| Name | agno JSON |
| Version |
1.7.2
JSON |
| download |
| home_page | None |
| Summary | Agno: a lightweight library for building Multi-Agent Systems |
| upload_time | 2025-07-10 15:50:06 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | <4,>=3.7 |
| license | Copyright (c) Agno, Inc.
Mozilla Public License Version 2.0
==================================
1. Definitions
--------------
1.1. "Contributor"
means each individual or legal entity that creates, contributes to
the creation of, or owns Covered Software.
1.2. "Contributor Version"
means the combination of the Contributions of others (if any) used
by a Contributor and that particular Contributor's Contribution.
1.3. "Contribution"
means Covered Software of a particular Contributor.
1.4. "Covered Software"
means Source Code Form to which the initial Contributor has attached
the notice in Exhibit A, the Executable Form of such Source Code
Form, and Modifications of such Source Code Form, in each case
including portions thereof.
1.5. "Incompatible With Secondary Licenses"
means
(a) that the initial Contributor has attached the notice described
in Exhibit B to the Covered Software; or
(b) that the Covered Software was made available under the terms of
version 1.1 or earlier of the License, but not also under the
terms of a Secondary License.
1.6. "Executable Form"
means any form of the work other than Source Code Form.
1.7. "Larger Work"
means a work that combines Covered Software with other material, in
a separate file or files, that is not Covered Software.
1.8. "License"
means this document.
1.9. "Licensable"
means having the right to grant, to the maximum extent possible,
whether at the time of the initial grant or subsequently, any and
all of the rights conveyed by this License.
1.10. "Modifications"
means any of the following:
(a) any file in Source Code Form that results from an addition to,
deletion from, or modification of the contents of Covered
Software; or
(b) any new file in Source Code Form that contains any Covered
Software.
1.11. "Patent Claims" of a Contributor
means any patent claim(s), including without limitation, method,
process, and apparatus claims, in any patent Licensable by such
Contributor that would be infringed, but for the grant of the
License, by the making, using, selling, offering for sale, having
made, import, or transfer of either its Contributions or its
Contributor Version.
1.12. "Secondary License"
means either the GNU General Public License, Version 2.0, the GNU
Lesser General Public License, Version 2.1, the GNU Affero General
Public License, Version 3.0, or any later versions of those
licenses.
1.13. "Source Code Form"
means the form of the work preferred for making modifications.
1.14. "You" (or "Your")
means an individual or a legal entity exercising rights under this
License. For legal entities, "You" includes any entity that
controls, is controlled by, or is under common control with You. For
purposes of this definition, "control" means (a) the power, direct
or indirect, to cause the direction or management of such entity,
whether by contract or otherwise, or (b) ownership of more than
fifty percent (50%) of the outstanding shares or beneficial
ownership of such entity.
2. License Grants and Conditions
--------------------------------
2.1. Grants
Each Contributor hereby grants You a world-wide, royalty-free,
non-exclusive license:
(a) under intellectual property rights (other than patent or trademark)
Licensable by such Contributor to use, reproduce, make available,
modify, display, perform, distribute, and otherwise exploit its
Contributions, either on an unmodified basis, with Modifications, or
as part of a Larger Work; and
(b) under Patent Claims of such Contributor to make, use, sell, offer
for sale, have made, import, and otherwise transfer either its
Contributions or its Contributor Version.
2.2. Effective Date
The licenses granted in Section 2.1 with respect to any Contribution
become effective for each Contribution on the date the Contributor first
distributes such Contribution.
2.3. Limitations on Grant Scope
The licenses granted in this Section 2 are the only rights granted under
this License. No additional rights or licenses will be implied from the
distribution or licensing of Covered Software under this License.
Notwithstanding Section 2.1(b) above, no patent license is granted by a
Contributor:
(a) for any code that a Contributor has removed from Covered Software;
or
(b) for infringements caused by: (i) Your and any other third party's
modifications of Covered Software, or (ii) the combination of its
Contributions with other software (except as part of its Contributor
Version); or
(c) under Patent Claims infringed by Covered Software in the absence of
its Contributions.
This License does not grant any rights in the trademarks, service marks,
or logos of any Contributor (except as may be necessary to comply with
the notice requirements in Section 3.4).
2.4. Subsequent Licenses
No Contributor makes additional grants as a result of Your choice to
distribute the Covered Software under a subsequent version of this
License (see Section 10.2) or under the terms of a Secondary License (if
permitted under the terms of Section 3.3).
2.5. Representation
Each Contributor represents that the Contributor believes its
Contributions are its original creation(s) or it has sufficient rights
to grant the rights to its Contributions conveyed by this License.
2.6. Fair Use
This License is not intended to limit any rights You have under
applicable copyright doctrines of fair use, fair dealing, or other
equivalents.
2.7. Conditions
Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
in Section 2.1.
3. Responsibilities
-------------------
3.1. Distribution of Source Form
All distribution of Covered Software in Source Code Form, including any
Modifications that You create or to which You contribute, must be under
the terms of this License. You must inform recipients that the Source
Code Form of the Covered Software is governed by the terms of this
License, and how they can obtain a copy of this License. You may not
attempt to alter or restrict the recipients' rights in the Source Code
Form.
3.2. Distribution of Executable Form
If You distribute Covered Software in Executable Form then:
(a) such Covered Software must also be made available in Source Code
Form, as described in Section 3.1, and You must inform recipients of
the Executable Form how they can obtain a copy of such Source Code
Form by reasonable means in a timely manner, at a charge no more
than the cost of distribution to the recipient; and
(b) You may distribute such Executable Form under the terms of this
License, or sublicense it under different terms, provided that the
license for the Executable Form does not attempt to limit or alter
the recipients' rights in the Source Code Form under this License.
3.3. Distribution of a Larger Work
You may create and distribute a Larger Work under terms of Your choice,
provided that You also comply with the requirements of this License for
the Covered Software. If the Larger Work is a combination of Covered
Software with a work governed by one or more Secondary Licenses, and the
Covered Software is not Incompatible With Secondary Licenses, this
License permits You to additionally distribute such Covered Software
under the terms of such Secondary License(s), so that the recipient of
the Larger Work may, at their option, further distribute the Covered
Software under the terms of either this License or such Secondary
License(s).
3.4. Notices
You may not remove or alter the substance of any license notices
(including copyright notices, patent notices, disclaimers of warranty,
or limitations of liability) contained within the Source Code Form of
the Covered Software, except that You may alter any license notices to
the extent required to remedy known factual inaccuracies.
3.5. Application of Additional Terms
You may choose to offer, and to charge a fee for, warranty, support,
indemnity or liability obligations to one or more recipients of Covered
Software. However, You may do so only on Your own behalf, and not on
behalf of any Contributor. You must make it absolutely clear that any
such warranty, support, indemnity, or liability obligation is offered by
You alone, and You hereby agree to indemnify every Contributor for any
liability incurred by such Contributor as a result of warranty, support,
indemnity or liability terms You offer. You may include additional
disclaimers of warranty and limitations of liability specific to any
jurisdiction.
4. Inability to Comply Due to Statute or Regulation
---------------------------------------------------
If it is impossible for You to comply with any of the terms of this
License with respect to some or all of the Covered Software due to
statute, judicial order, or regulation then You must: (a) comply with
the terms of this License to the maximum extent possible; and (b)
describe the limitations and the code they affect. Such description must
be placed in a text file included with all distributions of the Covered
Software under this License. Except to the extent prohibited by statute
or regulation, such description must be sufficiently detailed for a
recipient of ordinary skill to be able to understand it.
5. Termination
--------------
5.1. The rights granted under this License will terminate automatically
if You fail to comply with any of its terms. However, if You become
compliant, then the rights granted under this License from a particular
Contributor are reinstated (a) provisionally, unless and until such
Contributor explicitly and finally terminates Your grants, and (b) on an
ongoing basis, if such Contributor fails to notify You of the
non-compliance by some reasonable means prior to 60 days after You have
come back into compliance. Moreover, Your grants from a particular
Contributor are reinstated on an ongoing basis if such Contributor
notifies You of the non-compliance by some reasonable means, this is the
first time You have received notice of non-compliance with this License
from such Contributor, and You become compliant prior to 30 days after
Your receipt of the notice.
5.2. If You initiate litigation against any entity by asserting a patent
infringement claim (excluding declaratory judgment actions,
counter-claims, and cross-claims) alleging that a Contributor Version
directly or indirectly infringes any patent, then the rights granted to
You by any and all Contributors for the Covered Software under Section
2.1 of this License shall terminate.
5.3. In the event of termination under Sections 5.1 or 5.2 above, all
end user license agreements (excluding distributors and resellers) which
have been validly granted by You or Your distributors under this License
prior to termination shall survive termination.
************************************************************************
* *
* 6. Disclaimer of Warranty *
* ------------------------- *
* *
* Covered Software is provided under this License on an "as is" *
* basis, without warranty of any kind, either expressed, implied, or *
* statutory, including, without limitation, warranties that the *
* Covered Software is free of defects, merchantable, fit for a *
* particular purpose or non-infringing. The entire risk as to the *
* quality and performance of the Covered Software is with You. *
* Should any Covered Software prove defective in any respect, You *
* (not any Contributor) assume the cost of any necessary servicing, *
* repair, or correction. This disclaimer of warranty constitutes an *
* essential part of this License. No use of any Covered Software is *
* authorized under this License except under this disclaimer. *
* *
************************************************************************
************************************************************************
* *
* 7. Limitation of Liability *
* -------------------------- *
* *
* Under no circumstances and under no legal theory, whether tort *
* (including negligence), contract, or otherwise, shall any *
* Contributor, or anyone who distributes Covered Software as *
* permitted above, be liable to You for any direct, indirect, *
* special, incidental, or consequential damages of any character *
* including, without limitation, damages for lost profits, loss of *
* goodwill, work stoppage, computer failure or malfunction, or any *
* and all other commercial damages or losses, even if such party *
* shall have been informed of the possibility of such damages. This *
* limitation of liability shall not apply to liability for death or *
* personal injury resulting from such party's negligence to the *
* extent applicable law prohibits such limitation. Some *
* jurisdictions do not allow the exclusion or limitation of *
* incidental or consequential damages, so this exclusion and *
* limitation may not apply to You. *
* *
************************************************************************
8. Litigation
-------------
Any litigation relating to this License may be brought only in the
courts of a jurisdiction where the defendant maintains its principal
place of business and such litigation shall be governed by laws of that
jurisdiction, without reference to its conflict-of-law provisions.
Nothing in this Section shall prevent a party's ability to bring
cross-claims or counter-claims.
9. Miscellaneous
----------------
This License represents the complete agreement concerning the subject
matter hereof. If any provision of this License is held to be
unenforceable, such provision shall be reformed only to the extent
necessary to make it enforceable. Any law or regulation which provides
that the language of a contract shall be construed against the drafter
shall not be used to construe this License against a Contributor.
10. Versions of the License
---------------------------
10.1. New Versions
Mozilla Foundation is the license steward. Except as provided in Section
10.3, no one other than the license steward has the right to modify or
publish new versions of this License. Each version will be given a
distinguishing version number.
10.2. Effect of New Versions
You may distribute the Covered Software under the terms of the version
of the License under which You originally received the Covered Software,
or under the terms of any subsequent version published by the license
steward.
10.3. Modified Versions
If you create software not governed by this License, and you want to
create a new license for such software, you may create and use a
modified version of this License if you rename the license and remove
any references to the name of the license steward (except to note that
such modified license differs from this License).
10.4. Distributing Source Code Form that is Incompatible With Secondary
Licenses
If You choose to distribute Source Code Form that is Incompatible With
Secondary Licenses under the terms of this version of the License, the
notice described in Exhibit B of this License must be attached.
Exhibit A - Source Code Form License Notice
-------------------------------------------
This Source Code Form is subject to the terms of the Mozilla Public
License, v. 2.0. If a copy of the MPL was not distributed with this
file, You can obtain one at http://mozilla.org/MPL/2.0/.
If it is not possible or desirable to put the notice in a particular
file, then You may include the notice in a location (such as a LICENSE
file in a relevant directory) where a recipient would be likely to look
for such a notice.
You may add additional accurate notices of copyright ownership.
Exhibit B - "Incompatible With Secondary Licenses" Notice
---------------------------------------------------------
This Source Code Form is "Incompatible With Secondary Licenses", as
defined by the Mozilla Public License, v. 2.0.
|
| keywords |
agent
reasoning
llm
large-language-model
framework
|
| VCS |
|
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
<div align="center" id="top">
<a href="https://docs.agno.com">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://agno-public.s3.us-east-1.amazonaws.com/assets/logo-dark.svg">
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</picture>
</a>
</div>
<div align="center">
<a href="https://docs.agno.com">📚 Documentation</a> |
<a href="https://docs.agno.com/examples/introduction">💡 Examples</a> |
<a href="https://github.com/agno-agi/agno/stargazers">🌟 Star Us</a>
</div>
## What is Agno?
[Agno](https://docs.agno.com) is a full-stack framework for building Multi-Agent Systems with memory, knowledge and reasoning.
Use Agno to build the 5 levels of Agentic Systems:
- Level 1: Agents with tools and instructions.
- Level 2: Agents with knowledge and storage.
- Level 3: Agents with memory and reasoning.
- Level 4: Agent Teams that can reason and collaborate.
- Level 5: Agentic Workflows with state and determinism.
Example: Level 1 Reasoning Agent that uses the YFinance API to answer questions:
```python reasoning_finance_agent.py
from agno.agent import Agent
from agno.models.anthropic import Claude
from agno.tools.reasoning import ReasoningTools
from agno.tools.yfinance import YFinanceTools
reasoning_agent = Agent(
model=Claude(id="claude-sonnet-4-20250514"),
tools=[
ReasoningTools(add_instructions=True),
YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),
],
instructions="Use tables to display data.",
markdown=True,
)
```
https://github.com/user-attachments/assets/4ef27ba6-a781-4fb0-b49c-bfd838123c83
## Get Started
If you're new to Agno, read the documentation to build your [first Agent](https://docs.agno.com/introduction/agents), chat with it on the [playground](https://docs.agno.com/introduction/playground) and monitor it on [agno.com](https://docs.agno.com/introduction/monitoring).
After that, checkout the [Examples Gallery](https://docs.agno.com/examples) and build real-world applications with Agno.
## Why Agno?
Agno will help you build best-in-class, highly-performant agentic systems, saving you hours of research and boilerplate. Here are some key features that set Agno apart:
- **Model Agnostic**: Agno provides a unified interface to 23+ model providers, no lock-in.
- **Highly performant**: Agents instantiate in **~3μs** and use **~6.5Kib** memory on average.
- **Reasoning is a first class citizen**: Reasoning improves reliability and is a must-have for complex autonomous agents. Agno supports 3 approaches to reasoning: Reasoning Models, `ReasoningTools` or our custom `chain-of-thought` approach.
- **Natively Multi-Modal**: Agno Agents are natively multi-modal, they accept text, image, audio and video as input and generate text, image, audio and video as output.
- **Advanced Multi-Agent Architecture**: Agno provides an industry leading multi-agent architecture (**Agent Teams**) with reasoning, memory, and shared context.
- **Built-in Agentic Search**: Agents can search for information at runtime using 20+ vector databases. Agno provides state-of-the-art Agentic RAG, **fully async and highly performant.**
- **Built-in Memory & Session Storage**: Agents come with built-in `Storage` & `Memory` drivers that give your Agents long-term memory and session storage.
- **Structured Outputs**: Agno Agents can return fully-typed responses using model provided structured outputs or `json_mode`.
- **Pre-built FastAPI Routes**: After building your Agents, serve them using pre-built FastAPI routes. 0 to production in minutes.
- **Monitoring**: Monitor agent sessions and performance in real-time on [agno.com](https://app.agno.com).
## Installation
```shell
pip install -U agno
```
## Example - Reasoning Agent
Let's build a Reasoning Agent to get a sense of Agno's capabilities.
Save this code to a file: `reasoning_agent.py`.
```python
from agno.agent import Agent
from agno.models.anthropic import Claude
from agno.tools.reasoning import ReasoningTools
from agno.tools.yfinance import YFinanceTools
agent = Agent(
model=Claude(id="claude-sonnet-4-20250514"),
tools=[
ReasoningTools(add_instructions=True),
YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),
],
instructions=[
"Use tables to display data",
"Only output the report, no other text",
],
markdown=True,
)
agent.print_response(
"Write a report on NVDA",
stream=True,
show_full_reasoning=True,
stream_intermediate_steps=True,
)
```
Then create a virtual environment, install dependencies, export your `ANTHROPIC_API_KEY` and run the agent.
```shell
uv venv --python 3.12
source .venv/bin/activate
uv pip install agno anthropic yfinance
export ANTHROPIC_API_KEY=sk-ant-api03-xxxx
python reasoning_agent.py
```
We can see the Agent is reasoning through the task, using the `ReasoningTools` and `YFinanceTools` to gather information. This is how the output looks like:
https://github.com/user-attachments/assets/bbb99955-9848-49a9-9732-3e19d77b2ff8
## Example - Multi Agent Teams
Agents are the atomic unit of work, and work best when they have a narrow scope and a small number of tools. When the number of tools grows beyond what the model can handle or you need to handle multiple concepts, use a team of agents to spread the load.
```python
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from agno.tools.duckduckgo import DuckDuckGoTools
from agno.tools.yfinance import YFinanceTools
from agno.team import Team
web_agent = Agent(
name="Web Agent",
role="Search the web for information",
model=OpenAIChat(id="gpt-4o"),
tools=[DuckDuckGoTools()],
instructions="Always include sources",
show_tool_calls=True,
markdown=True,
)
finance_agent = Agent(
name="Finance Agent",
role="Get financial data",
model=OpenAIChat(id="gpt-4o"),
tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True)],
instructions="Use tables to display data",
show_tool_calls=True,
markdown=True,
)
agent_team = Team(
mode="coordinate",
members=[web_agent, finance_agent],
model=OpenAIChat(id="gpt-4o"),
success_criteria="A comprehensive financial news report with clear sections and data-driven insights.",
instructions=["Always include sources", "Use tables to display data"],
show_tool_calls=True,
markdown=True,
)
agent_team.print_response("What's the market outlook and financial performance of AI semiconductor companies?", stream=True)
```
Install dependencies and run the Agent team:
```shell
pip install duckduckgo-search yfinance
python agent_team.py
```
[View this example in the cookbook](./cookbook/getting_started/05_agent_team.py)
## Performance
At Agno, we're obsessed with performance. Why? because even simple AI workflows can spawn thousands of Agents. Scale that to a modest number of users and performance becomes a bottleneck. Agno is designed for building high performance agentic systems:
- Agent instantiation: ~3μs on average
- Memory footprint: ~6.5Kib on average
> Tested on an Apple M4 Mackbook Pro.
While an Agent's run-time is bottlenecked by inference, we must do everything possible to minimize execution time, reduce memory usage, and parallelize tool calls. These numbers may seem trivial at first, but our experience shows that they add up even at a reasonably small scale.
### Instantiation time
Let's measure the time it takes for an Agent with 1 tool to start up. We'll run the evaluation 1000 times to get a baseline measurement.
You should run the evaluation yourself on your own machine, please, do not take these results at face value.
```shell
# Setup virtual environment
./scripts/perf_setup.sh
source .venvs/perfenv/bin/activate
# OR Install dependencies manually
# pip install openai agno langgraph langchain_openai
# Agno
python evals/performance/instantiation_with_tool.py
# LangGraph
python evals/performance/other/langgraph_instantiation.py
```
> The following evaluation is run on an Apple M4 Mackbook Pro. It also runs as a Github action on this repo.
LangGraph is on the right, **let's start it first and give it a head start**.
Agno is on the left, notice how it finishes before LangGraph gets 1/2 way through the runtime measurement, and hasn't even started the memory measurement. That's how fast Agno is.
https://github.com/user-attachments/assets/ba466d45-75dd-45ac-917b-0a56c5742e23
### Memory usage
To measure memory usage, we use the `tracemalloc` library. We first calculate a baseline memory usage by running an empty function, then run the Agent 1000x times and calculate the difference. This gives a (reasonably) isolated measurement of the memory usage of the Agent.
We recommend running the evaluation yourself on your own machine, and digging into the code to see how it works. If we've made a mistake, please let us know.
### Conclusion
Agno agents are designed for performance and while we do share some benchmarks against other frameworks, we should be mindful that accuracy and reliability are more important than speed.
Given that each framework is different and we won't be able to tune their performance like we do with Agno, for future benchmarks we'll only be comparing against ourselves.
## Complete Documentation Index
For LLMs and AI assistants to understand and navigate Agno's complete documentation, we provide an [LLMs.txt](https://docs.agno.com/llms.txt) or [LLMs-Full.txt](https://docs.agno.com/llms-full.txt) file.
This file is specifically formatted for AI systems to efficiently parse and reference our documentation.
### Cursor Setup
When building Agno agents, using Agno documentation as a source in Cursor is a great way to speed up your development.
1. In Cursor, go to the "Cursor Settings" menu.
2. Find the "Indexing & Docs" section.
3. Add `https://docs.agno.com/llms-full.txt` to the list of documentation URLs.
4. Save the changes.
Now, Cursor will have access to the Agno documentation.
## Documentation, Community & More examples
- Docs: <a href="https://docs.agno.com" target="_blank" rel="noopener noreferrer">docs.agno.com</a>
- Cookbook: <a href="https://github.com/agno-agi/agno/tree/main/cookbook" target="_blank" rel="noopener noreferrer">Cookbook</a>
- Community forum: <a href="https://community.agno.com/" target="_blank" rel="noopener noreferrer">community.agno.com</a>
- Discord: <a href="https://discord.gg/4MtYHHrgA8" target="_blank" rel="noopener noreferrer">discord</a>
## Contributions
We welcome contributions, read our [contributing guide](https://github.com/agno-agi/agno/blob/main/CONTRIBUTING.md) to get started.
## Telemetry
Agno logs which model an agent used so we can prioritize updates to the most popular providers. You can disable this by setting `AGNO_TELEMETRY=false` in your environment.
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Raw data
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"download_url": "https://files.pythonhosted.org/packages/50/64/6a82d2375145fd733009db0ada531b595fc2f3c1712ac91c91b2e5fcf02f/agno-1.7.2.tar.gz",
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"description": "<div align=\"center\" id=\"top\">\n <a href=\"https://docs.agno.com\">\n <picture>\n <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://agno-public.s3.us-east-1.amazonaws.com/assets/logo-dark.svg\">\n <source media=\"(prefers-color-scheme: light)\" srcset=\"https://agno-public.s3.us-east-1.amazonaws.com/assets/logo-light.svg\">\n <img src=\"https://agno-public.s3.us-east-1.amazonaws.com/assets/logo-light.svg\" alt=\"Agno\">\n </picture>\n </a>\n</div>\n<div align=\"center\">\n <a href=\"https://docs.agno.com\">\ud83d\udcda Documentation</a> | \n <a href=\"https://docs.agno.com/examples/introduction\">\ud83d\udca1 Examples</a> | \n <a href=\"https://github.com/agno-agi/agno/stargazers\">\ud83c\udf1f Star Us</a>\n</div>\n\n## What is Agno?\n\n[Agno](https://docs.agno.com) is a full-stack framework for building Multi-Agent Systems with memory, knowledge and reasoning.\n\nUse Agno to build the 5 levels of Agentic Systems:\n- Level 1: Agents with tools and instructions.\n- Level 2: Agents with knowledge and storage.\n- Level 3: Agents with memory and reasoning.\n- Level 4: Agent Teams that can reason and collaborate.\n- Level 5: Agentic Workflows with state and determinism.\n\nExample: Level 1 Reasoning Agent that uses the YFinance API to answer questions:\n\n```python reasoning_finance_agent.py\nfrom agno.agent import Agent\nfrom agno.models.anthropic import Claude\nfrom agno.tools.reasoning import ReasoningTools\nfrom agno.tools.yfinance import YFinanceTools\n\nreasoning_agent = Agent(\n model=Claude(id=\"claude-sonnet-4-20250514\"),\n tools=[\n ReasoningTools(add_instructions=True),\n YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),\n ],\n instructions=\"Use tables to display data.\",\n markdown=True,\n)\n```\n\nhttps://github.com/user-attachments/assets/4ef27ba6-a781-4fb0-b49c-bfd838123c83\n\n## Get Started\n\nIf you're new to Agno, read the documentation to build your [first Agent](https://docs.agno.com/introduction/agents), chat with it on the [playground](https://docs.agno.com/introduction/playground) and monitor it on [agno.com](https://docs.agno.com/introduction/monitoring).\n\nAfter that, checkout the [Examples Gallery](https://docs.agno.com/examples) and build real-world applications with Agno.\n\n## Why Agno?\n\nAgno will help you build best-in-class, highly-performant agentic systems, saving you hours of research and boilerplate. Here are some key features that set Agno apart:\n\n- **Model Agnostic**: Agno provides a unified interface to 23+ model providers, no lock-in.\n- **Highly performant**: Agents instantiate in **~3\u03bcs** and use **~6.5Kib** memory on average.\n- **Reasoning is a first class citizen**: Reasoning improves reliability and is a must-have for complex autonomous agents. Agno supports 3 approaches to reasoning: Reasoning Models, `ReasoningTools` or our custom `chain-of-thought` approach.\n- **Natively Multi-Modal**: Agno Agents are natively multi-modal, they accept text, image, audio and video as input and generate text, image, audio and video as output.\n- **Advanced Multi-Agent Architecture**: Agno provides an industry leading multi-agent architecture (**Agent Teams**) with reasoning, memory, and shared context.\n- **Built-in Agentic Search**: Agents can search for information at runtime using 20+ vector databases. Agno provides state-of-the-art Agentic RAG, **fully async and highly performant.**\n- **Built-in Memory & Session Storage**: Agents come with built-in `Storage` & `Memory` drivers that give your Agents long-term memory and session storage.\n- **Structured Outputs**: Agno Agents can return fully-typed responses using model provided structured outputs or `json_mode`.\n- **Pre-built FastAPI Routes**: After building your Agents, serve them using pre-built FastAPI routes. 0 to production in minutes.\n- **Monitoring**: Monitor agent sessions and performance in real-time on [agno.com](https://app.agno.com).\n\n## Installation\n\n```shell\npip install -U agno\n```\n\n## Example - Reasoning Agent\n\nLet's build a Reasoning Agent to get a sense of Agno's capabilities.\n\nSave this code to a file: `reasoning_agent.py`.\n\n```python\nfrom agno.agent import Agent\nfrom agno.models.anthropic import Claude\nfrom agno.tools.reasoning import ReasoningTools\nfrom agno.tools.yfinance import YFinanceTools\n\nagent = Agent(\n model=Claude(id=\"claude-sonnet-4-20250514\"),\n tools=[\n ReasoningTools(add_instructions=True),\n YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),\n ],\n instructions=[\n \"Use tables to display data\",\n \"Only output the report, no other text\",\n ],\n markdown=True,\n)\nagent.print_response(\n \"Write a report on NVDA\",\n stream=True,\n show_full_reasoning=True,\n stream_intermediate_steps=True,\n)\n```\n\nThen create a virtual environment, install dependencies, export your `ANTHROPIC_API_KEY` and run the agent.\n\n```shell\nuv venv --python 3.12\nsource .venv/bin/activate\n\nuv pip install agno anthropic yfinance\n\nexport ANTHROPIC_API_KEY=sk-ant-api03-xxxx\n\npython reasoning_agent.py\n```\n\nWe can see the Agent is reasoning through the task, using the `ReasoningTools` and `YFinanceTools` to gather information. This is how the output looks like:\n\nhttps://github.com/user-attachments/assets/bbb99955-9848-49a9-9732-3e19d77b2ff8\n\n## Example - Multi Agent Teams\n\nAgents are the atomic unit of work, and work best when they have a narrow scope and a small number of tools. When the number of tools grows beyond what the model can handle or you need to handle multiple concepts, use a team of agents to spread the load.\n\n```python\nfrom agno.agent import Agent\nfrom agno.models.openai import OpenAIChat\nfrom agno.tools.duckduckgo import DuckDuckGoTools\nfrom agno.tools.yfinance import YFinanceTools\nfrom agno.team import Team\n\nweb_agent = Agent(\n name=\"Web Agent\",\n role=\"Search the web for information\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[DuckDuckGoTools()],\n instructions=\"Always include sources\",\n show_tool_calls=True,\n markdown=True,\n)\n\nfinance_agent = Agent(\n name=\"Finance Agent\",\n role=\"Get financial data\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True)],\n instructions=\"Use tables to display data\",\n show_tool_calls=True,\n markdown=True,\n)\n\nagent_team = Team(\n mode=\"coordinate\",\n members=[web_agent, finance_agent],\n model=OpenAIChat(id=\"gpt-4o\"),\n success_criteria=\"A comprehensive financial news report with clear sections and data-driven insights.\",\n instructions=[\"Always include sources\", \"Use tables to display data\"],\n show_tool_calls=True,\n markdown=True,\n)\n\nagent_team.print_response(\"What's the market outlook and financial performance of AI semiconductor companies?\", stream=True)\n```\n\nInstall dependencies and run the Agent team:\n\n```shell\npip install duckduckgo-search yfinance\n\npython agent_team.py\n```\n\n[View this example in the cookbook](./cookbook/getting_started/05_agent_team.py)\n\n## Performance\n\nAt Agno, we're obsessed with performance. Why? because even simple AI workflows can spawn thousands of Agents. Scale that to a modest number of users and performance becomes a bottleneck. Agno is designed for building high performance agentic systems:\n\n- Agent instantiation: ~3\u03bcs on average\n- Memory footprint: ~6.5Kib on average\n\n> Tested on an Apple M4 Mackbook Pro.\n\nWhile an Agent's run-time is bottlenecked by inference, we must do everything possible to minimize execution time, reduce memory usage, and parallelize tool calls. These numbers may seem trivial at first, but our experience shows that they add up even at a reasonably small scale.\n\n### Instantiation time\n\nLet's measure the time it takes for an Agent with 1 tool to start up. We'll run the evaluation 1000 times to get a baseline measurement.\n\nYou should run the evaluation yourself on your own machine, please, do not take these results at face value.\n\n```shell\n# Setup virtual environment\n./scripts/perf_setup.sh\nsource .venvs/perfenv/bin/activate\n# OR Install dependencies manually\n# pip install openai agno langgraph langchain_openai\n\n# Agno\npython evals/performance/instantiation_with_tool.py\n\n# LangGraph\npython evals/performance/other/langgraph_instantiation.py\n```\n\n> The following evaluation is run on an Apple M4 Mackbook Pro. It also runs as a Github action on this repo.\n\nLangGraph is on the right, **let's start it first and give it a head start**.\n\nAgno is on the left, notice how it finishes before LangGraph gets 1/2 way through the runtime measurement, and hasn't even started the memory measurement. That's how fast Agno is.\n\nhttps://github.com/user-attachments/assets/ba466d45-75dd-45ac-917b-0a56c5742e23\n\n### Memory usage\n\nTo measure memory usage, we use the `tracemalloc` library. We first calculate a baseline memory usage by running an empty function, then run the Agent 1000x times and calculate the difference. This gives a (reasonably) isolated measurement of the memory usage of the Agent.\n\nWe recommend running the evaluation yourself on your own machine, and digging into the code to see how it works. If we've made a mistake, please let us know.\n\n### Conclusion\n\nAgno agents are designed for performance and while we do share some benchmarks against other frameworks, we should be mindful that accuracy and reliability are more important than speed.\n\nGiven that each framework is different and we won't be able to tune their performance like we do with Agno, for future benchmarks we'll only be comparing against ourselves.\n\n## Complete Documentation Index\n\nFor LLMs and AI assistants to understand and navigate Agno's complete documentation, we provide an [LLMs.txt](https://docs.agno.com/llms.txt) or [LLMs-Full.txt](https://docs.agno.com/llms-full.txt) file.\n\nThis file is specifically formatted for AI systems to efficiently parse and reference our documentation.\n\n### Cursor Setup\n\nWhen building Agno agents, using Agno documentation as a source in Cursor is a great way to speed up your development.\n\n1. In Cursor, go to the \"Cursor Settings\" menu.\n2. Find the \"Indexing & Docs\" section.\n3. Add `https://docs.agno.com/llms-full.txt` to the list of documentation URLs.\n4. Save the changes.\n\nNow, Cursor will have access to the Agno documentation.\n\n## Documentation, Community & More examples\n\n- Docs: <a href=\"https://docs.agno.com\" target=\"_blank\" rel=\"noopener noreferrer\">docs.agno.com</a>\n- Cookbook: <a href=\"https://github.com/agno-agi/agno/tree/main/cookbook\" target=\"_blank\" rel=\"noopener noreferrer\">Cookbook</a>\n- Community forum: <a href=\"https://community.agno.com/\" target=\"_blank\" rel=\"noopener noreferrer\">community.agno.com</a>\n- Discord: <a href=\"https://discord.gg/4MtYHHrgA8\" target=\"_blank\" rel=\"noopener noreferrer\">discord</a>\n\n## Contributions\n\nWe welcome contributions, read our [contributing guide](https://github.com/agno-agi/agno/blob/main/CONTRIBUTING.md) to get started.\n\n## Telemetry\n\nAgno logs which model an agent used so we can prioritize updates to the most popular providers. You can disable this by setting `AGNO_TELEMETRY=false` in your environment.\n\n<p align=\"left\">\n <a href=\"#top\">\u2b06\ufe0f Back to Top</a>\n</p>\n",
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"license": "Copyright (c) Agno, Inc.\n \n Mozilla Public License Version 2.0\n ==================================\n \n 1. Definitions\n --------------\n \n 1.1. \"Contributor\"\n means each individual or legal entity that creates, contributes to\n the creation of, or owns Covered Software.\n \n 1.2. \"Contributor Version\"\n means the combination of the Contributions of others (if any) used\n by a Contributor and that particular Contributor's Contribution.\n \n 1.3. \"Contribution\"\n means Covered Software of a particular Contributor.\n \n 1.4. \"Covered Software\"\n means Source Code Form to which the initial Contributor has attached\n the notice in Exhibit A, the Executable Form of such Source Code\n Form, and Modifications of such Source Code Form, in each case\n including portions thereof.\n \n 1.5. \"Incompatible With Secondary Licenses\"\n means\n \n (a) that the initial Contributor has attached the notice described\n in Exhibit B to the Covered Software; or\n \n (b) that the Covered Software was made available under the terms of\n version 1.1 or earlier of the License, but not also under the\n terms of a Secondary License.\n \n 1.6. \"Executable Form\"\n means any form of the work other than Source Code Form.\n \n 1.7. \"Larger Work\"\n means a work that combines Covered Software with other material, in\n a separate file or files, that is not Covered Software.\n \n 1.8. \"License\"\n means this document.\n \n 1.9. \"Licensable\"\n means having the right to grant, to the maximum extent possible,\n whether at the time of the initial grant or subsequently, any and\n all of the rights conveyed by this License.\n \n 1.10. \"Modifications\"\n means any of the following:\n \n (a) any file in Source Code Form that results from an addition to,\n deletion from, or modification of the contents of Covered\n Software; or\n \n (b) any new file in Source Code Form that contains any Covered\n Software.\n \n 1.11. \"Patent Claims\" of a Contributor\n means any patent claim(s), including without limitation, method,\n process, and apparatus claims, in any patent Licensable by such\n Contributor that would be infringed, but for the grant of the\n License, by the making, using, selling, offering for sale, having\n made, import, or transfer of either its Contributions or its\n Contributor Version.\n \n 1.12. \"Secondary License\"\n means either the GNU General Public License, Version 2.0, the GNU\n Lesser General Public License, Version 2.1, the GNU Affero General\n Public License, Version 3.0, or any later versions of those\n licenses.\n \n 1.13. \"Source Code Form\"\n means the form of the work preferred for making modifications.\n \n 1.14. \"You\" (or \"Your\")\n means an individual or a legal entity exercising rights under this\n License. For legal entities, \"You\" includes any entity that\n controls, is controlled by, or is under common control with You. For\n purposes of this definition, \"control\" means (a) the power, direct\n or indirect, to cause the direction or management of such entity,\n whether by contract or otherwise, or (b) ownership of more than\n fifty percent (50%) of the outstanding shares or beneficial\n ownership of such entity.\n \n 2. License Grants and Conditions\n --------------------------------\n \n 2.1. Grants\n \n Each Contributor hereby grants You a world-wide, royalty-free,\n non-exclusive license:\n \n (a) under intellectual property rights (other than patent or trademark)\n Licensable by such Contributor to use, reproduce, make available,\n modify, display, perform, distribute, and otherwise exploit its\n Contributions, either on an unmodified basis, with Modifications, or\n as part of a Larger Work; and\n \n (b) under Patent Claims of such Contributor to make, use, sell, offer\n for sale, have made, import, and otherwise transfer either its\n Contributions or its Contributor Version.\n \n 2.2. Effective Date\n \n The licenses granted in Section 2.1 with respect to any Contribution\n become effective for each Contribution on the date the Contributor first\n distributes such Contribution.\n \n 2.3. Limitations on Grant Scope\n \n The licenses granted in this Section 2 are the only rights granted under\n this License. No additional rights or licenses will be implied from the\n distribution or licensing of Covered Software under this License.\n Notwithstanding Section 2.1(b) above, no patent license is granted by a\n Contributor:\n \n (a) for any code that a Contributor has removed from Covered Software;\n or\n \n (b) for infringements caused by: (i) Your and any other third party's\n modifications of Covered Software, or (ii) the combination of its\n Contributions with other software (except as part of its Contributor\n Version); or\n \n (c) under Patent Claims infringed by Covered Software in the absence of\n its Contributions.\n \n This License does not grant any rights in the trademarks, service marks,\n or logos of any Contributor (except as may be necessary to comply with\n the notice requirements in Section 3.4).\n \n 2.4. Subsequent Licenses\n \n No Contributor makes additional grants as a result of Your choice to\n distribute the Covered Software under a subsequent version of this\n License (see Section 10.2) or under the terms of a Secondary License (if\n permitted under the terms of Section 3.3).\n \n 2.5. Representation\n \n Each Contributor represents that the Contributor believes its\n Contributions are its original creation(s) or it has sufficient rights\n to grant the rights to its Contributions conveyed by this License.\n \n 2.6. Fair Use\n \n This License is not intended to limit any rights You have under\n applicable copyright doctrines of fair use, fair dealing, or other\n equivalents.\n \n 2.7. Conditions\n \n Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted\n in Section 2.1.\n \n 3. Responsibilities\n -------------------\n \n 3.1. Distribution of Source Form\n \n All distribution of Covered Software in Source Code Form, including any\n Modifications that You create or to which You contribute, must be under\n the terms of this License. You must inform recipients that the Source\n Code Form of the Covered Software is governed by the terms of this\n License, and how they can obtain a copy of this License. You may not\n attempt to alter or restrict the recipients' rights in the Source Code\n Form.\n \n 3.2. Distribution of Executable Form\n \n If You distribute Covered Software in Executable Form then:\n \n (a) such Covered Software must also be made available in Source Code\n Form, as described in Section 3.1, and You must inform recipients of\n the Executable Form how they can obtain a copy of such Source Code\n Form by reasonable means in a timely manner, at a charge no more\n than the cost of distribution to the recipient; and\n \n (b) You may distribute such Executable Form under the terms of this\n License, or sublicense it under different terms, provided that the\n license for the Executable Form does not attempt to limit or alter\n the recipients' rights in the Source Code Form under this License.\n \n 3.3. Distribution of a Larger Work\n \n You may create and distribute a Larger Work under terms of Your choice,\n provided that You also comply with the requirements of this License for\n the Covered Software. If the Larger Work is a combination of Covered\n Software with a work governed by one or more Secondary Licenses, and the\n Covered Software is not Incompatible With Secondary Licenses, this\n License permits You to additionally distribute such Covered Software\n under the terms of such Secondary License(s), so that the recipient of\n the Larger Work may, at their option, further distribute the Covered\n Software under the terms of either this License or such Secondary\n License(s).\n \n 3.4. Notices\n \n You may not remove or alter the substance of any license notices\n (including copyright notices, patent notices, disclaimers of warranty,\n or limitations of liability) contained within the Source Code Form of\n the Covered Software, except that You may alter any license notices to\n the extent required to remedy known factual inaccuracies.\n \n 3.5. Application of Additional Terms\n \n You may choose to offer, and to charge a fee for, warranty, support,\n indemnity or liability obligations to one or more recipients of Covered\n Software. However, You may do so only on Your own behalf, and not on\n behalf of any Contributor. You must make it absolutely clear that any\n such warranty, support, indemnity, or liability obligation is offered by\n You alone, and You hereby agree to indemnify every Contributor for any\n liability incurred by such Contributor as a result of warranty, support,\n indemnity or liability terms You offer. You may include additional\n disclaimers of warranty and limitations of liability specific to any\n jurisdiction.\n \n 4. Inability to Comply Due to Statute or Regulation\n ---------------------------------------------------\n \n If it is impossible for You to comply with any of the terms of this\n License with respect to some or all of the Covered Software due to\n statute, judicial order, or regulation then You must: (a) comply with\n the terms of this License to the maximum extent possible; and (b)\n describe the limitations and the code they affect. Such description must\n be placed in a text file included with all distributions of the Covered\n Software under this License. Except to the extent prohibited by statute\n or regulation, such description must be sufficiently detailed for a\n recipient of ordinary skill to be able to understand it.\n \n 5. Termination\n --------------\n \n 5.1. The rights granted under this License will terminate automatically\n if You fail to comply with any of its terms. However, if You become\n compliant, then the rights granted under this License from a particular\n Contributor are reinstated (a) provisionally, unless and until such\n Contributor explicitly and finally terminates Your grants, and (b) on an\n ongoing basis, if such Contributor fails to notify You of the\n non-compliance by some reasonable means prior to 60 days after You have\n come back into compliance. Moreover, Your grants from a particular\n Contributor are reinstated on an ongoing basis if such Contributor\n notifies You of the non-compliance by some reasonable means, this is the\n first time You have received notice of non-compliance with this License\n from such Contributor, and You become compliant prior to 30 days after\n Your receipt of the notice.\n \n 5.2. If You initiate litigation against any entity by asserting a patent\n infringement claim (excluding declaratory judgment actions,\n counter-claims, and cross-claims) alleging that a Contributor Version\n directly or indirectly infringes any patent, then the rights granted to\n You by any and all Contributors for the Covered Software under Section\n 2.1 of this License shall terminate.\n \n 5.3. In the event of termination under Sections 5.1 or 5.2 above, all\n end user license agreements (excluding distributors and resellers) which\n have been validly granted by You or Your distributors under this License\n prior to termination shall survive termination.\n \n ************************************************************************\n * *\n * 6. Disclaimer of Warranty *\n * ------------------------- *\n * *\n * Covered Software is provided under this License on an \"as is\" *\n * basis, without warranty of any kind, either expressed, implied, or *\n * statutory, including, without limitation, warranties that the *\n * Covered Software is free of defects, merchantable, fit for a *\n * particular purpose or non-infringing. The entire risk as to the *\n * quality and performance of the Covered Software is with You. *\n * Should any Covered Software prove defective in any respect, You *\n * (not any Contributor) assume the cost of any necessary servicing, *\n * repair, or correction. This disclaimer of warranty constitutes an *\n * essential part of this License. No use of any Covered Software is *\n * authorized under this License except under this disclaimer. *\n * *\n ************************************************************************\n \n ************************************************************************\n * *\n * 7. Limitation of Liability *\n * -------------------------- *\n * *\n * Under no circumstances and under no legal theory, whether tort *\n * (including negligence), contract, or otherwise, shall any *\n * Contributor, or anyone who distributes Covered Software as *\n * permitted above, be liable to You for any direct, indirect, *\n * special, incidental, or consequential damages of any character *\n * including, without limitation, damages for lost profits, loss of *\n * goodwill, work stoppage, computer failure or malfunction, or any *\n * and all other commercial damages or losses, even if such party *\n * shall have been informed of the possibility of such damages. This *\n * limitation of liability shall not apply to liability for death or *\n * personal injury resulting from such party's negligence to the *\n * extent applicable law prohibits such limitation. Some *\n * jurisdictions do not allow the exclusion or limitation of *\n * incidental or consequential damages, so this exclusion and *\n * limitation may not apply to You. *\n * *\n ************************************************************************\n \n 8. Litigation\n -------------\n \n Any litigation relating to this License may be brought only in the\n courts of a jurisdiction where the defendant maintains its principal\n place of business and such litigation shall be governed by laws of that\n jurisdiction, without reference to its conflict-of-law provisions.\n Nothing in this Section shall prevent a party's ability to bring\n cross-claims or counter-claims.\n \n 9. Miscellaneous\n ----------------\n \n This License represents the complete agreement concerning the subject\n matter hereof. If any provision of this License is held to be\n unenforceable, such provision shall be reformed only to the extent\n necessary to make it enforceable. Any law or regulation which provides\n that the language of a contract shall be construed against the drafter\n shall not be used to construe this License against a Contributor.\n \n 10. Versions of the License\n ---------------------------\n \n 10.1. New Versions\n \n Mozilla Foundation is the license steward. Except as provided in Section\n 10.3, no one other than the license steward has the right to modify or\n publish new versions of this License. Each version will be given a\n distinguishing version number.\n \n 10.2. Effect of New Versions\n \n You may distribute the Covered Software under the terms of the version\n of the License under which You originally received the Covered Software,\n or under the terms of any subsequent version published by the license\n steward.\n \n 10.3. Modified Versions\n \n If you create software not governed by this License, and you want to\n create a new license for such software, you may create and use a\n modified version of this License if you rename the license and remove\n any references to the name of the license steward (except to note that\n such modified license differs from this License).\n \n 10.4. Distributing Source Code Form that is Incompatible With Secondary\n Licenses\n \n If You choose to distribute Source Code Form that is Incompatible With\n Secondary Licenses under the terms of this version of the License, the\n notice described in Exhibit B of this License must be attached.\n \n Exhibit A - Source Code Form License Notice\n -------------------------------------------\n \n This Source Code Form is subject to the terms of the Mozilla Public\n License, v. 2.0. If a copy of the MPL was not distributed with this\n file, You can obtain one at http://mozilla.org/MPL/2.0/.\n \n If it is not possible or desirable to put the notice in a particular\n file, then You may include the notice in a location (such as a LICENSE\n file in a relevant directory) where a recipient would be likely to look\n for such a notice.\n \n You may add additional accurate notices of copyright ownership.\n \n Exhibit B - \"Incompatible With Secondary Licenses\" Notice\n ---------------------------------------------------------\n \n This Source Code Form is \"Incompatible With Secondary Licenses\", as\n defined by the Mozilla Public License, v. 2.0.\n ",
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