# Agently

> [GenAI Application Development Framework]  🚀 Build GenAI application quick and easy 💬 Easy to interact with GenAI agent in code using structure data and chained-calls syntax 🧩 Use Event-Driven Flow

- **URL**: https://www.freshcrate.ai/projects/Agently
- **Author**: AgentEra
- **Category**: Frameworks
- **Latest version**: `v4.1.3` (2026-05-25)
- **License**: Apache-2.0
- **Source**: https://github.com/AgentEra/Agently
- **Homepage**: http://agently.tech
- **Language**: Python
- **GitHub**: 1,548 stars, 172 forks
- **Registry**: github (`AgentEra/Agently`)
- **Tags**: `agent`, `agent-based-framework`, `agent-framework`, `chatglm`, `claude`, `ernie`, `framework`, `gemini`, `llm-agent`, `python`

## Description

[GenAI Application Development Framework]  🚀 Build GenAI application quick and easy 💬 Easy to interact with GenAI agent in code using structure data and chained-calls syntax 🧩 Use Event-Driven Flow *TriggerFlow* to manage complex GenAI working logic 🔀 Switch to any model without rewrite application code

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v4.1.3` | 2026-05-25 | High | ## Highlights  - Promotes the 4.1.2 runtime foundation into a coherent AI application runtime for production-grade AI service backends. - Makes one Agent turn able to connect model reasoning, Actions, remote Skills, MCP tools, Dynamic Task DAGs, process streams, structured outputs, and coding-agent guidance through one engineering path. - Adds Agent auto-orchestration so `agent.start()` can route through ordinary model response, Actions, Skills Executor, or Dynamic Task when those candidates are |
| `v4.1.2` | 2026-05-17 | High | ## Highlights  - Added Action Execution Environment v2 for managed runtime resources. - Added Action-native built-in capability packages for Search, Browse, and Cmd. - Added agent capability helpers for common execution capabilities such as Python, shell, Node.js, SQLite, and workspace access. - Added compact action execution recall with artifact-backed full result access. - Added companion compatibility manifests for Agently, Agently-Skills, and Agently-Devtools release alignment.  ## F |
| `v4.1.1` | 2026-05-05 | High | ## Highlights  - Major TriggerFlow execution lifecycle refactor with explicit close snapshots. - New model requester protocols: OpenAI Responses API and native Anthropic Claude. - New output validation flow with `.validate()`, `validate_handler=`, and `ensure_all_keys=True`. - Updated Agently-Skills bundles for app development and migration workflows.  ### TriggerFlow Lifecycle Refactor  1. [TriggerFlow] Refactored execution lifecycle semantics around explicit execution objects and clos |
| `v4.1.0` | 2026-04-22 | High | ## Features ### Action Runtime 1. [Action] Replaced the old single-layer tool path with a three-layer Action Runtime: `ActionRuntime`, `ActionFlow`, and `ActionExecutor`. 2. [Action] Added native support for local functions, MCP servers, Python/Bash sandboxes, and custom execution backends.  ### TriggerFlow 1. [TriggerFlow] Renamed runtime events to the `triggerflow.*` namespace, while keeping compatibility aliases for legacy `workflow.*` and `trigger_flow.*` subscriptions. 2. [TriggerFlo |
| `v4.0.9` | 2026-03-28 | Medium | # v4.0.9  ## Features  ### Runtime Observation And DevTools Companion  1. [Runtime] Added the runtime event bus and run-lineage foundation for request, model, agent-turn, action, and workflow observation. 2. [Runtime] Added model request observation lifecycle events, including prompt build, request, streaming, retry, completion, and meta stages. 3. [DevTools] Introduced `agently-devtools` as an optional companion package for local observation, evaluation, logs, and playground workflows. |
| `v4.0.7` | 2026-01-08 | Low | ## Features  ### TriggerFlow Concurrency Control  1. **[TriggerFlow]**: Global concurrency control for each execution (pass `concurrency` when creating execution or starting flow). 2. **[TriggerFlow]**: `.batch()` supports concurrency control. 3. **[TriggerFlow]**: `.for_each()` supports concurrency control. 4. **[Example]**: New concurrency control example.  ### Python Sandbox Utility  1. **[Utils]**: New Python Sandbox utility (safer isolated execution environment).  ## Updates |
| `v4.0.6` | 2025-11-10 | Low | ## Features  ### ChromaDB Integrations  You can use Agently ChromaDB Integrations to simplify the use case of ChromaDB  ```python from agently import Agently from agently.integrations.chromadb import ChromaData, ChromaEmbeddingFunction from chromadb import Client as ChromaDBClient  embedding = Agently.create_agent() embedding.set_settings(     "OpenAICompatible",     {         "model": "qwen3-embedding:0.6b",         "base_url": "http://127.0.0.1:11434/v1/",         "auth": "not |
| `v4.0.5` | 2025-10-09 | Low | ## Key Feature Updates  ### TriggerFlow  1. Rewrite for each process (`.for_each()`) to support nested for each loops perfectly. [[Example Code](https://github.com/AgentEra/Agently/blob/main/examples/trigger_flow/nested_for.py)] 2. Add `.____(<comments>, log_info=<True \| False>, print_info=<True \| False>, show_value=<True \| False>)` to help developers to write flow chain beautifully. 3. Add `.when()` to support developers to wait chunk done event, runtime data change event, flow data chang |
| `v4.0.3` | 2025-09-16 | Low | Some major bugs fixed and add more examples:  Trigger Flow Feature Examples: https://github.com/AgentEra/Agently/tree/main/examples/trigger_flow  Trigger Flow WebSocket Server Example: https://github.com/AgentEra/Agently/tree/main/examples/trigger_flow/ws_server |
| `v4.0.1` | 2025-09-12 | Low | New Features:  [Trigger Flow]:  1. if condition chain expression; 2. flow.when(), flow.when_event(), flow.when_runtime_data(), flow.when_flow_data(); 3. quick start from flow instance(create a temp execution); 4. separator method .____(); 5. support specific event type when create new process; |

## Dependency audit

- **Score**: 81/100
- **Total deps**: 9
- **Resolved**: 5
- **Unresolved**: 4
- **License conflicts**: 0
- **Warnings**: 5
- **Scanned**: 2026-04-27

## Citation

- HTML: https://www.freshcrate.ai/projects/Agently
- Markdown: https://www.freshcrate.ai/projects/Agently.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/Agently/deps

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