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any-agent

A single interface to use and evaluate different agent frameworks

Why this rank:Strong adoptionRelease freshnessHealthy release cadence

Description

A single interface to use and evaluate different agent frameworks

README

Project logo

TinyAgent Google ADK LangChain LlamaIndex OpenAI Agents Smolagents Agno AI

Planned for Support (Contributions Welcome!)

Open Github tickets for new frameworks

Requirements

  • Python 3.11 or newer

Quickstart

Refer to pyproject.toml for a list of the options available. Update your pip install command to include the frameworks that you plan on using:

pip install 'any-agent'

To define any agent system you will always use the same imports:

from any_agent import AgentConfig, AnyAgent

For this example we use a model hosted by Mistral, but you may need to set the relevant API key for whichever provider being used. See our Model Configuration docs for more information about configuring models.

export MISTRAL_API_KEY="YOUR_KEY_HERE"  # or OPENAI_API_KEY, etc
from any_agent.tools import search_web, visit_webpage

agent = AnyAgent.create(
    "tinyagent",  # See all options in https://mozilla-ai.github.io/any-agent/
    AgentConfig(
        model_id="mistral:mistral-small-latest",
        instructions="Use the tools to find an answer",
        tools=[search_web, visit_webpage]
    )
)

agent_trace = agent.run("Which Agent Framework is the best??")
print(agent_trace)

Tip

Multi-agent can be implemented using Agents-As-Tools.

Cookbooks

Get started quickly with these practical examples:

Contributions

The AI agent space is moving fast! If you see a new agentic framework that AnyAgent doesn't yet support, we would love for you to create a Github issue. We also welcome your support in development of additional features or functionality.

Running in Jupyter Notebook

If running in Jupyter Notebook you will need to add the following two lines before running AnyAgent, otherwise you may see the error RuntimeError: This event loop is already running. This is a known limitation of Jupyter Notebooks, see Github Issue

import nest_asyncio
nest_asyncio.apply()

Release History

VersionChangesUrgencyDate
1.18.0## What's Changed * feat(tinyagent): Allow messages as input to agent.run. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/906 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.17.0...1.18.0Low2/18/2026
1.17.0## What's Changed * feat: Add `any-llm-args` to config. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/905 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.16.1...1.17.0Low2/13/2026
1.16.1## What's Changed * fix(tests): Clear ANY_LLM_KEY env var in unit tests by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/903 * fix(smolagents): Reuse AnyLLM client instance to avoid event loop errors by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/902 * fix(callbacks): Handle coroutines in `before/after_agent_invocation` by @daavoo in https://github.com/mozilla-ai/any-agent/pull/904 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.16.0...1.Low2/11/2026
1.16.0## What's Changed * feat(tinyagent): Updates to use AnyLLM class API. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/900 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.15.1...1.16.0Low1/28/2026
1.15.1## What's Changed * fix(core): Fix AgentCancel propagation for LangChain and smolagents by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/897 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.15.0...1.15.1Low1/19/2026
1.15.0## What's Changed * fix: Resolve mypy type errors and fix AppStatus bug by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/895 * fix(openai): Handle subscripted generics in Tool type check by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/896 * feat(core): Add AgentCancel exception for control-flow in callbacks by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/894 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.14.1...1.15.0Low1/16/2026
1.14.1## What's Changed * Update notebooks by @angpt in https://github.com/mozilla-ai/any-agent/pull/889 * fix(tinyagent): Append tool_result message when tool not found by @peteski22 in https://github.com/mozilla-ai/any-agent/pull/893 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.14.0...1.14.1Low1/15/2026
1.14.0## What's Changed * feat(tinyagent): Allow to dynamically update completion params betwee… by @daavoo in https://github.com/mozilla-ai/any-agent/pull/879 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.13.0...1.14.0Low11/25/2025
1.13.0## What's Changed * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/874 * chore(deps-dev): bump pre-commit from 4.3.0 to 4.4.0 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/871 * chore(deps-dev): update pytest requirement from <9,>=8 to >=8,<10 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/870 * [feat(tinyagent): Allow callbacks with async methods.](https://github.com/mozilla-ai/any-agent/commit/fb5dd88Low11/20/2025
1.12.1## What's Changed * fix: fix docs by @njbrake in https://github.com/mozilla-ai/any-agent/pull/861 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/862 * Adding pre-commit check to remove jupyter output by @angpt in https://github.com/mozilla-ai/any-agent/pull/859 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/867 * Update CONTRIBUTING.md by @angpt in https://github.com/mozilla-ai/any-agent/pull/8Low11/12/2025
1.12.0## What's Changed * feat: async context management and resource cleanup in AnyAgent class by @njbrake in https://github.com/mozilla-ai/any-agent/pull/835 * chore(deps): bump pre-commit-uv from 4.1.5 to 4.2.0 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/831 * chore(deps): bump astral-sh/setup-uv from 6 to 7 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/830 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/puLow10/27/2025
1.11.0## What's Changed * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/822 * Migrate `smolagents` to use `any_llm` by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/817 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/825 * Bump `any-llm-sdk` version to 0.21.0 by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/833 * chore(deps): Pin "python<3.14" by @angpt in httpsLow10/15/2025
1.10.0## What's Changed * fix(import errors) with Otel and composio by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/816 * enhance(traces): add `any_agent` version to agent trace by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/815 * chore(deps): Bump "composio>=0.8.14" by @daavoo in https://github.com/mozilla-ai/any-agent/pull/818 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/819 * chore: update any-llm-sdkLow9/20/2025
1.9.0## What's Changed * fix: trace should show the casted arguments by @njbrake in https://github.com/mozilla-ai/any-agent/pull/806 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/808 * feat(google): Replace LiteLlm with AnyLlm as DEFAULT_MODEL_TYPE. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/809 * [chore(deps): Bump any-llm-sdk>=0.20.2,<1.](https://github.com/mozilla-ai/any-agent/commit/e7d05ee0230f80429aef057d0b1ae7a0a3e99233) Low9/11/2025
1.8.3## What's Changed * fix: proper boolean safe casting and unit test consolidation by @njbrake in https://github.com/mozilla-ai/any-agent/pull/804 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.8.2...1.8.3Low9/8/2025
1.8.2## What's Changed * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/797 * chore(deps): bump actions/setup-python from 5 to 6 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/798 * chore(deps): bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/799 * chore(deps): bump actions/stale from 9 to 10 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/800 * fix(a2a): Low9/8/2025
1.8.1## What's Changed * fix: handle complex types by @njbrake in https://github.com/mozilla-ai/any-agent/pull/796 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.8.0...1.8.1Low9/4/2025
1.8.0## What's Changed * feat: Support `composio` via custom `CallableProvider`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/793 * docs(tools): Add `Composio` section. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/794 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.7.1...1.8.0Low9/4/2025
1.7.1## What's Changed * Make sure that every tool is wrapped only once by @aittalam in https://github.com/mozilla-ai/any-agent/pull/730 * deps: Bump `any-llm-sdk>=0.17.2`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/791 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.7.0...1.7.1Low9/2/2025
1.7.0## What's Changed * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/782 * Print correct key name by @angpt in https://github.com/mozilla-ai/any-agent/pull/783 * Updated Callbacks Docs by @dni138 in https://github.com/mozilla-ai/any-agent/pull/785 * feat(openai): Set default max_turns to infinity in run method by @njbrake in https://github.com/mozilla-ai/any-agent/pull/750 * fix(async): Allow to use sync inside notebook. by @daavoo in https://gitLow9/1/2025
1.6.1## What's Changed * fix: empty strings in optional types should be None by @njbrake in https://github.com/mozilla-ai/any-agent/pull/781 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.6.0...1.6.1Low8/29/2025
1.6.0## What's Changed * feat: update demo to any-agent ver 1 by @njbrake in https://github.com/mozilla-ai/any-agent/pull/751 * chore: Add publish_demo_to_hf_spaces by @daavoo in https://github.com/mozilla-ai/any-agent/pull/755 * feat(agno): Replace default LiteLLM with AnyLLM for `DEFAULT_MODEL_TY… by @daavoo in https://github.com/mozilla-ai/any-agent/pull/720 * tests: Re-enable `huggingface/tgi` integration test. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/765 * chore(deps): DroLow8/28/2025
1.5.0## What's Changed * feat: throw exception if running sync run/create methods in async context by @njbrake in https://github.com/mozilla-ai/any-agent/pull/741 * chore(docs+deps): Update any-llm references by @Kostis-S-Z in https://github.com/mozilla-ai/any-agent/pull/749 * feat: Refactor and Simplify MCP by @njbrake in https://github.com/mozilla-ai/any-agent/pull/739 * fix(tinyagent): Use `any_llm.acompletion` instead of `completion`. by @daavoo in https://github.com/mozilla-ai/any-agent/pullLow8/22/2025
1.4.0## What's Changed * Use absolute URL for logo in README by @dpoulopoulos in https://github.com/mozilla-ai/any-agent/pull/743 * fix(test_agent): Disable HF/TGI model in integration tests by @njbrake in https://github.com/mozilla-ai/any-agent/pull/745 * feat(tinyagent): Use `response_format` when provider is `openai`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/747 ## New Contributors * @dpoulopoulos made their first contribution in https://github.com/mozilla-ai/any-agent/pulLow8/21/2025
1.3.0## feat(tinyagent): Use `any-llm` by default. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/722 When chosing the `tinyagent` framework, [`any-llm`](https://github.com/mozilla-ai/any-llm) will be used to make the calls to the LLM. ## What's Changed * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/733 * chore(deps): bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/mozilla-ai/any-agent/pull/738 * chore: Low8/19/2025
1.2.1## What's Changed * fix(tinyagent): Drop `max_turns` and `DEFAULT_MAX_TURNS`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/731 See https://mozilla-ai.github.io/any-agent/agents/callbacks/#example-limit-the-number-of-steps **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/1.2.0...1.2.1Low8/14/2025
1.2.0## A2A Streaming * feat(a2a): Add streaming support. by @daavoo and @javiermtorres in https://github.com/mozilla-ai/any-agent/pull/728 Enable with https://mozilla-ai.github.io/any-agent/api/config/#any_agent.serving.A2AServingConfig.stream_tool_usage ## deps: Breaking Changes 💣 * chore(deps): make tool dependencies optional. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/716 If you want to use `search_web`, `visit_webpage` you will need to install the required deps sLow8/12/2025
1.1.0## 🤏 Improvements for Small Language Models We recommend `tinyagent` to be used as default when working with Small Language Models. * feat(tinyagent): Updates to "force" tool usage. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/687 * feat(tiny_agent): Update instructions. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/710 Check the cookbook with an example of a Local Agent: https://mozilla-ai.github.io/any-agent/cookbook/agent_with_local_llm/ ## 🧪 Tests Low8/5/2025
1.0.1## What's Changed * fea(docs): Consolidate serving.md by @daavoo in https://github.com/mozilla-ai/any-agent/pull/656 * feat(test_agent): Run TINYAGENT with multiple providers. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/661 * feat(callbacks): Add `before/after``_agent_invocation`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/659 * fix: Removed deletion of final_answer when output_type is not defined by @aittalam in https://github.com/mozilla-ai/any-agent/pull/664Low7/24/2025
1.0.0With the `1.0` release, we are committing ourselves to (try to) not break the API described below until the next major release. ## Defining agents - https://mozilla-ai.github.io/any-agent/api/config/#any_agent.config.AgentConfig - https://mozilla-ai.github.io/any-agent/api/agent/#any_agent.AnyAgent ```python from any_agent import AgentConfig, AnyAgent from any_agent.tools import search_tavily, visit_webpage # In async context: # agent = await AnyAgent.create_async agent = AnyAgeLow7/22/2025
0.25.2## What's Changed * Option2: feat: fix output type without recreating agent by @njbrake in https://github.com/mozilla-ai/any-agent/pull/624 * chore(docs): Update tool usage checks. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/647 * pre-commit autoupdate by @github-actions[bot] in https://github.com/mozilla-ai/any-agent/pull/649 * chore(deps): Remove `fire` dependency from pyproject.toml by @njbrake in https://github.com/mozilla-ai/any-agent/pull/652 **Full Changelog**: httLow7/18/2025
0.25.1## 🚀 Feat: Experimental support for any-llm With this release, you have the option to try out [any-llm](https://github.com/mozilla-ai/any-llm/tree/main) when using the tinyagent framework. See https://mozilla-ai.github.io/any-agent/agents/frameworks/tinyagent/#experimental-any-llm-support for info about how to do it. ## What's Changed * fix: inconsistent printing of json by @njbrake in https://github.com/mozilla-ai/any-agent/pull/626 * fix(hooks): Add `any-agent` to `BASE_URL`. by @daaLow7/17/2025
0.25.0## 🚀 feat: Introduce `any_agent/callbacks`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/554 Check the docs: https://mozilla-ai.github.io/any-agent/agents/callbacks/ And cookbook: https://mozilla-ai.github.io/any-agent/cookbook/callbacks/ ## 📖 docs(agents): Add batch processing example to documentation by @njbrake in https://github.com/mozilla-ai/any-agent/pull/601 https://mozilla-ai.github.io/any-agent/agents/#batch-processing ## 🤖 📖 llms.txt and llms-full.txt by Low7/14/2025
0.24.0### Breaking Change 💣 feat(agent_judge): Return the evaluation trace instead of only the fi… by @daavoo in https://github.com/mozilla-ai/any-agent/pull/576 Allows to access the full evaluation trace for further inspection (i.e. retrieve the cost of the evaluation run). The previous output can still be accessed in the `final_output` property: <table> <tr> <td> Before </td> <td> After </td> </tr> <tr> <td> ```python from any_agent.evaluation import AgentJudge from any_agent.evalLow7/4/2025
0.23.1## What's Changed * fix: a2a multiturn avoid repeating context by @njbrake in https://github.com/mozilla-ai/any-agent/pull/542 * chore(deps): Bump "smolagents[mcp]>=1.19.0" by @daavoo in https://github.com/mozilla-ai/any-agent/pull/548 * Run Cookbook Tests in pytest, in parallel by @njbrake in https://github.com/mozilla-ai/any-agent/pull/549 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.23.0...0.23.1Low6/30/2025
0.23.0This release of any-agent contains an improvement to async server handling, an update to maintain compatibility with the newest version of the OpenAI Agents SDK, and some miscellaneous bug fixes. Enjoy! ## Breaking Changes calling `agent.serve_async()` now returns a `ServerHandle` object for easier management of async server lifecycle! You can see the new API at https://mozilla-ai.github.io/any-agent/api/serving/ ## What's Changed * fix(docs): Add `evaluation` to `nav` and fix missing Low6/30/2025
0.22.0## What's new * This release introduces the concept o AgentJudge as well as LlmJudge: easily evaluate your agent using an Agent-as-a-judge or LLM-as-a-judge! Check out the detailed description at https://mozilla-ai.github.io/any-agent/evaluation. * We also include prelminary support for serving your agent via MCP: full documentation and examples will be coming soon, tracked by https://github.com/mozilla-ai/any-agent/issues/525 ## Breaking Changes In this release, we introduce a majorLow6/25/2025
0.21.1## What's Changed * fix: only import optional dep agents when used by @njbrake in https://github.com/mozilla-ai/any-agent/pull/508 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.21.0...0.21.1Low6/20/2025
0.21.0## New Features With version 0.21.0, we are excited to release support for multi-turn conversations in A2A! Using either an A2A Client or another agent, you can now have multiturn conversations with an agent. We don't yet have a cookbook available, but we have two comprehensive tests that are useful to understand how to build one yourself. Check out file https://github.com/mozilla-ai/any-agent/blob/0.21.0/tests/integration/test_multiturn.py Example of multiturn conversation using an A2ACLow6/19/2025
0.20.0## Breaking changes 💣 * feat(tools): Wrap tool calls to catch exceptions by @daavoo in https://github.com/mozilla-ai/any-agent/pull/463 Exceptions raised during tool calls will now be consistently catched and returned as a string with the error description. This allows the Agent to try to recover from the tool failure (hoping that the exception provides some clear guidance on what went wrong). ## What's Changed * fix(tools): Drop outdated wrap in smolagents. by @daavoo in hLow6/16/2025
0.19.1## What's Changed * fix(test_unit_langchain): Update default `Generation`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/460 * [fix(evaluators): Don't instrument evaluation agent run.](https://github.com/mozilla-ai/any-agent/commit/b559d015d09a469903789ef5dff9ccc78acf96d0) **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.19.0...0.19.1Low6/11/2025
0.19.0## Breaking changes 💣 * feat(tinyagent): Refactor and return final_output. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/400 * feat(tinyagent): Use built-in structured output setting from provider… by @njbrake in https://github.com/mozilla-ai/any-agent/pull/450 * Return spans in exception if the invocation fails by @javiermtorres in https://github.com/mozilla-ai/any-agent/pull/432 * refactor(tracing): Instrument at the instance level. by @daavoo in https://github.com/mozillaLow6/10/2025
0.18.3## What's Changed * feat(a2a): Add optional http_kwargs parameter by @njbrake in https://github.com/mozilla-ai/any-agent/pull/391 * pre-commit autoupdate by @github-actions in https://github.com/mozilla-ai/any-agent/pull/393 * fix(tests): Make sure tinyagent eval traces are not included in the c… by @daavoo in https://github.com/mozilla-ai/any-agent/pull/399 * feat(mcp): Enhance client session timeout handling across multiple fr… by @njbrake in https://github.com/mozilla-ai/any-agent/pull/40Low5/30/2025
0.18.2## What's Changed * fix(a2a): Update f-string usage to be compatible with python<3.12. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/390 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.18.1...0.18.2Low5/29/2025
0.18.1## What's Changed * feat(evaluation): Allow `criteria` to be a callable. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/380 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.18.0...0.18.1Low5/29/2025
0.18.0## Breaking Changes 💥 * feat?: Drop `managed_agents`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/383 * Remove dependency on hf `evaluate` library by @njbrake in https://github.com/mozilla-ai/any-agent/pull/374 ## What's Changed * docs: Update serving documentation and add A2A tutorial notebook by @njbrake in https://github.com/mozilla-ai/any-agent/pull/360 * Update pyproject.toml by @njbrake in https://github.com/mozilla-ai/any-agent/pull/369 * Add Cookbooks section tLow5/29/2025
0.17.0## What's Changed * Fix minor details to align with Google ADK 1.0.0 by @javiermtorres in https://github.com/mozilla-ai/any-agent/pull/351 * Dynamically create tools for A2A agents by @javiermtorres in https://github.com/mozilla-ai/any-agent/pull/336 * feat(tracing): Use `rich.markdown` in spans with `gen_ai.output.type=… by @daavoo in https://github.com/mozilla-ai/any-agent/pull/355 * feat(mcp): Remove TypeAdapter by @njbrake in https://github.com/mozilla-ai/any-agent/pull/356 * test: SkLow5/28/2025
0.16.2## What's Changed * Docs: agent_framework is no longer an argument in evaluate() by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/342 * Add end-of-file newline to JSON generated by `--update-trace-assets`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/345 * fix(tracing): Handle tool outputs of different types. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/344 * fix(smolagents): Instrument `Model.generate` instead of `Model.__call… by @daavoo inLow5/27/2025
0.16.1## What's Changed * fix(tracing): Show final answer in the console. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/340 * Add `close-stale.yaml` by @daavoo in https://github.com/mozilla-ai/any-agent/pull/338 * Drop references to `[all]`. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/339 **Full Changelog**: https://github.com/mozilla-ai/any-agent/compare/0.16.0...0.16.1Low5/26/2025
0.16.0## What's Changed - 249 add our own instrumentation by @daavoo in https://github.com/mozilla-ai/any-agent/pull/290 Check the new standardized outputs at: https://mozilla-ai.github.io/any-agent/tracing/#tracing-outputs * fix(docs): Add missing cookbook to the nav. by @daavoo in https://github.com/mozilla-ai/any-agent/pull/306 * Eval docs remove redundant code by @HareeshBahuleyan in https://github.com/mozilla-ai/any-agent/pull/307 * Pre-Commit should use local code for type stLow5/26/2025

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langchain4jLangChain4j is an open-source Java library that simplifies the integration of LLMs into Java applications through a unified API, providing access to popular LLMs and vector databases. It makes impleme