From d156393542757652614be6ae8a5a0ac8c9de13aa Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 12:38:16 +0800
Subject: [PATCH 1/9] feat: code

---
 minimax_mcp/server.py |   2 +
 pyproject.toml        |   8 -
 scripts/dev.sh        |   2 +-
 uv.lock               | 330 +-----------------------------------------
 4 files changed, 5 insertions(+), 337 deletions(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index 1f62f53..3e9e8b6 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -102,6 +102,8 @@ def web_search(
 @mcp.tool(
     description="""
     
+    You MUST use this tool to understand image, when you get an image from user or any task related to image.
+
     A powerful LLM that can analyze and understand image content from files or URLs, follow your instruction.
     Use this tool to understand images by LLM.
     Only support jpeg, png, webp formats. Other formats like pdf/gif/psd/svg and so on are not supported.
diff --git a/pyproject.toml b/pyproject.toml
index 999735e..570e984 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,15 +23,7 @@ keywords = [
 requires-python = ">=3.10"
 dependencies = [
     "mcp[cli]>=1.6.0",
-    "fastapi>=0.109.2",
-    "uvicorn>=0.27.1",
     "python-dotenv>=1.0.1",
-    "pydantic>=2.6.1",
-    "httpx>=0.28.1",
-    "fuzzywuzzy>=0.18.0",
-    "python-Levenshtein>=0.25.0",
-    "sounddevice>=0.5.1",
-    "soundfile>=0.13.1",
     "requests>=2.31.0",
 ]
 
diff --git a/scripts/dev.sh b/scripts/dev.sh
index 77a0819..ad22d0f 100755
--- a/scripts/dev.sh
+++ b/scripts/dev.sh
@@ -1,2 +1,2 @@
 #!/bin/bash
-uv run fastmcp dev minimax_mcp/server.py --with python-dotenv --with fuzzywuzzy --with python-Levenshtein --with sounddevice --with soundfile --with-editable .
\ No newline at end of file
+uv run fastmcp dev minimax_mcp/server.py
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index 96f5d63..39b98ac 100644
--- a/uv.lock
+++ b/uv.lock
@@ -69,8 +69,6 @@ dependencies = [
 ]
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     { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235 },
 ]
 
-[[package]]
-name = "sounddevice"
-version = "0.5.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cffi" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/80/2d/b04ae180312b81dbb694504bee170eada5372242e186f6298139fd3a0513/sounddevice-0.5.1.tar.gz", hash = "sha256:09ca991daeda8ce4be9ac91e15a9a81c8f81efa6b695a348c9171ea0c16cb041", size = 52896 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/06/d1/464b5fca3decdd0cfec8c47f7b4161a0b12972453201c1bf03811f367c5e/sounddevice-0.5.1-py3-none-any.whl", hash = "sha256:e2017f182888c3f3c280d9fbac92e5dbddac024a7e3442f6e6116bd79dab8a9c", size = 32276 },
-    { url = "https://files.pythonhosted.org/packages/6f/f6/6703fe7cf3d7b7279040c792aeec6334e7305956aba4a80f23e62c8fdc44/sounddevice-0.5.1-py3-none-macosx_10_6_x86_64.macosx_10_6_universal2.whl", hash = "sha256:d16cb23d92322526a86a9490c427bf8d49e273d9ccc0bd096feecd229cde6031", size = 107916 },
-    { url = "https://files.pythonhosted.org/packages/57/a5/78a5e71f5ec0faedc54f4053775d61407bfbd7d0c18228c7f3d4252fd276/sounddevice-0.5.1-py3-none-win32.whl", hash = "sha256:d84cc6231526e7a08e89beff229c37f762baefe5e0cc2747cbe8e3a565470055", size = 312494 },
-    { url = "https://files.pythonhosted.org/packages/af/9b/15217b04f3b36d30de55fef542389d722de63f1ad81f9c72d8afc98cb6ab/sounddevice-0.5.1-py3-none-win_amd64.whl", hash = "sha256:4313b63f2076552b23ac3e0abd3bcfc0c1c6a696fc356759a13bd113c9df90f1", size = 363634 },
-]
-
-[[package]]
-name = "soundfile"
-version = "0.13.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cffi" },
-    { name = "numpy" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/e1/41/9b873a8c055582859b239be17902a85339bec6a30ad162f98c9b0288a2cc/soundfile-0.13.1.tar.gz", hash = "sha256:b2c68dab1e30297317080a5b43df57e302584c49e2942defdde0acccc53f0e5b", size = 46156 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/64/28/e2a36573ccbcf3d57c00626a21fe51989380636e821b341d36ccca0c1c3a/soundfile-0.13.1-py2.py3-none-any.whl", hash = "sha256:a23c717560da2cf4c7b5ae1142514e0fd82d6bbd9dfc93a50423447142f2c445", size = 25751 },
-    { url = "https://files.pythonhosted.org/packages/ea/ab/73e97a5b3cc46bba7ff8650a1504348fa1863a6f9d57d7001c6b67c5f20e/soundfile-0.13.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:82dc664d19831933fe59adad199bf3945ad06d84bc111a5b4c0d3089a5b9ec33", size = 1142250 },
-    { url = "https://files.pythonhosted.org/packages/a0/e5/58fd1a8d7b26fc113af244f966ee3aecf03cb9293cb935daaddc1e455e18/soundfile-0.13.1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:743f12c12c4054921e15736c6be09ac26b3b3d603aef6fd69f9dde68748f2593", size = 1101406 },
-    { url = "https://files.pythonhosted.org/packages/58/ae/c0e4a53d77cf6e9a04179535766b3321b0b9ced5f70522e4caf9329f0046/soundfile-0.13.1-py2.py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:9c9e855f5a4d06ce4213f31918653ab7de0c5a8d8107cd2427e44b42df547deb", size = 1235729 },
-    { url = "https://files.pythonhosted.org/packages/57/5e/70bdd9579b35003a489fc850b5047beeda26328053ebadc1fb60f320f7db/soundfile-0.13.1-py2.py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:03267c4e493315294834a0870f31dbb3b28a95561b80b134f0bd3cf2d5f0e618", size = 1313646 },
-    { url = "https://files.pythonhosted.org/packages/fe/df/8c11dc4dfceda14e3003bb81a0d0edcaaf0796dd7b4f826ea3e532146bba/soundfile-0.13.1-py2.py3-none-win32.whl", hash = "sha256:c734564fab7c5ddf8e9be5bf70bab68042cd17e9c214c06e365e20d64f9a69d5", size = 899881 },
-    { url = "https://files.pythonhosted.org/packages/14/e9/6b761de83277f2f02ded7e7ea6f07828ec78e4b229b80e4ca55dd205b9dc/soundfile-0.13.1-py2.py3-none-win_amd64.whl", hash = "sha256:1e70a05a0626524a69e9f0f4dd2ec174b4e9567f4d8b6c11d38b5c289be36ee9", size = 1019162 },
-]
-
 [[package]]
 name = "sse-starlette"
 version = "2.1.3"

From 4cadb0a5042888315d99a2f948dd7424f3cddd0f Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 14:53:36 +0800
Subject: [PATCH 2/9] feat: code

---
 mcp_server_config_demo.json | 2 +-
 minimax_mcp/utils.py        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/mcp_server_config_demo.json b/mcp_server_config_demo.json
index e8caa6a..995854b 100644
--- a/mcp_server_config_demo.json
+++ b/mcp_server_config_demo.json
@@ -6,7 +6,7 @@
           "minimax-coding-plan-mcp"
         ],
         "env": {
-          "MINIMAX_API_KEY": "eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiYWRtaW4iOnRydWUsImlhdCI6MTc0NTM3NjU1N30.nrmwo6orXJfyf63IqJCK4LiUXrq9r9ZELCY530Mu6sLyx_qNAVsJ3Q828Rqy6pwoQl6VFMMFaJG3kc6aIMEfVLo7xlB-4NbwMxYKhwtxyQL8g_agYqw-1aY4zr3uvgTZxafXt1dEjcuS5i9O9SuOXXofeqb0jAnb_dssaLfgHNKlKthJpjsg8G76ZULS7KCpm6GvPWR4mwIdH-i0IhBU6CVSWpBAYKVNHJ-FVN_HzN5UgGvHkDbOOggg6Ib1illYbx6zkb7_JYZ7Tek1erjvJi7IG8Keh4NHq5kcyROWBetO9W8_2if_nfO6XBhlJRECpEmYBONwroGw0nH6xNblQw",
+          "MINIMAX_API_KEY": "sk-cp-test123",
           "MINIMAX_API_HOST": "https://api.minimax.chat"
         }
       }
diff --git a/minimax_mcp/utils.py b/minimax_mcp/utils.py
index 2083ee7..f07db8c 100644
--- a/minimax_mcp/utils.py
+++ b/minimax_mcp/utils.py
@@ -2,7 +2,7 @@
 import base64
 import requests
 from minimax_mcp.const import *
-from minimax_mcp.exceptions import MinimaxMcpError, MinimaxRequestError
+from minimax_mcp.exceptions import  MinimaxRequestError
 
 
 

From 46f767257a34c5f425559ec9c7fea96a0d7cef60 Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 14:59:08 +0800
Subject: [PATCH 3/9] feat: code

---
 scripts/dev.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/dev.sh b/scripts/dev.sh
index ad22d0f..8336fa0 100755
--- a/scripts/dev.sh
+++ b/scripts/dev.sh
@@ -1,2 +1,2 @@
 #!/bin/bash
-uv run fastmcp dev minimax_mcp/server.py
\ No newline at end of file
+uv run --extra dev fastmcp dev minimax_mcp/server.py
\ No newline at end of file

From 7c44861feca9e3e6b5e5eacb020620c006303d1a Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 16:24:19 +0800
Subject: [PATCH 4/9] feat: desc

---
 minimax_mcp/server.py | 29 +++++++++++++++--------------
 1 file changed, 15 insertions(+), 14 deletions(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index 3e9e8b6..3831d0b 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -40,16 +40,18 @@
 @mcp.tool(
     description="""
     
-    Web Search API, works like Google Search.
+    You MUST use this tool to perform web searches whenever the task involves looking up information online.
+    
+    A web search API that works just like Google Search.
     
     Args:
-        query (str): The search query string. Use 3-5 keywords. Add the current date for time-sensitive queries, e.g. `latest iPhone 2025`
+        query (str): The search query. Aim for 3-5 keywords for best results. For time-sensitive topics, include the current date (e.g. `latest iPhone 2025`).
         
     Search Strategy:
-        - If no valid results found, try changing search keywords
+        - If no useful results are returned, try rephrasing your query with different keywords.
         
     Returns:
-        Text content with search results in JSON format. The response structure is:
+        A JSON object containing the search results, structured as follows:
         {
             "organic": [
                 {
@@ -102,28 +104,27 @@ def web_search(
 @mcp.tool(
     description="""
     
-    You MUST use this tool to understand image, when you get an image from user or any task related to image.
+    You MUST use this tool whenever you receive an image from the user or need to handle any image-related task.
 
-    A powerful LLM that can analyze and understand image content from files or URLs, follow your instruction.
-    Use this tool to understand images by LLM.
-    Only support jpeg, png, webp formats. Other formats like pdf/gif/psd/svg and so on are not supported.
+    An LLM-powered vision tool that can analyze and interpret image content from local files or URLs based on your instructions.
+    Only JPEG, PNG, and WebP formats are supported. Other formats (e.g. PDF, GIF, PSD, SVG) are not supported.
 
     Args:
-        prompt (str): The text prompt describing what you want to analyze or extract from the image.
-        image_source (str): The source location of the image to analyze.
+        prompt (str): A text prompt describing what you want to analyze or extract from the image.
+        image_source (str): The location of the image to analyze.
             Accepts:
             - HTTP/HTTPS URL: "https://example.com/image.jpg"
             - Local file path:
                 - Relative path: "images/photo.png"
                 - Absolute path: "/Users/username/Documents/image.jpg"
-            IMPORTANT: If the file path starts with @ symbol, you MUST remove the @ prefix before passing to this function.
+            IMPORTANT: If the file path starts with an @ symbol, you MUST strip the @ prefix before passing it to this function.
             For example:
-                - If you see "@Documents/photo.jpg", use "Documents/photo.jpg"
-                - If you see "@/Users/username/image.png", use "/Users/username/image.png"
+                - "@Documents/photo.jpg" → "Documents/photo.jpg"
+                - "@/Users/username/image.png" → "/Users/username/image.png"
             Supported formats: JPEG, PNG, WebP
         
     Returns:
-        Text content with the image analysis result.
+        A text description of the image analysis result.
     """
 )
 def understand_image(

From d2636827d70461a872fb8ab2966f2dd5669f7572 Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 16:28:46 +0800
Subject: [PATCH 5/9] feat: version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 570e984..d084b12 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "minimax-coding-plan-mcp"
-version = "0.0.3"
+version = "0.0.4"
 description = "Specialized MiniMax Model Context Protocol (MCP) server designed for coding-plan users"
 authors = [
     { name = "Roy Wu", email = "zhengyu@minimax.chat" },

From 4cf4339b29def1a9badcee7cd03a83e978fd2f6c Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 17:08:36 +0800
Subject: [PATCH 6/9] feat: desc

---
 minimax_mcp/server.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index 3831d0b..704bf1e 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -40,7 +40,7 @@
 @mcp.tool(
     description="""
     
-    You MUST use this tool to perform web searches whenever the task involves looking up information online.
+    You MUST use this tool whenever you need to search for real-time or external information on the web.
     
     A web search API that works just like Google Search.
     
@@ -104,7 +104,7 @@ def web_search(
 @mcp.tool(
     description="""
     
-    You MUST use this tool whenever you receive an image from the user or need to handle any image-related task.
+    You MUST use this tool whenever you need to analyze, describe, or extract information from an image.
 
     An LLM-powered vision tool that can analyze and interpret image content from local files or URLs based on your instructions.
     Only JPEG, PNG, and WebP formats are supported. Other formats (e.g. PDF, GIF, PSD, SVG) are not supported.

From 89927065a04cbc929cd85e7159b1a370ab03392c Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 19:26:48 +0800
Subject: [PATCH 7/9] feat: tool desc

---
 minimax_mcp/server.py | 4 ++++
 uv.lock               | 2 +-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index 704bf1e..70a09f3 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -105,6 +105,10 @@ def web_search(
     description="""
     
     You MUST use this tool whenever you need to analyze, describe, or extract information from an image.
+    This includes when:
+    - A user sends or attaches an image and asks about it
+    - A task involves an image that needs to be understood
+      (e.g. UI screenshots, diagrams, error screenshots, design mockups)
 
     An LLM-powered vision tool that can analyze and interpret image content from local files or URLs based on your instructions.
     Only JPEG, PNG, and WebP formats are supported. Other formats (e.g. PDF, GIF, PSD, SVG) are not supported.
diff --git a/uv.lock b/uv.lock
index 39b98ac..1246a8a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -558,7 +558,7 @@ wheels = [
 
 [[package]]
 name = "minimax-coding-plan-mcp"
-version = "0.0.3"
+version = "0.0.4"
 source = { editable = "." }
 dependencies = [
     { name = "mcp", extra = ["cli"] },

From 07ec54c02560ca8328c33a9ef96c68b87ed025da Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 19:35:12 +0800
Subject: [PATCH 8/9] feat: desc

---
 minimax_mcp/server.py | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index 70a09f3..c72e50c 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -104,11 +104,8 @@ def web_search(
 @mcp.tool(
     description="""
     
-    You MUST use this tool whenever you need to analyze, describe, or extract information from an image.
-    This includes when:
-    - A user sends or attaches an image and asks about it
-    - A task involves an image that needs to be understood
-      (e.g. UI screenshots, diagrams, error screenshots, design mockups)
+    You MUST use this tool whenever you need to analyze, describe, or extract information from an image,
+    including when you get an image from user input or any task related image.
 
     An LLM-powered vision tool that can analyze and interpret image content from local files or URLs based on your instructions.
     Only JPEG, PNG, and WebP formats are supported. Other formats (e.g. PDF, GIF, PSD, SVG) are not supported.

From 358fdd95940e15292cfdce0ebfb748bee757b68f Mon Sep 17 00:00:00 2001
From: xiaose <xiaose@minmaxi.com>
Date: Tue, 10 Feb 2026 19:44:04 +0800
Subject: [PATCH 9/9] feat: desc

---
 minimax_mcp/server.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/minimax_mcp/server.py b/minimax_mcp/server.py
index c72e50c..6ad39fb 100644
--- a/minimax_mcp/server.py
+++ b/minimax_mcp/server.py
@@ -105,7 +105,7 @@ def web_search(
     description="""
     
     You MUST use this tool whenever you need to analyze, describe, or extract information from an image,
-    including when you get an image from user input or any task related image.
+    including when you get an image from user input or any task-related image.
 
     An LLM-powered vision tool that can analyze and interpret image content from local files or URLs based on your instructions.
     Only JPEG, PNG, and WebP formats are supported. Other formats (e.g. PDF, GIF, PSD, SVG) are not supported.