├── .gitignore
├── .python-version
├── LICENSE
├── README.md
├── images
    ├── bind_app.png
    ├── create_workflow.png
    ├── debug_workflow.png
    └── publish_workflow.png
├── poetry.lock
├── pyproject.toml
├── src
    ├── mcp_server
    │   ├── __init__.py
    │   ├── entities
    │   │   ├── flow.py
    │   │   └── ifly_client.py
    │   └── server.py
    └── test
    │   ├── __init__.py
    │   ├── pytest.ini
    │   ├── test_ifly_api.py
    │   └── test_server.py
└── uv.lock


/.gitignore:
--------------------------------------------------------------------------------
 1 | # Python-generated files
 2 | __pycache__/
 3 | *.py[oc]
 4 | build/
 5 | dist/
 6 | wheels/
 7 | *.egg-info
 8 | 
 9 | # Virtual environments
10 | .venv
11 | 
12 | # custom
13 | .vscode
14 | config.yaml
15 | .idea


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/.python-version:
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1 | 3.11.11
2 | 


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/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2025 iFLYTEK
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


--------------------------------------------------------------------------------
/README.md:
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  1 | <p align="center">
  2 |   <a href="https://xinghuo.xfyun.cn/botcenter/createbot"><img src="https://openres.xfyun.cn/xfyundoc/2024-04-26/1396db8a-313b-40f5-be2a-5babcad9cd64/1714102184743/sparklogo.svg"></a>
  3 | </p>
  4 | <p align="center">
  5 |     The fastest way to build workflows with an AI agent platform!
  6 | </p>
  7 | <p align="center">
  8 |   <a href="https://github.com/iflytek/ifly-workflow-mcp-server/blob/main/LICENSE" target="_blank">
  9 |       <img src="https://img.shields.io/static/v1?label=license&message=MIT licensed&color=white" alt="License">
 10 |   </a> |
 11 |   <a href="https://xinghuo.xfyun.cn/botcenter/createbot" target="_blank">
 12 |       Docs
 13 |   </a> |
 14 |   <a href="https://xinghuo.xfyun.cn/botcenter/createbot" target="_blank">
 15 |       Homepage
 16 |   </a>
 17 | </p>
 18 | 
 19 | # iFlytek Workflow MCP Server
 20 | 
 21 | [The Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol designed for effortless integration between LLM applications and external data sources or tools, offering a standardized framework to seamlessly provide LLMs with the context they require.
 22 | 
 23 | This a simple implementation of an MCP server using iFlytek. It enables calling iFlytek workflows through MCP tools.
 24 | 
 25 | ## Features
 26 | 
 27 | ### Functional Overview
 28 | 
 29 | This system is built on the iFlytek MCP server and enables intelligent workflow scheduling, making it suitable for various business scenarios.
 30 | 
 31 | - **Workflow Structure**: Composed of multiple nodes, supporting 14 types of nodes (including basic, tool, logic, and transformation types).
 32 | - **Core Components**: By default, the workflow includes a **Start Node** (user input) and an **End Node** (output result).
 33 | - **Execution Mode**: Once triggered, the workflow executes automatically according to predefined sequences and rules, requiring no manual intervention.
 34 | 
 35 | ### Core Capabilities
 36 | 
 37 | #### **Robust Node Support**
 38 | 
 39 | - 14 types of workflow nodes to meet diverse business requirements.
 40 | - Supports **complex variable I/O**, enabling flexible data transmission.
 41 | 
 42 | #### **Advanced Orchestration Modes**
 43 | 
 44 | - **Sequential Execution**: Tasks execute one after another in order.
 45 | - **Parallel Execution**: Multiple tasks run simultaneously to enhance efficiency.
 46 | - **Loop Execution**: Supports iterative loops for handling repetitive tasks.
 47 | - **Nested Execution**: Allows embedding sub-workflows within workflows, improving reusability.
 48 | - Utilizes the **Hook Mechanism** to enable **streaming output**, ensuring real-time processing.
 49 | 
 50 | #### **Multiple Development Paradigms**
 51 | 
 52 | - **Single-turn, single-branch**: Linear execution of simple tasks.
 53 | - **Single-turn, multi-branch**: Supports branching logic to handle complex processes.
 54 | - **Single-turn loop**: Manages looped tasks to enhance automation.
 55 | - **Multi-turn interaction**: Supports context memory for dynamic conversations.
 56 | 
 57 | ### Capability Expansion
 58 | 
 59 | - **Multi-Model Support**: Based on the **Model of Models (MoM)** hybrid application architecture, providing multiple model choices at critical workflow stages. This allows for flexible model combinations, improving task adaptability.
 60 | 
 61 | 
 62 | 
 63 | ## Usage with MCP client
 64 | 
 65 | ### Prepare config.yaml
 66 | 
 67 | Before using the mcp server, you should prepare a config.yaml to save your workflow info. The example config like this:
 68 | 
 69 | ```yaml
 70 | - flow_id: 'flow id'              # required
 71 |   name: 'flow name'               # optional, if not set, obtain the name from the cloud.
 72 |   description: 'flow description' # optional, if not set, obtain the description from the cloud.
 73 |   api_key: 'API Key:API Secret'   # required
 74 | ```
 75 | 
 76 | #### Get workflow authentication information
 77 | 1. [Create a bot](https://xinghuo.xfyun.cn/botcenter/createbot)
 78 | ![](./images/create_workflow.png)
 79 | 
 80 | 2. Publish a workflow
 81 | - **Step 1.** Debug the workflow you just created.
 82 | - **Step 2.** Engage in a conversation with your workflow and ensure the conversation is successful.
 83 | - **Step 3.** You can now click the publish button.
 84 | ![](./images/debug_workflow.png)
 85 | - **Step 4.** Select "Publish as API" and click the "Configure" button.
 86 | ![](./images/publish_workflow.png)
 87 | - **Step 5.** Select the application you need to bind and bind it. Now you can retrieve the corresponding workflow ID and authentication information. Enjoy!
 88 | ![](./images/bind_app.png)
 89 | > **Note**: If you find that you are unable to select an app, you can go to https://www.xfyun.cn to apply.
 90 | ### Manual Installation
 91 | 
 92 | To add a persistent client, add the following to your `claude_desktop_config.json` or `mcp.json` file:
 93 | 
 94 | ```json
 95 | {
 96 |     "mcpServers": {
 97 |         "ifly-workflow-mcp-server": {
 98 |             "command": "uvx",
 99 |             "args": [
100 |                 "--from",
101 |                 "git+https://github.com/iflytek/ifly-workflow-mcp-server",
102 |                 "ifly_workflow_mcp_server"
103 |             ],
104 |             "env": {
105 |                 "CONFIG_PATH": "$CONFIG_PATH"
106 |             }
107 |         }
108 |     }
109 | }
110 | ```
111 | 
112 | 
113 | 
114 | Example config:
115 | 
116 | ```json
117 | {
118 |     "mcpServers": {
119 |         "ifly-workflow-mcp-server": {
120 |             "command": "uvx",
121 |             "args": [
122 |                 "--from",
123 |                 "git+https://github.com/iflytek/ifly-workflow-mcp-server",
124 |                 "ifly_workflow_mcp_server"
125 |             ],
126 |             "env": {
127 |                 "CONFIG_PATH": "/Users/hygao1024/Projects/config.yaml"
128 |             }
129 |         }
130 |     }
131 | }
132 | ```
133 | 
134 | 
135 | 


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/images/bind_app.png:
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/images/create_workflow.png:
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/images/debug_workflow.png:
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https://raw.githubusercontent.com/iflytek/ifly-workflow-mcp-server/8926620b3e8c0c1245cc46acf011dd6d432ca30d/images/debug_workflow.png


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/images/publish_workflow.png:
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https://raw.githubusercontent.com/iflytek/ifly-workflow-mcp-server/8926620b3e8c0c1245cc46acf011dd6d432ca30d/images/publish_workflow.png


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/poetry.lock:
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  2 | 
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 13 | ]
 14 | 
 15 | [[package]]
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 17 | version = "4.9.3"
 18 | description = "ANTLR 4.9.3 runtime for Python 3.7"
 19 | optional = false
 20 | python-versions = "*"
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 25 | 
 26 | [[package]]
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 29 | description = "High level compatibility layer for multiple asynchronous event loop implementations"
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 39 | idna = ">=2.8"
 40 | sniffio = ">=1.1"
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 42 | 
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 47 | 
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160 | ]
161 | 
162 | [[package]]
163 | name = "click"
164 | version = "8.1.8"
165 | description = "Composable command line interface toolkit"
166 | optional = false
167 | python-versions = ">=3.7"
168 | groups = ["main"]
169 | files = [
170 |     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
171 |     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
172 | ]
173 | 
174 | [package.dependencies]
175 | colorama = {version = "*", markers = "platform_system == \"Windows\""}
176 | 
177 | [[package]]
178 | name = "colorama"
179 | version = "0.4.6"
180 | description = "Cross-platform colored terminal text."
181 | optional = false
182 | python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
183 | groups = ["main"]
184 | markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
185 | files = [
186 |     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
187 |     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
188 | ]
189 | 
190 | [[package]]
191 | name = "h11"
192 | version = "0.14.0"
193 | description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
194 | optional = false
195 | python-versions = ">=3.7"
196 | groups = ["main"]
197 | files = [
198 |     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
199 |     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
200 | ]
201 | 
202 | [[package]]
203 | name = "httpcore"
204 | version = "1.0.7"
205 | description = "A minimal low-level HTTP client."
206 | optional = false
207 | python-versions = ">=3.8"
208 | groups = ["main"]
209 | files = [
210 |     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
211 |     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
212 | ]
213 | 
214 | [package.dependencies]
215 | certifi = "*"
216 | h11 = ">=0.13,<0.15"
217 | 
218 | [package.extras]
219 | asyncio = ["anyio (>=4.0,<5.0)"]
220 | http2 = ["h2 (>=3,<5)"]
221 | socks = ["socksio (==1.*)"]
222 | trio = ["trio (>=0.22.0,<1.0)"]
223 | 
224 | [[package]]
225 | name = "httpx"
226 | version = "0.28.1"
227 | description = "The next generation HTTP client."
228 | optional = false
229 | python-versions = ">=3.8"
230 | groups = ["main"]
231 | files = [
232 |     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
233 |     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
234 | ]
235 | 
236 | [package.dependencies]
237 | anyio = "*"
238 | certifi = "*"
239 | httpcore = "==1.*"
240 | idna = "*"
241 | 
242 | [package.extras]
243 | brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
244 | cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
245 | http2 = ["h2 (>=3,<5)"]
246 | socks = ["socksio (==1.*)"]
247 | zstd = ["zstandard (>=0.18.0)"]
248 | 
249 | [[package]]
250 | name = "httpx-sse"
251 | version = "0.4.0"
252 | description = "Consume Server-Sent Event (SSE) messages with HTTPX."
253 | optional = false
254 | python-versions = ">=3.8"
255 | groups = ["main"]
256 | files = [
257 |     {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
258 |     {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
259 | ]
260 | 
261 | [[package]]
262 | name = "idna"
263 | version = "3.10"
264 | description = "Internationalized Domain Names in Applications (IDNA)"
265 | optional = false
266 | python-versions = ">=3.6"
267 | groups = ["main"]
268 | files = [
269 |     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
270 |     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
271 | ]
272 | 
273 | [package.extras]
274 | all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
275 | 
276 | [[package]]
277 | name = "iniconfig"
278 | version = "2.1.0"
279 | description = "brain-dead simple config-ini parsing"
280 | optional = false
281 | python-versions = ">=3.8"
282 | groups = ["main"]
283 | files = [
284 |     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
285 |     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
286 | ]
287 | 
288 | [[package]]
289 | name = "mcp"
290 | version = "1.5.0"
291 | description = "Model Context Protocol SDK"
292 | optional = false
293 | python-versions = ">=3.10"
294 | groups = ["main"]
295 | files = [
296 |     {file = "mcp-1.5.0-py3-none-any.whl", hash = "sha256:51c3f35ce93cb702f7513c12406bbea9665ef75a08db909200b07da9db641527"},
297 |     {file = "mcp-1.5.0.tar.gz", hash = "sha256:5b2766c05e68e01a2034875e250139839498c61792163a7b221fc170c12f5aa9"},
298 | ]
299 | 
300 | [package.dependencies]
301 | anyio = ">=4.5"
302 | httpx = ">=0.27"
303 | httpx-sse = ">=0.4"
304 | pydantic = ">=2.7.2,<3.0.0"
305 | pydantic-settings = ">=2.5.2"
306 | sse-starlette = ">=1.6.1"
307 | starlette = ">=0.27"
308 | uvicorn = ">=0.23.1"
309 | 
310 | [package.extras]
311 | cli = ["python-dotenv (>=1.0.0)", "typer (>=0.12.4)"]
312 | rich = ["rich (>=13.9.4)"]
313 | ws = ["websockets (>=15.0.1)"]
314 | 
315 | [[package]]
316 | name = "omegaconf"
317 | version = "2.3.0"
318 | description = "A flexible configuration library"
319 | optional = false
320 | python-versions = ">=3.6"
321 | groups = ["main"]
322 | files = [
323 |     {file = "omegaconf-2.3.0-py3-none-any.whl", hash = "sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b"},
324 |     {file = "omegaconf-2.3.0.tar.gz", hash = "sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7"},
325 | ]
326 | 
327 | [package.dependencies]
328 | antlr4-python3-runtime = "==4.9.*"
329 | PyYAML = ">=5.1.0"
330 | 
331 | [[package]]
332 | name = "packaging"
333 | version = "24.2"
334 | description = "Core utilities for Python packages"
335 | optional = false
336 | python-versions = ">=3.8"
337 | groups = ["main"]
338 | files = [
339 |     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
340 |     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
341 | ]
342 | 
343 | [[package]]
344 | name = "pip"
345 | version = "25.0.1"
346 | description = "The PyPA recommended tool for installing Python packages."
347 | optional = false
348 | python-versions = ">=3.8"
349 | groups = ["main"]
350 | files = [
351 |     {file = "pip-25.0.1-py3-none-any.whl", hash = "sha256:c46efd13b6aa8279f33f2864459c8ce587ea6a1a59ee20de055868d8f7688f7f"},
352 |     {file = "pip-25.0.1.tar.gz", hash = "sha256:88f96547ea48b940a3a385494e181e29fb8637898f88d88737c5049780f196ea"},
353 | ]
354 | 
355 | [[package]]
356 | name = "pluggy"
357 | version = "1.5.0"
358 | description = "plugin and hook calling mechanisms for python"
359 | optional = false
360 | python-versions = ">=3.8"
361 | groups = ["main"]
362 | files = [
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365 | ]
366 | 
367 | [package.extras]
368 | dev = ["pre-commit", "tox"]
369 | testing = ["pytest", "pytest-benchmark"]
370 | 
371 | [[package]]
372 | name = "pydantic"
373 | version = "2.10.6"
374 | description = "Data validation using Python type hints"
375 | optional = false
376 | python-versions = ">=3.8"
377 | groups = ["main"]
378 | files = [
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381 | ]
382 | 
383 | [package.dependencies]
384 | annotated-types = ">=0.6.0"
385 | pydantic-core = "2.27.2"
386 | typing-extensions = ">=4.12.2"
387 | 
388 | [package.extras]
389 | email = ["email-validator (>=2.0.0)"]
390 | timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
391 | 
392 | [[package]]
393 | name = "pydantic-core"
394 | version = "2.27.2"
395 | description = "Core functionality for Pydantic validation and serialization"
396 | optional = false
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501 | 
502 | [package.dependencies]
503 | typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
504 | 
505 | [[package]]
506 | name = "pydantic-settings"
507 | version = "2.8.1"
508 | description = "Settings management using Pydantic"
509 | optional = false
510 | python-versions = ">=3.8"
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516 | 
517 | [package.dependencies]
518 | pydantic = ">=2.7.0"
519 | python-dotenv = ">=0.21.0"
520 | 
521 | [package.extras]
522 | azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
523 | toml = ["tomli (>=2.0.1)"]
524 | yaml = ["pyyaml (>=6.0.1)"]
525 | 
526 | [[package]]
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529 | description = "pytest: simple powerful testing with Python"
530 | optional = false
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537 | 
538 | [package.dependencies]
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540 | iniconfig = "*"
541 | packaging = "*"
542 | pluggy = ">=1.5,<2"
543 | 
544 | [package.extras]
545 | dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
546 | 
547 | [[package]]
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551 | optional = false
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558 | 
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561 | 
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624 | 
625 | [[package]]
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627 | version = "2.32.3"
628 | description = "Python HTTP for Humans."
629 | optional = false
630 | python-versions = ">=3.8"
631 | groups = ["main"]
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636 | 
637 | [package.dependencies]
638 | certifi = ">=2017.4.17"
639 | charset-normalizer = ">=2,<4"
640 | idna = ">=2.5,<4"
641 | urllib3 = ">=1.21.1,<3"
642 | 
643 | [package.extras]
644 | socks = ["PySocks (>=1.5.6,!=1.5.7)"]
645 | use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
646 | 
647 | [[package]]
648 | name = "sniffio"
649 | version = "1.3.1"
650 | description = "Sniff out which async library your code is running under"
651 | optional = false
652 | python-versions = ">=3.7"
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654 | files = [
655 |     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
656 |     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
657 | ]
658 | 
659 | [[package]]
660 | name = "sse-starlette"
661 | version = "2.2.1"
662 | description = "SSE plugin for Starlette"
663 | optional = false
664 | python-versions = ">=3.9"
665 | groups = ["main"]
666 | files = [
667 |     {file = "sse_starlette-2.2.1-py3-none-any.whl", hash = "sha256:6410a3d3ba0c89e7675d4c273a301d64649c03a5ef1ca101f10b47f895fd0e99"},
668 |     {file = "sse_starlette-2.2.1.tar.gz", hash = "sha256:54470d5f19274aeed6b2d473430b08b4b379ea851d953b11d7f1c4a2c118b419"},
669 | ]
670 | 
671 | [package.dependencies]
672 | anyio = ">=4.7.0"
673 | starlette = ">=0.41.3"
674 | 
675 | [package.extras]
676 | examples = ["fastapi"]
677 | uvicorn = ["uvicorn (>=0.34.0)"]
678 | 
679 | [[package]]
680 | name = "starlette"
681 | version = "0.46.1"
682 | description = "The little ASGI library that shines."
683 | optional = false
684 | python-versions = ">=3.9"
685 | groups = ["main"]
686 | files = [
687 |     {file = "starlette-0.46.1-py3-none-any.whl", hash = "sha256:77c74ed9d2720138b25875133f3a2dae6d854af2ec37dceb56aef370c1d8a227"},
688 |     {file = "starlette-0.46.1.tar.gz", hash = "sha256:3c88d58ee4bd1bb807c0d1acb381838afc7752f9ddaec81bbe4383611d833230"},
689 | ]
690 | 
691 | [package.dependencies]
692 | anyio = ">=3.6.2,<5"
693 | 
694 | [package.extras]
695 | full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
696 | 
697 | [[package]]
698 | name = "typing-extensions"
699 | version = "4.12.2"
700 | description = "Backported and Experimental Type Hints for Python 3.8+"
701 | optional = false
702 | python-versions = ">=3.8"
703 | groups = ["main"]
704 | files = [
705 |     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
706 |     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
707 | ]
708 | 
709 | [[package]]
710 | name = "urllib3"
711 | version = "2.3.0"
712 | description = "HTTP library with thread-safe connection pooling, file post, and more."
713 | optional = false
714 | python-versions = ">=3.9"
715 | groups = ["main"]
716 | files = [
717 |     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
718 |     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
719 | ]
720 | 
721 | [package.extras]
722 | brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
723 | h2 = ["h2 (>=4,<5)"]
724 | socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
725 | zstd = ["zstandard (>=0.18.0)"]
726 | 
727 | [[package]]
728 | name = "uvicorn"
729 | version = "0.34.0"
730 | description = "The lightning-fast ASGI server."
731 | optional = false
732 | python-versions = ">=3.9"
733 | groups = ["main"]
734 | files = [
735 |     {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
736 |     {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
737 | ]
738 | 
739 | [package.dependencies]
740 | click = ">=7.0"
741 | h11 = ">=0.8"
742 | 
743 | [package.extras]
744 | standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
745 | 
746 | [metadata]
747 | lock-version = "2.1"
748 | python-versions = ">=3.11"
749 | content-hash = "ab195446cdce0981d682dcd893e417114fcca02f38ee8ff178ea62c4832a2af1"
750 | 


--------------------------------------------------------------------------------
/pyproject.toml:
--------------------------------------------------------------------------------
 1 | [project]
 2 | name = "ifly-workflow-mcp-server"
 3 | version = "1.0.0"
 4 | description = "This a simple implementation of an MCP server using iFlytek. It enables calling iFlytek workflows through MCP tools."
 5 | readme = "README.md"
 6 | requires-python = ">=3.11"
 7 | dependencies = [
 8 |     "httpx==0.28.1",
 9 |     "mcp==1.5.0",
10 |     "pip==25.0.1",
11 |     "pytest==8.3.5",
12 |     "python-dotenv==1.0.1",
13 |     "requests==2.32.3",
14 |     "pyyaml==6.0.2"
15 | ]
16 | 
17 | [build-system]
18 | requires = ["hatchling", ]
19 | build-backend = "hatchling.build"
20 | 
21 | [project.scripts]
22 | ifly_workflow_mcp_server = "mcp_server:main"
23 | 
24 | [tool.hatch.build.targets.wheel]
25 | packages = ["src/mcp_server"]
26 | 


--------------------------------------------------------------------------------
/src/mcp_server/__init__.py:
--------------------------------------------------------------------------------
 1 | from . import server
 2 | import asyncio
 3 | 
 4 | 
 5 | def main():
 6 |     asyncio.run(server.main())
 7 | 
 8 | 
 9 | __all__ = ['main', 'server']
10 | 


--------------------------------------------------------------------------------
/src/mcp_server/entities/flow.py:
--------------------------------------------------------------------------------
 1 | from typing import Any, Dict
 2 | 
 3 | from pydantic import BaseModel, Field
 4 | 
 5 | 
 6 | class Flow(BaseModel):
 7 |     flow_id: str
 8 |     name: str = ''
 9 |     description: str = ''
10 |     api_key: str
11 |     input_schema: Dict[str, Any] = Field(default_factory=dict)
12 |     """A JSON Schema object defining the expected parameters for the tool."""
13 | 


--------------------------------------------------------------------------------
/src/mcp_server/entities/ifly_client.py:
--------------------------------------------------------------------------------
  1 | import json
  2 | import os
  3 | from abc import ABC
  4 | from enum import Enum
  5 | from typing import Dict, Any
  6 | 
  7 | import requests
  8 | import yaml
  9 | 
 10 | from mcp_server.entities.flow import Flow
 11 | 
 12 | 
 13 | class SysTool(Enum):
 14 |     """
 15 |     sys tools enum
 16 |     """
 17 |     SYS_UPLOAD_FILE = "SYS_UPLOAD_FILE"
 18 |     """ Workflow provides file upload """
 19 | 
 20 | 
 21 | class IFlyWorkflowClient(ABC):
 22 |     base_url = "https://xingchen-api.xf-yun.com"
 23 | 
 24 |     def __init__(self, config_path: str = os.getenv("CONFIG_PATH")):
 25 |         """
 26 |         init
 27 |         :param config_path: config path，default is CONFIG_PATH
 28 |         """
 29 |         if not config_path:
 30 |             raise ValueError("CONFIG_PATH is not set")
 31 | 
 32 |         with open(config_path, 'r', encoding='utf-8') as file:
 33 |             self.flows = [Flow(**flow) for flow in yaml.safe_load(file)]
 34 |         self.name_idx: Dict[str, int] = {}
 35 | 
 36 |         # get flow info
 37 |         for flow in self.flows:
 38 |             flow_info = self.get_flow_info(flow.flow_id, flow.api_key)
 39 |             flow.name = flow.name if flow.name else flow_info["data"]["name"]
 40 |             flow.description = flow.description if flow.description else flow_info["data"]["description"]
 41 |             flow.input_schema = flow_info["data"]["inputSchema"]
 42 | 
 43 |         self._add_sys_tool()
 44 | 
 45 |         # build name_idx
 46 |         for i, flow in enumerate(self.flows):
 47 |             self.name_idx[flow.name] = i
 48 | 
 49 |     def _add_sys_tool(self):
 50 |         """
 51 |         add default sys tools
 52 |         :return:
 53 |         """
 54 |         self.flows.append(
 55 |             # add sys_upload_file
 56 |             Flow(
 57 |                 flow_id=SysTool.SYS_UPLOAD_FILE.value,
 58 |                 name=SysTool.SYS_UPLOAD_FILE.value,
 59 |                 api_key=self.flows[0].api_key,
 60 |                 description="upload file. Format support: image(jpg、png、bmp、jpeg), doc(pdf)",
 61 |                 input_schema={
 62 |                     "type": "object",
 63 |                     "properties": {
 64 |                         "file": {
 65 |                             "type": "string",
 66 |                             "description": "file path"
 67 |                         }
 68 |                     },
 69 |                     "required": ["file"]
 70 |                 }
 71 |             )
 72 |         )
 73 | 
 74 |     def chat_message(
 75 |             self,
 76 |             flow: Flow,
 77 |             inputs: Dict[str, Any],
 78 |             stream: bool = True
 79 |     ) -> str:
 80 |         """
 81 |         flow chat request
 82 |         :param flow:
 83 |         :param inputs:
 84 |         :param stream:
 85 |         :return:
 86 |         """
 87 |         url = f"{self.base_url}/workflow/v1/chat/completions"
 88 |         headers = {
 89 |             "Authorization": f"Bearer {flow.api_key}",
 90 |             "Content-Type": "application/json"
 91 |         }
 92 |         data = {
 93 |             "flow_id": flow.flow_id,
 94 |             "parameters": inputs,
 95 |             "stream": stream
 96 |         }
 97 |         response = requests.post(
 98 |             url, headers=headers, json=data, stream=stream)
 99 |         response.raise_for_status()
100 |         if stream:
101 |             for line in response.iter_lines():
102 |                 if line and line.startswith(b'data:'):
103 |                     try:
104 |                         src_content = line[5:].decode('utf-8')
105 |                         json_data = json.loads(src_content)
106 |                         if json_data.get("code", 0) != 0:
107 |                             yield src_content
108 |                             break
109 |                         choice = json_data["choices"][0]
110 |                         yield choice["delta"]["content"]
111 |                         if choice["finish_reason"] == "stop":
112 |                             break
113 |                     except json.JSONDecodeError:
114 |                         yield f"Error decoding JSON: {line}"
115 |         else:
116 |             json_data = response.json()
117 |             if json_data.get("code", 0) != 0:
118 |                 yield json.dumps(json_data)
119 |             else:
120 |                 yield json_data["choices"][0]["delta"]["content"]
121 | 
122 |     def get_flow_info(
123 |             self,
124 |             flow_id: str,
125 |             api_key: str
126 |     ) -> Dict[str, Any]:
127 |         """
128 |         get flow info, such as flow description, parameters
129 |         :param flow_id:
130 |         :param api_key:
131 |         :return:
132 |         """
133 |         url = f"{self.base_url}/workflow/v1/get_flow_info/{flow_id}"
134 |         headers = {
135 |             "Authorization": f"Bearer {api_key}"
136 |         }
137 |         response = requests.get(url, headers=headers)
138 |         response.raise_for_status()
139 |         json_data = response.json()
140 |         if json_data.get("code", 0) != 0:
141 |             raise ValueError(json_data)
142 |         return json_data
143 | 
144 |     def upload_file(
145 |             self,
146 |             api_key,
147 |             file_path,
148 |     ) -> str:
149 | 
150 |         url = f"{self.base_url}/workflow/v1/upload_file"
151 |         headers = {
152 |             "Authorization": f"Bearer {api_key}"
153 |         }
154 |         with open(file_path, "rb") as file:
155 |             files = {"file": file}
156 |             response = requests.post(url, headers=headers, files=files)
157 |         response.raise_for_status()
158 |         return response.content.decode('utf-8')
159 | 


--------------------------------------------------------------------------------
/src/mcp_server/server.py:
--------------------------------------------------------------------------------
  1 | import asyncio
  2 | from collections.abc import AsyncIterator
  3 | from contextlib import asynccontextmanager
  4 | from typing import Iterator
  5 | 
  6 | import mcp.server.stdio
  7 | import mcp.types as types
  8 | from mcp.server import NotificationOptions, Server
  9 | from mcp.server.models import InitializationOptions
 10 | 
 11 | from mcp_server.entities.ifly_client import IFlyWorkflowClient, SysTool
 12 | 
 13 | 
 14 | @asynccontextmanager
 15 | async def server_lifespan(server: Server) -> AsyncIterator[dict]:
 16 |     """Manage server startup and shutdown lifecycle."""
 17 |     # Initialize resources on startup
 18 |     yield {"ifly_client": IFlyWorkflowClient()}
 19 | 
 20 | 
 21 | server = Server("ifly_workflow_mcp_server", lifespan=server_lifespan)
 22 | 
 23 | 
 24 | @server.list_tools()
 25 | async def handle_list_tools() -> list[types.Tool]:
 26 |     """
 27 |     List available tools，and convert them to MCP client can call.
 28 |     :return:
 29 |     """
 30 |     tools = []
 31 |     ctx = server.request_context
 32 |     for i, flow in enumerate(ctx.lifespan_context["ifly_client"].flows):
 33 |         tools.append(
 34 |             types.Tool(
 35 |                 name=flow.name,
 36 |                 description=flow.description,
 37 |                 inputSchema=flow.input_schema,
 38 |             )
 39 |         )
 40 |     return tools
 41 | 
 42 | 
 43 | @server.call_tool()
 44 | async def handle_call_tool(
 45 |         name: str, arguments: dict | None
 46 | ) -> list[types.TextContent | types.ImageContent | types.EmbeddedResource]:
 47 |     """
 48 |     Process valid tool call requests and convert them to MCP responses
 49 |     :param name:        tool name
 50 |     :param arguments:   tool arguments
 51 |     :return:
 52 |     """
 53 |     ifly_client = server.request_context.lifespan_context["ifly_client"]
 54 |     if name not in ifly_client.name_idx:
 55 |         raise ValueError(f"Invalid tool name: {name}")
 56 |     flow = ifly_client.flows[ifly_client.name_idx[name]]
 57 |     if name == SysTool.SYS_UPLOAD_FILE.value:
 58 |         data = ifly_client.upload_file(
 59 |             flow.api_key,
 60 |             arguments["file"],
 61 |         )
 62 |     else:
 63 |         data = ifly_client.chat_message(
 64 |             flow,
 65 |             arguments,
 66 |         )
 67 |     mcp_out = []
 68 | 
 69 |     if isinstance(data, Iterator):
 70 |         for res in data:
 71 |             mcp_out.append(
 72 |                 types.TextContent(
 73 |                     type='text',
 74 |                     text=res
 75 |                 )
 76 |             )
 77 |     else:
 78 |         mcp_out.append(
 79 |             types.TextContent(
 80 |                 type='text',
 81 |                 text=data
 82 |             )
 83 |         )
 84 |     return mcp_out
 85 | 
 86 | 
 87 | async def main():
 88 |     # Run the server using stdin/stdout streams
 89 |     async with mcp.server.stdio.stdio_server() as (read_stream, write_stream):
 90 |         await server.run(
 91 |             read_stream,
 92 |             write_stream,
 93 |             InitializationOptions(
 94 |                 server_name="ifly_workflow_mcp_server",
 95 |                 server_version="0.0.1",
 96 |                 capabilities=server.get_capabilities(
 97 |                     notification_options=NotificationOptions(),
 98 |                     experimental_capabilities={},
 99 |                 ),
100 |             ),
101 |         )
102 | 
103 | 
104 | if __name__ == "__main__":
105 |     asyncio.run(main())
106 | 


--------------------------------------------------------------------------------
/src/test/__init__.py:
--------------------------------------------------------------------------------
1 | import os
2 | 
3 | os.environ["CONFIG_PATH"] = "../../config.yaml"


--------------------------------------------------------------------------------
/src/test/pytest.ini:
--------------------------------------------------------------------------------
1 | [pytest]
2 | log_cli = true
3 | log_cli_level = info


--------------------------------------------------------------------------------
/src/test/test_ifly_api.py:
--------------------------------------------------------------------------------
 1 | import logging
 2 | 
 3 | from typing import Iterator
 4 | 
 5 | 
 6 | def test_chat():
 7 |     from mcp_server.entities.ifly_client import IFlyWorkflowClient
 8 |     ifly_client = IFlyWorkflowClient()
 9 |     resp = ifly_client.chat_message(
10 |         ifly_client.flows[0],
11 |         {
12 |             "AGENT_USER_INPUT": "a picture of a cat"
13 |         }
14 |     )
15 |     if isinstance(resp, Iterator):
16 |         for res in resp:
17 |             logging.info(res)
18 |     else:
19 |         logging.info(resp)
20 | 


--------------------------------------------------------------------------------
/src/test/test_server.py:
--------------------------------------------------------------------------------
 1 | import logging
 2 | 
 3 | from mcp import ClientSession, StdioServerParameters, types
 4 | from mcp.client.stdio import stdio_client
 5 | 
 6 | from mcp_server.entities.ifly_client import SysTool
 7 | 
 8 | # Create server parameters for stdio connection
 9 | server_params = StdioServerParameters(
10 |     command="uvx",  # Executable
11 |     args=[
12 |         "--from",
13 |         "../..",
14 |         "ifly_workflow_mcp_server"
15 |     ],  # Optional command line arguments
16 |     env={
17 |         "CONFIG_PATH": "../../config.yaml"
18 |     },  # Optional environment variables
19 | )
20 | 
21 | 
22 | # Optional: create a sampling callback
23 | async def handle_sampling_message(
24 |         message: types.CreateMessageRequestParams,
25 | ) -> types.CreateMessageResult:
26 |     return types.CreateMessageResult(
27 |         role="assistant",
28 |         content=types.TextContent(
29 |             type="text",
30 |             text="Hello, world! from model",
31 |         ),
32 |         model="gpt-3.5-turbo",
33 |         stopReason="endTurn",
34 |     )
35 | 
36 | 
37 | async def run():
38 |     async with stdio_client(server_params) as (read, write):
39 |         async with ClientSession(
40 |                 read, write, sampling_callback=handle_sampling_message
41 |         ) as session:
42 |             # Initialize the connection
43 |             await session.initialize()
44 | 
45 |             # List available tools
46 |             tools = await session.list_tools()
47 |             logging.info(f"tools: {tools}")
48 | 
49 |             # Call a tool
50 |             sys_upload_file_result = await session.call_tool(
51 |                 SysTool.SYS_UPLOAD_FILE.value,
52 |                 arguments={"file": "/Users/hygao1024/Documents/iFlytek/Work/测试图片.jpg"}
53 |             )
54 |             logging.info(f"call sys_upload_file result: {sys_upload_file_result}")
55 | 
56 |             image_generator_result = await session.call_tool("image_generator", arguments={"AGENT_USER_INPUT": "你好"})
57 |             logging.info(f"call image_generator result: {image_generator_result}")
58 | 
59 |             llm_test_result = await session.call_tool("llm_test", arguments={"AGENT_USER_INPUT": "你好"})
60 |             logging.info(f"call llm_test_result result: {llm_test_result}")
61 | 
62 | 
63 | def test_run():
64 |     import asyncio
65 | 
66 |     asyncio.run(run())
67 | 


--------------------------------------------------------------------------------
/uv.lock:
--------------------------------------------------------------------------------
  1 | version = 1
  2 | revision = 1
  3 | requires-python = ">=3.11"
  4 | 
  5 | [[package]]
  6 | name = "annotated-types"
  7 | version = "0.7.0"
  8 | source = { registry = "https://pypi.org/simple" }
  9 | sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
 10 | wheels = [
 11 |     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
 12 | ]
 13 | 
 14 | [[package]]
 15 | name = "antlr4-python3-runtime"
 16 | version = "4.9.3"
 17 | source = { registry = "https://pypi.org/simple" }
 18 | sdist = { url = "https://files.pythonhosted.org/packages/3e/38/7859ff46355f76f8d19459005ca000b6e7012f2f1ca597746cbcd1fbfe5e/antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b", size = 117034 }
 19 | 
 20 | [[package]]
 21 | name = "anyio"
 22 | version = "4.9.0"
 23 | source = { registry = "https://pypi.org/simple" }
 24 | dependencies = [
 25 |     { name = "idna" },
 26 |     { name = "sniffio" },
 27 |     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 28 | ]
 29 | sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949 }
 30 | wheels = [
 31 |     { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916 },
 32 | ]
 33 | 
 34 | [[package]]
 35 | name = "certifi"
 36 | version = "2025.1.31"
 37 | source = { registry = "https://pypi.org/simple" }
 38 | sdist = { url = "https://files.pythonhosted.org/packages/1c/ab/c9f1e32b7b1bf505bf26f0ef697775960db7932abeb7b516de930ba2705f/certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651", size = 167577 }
 39 | wheels = [
 40 |     { url = "https://files.pythonhosted.org/packages/38/fc/bce832fd4fd99766c04d1ee0eead6b0ec6486fb100ae5e74c1d91292b982/certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe", size = 166393 },
 41 | ]
 42 | 
 43 | [[package]]
 44 | name = "charset-normalizer"
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411 | [[package]]
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413 | version = "0.46.1"
414 | source = { registry = "https://pypi.org/simple" }
415 | dependencies = [
416 |     { name = "anyio" },
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431 | 
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435 | source = { registry = "https://pypi.org/simple" }
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444 | source = { registry = "https://pypi.org/simple" }
445 | dependencies = [
446 |     { name = "click" },
447 |     { name = "h11" },
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453 | 
454 | [[package]]
455 | name = "ifly-workflow-mcp-server"
456 | version = "0.1.0"
457 | source = { editable = "." }
458 | dependencies = [
459 |     { name = "httpx" },
460 |     { name = "mcp" },
461 |     { name = "omegaconf" },
462 |     { name = "pip" },
463 |     { name = "pytest" },
464 |     { name = "python-dotenv" },
465 |     { name = "requests" },
466 | ]
467 | 
468 | [package.metadata]
469 | requires-dist = [
470 |     { name = "httpx", specifier = ">=0.28.1" },
471 |     { name = "mcp", specifier = ">=1.1.2" },
472 |     { name = "omegaconf", specifier = ">=2.3.0" },
473 |     { name = "pip", specifier = ">=24.3.1" },
474 |     { name = "pytest", specifier = ">=8.3.5" },
475 |     { name = "python-dotenv", specifier = ">=1.0.1" },
476 |     { name = "requests" },
477 | ]
478 | 


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