

We added two new output formats to FileGenerationTools this month: DOCX (v2.6.10) and HTML (v2.6.12), the latter with an example app. An agent can now hand back a finished .docx or a standalone web page instead of raw text for someone else to format, the same way it already generates CSV, JSON, and TXT.

See the File Generation docs for more.

Sub-agent event streaming from context providers

We made context providers stream their sub-agent events through to the parent run, so a provider that runs its own sub-agent surfaces that work as it happens instead of going quiet until the final result (v2.6.10, refined in v2.6.13). You get visibility into the intermediate steps, not just the final answer.

See the v2.6.10 release notes for more.

Knowledge and managers in the registry

In v2.6.10 we added knowledge and managers support to the registry, and in v2.6.13 we made the AgentOS registry auto-populate from the agents, teams, and workflows you've defined. That removes a manual registration step and keeps things in sync by default.

Learn more about the AgentOS registry in the docs.

Parallel Task and Monitor API tools

In v2.6.11 we added tools for Parallel's Task API and Monitor API, extending the Parallel integration beyond search into task execution and monitoring. In v2.6.16 and v2.6.17 we migrated the Parallel backend and tools to the GA parallel-web 1.0 API.

See cookbooks for reference examples.

See the v2.6.11 release notes for more.

Learnings CRUD on AgentOS

In v2.6.14 we added full create, read, update, and delete endpoints for learnings on AgentOS, giving you direct control over what an agent has learned rather than treating that store as write-only.

Learn more about managing learnings in the docs.

Checkpointing and run forking

In v2.6.19 we added tool-batch-level checkpointing and a unified /continue that handles both regenerating and forking a run, plus support for forking sessions. Together they let you branch off a run at a known-good point instead of starting over, which is the kind of control that makes long, expensive agent runs practical.

See the checkpointing cookbooks for examples.

StudioTool

Also in v2.6.19, we shipped StudioTool, a toolkit for dynamic composition of agents, teams, and workflows, so an agent can assemble other Agno primitives on the fly.

Learn more in docs

See the v2.6.19 release notes for more.

ClickHouse for traces

In v2.6.20 we added ClickHouse as a backend for traces, built for high-volume trace ingest and OLAP-style scans. Teams running heavy agent traffic can now store and query their observability data at scale.

Learn more in the Tracing docs.

Scavio search toolkit

Also in v2.6.20, we added a new Scavio search toolkit, giving agents one more first-class search provider to call.

Learn more in docs.

See the v2.6.20 release notes for more.

Also shipped this month

We shipped plenty more across the v2.6 line, from new AgentOS surface area to model and tooling fixes:

• Custom, scoped, identity-aware MCP tools (v2.6.15): we turned the AgentOS MCP server at /mcp into a real extension point via MCPServerConfig. Register custom tools, scope or disable the built-ins, inject the authenticated caller's identity, gate calls with a one-line authorize function, and opt into DNS-rebinding protection. See the MCP server docs.
• AG-UI state events (v2.6.12): we added state events so front-ends built on AG-UI can track and react to agent state as it changes.
• Workflows HITL over sockets (v2.6.13): paused workflows now surface approval requests and take responses over a live connection. See the HITL docs.
• Manifest (v2.6.11): we added per-entity UI metadata for AgentOS, so each agent, team, or workflow carries its own presentation details.
• Slack app manifest (v2.6.13): we shipped a ready-made manifest for the AgentOS Slack interface.
• Tuning Engines provider (v2.6.12): we added another model provider to the lineup.
• WorkOS RBAC example (v2.6.12): we added a worked example of role-based access control.
• Latitude observability (v2.6.12): we added a Latitude via OpenInference tracing example.
• Content hashing fix (v2.6.13): we folded metadata into the content hash, so upsert=False inserts of the same document no longer collapse.
• Gemini thread safety (v2.6.14): we removed a per-response cleanup that caused a race under concurrent usage.
• json_object followup instructions (v2.6.14): we now carry JSON instructions into the followup prompt for json_object providers.
• Resilient DB component loading (v2.6.17): we now skip a single bad component instead of dropping the whole load.
• Structural registry tool dedup (v2.6.17): we dedupe re-instantiated toolkits so they collapse instead of piling up duplicate registry entries.
• Preserved model params on reconstruction (v2.6.18): we keep azure_endpoint, base_url, and credentials alive when rebuilding DB-stored agents and teams.
• Lighter Gemini import (v2.6.19): we now import GeminiInteractions lazily, so Gemini no longer forces google-genai 2.0 (and we support 2.9).
• PII guardrail raw regex (v2.6.19): custom_patterns now accepts raw regex strings, auto-compiled.
• Vector DB search types (v2.6.19): ClickHouse and Pinecone now report supported search types via get_supported_search_types().
• OpenAI web-search citations (v2.6.20): we surface web-search citations on response.citations for OpenAIChat and OpenAILike.
• LiteLLM structured outputs (v2.6.20): we added native structured outputs and JSON schema outputs for LiteLLM; enable them per provider.
• FastAPI 0.137 support (v2.6.20): get_routes() now lists every route.
• Unified Google toolkit auth (v2.6.20): we unified auth across the Google toolkits behind a shared base class.
• No more quick_prompts cap (v2.6.20): we removed the three-per-entity limit on quick_prompts.
• Cancelled runs persist (v2.6.10): agents, teams, and workflows now record a cancelled run in the database instead of leaving a gap in run history.
• Files on the RunCompleted event (v2.6.10): listeners can now grab the files a run produced straight off the event instead of fetching them separately.
• Gemini Interactions by model string (v2.6.10): the parser now recognizes the google-interactions provider, so you can select GeminiInteractions via a model string.
• DeepSeek V4 refresh (v2.6.10): we refreshed DeepSeek V4's thinking mode and defaults so agents run against current settings out of the box.

Community projects & showcases

A few of the things people built with Agno in June:

Branch Agent: a Git-style branchable LLM state machine by Harish Kotra

Fork a conversation at any message, swap the system prompt, model, or even the provider on each branch, compare them side by side, and merge the learnings back. Built on Convex and Agno to make experimentation workflows that weren't possible before.

Check it out here.

agno-docs-mcp: full-text search over the Agno docs by Gonzalo (CENFARG)

An MCP server for the Agno docs with real full-text search via FTS5 and BM25 ranking. It ships four tools, 3,826 indexed pages, highlighted snippets, and 204 tests with green CI, on a hexagonal architecture that can extend to semantic search later.

Check it out on GitHub.

A ₹1 Crore (~$115K) email-management system for transportation and logistics by Anshul Jain

An AI email system for a logistics company running 1,000+ vehicles across India under government tenders. The hard part wasn't operations, it was email across many state inboxes, and the Agno-powered build routes and processes that cross-state communication intelligently, solving a problem worth about ₹1 Crore (roughly $115K) to the business.

Check it out here.

AgentScribe: training-data capture for agentic AI by aryan45425

A cross-framework Python library that captures your agents' tool calls, reasoning, and multi-turn threads and turns them into fine-tuning-ready datasets. Every framework logs differently and none export training-ready data, so AgentScribe normalizes all of it into one format.

Check it out on GitHub.

An Agno Telegram bot on E2B sandboxes by er_rickow

A Telegram bot built with Agno and the Neosantara API running on an E2B sandbox, with two runtimes: simple long-polling and a production webhook server with streaming, sessions, media, and group-chat support.

Check it out on GitHub.

Contributor shoutouts

Community MVPs

• @Fahmid-Arman: Closed a production-critical security hole where CustomApiTools leaked API-key authorization headers when base_url was unset, switching to parameterized bindings so credentials stop leaking (#8582).
• @pandego: Surfaced a unified finish_reason across model providers, so an answer that ran out of output tokens no longer comes back looking exactly like a clean completion (#8630).
• @IdoXpoz: Shipped the Xpoz social-media intelligence toolkit, 44 tools spanning Twitter/X, Instagram, Reddit, and TikTok (#8609).
• @LauraGPT: Added a FunASR transcription toolkit for fully local, multilingual ASR across Chinese, Cantonese, English, Japanese, Korean and more, with no API key and cross-platform support (#8501).
• @userdeter1: Patched a data-leak risk by redacting sensitive session_state values before AG-UI streams its state diffs and snapshots (#8556).

More great contributions

• @Om-Borse26: Fixed a critical async bug so sync tools with async hooks run in a thread pool instead of freezing the event loop, keeping production agents responsive (#8628).
• @yusufgurdogan: Added SofyaTools for web search, URL-to-markdown extraction, and multi-source research with cited reports (#8593).
• @anshul-jain-devx108: Added AzureReposTools for Azure DevOps Repos, closing the parity gap with the GitHub, GitLab, and Bitbucket toolkits (#8502).
• @michaelxer: Fixed Gemini with Vertex AI Search grounding so retrieved chunks stop getting dropped from citations (#8605).
• @dev-ishant: Added a complete job-application-tracker workflow example to the cookbook (#8613).
• @onyx679: Fixed the run command in the human-approvals cookbook README (#8597).

Thank you for shipping and then shipping and then shipping again.

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