From a1e74ebd8b76e48608e8ae897e29f7ca2a91ceb5 Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 9 Jun 2025 21:49:27 +0200
Subject: [PATCH 01/29] feat(git): add date-based commit log retrieval
 functions

Add git_log_date_range and git_log_by_date functions to retrieve commits within a date range or for a specific date. Includes corresponding models and tool definitions for API integration.
---
 src/git/README.md                    | 13 +++++
 src/git/src/mcp_server_git/server.py | 82 ++++++++++++++++++++++++++++
 2 files changed, 95 insertions(+)

diff --git a/src/git/README.md b/src/git/README.md
index 6aaf81ac65..65f93eca2a 100644
--- a/src/git/README.md
+++ b/src/git/README.md
@@ -84,6 +84,19 @@ Please note that mcp-server-git is currently in early development. The functiona
    - Inputs:
      - `repo_path` (string): Path to directory to initialize git repo
    - Returns: Confirmation of repository initialization
+13. `git_log_date_range`
+   - Retrieve git commits within a specified date range
+   - Inputs:
+     - `repo_path` (string): Path to Git repository
+     - `start_date` (string): Start date for the range
+     - `end_date` (string): End date for the range
+   - Returns: Commits within a date range
+14. `git_log_by_date`
+   - Retrieve git commits for a specific date
+   - Inputs:
+     - `repo_path` (string): Path to Git repository
+     - `date` (string): The specific date to get commits for
+   - Returns: commits for the specified date
 
 ## Installation
 
diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index c6a346cfef..f98e3d3f8b 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -59,6 +59,15 @@ class GitShow(BaseModel):
 class GitInit(BaseModel):
     repo_path: str
 
+class GitLogDateRange(BaseModel):
+    repo_path: str
+    start_date: str
+    end_date: str
+
+class GitLogByDate(BaseModel):
+    repo_path: str
+    date: str 
+
 class GitTools(str, Enum):
     STATUS = "git_status"
     DIFF_UNSTAGED = "git_diff_unstaged"
@@ -72,6 +81,8 @@ class GitTools(str, Enum):
     CHECKOUT = "git_checkout"
     SHOW = "git_show"
     INIT = "git_init"
+    LOG_DATE_RANGE = "git_log_date_range"
+    LOG_BY_DATE = "git_log_by_date"
 
 def git_status(repo: git.Repo) -> str:
     return repo.git.status()
@@ -147,6 +158,46 @@ def git_show(repo: git.Repo, revision: str) -> str:
         output.append(d.diff.decode('utf-8'))
     return "".join(output)
 
+def git_log_date_range(repo: git.Repo, start_date: str, end_date: str) -> list[str]:
+    log_output = repo.git.log(
+        '--since', f"{start_date}",
+        '--until', f"{end_date}",
+        '--format=%H%n%an%n%ad%n%s%n'
+    ).split('\n')
+    
+    log = []
+    # Process commits in groups of 4 (hash, author, date, message)
+    for i in range(0, len(log_output), 4):
+        if i + 3 < len(log_output):
+            log.append(
+                f"Commit: {log_output[i]}\n"
+                f"Author: {log_output[i+1]}\n"
+                f"Date: {log_output[i+2]}\n"
+                f"Message: {log_output[i+3]}\n"
+            )
+    return log
+
+def git_log_by_date(repo: git.Repo, date: str) -> list[str]:
+    log_output = repo.git.log(
+        '--since', f"{date} 00:00:00",
+        '--until', f"{date} 23:59:59",
+        '--format=%H%n%an%n%ad%n%s%n'
+    ).split('\n')
+    
+    log = []
+    # Process commits in groups of 4 (hash, author, date, message)
+    for i in range(0, len(log_output), 4):
+        if i + 3 < len(log_output):
+            log.append(
+                f"Commit: {log_output[i]}\n"
+                f"Author: {log_output[i+1]}\n"
+                f"Date: {log_output[i+2]}\n"
+                f"Message: {log_output[i+3]}\n"
+            )
+    return log
+
+
+
 async def serve(repository: Path | None) -> None:
     logger = logging.getLogger(__name__)
 
@@ -222,6 +273,16 @@ async def list_tools() -> list[Tool]:
                 name=GitTools.INIT,
                 description="Initialize a new Git repository",
                 inputSchema=GitInit.schema(),
+            ),
+            Tool(
+                name=GitTools.LOG_DATE_RANGE,
+                description="Retrieve git commits within a specified date range",
+                inputSchema=GitLogDateRange.schema(),
+            ),
+            Tool(
+                name=GitTools.LOG_BY_DATE,
+                description="Retrieve git commits for a specific date",
+                inputSchema=GitLogByDate.schema(),
             )
         ]
 
@@ -351,6 +412,27 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     text=result
                 )]
 
+            case GitTools.LOG_DATE_RANGE:
+                log = git_log_date_range(
+                    repo,
+                    arguments["start_date"],
+                    arguments["end_date"]
+                )
+                return [TextContent(
+                    type="text",
+                    text="Commit history:\n" + "\n".join(log)
+                )]
+
+            case GitTools.LOG_BY_DATE:
+                log = git_log_by_date(
+                    repo,
+                    arguments["date"]
+                )
+                return [TextContent(
+                    type="text",
+                    text="Commit history:\n" + "\n".join(log)
+                )]
+
             case _:
                 raise ValueError(f"Unknown tool: {name}")
 

From 728d3be16b16d384747a05a7e2a6006f296f7ee6 Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 9 Jun 2025 21:53:06 +0200
Subject: [PATCH 02/29] feat(git): add date-based commit log retrieval
 functions

Add git_log_date_range and git_log_by_date functions to retrieve commits within a date range or for a specific date. This enables users to filter commit history by date, which is useful for auditing and reporting purposes.
---
 src/git/README.md                    | 13 +++++
 src/git/src/mcp_server_git/server.py | 82 ++++++++++++++++++++++++++++
 2 files changed, 95 insertions(+)

diff --git a/src/git/README.md b/src/git/README.md
index 6aaf81ac65..65f93eca2a 100644
--- a/src/git/README.md
+++ b/src/git/README.md
@@ -84,6 +84,19 @@ Please note that mcp-server-git is currently in early development. The functiona
    - Inputs:
      - `repo_path` (string): Path to directory to initialize git repo
    - Returns: Confirmation of repository initialization
+13. `git_log_date_range`
+   - Retrieve git commits within a specified date range
+   - Inputs:
+     - `repo_path` (string): Path to Git repository
+     - `start_date` (string): Start date for the range
+     - `end_date` (string): End date for the range
+   - Returns: Commits within a date range
+14. `git_log_by_date`
+   - Retrieve git commits for a specific date
+   - Inputs:
+     - `repo_path` (string): Path to Git repository
+     - `date` (string): The specific date to get commits for
+   - Returns: commits for the specified date
 
 ## Installation
 
diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index c6a346cfef..f98e3d3f8b 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -59,6 +59,15 @@ class GitShow(BaseModel):
 class GitInit(BaseModel):
     repo_path: str
 
+class GitLogDateRange(BaseModel):
+    repo_path: str
+    start_date: str
+    end_date: str
+
+class GitLogByDate(BaseModel):
+    repo_path: str
+    date: str 
+
 class GitTools(str, Enum):
     STATUS = "git_status"
     DIFF_UNSTAGED = "git_diff_unstaged"
@@ -72,6 +81,8 @@ class GitTools(str, Enum):
     CHECKOUT = "git_checkout"
     SHOW = "git_show"
     INIT = "git_init"
+    LOG_DATE_RANGE = "git_log_date_range"
+    LOG_BY_DATE = "git_log_by_date"
 
 def git_status(repo: git.Repo) -> str:
     return repo.git.status()
@@ -147,6 +158,46 @@ def git_show(repo: git.Repo, revision: str) -> str:
         output.append(d.diff.decode('utf-8'))
     return "".join(output)
 
+def git_log_date_range(repo: git.Repo, start_date: str, end_date: str) -> list[str]:
+    log_output = repo.git.log(
+        '--since', f"{start_date}",
+        '--until', f"{end_date}",
+        '--format=%H%n%an%n%ad%n%s%n'
+    ).split('\n')
+    
+    log = []
+    # Process commits in groups of 4 (hash, author, date, message)
+    for i in range(0, len(log_output), 4):
+        if i + 3 < len(log_output):
+            log.append(
+                f"Commit: {log_output[i]}\n"
+                f"Author: {log_output[i+1]}\n"
+                f"Date: {log_output[i+2]}\n"
+                f"Message: {log_output[i+3]}\n"
+            )
+    return log
+
+def git_log_by_date(repo: git.Repo, date: str) -> list[str]:
+    log_output = repo.git.log(
+        '--since', f"{date} 00:00:00",
+        '--until', f"{date} 23:59:59",
+        '--format=%H%n%an%n%ad%n%s%n'
+    ).split('\n')
+    
+    log = []
+    # Process commits in groups of 4 (hash, author, date, message)
+    for i in range(0, len(log_output), 4):
+        if i + 3 < len(log_output):
+            log.append(
+                f"Commit: {log_output[i]}\n"
+                f"Author: {log_output[i+1]}\n"
+                f"Date: {log_output[i+2]}\n"
+                f"Message: {log_output[i+3]}\n"
+            )
+    return log
+
+
+
 async def serve(repository: Path | None) -> None:
     logger = logging.getLogger(__name__)
 
@@ -222,6 +273,16 @@ async def list_tools() -> list[Tool]:
                 name=GitTools.INIT,
                 description="Initialize a new Git repository",
                 inputSchema=GitInit.schema(),
+            ),
+            Tool(
+                name=GitTools.LOG_DATE_RANGE,
+                description="Retrieve git commits within a specified date range",
+                inputSchema=GitLogDateRange.schema(),
+            ),
+            Tool(
+                name=GitTools.LOG_BY_DATE,
+                description="Retrieve git commits for a specific date",
+                inputSchema=GitLogByDate.schema(),
             )
         ]
 
@@ -351,6 +412,27 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     text=result
                 )]
 
+            case GitTools.LOG_DATE_RANGE:
+                log = git_log_date_range(
+                    repo,
+                    arguments["start_date"],
+                    arguments["end_date"]
+                )
+                return [TextContent(
+                    type="text",
+                    text="Commit history:\n" + "\n".join(log)
+                )]
+
+            case GitTools.LOG_BY_DATE:
+                log = git_log_by_date(
+                    repo,
+                    arguments["date"]
+                )
+                return [TextContent(
+                    type="text",
+                    text="Commit history:\n" + "\n".join(log)
+                )]
+
             case _:
                 raise ValueError(f"Unknown tool: {name}")
 

From 5a6827ef41aa08d19db5a1756b31ac3865825314 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:04:22 -0700
Subject: [PATCH 03/29] Add first draft

---
 README.md | 93 +++++++++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 76 insertions(+), 17 deletions(-)

diff --git a/README.md b/README.md
index b4fe524eed..747daabf6f 100644
--- a/README.md
+++ b/README.md
@@ -48,34 +48,48 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://invoxx-public-bucket.s3.eu-central-1.amazonaws.com/frontend-resources/adfin-logo-small.svg" alt="Adfin Logo" /> **[Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin)** - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/).
 - <img height="12" width="12" src="https://www.agentql.com/favicon/favicon.png" alt="AgentQL Logo" /> **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).
 - <img height="12" width="12" src="https://agentrpc.com/favicon.ico" alt="AgentRPC Logo" /> **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).
+- **[Agentset](https://github.com/agentset-ai/mcp-server)** - RAG for your knowledge base connected to [Agentset](https://agentset.ai).
 - <img height="12" width="12" src="https://aiven.io/favicon.ico" alt="Aiven Logo" /> **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
 - <img height="12" width="12" src="https://www.alation.com/resource-center/download/7p3vnbbznfiw/34FMtBTex5ppvs2hNYa9Fc/c877c37e88e5339878658697c46d2d58/Alation-Logo-Bug-Primary.svg" alt="Alation Logo" /> **[Alation](https://github.com/Alation/alation-ai-agent-sdk)** - Unlock the power of the enterprise Data Catalog by harnessing tools provided by the Alation MCP server.
 - <img height="12" width="12" src="https://www.algolia.com/files/live/sites/algolia-assets/files/icons/algolia-logo-for-favicon.svg" alt="Algolia Logo" /> **[Algolia MCP](https://github.com/algolia/mcp-node)** Algolia MCP Server exposes a natural language interface to query, inspect, and manage Algolia indices and configs. Useful for monitoring, debugging and optimizing search performance within your agentic workflows. See [demo](https://www.youtube.com/watch?v=UgCOLcDI9Lg).
-- <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server/blob/main/assets/alibabacloudrds.png" alt="Alibaba Cloud RDS MySQL Logo" /> **[Alibaba Cloud RDS](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM.
 - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i4/O1CN01epkXwH1WLAXkZfV6N_!!6000000002771-2-tps-200-200.png" alt="Alibaba Cloud AnalyticDB for MySQL Logo" /> **[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to a [AnalyticDB for MySQL](https://www.alibabacloud.com/en/product/analyticdb-for-mysql) cluster for getting database or table metadata, querying and analyzing data.It will be supported to add the openapi for cluster operation in the future.
-- <img height="12" width="12" src="https://github.com/aliyun/alibaba-cloud-ops-mcp-server/blob/master/image/alibaba-cloud.png" alt="Alibaba Cloud OPS Logo" /> **[Alibaba Cloud OPS](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage the lifecycle of your Alibaba Cloud resources with [CloudOps Orchestration Service](https://www.alibabacloud.com/en/product/oos) and Alibaba Cloud OpenAPI.
+- <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-adbpg-mcp-server/blob/master/images/AnalyticDB.png" alt="Alibaba Cloud AnalyticDB for PostgreSQL Logo" /> **[Alibaba Cloud AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server)** - An MCP server to connect to [AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server) instances, query and analyze data.
+- <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN0101UWWF1UYn3rAe3HU_!!6000000002530-2-tps-32-32.png" alt="DataWorks Logo" /> **[Alibaba Cloud DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server)** - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.
 - <img height="12" width="12" src="https://opensearch-shanghai.oss-cn-shanghai.aliyuncs.com/ouhuang/aliyun-icon.png" alt="Alibaba Cloud OpenSearch Logo" /> **[Alibaba Cloud OpenSearch](https://github.com/aliyun/alibabacloud-opensearch-mcp-server)** - This MCP server equips AI Agents with tools to interact with [OpenSearch](https://help.aliyun.com/zh/open-search/?spm=5176.7946605.J_5253785160.6.28098651AaYZXC) through a standardized and extensible interface.
+- <img height="12" width="12" src="https://github.com/aliyun/alibaba-cloud-ops-mcp-server/blob/master/image/alibaba-cloud.png" alt="Alibaba Cloud OPS Logo" /> **[Alibaba Cloud OPS](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage the lifecycle of your Alibaba Cloud resources with [CloudOps Orchestration Service](https://www.alibabacloud.com/en/product/oos) and Alibaba Cloud OpenAPI.
+- <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server/blob/main/assets/alibabacloudrds.png" alt="Alibaba Cloud RDS MySQL Logo" /> **[Alibaba Cloud RDS](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM.
+- <img height="12" width="12" src="https://www.alphavantage.co/logo.png/" alt="AlphaVantage Logo" /> **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co)
+- <img height="12" width="12" src="https://doris.apache.org/images/favicon.ico" alt="Apache Doris Logo" /> **[Apache Doris](https://github.com/apache/doris-mcp-server)** - MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.
 - <img height="12" width="12" src="https://iotdb.apache.org/img/logo.svg" alt="Apache IoTDB Logo" /> **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools
 - <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
 - <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="APIMatic Logo" /> **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic's API.
 - <img height="12" width="12" src="https://apollo-server-landing-page.cdn.apollographql.com/_latest/assets/favicon.png" alt="Apollo Graph Logo" /> **[Apollo MCP Server](https://github.com/apollographql/apollo-mcp-server/)** - Connect your GraphQL APIs to AI agents
 - <img height="12" width="12" src="https://phoenix.arize.com/wp-content/uploads/2023/04/cropped-Favicon-32x32.png" alt="Arize-Phoenix Logo" /> **[Arize Phoenix](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp)** - Inspect traces, manage prompts, curate datasets, and run experiments using [Arize Phoenix](https://github.com/Arize-ai/phoenix), an open-source AI and LLM observability tool.
+- <img height="12" width="12" src="https://731523176-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FaVUBXRZbpAgtjYf5HsvO%2Fuploads%2FaRRrVVocXCTr6GkepfCx%2Flogo_color.svg?alt=media&token=3ba24089-0ab2-421f-a9d9-41f2f94f954a" alt="Armor Logo" /> **[Armor Crypto MCP](https://github.com/armorwallet/armor-crypto-mcp)** - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
 - <img height="12" width="12" src="https://console.asgardeo.io/app/libs/themes/wso2is/assets/images/branding/favicon.ico" alt="Asgardeo Logo" /> **[Asgardeo](https://github.com/asgardeo/asgardeo-mcp-server)** - MCP server to interact with your [Asgardeo](https://wso2.com/asgardeo) organization through LLM tools.
 - <img height="12" width="12" src="https://www.datastax.com/favicon-32x32.png" alt="DataStax logo" /> **[Astra DB](https://github.com/datastax/astra-db-mcp)** - Comprehensive tools for managing collections and documents in a [DataStax Astra DB](https://www.datastax.com/products/datastax-astra) NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions.
 - <img height="12" width="12" src="https://assets.atlan.com/assets/atlan-a-logo-blue-background.png" alt="Atlan Logo" /> **[Atlan](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol)** - The Atlan Model Context Protocol server allows you to interact with the [Atlan](https://www.atlan.com/) services through multiple tools.
 - <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="Audiense Logo" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.
+- <img height="12" width="12" src="https://cdn.auth0.com/website/website/favicons/auth0-favicon.svg" alt="Auth0 Logo" /> **[Auth0](https://github.com/auth0/auth0-mcp-server)** - MCP server for interacting with your Auth0 tenant, supporting creating and modifying actions, applications, forms, logs, resource servers, and more.
+- <img height="12" width="12" src="https://firstorder.ai/favicon_auth.ico" alt="Authenticator App Logo" /> **[Authenticator App · 2FA](https://github.com/firstorderai/authenticator_mcp)** - A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
 - <img height="12" width="12" src="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico" alt="AWS Logo" /> **[AWS](https://github.com/awslabs/mcp)** -  Specialized MCP servers that bring AWS best practices directly to your development workflow.
 - <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language
 - <img height="12" width="12" src="https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/acom_social_icon_azure" alt="Microsoft Azure Logo" /> **[Azure](https://github.com/Azure/azure-mcp)** - The Azure MCP Server gives MCP Clients access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more.
 - <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
 - <img height="12" width="12" src="https://bicscan.io/favicon.png" alt="BICScan Logo" /> **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
 - <img height="12" width="12" src="https://web-cdn.bitrise.io/favicon.ico" alt="Bitrise Logo" /> **[Bitrise](https://github.com/bitrise-io/bitrise-mcp)** - Chat with your builds, CI, and [more](https://bitrise.io/blog/post/chat-with-your-builds-ci-and-more-introducing-the-bitrise-mcp-server).
+- <img height="12" width="12" src="https://boldsign.com/favicon.ico" alt="BoldSign Logo" /> **[BoldSign](https://github.com/boldsign/boldsign-mcp)** - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
+- <img height="12" width="12" src="https://boost.space/favicon.ico" alt="Boost.space Logo" /> **[Boost.space](https://github.com/boostspace/boostspace-mcp-server)** - An MCP server integrating with [Boost.space](https://boost.space) for centralized, automated business data from 2000+ sources.
 - <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
 - <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
 - <img height="12" width="12" src="https://browserstack.wpenginepowered.com/wp-content/themes/browserstack/img/favicons/favicon.ico" alt="BrowserStack Logo" /> **[BrowserStack](https://github.com/browserstack/mcp-server)** - Access BrowserStack's [Test Platform](https://www.browserstack.com/test-platform) to debug, write and fix tests, do accessibility testing and more.
+- <img height="12" width="12" src="https://builtwith.com/favicon.ico" alt="BuiltWith Logo" /> **[BuiltWith](https://github.com/builtwith/mcp)** - Identify the technology stack behind any website.
 - <img height="12" width="12" src="https://portswigger.net/favicon.ico" alt="PortSwigger Logo" /> **[Burp Suite](https://github.com/PortSwigger/mcp-server)** - MCP Server extension allowing AI clients to connect to [Burp Suite](https://portswigger.net)
+- <img height="12" width="12" src="https://campertunity.com/assets/icon/favicon.ico" alt="Campertunity Logo" /> **[Campertunity](https://github.com/campertunity/mcp-server)** - Search campgrounds around the world on campertunity, check availability, and provide booking links.
 - <img height="12" width="12" src="https://play.cartesia.ai/icon.png" alt="Cartesia logo" /> **[Cartesia](https://github.com/cartesia-ai/cartesia-mcp)** - Connect to the [Cartesia](https://cartesia.ai/) voice platform to perform text-to-speech, voice cloning etc. 
+- <img height="12" width="12" src="https://www.cashfree.com/favicon.ico" alt="Cashfree logo" /> **[Cashfree](https://github.com/cashfree/cashfree-mcp)** - [Cashfree Payments](https://www.cashfree.com/) official MCP server.
 - <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
+- <img height="12" width="12" src="https://cheqd.io/wp-content/uploads/2023/03/logo_cheqd_favicon.png" alt="Cheqd Logo" /> **[Cheqd](https://github.com/cheqd/mcp-toolkit)** - Enable AI Agents to be trusted, verified, prevent fraud, protect your reputation, and more through [cheqd's](https://cheqd.io) Trust Registries and Credentials.
 - <img height="12" width="12" src="https://cdn.chiki.studio/brand/logo.png" /> **[Chiki StudIO](https://chiki.studio/galimybes/mcp/)** - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support.
 - <img height="12" width="12" src="https://trychroma.com/_next/static/media/chroma-logo.ae2d6e4b.svg" /> **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
 - <img height="12" width="12" src="https://www.chronulus.com/favicon/chronulus-logo-blue-on-alpha-square-128x128.ico" alt="Chronulus AI Logo" /> **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
@@ -86,14 +100,19 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://codelogic.com/wp-content/themes/codelogic/assets/img/favicon.png" alt="CodeLogic Logo" /> **[CodeLogic](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Interact with [CodeLogic](https://codelogic.com), a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
 - <img height="12" width="12" src="https://www.comet.com/favicon.ico" alt="Comet Logo" /> **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language.
 - <img height="12" width="12" src="https://www.confluent.io/favicon.ico" /> **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs.
+- <img src="https://contrastsecurity.com/favicon.ico" alt="Contrast Security" width="12" height="12"> **[Contrast Security](https://github.com/Contrast-Security-OSS/mcp-contrast)** - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities.
 - <img height="12" width="12" src="https://www.convex.dev/favicon.ico" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
 - <img height="12" width="12" src="https://www.couchbase.com/wp-content/uploads/2023/10/couchbase-favicon.svg" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
 - <img height="12" width="12" src="https://github.com/user-attachments/assets/b256f9fa-2020-4b37-9644-c77229ef182b" alt="CRIC 克而瑞 LOGO"> **[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
 - <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="Dart Logo" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
 - <img height="12" width="12" src="https://datahub.com/wp-content/uploads/2025/04/cropped-Artboard-1-32x32.png" alt="DataHub Logo" /> **[DataHub](https://github.com/acryldata/mcp-server-datahub)** - Search your data assets, traverse data lineage, write SQL queries, and more using [DataHub](https://datahub.com/) metadata.
-- <img height="12" width="12" src="https://dexpaprika.com/favicon.ico" alt="DexPaprika Logo" /> **[DexPaprika (CoinPaprika)](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with [DexPaprika](https://dexpaprika.com) by CoinPaprika.
+- <img height="12" width="12" src="https://debugg.ai/favicon.svg" alt="Debugg AI Logo" /> **[Debugg.AI](https://github.com/debugg-ai/debugg-ai-mcp)** - Zero-Config, Fully AI-Managed End-to-End Testing for any code gen platform via [Debugg.AI](https://debugg.ai) remote browsing test agents.
+- <img height="12" width="12" src="https://www.deepl.com/img/logo/deepl-logo-blue.svg" alt="DeepL Logo" /> **[DeepL](https://github.com/DeepLcom/deepl-mcp-server)** - Translate or rewrite text with [DeepL](https://deepl.com)'s very own AI models using [the DeepL API](https://developers.deepl.com/docs)
+- <img height="12" width="12" src="https://defang.io/_next/static/media/defang-icon-dark-colour.25f95b77.svg" alt="Defang Logo" /> **[Defang](https://github.com/DefangLabs/defang/blob/main/src/pkg/mcp/README.md)** - Deploy your project to the cloud seamlessly with the [Defang](https://www.defang.io) platform without leaving your integrated development environment
 - <img height="12" width="12" src="https://www.devhub.com/img/upload/favicon-196x196-dh.png" alt="DevHub Logo" /> **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
 - <img height="12" width="12" src="https://devrev.ai/favicon.ico" alt="DevRev Logo" /> **[DevRev](https://github.com/devrev/mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. Sources listed [here](https://devrev.ai/docs/import#available-sources).
+- <img height="12" width="12" src="https://dexpaprika.com/favicon.ico" alt="DexPaprika Logo" /> **[DexPaprika (CoinPaprika)](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with [DexPaprika](https://dexpaprika.com) by CoinPaprika.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/204530939?s=200&v=4" alt="Dumpling AI Logo" /> **[Dumpling AI](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/58178984" alt="Dynatrace Logo" /> **[Dynatrace](https://github.com/dynatrace-oss/dynatrace-mcp)** - Manage and interact with the [Dynatrace Platform ](https://www.dynatrace.com/platform) for real-time observability and monitoring.
 - <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
 - <img height="12" width="12" src="https://www.edgee.cloud/favicon.ico" alt="Edgee Logo" /> **[Edgee](https://github.com/edgee-cloud/mcp-server-edgee)** - Deploy and manage [Edgee](https://www.edgee.cloud) components and projects
@@ -105,88 +124,120 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://fibery.io/favicon.svg" alt="Fibery Logo" /> **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
 - <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
 - <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
+- <img height="12" width="12" src="https://firefly.ai/favicon.ico" alt="Firefly Logo" /> **[Firefly](https://github.com/gofireflyio/firefly-mcp)** - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
 - <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
-- <img height="12" width="12" src="https://github.githubassets.com/assets/GitHub-Mark-ea2971cee799.png" /> **[Github](https://github.com/github/github-mcp-server)** - GitHub's official MCP Server
+- <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
 - <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
 - <img height="12" width="12" src="https://gitea.com/assets/img/favicon.svg" alt="Gitea Logo" /> **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP.
 - <img height="12" width="12" src="https://gitee.com/favicon.ico" alt="Gitee Logo" /> **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more.
+- <img height="12" width="12" src="https://github.githubassets.com/assets/GitHub-Mark-ea2971cee799.png" /> **[Github](https://github.com/github/github-mcp-server)** - GitHub's official MCP Server
 - <img height="12" width="12" src="https://app.glean.com/images/favicon3-196x196.png" alt="Glean Logo" /> **[Glean](https://github.com/gleanwork/mcp-server)** - Enterprise search and chat using Glean's API.
-- <img height="12" width="12" src="https://gyazo.com/favicon.ico" alt="Gyazo Logo" /> **[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
+- <img height="12" width="12" src="https://cdn.jsdelivr.net/gh/jsdelivr/globalping-media@refs/heads/master/icons/android-chrome-192x192.png" alt="Globalping Logo" /> **[Globalping](https://github.com/jsdelivr/globalping-mcp-server)** - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.
+- <img height="12" width="12" src="https://gnucleus.ai/favicon.ico" alt="gNucleus Logo" /> **[gNucleus Text-To-CAD](https://github.com/gNucleus/text-to-cad-mcp)** - Generate CAD parts and assemblies from text using gNucleus AI models.
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/6605a2979ff17b2cd1939cd4/6605a460de47e7596ed84f06_icon256.png" alt="gotoHuman Logo" /> **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.
 - <img height="12" width="12" src="https://grafana.com/favicon.ico" alt="Grafana Logo" /> **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance
 - <img height="12" width="12" src="https://grafbase.com/favicon.ico" alt="Grafbase Logo" /> **[Grafbase](https://github.com/grafbase/grafbase/tree/main/crates/mcp)** - Turn your GraphQL API into an efficient MCP server with schema intelligence in a single command.
 - <img height="12" width="12" src="https://framerusercontent.com/images/KCOWBYLKunDff1Dr452y6EfjiU.png" alt="Graphlit Logo" /> **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.
 - <img height="12" width="12" src="https://greptime.com/favicon.ico" alt="Greptime Logo" /> **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).
+- <img height="12" width="12" src="https://gyazo.com/favicon.ico" alt="Gyazo Logo" /> **[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
 - <img height="12" width="12" src="https://www.herokucdn.com/favicons/favicon.ico" alt="Heroku Logo" /> **[Heroku](https://github.com/heroku/heroku-mcp-server)** - Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.
 - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN01d9qrry1i6lTNa2BRa_!!6000000004364-2-tps-218-200.png" alt="Hologres Logo" /> **[Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data.
 - <img height="12" width="12" src="https://www.honeycomb.io/favicon.ico" alt="Honeycomb Logo" /> **[Honeycomb](https://github.com/honeycombio/honeycomb-mcp)** Allows [Honeycomb](https://www.honeycomb.io/) Enterprise customers to query and analyze their data, alerts, dashboards, and more; and cross-reference production behavior with the codebase.
 - <img height="12" width="12" src="https://static.hsinfrastatic.net/StyleGuideUI/static-3.438/img/sprocket/favicon-32x32.png" alt="HubSpot Logo" /> **[HubSpot](https://developer.hubspot.com/mcp)** - Connect, manage, and interact with [HubSpot](https://www.hubspot.com/) CRM data
+- <img height="12" width="12" src="https://hunter.io/favicon.ico" alt="Hunter Logo" /> **[Hunter](https://github.com/hunter-io/hunter-mcp)** - Interact with the [Hunter API](https://hunter.io) to get B2B data using natural language.
 - <img height="12" width="12" src="https://hyperbrowser-assets-bucket.s3.us-east-1.amazonaws.com/Hyperbrowser-logo.png" alt="Hyperbrowsers23 Logo" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - [Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
 - **[IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript)** - Tool platform by IBM to build, test and deploy tools for any data source
-- <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
 - <img height="12" width="12" src="https://www.getinboxzero.com/icon.png" alt="Inbox Zero Logo" /> **[Inbox Zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server)** - AI personal assistant for email [Inbox Zero](https://www.getinboxzero.com)
 - <img height="12" width="12" src="https://inkeep.com/favicon.ico" alt="Inkeep Logo" /> **[Inkeep](https://github.com/inkeep/mcp-server-python)** - RAG Search over your content powered by [Inkeep](https://inkeep.com)
 - <img height="12" width="12" src="https://integration.app/favicon.ico" alt="Integration App Icon" /> **[Integration App](https://github.com/integration-app/mcp-server)** - Interact with any other SaaS applications on behalf of your customers.
 - <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** – Work on your code with JetBrains IDEs
+- <img height="12" width="12" src="https://speedmedia.jfrog.com/08612fe1-9391-4cf3-ac1a-6dd49c36b276/media.jfrog.com/wp-content/uploads/2019/04/20131046/Jfrog16-1.png" alt="JFrog Logo" /> **[JFrog](https://github.com/jfrog/mcp-jfrog)** - Model Context Protocol (MCP) Server for the [JFrog](https://jfrog.com/) Platform API, enabling repository management, build tracking, release lifecycle management, and more.
 - <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API
 - <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform.
+- <img height="12" width="12" src="https://keywordspeopleuse.com/favicon.ico" alt="KeywordsPeopleUse Logo" /> **[KeywordsPeopleUse.com](https://github.com/data-skunks/kpu-mcp)** - Find questions people ask online with [KeywordsPeopleUse](https://keywordspeopleuse.com).
 - <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query.
+- <img height="12" width="12" src="https://www.kurrent.io/favicon.ico" alt="Kurrent Logo" /> **[KurrentDB](https://github.com/kurrent-io/mcp-server)** - This is a simple MCP server to help you explore data and prototype projections faster on top of KurrentDB.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/187484914" alt="KWDB Logo" /> **[KWDB](https://github.com/KWDB/kwdb-mcp-server)** - Reading, writing, querying, modifying data, and performing DDL operations with data in your KWDB Database.
-- <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="Lara Translate Logo" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
-- <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
+- <img height="12" width="12" src="https://labelstud.io/favicon-16x16.png" alt="Label Studio Logo" /> **[Label Studio](https://github.com/HumanSignal/label-studio-mcp-server)** - Open Source data labeling platform.
+- <img src="https://avatars.githubusercontent.com/u/188884511?s=48&v=4" alt="Lambda Capture" width="12" height="12"> **[Lambda Capture](https://github.com/lambda-capture/mcp-server)** - Macroeconomic Forecasts & Semantic Context from Federal Reserve, Bank of England, ECB.
 - <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
+- <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="Lara Translate Logo" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
 - <img height="12" width="12" src="https://www.launchdarkly.com/favicon.ico" alt="LaunchDarkly Logo" /> **[LaunchDarkly](https://github.com/launchdarkly/mcp-server)** - LaunchDarkly is a continuous delivery platform that provides feature flags as a service and allows developers to iterate quickly and safely.
 - <img height="12" width="12" src="https://linear.app/favicon.ico" alt="Linear Logo" /> **[Linear](https://linear.app/docs/mcp)** - Search, create, and update Linear issues, projects, and comments.
 - <img height="12" width="12" src="https://lingo.dev/favicon.ico" alt="Lingo.dev Logo" /> **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine.
+- <img height="12" width="12" src="https://ligo.ertiqah.com/favicon.avif" alt="LiGo Logo" /> **[LinkedIn MCP Runner](https://github.com/ertiqah/linkedin-mcp-runner)** - Write, edit, and schedule LinkedIn posts right from ChatGPT and Claude with [LiGo](https://ligo.ertiqah.com/).
 - <img height="12" width="12" src="https://litmus.io/favicon.ico" alt="Litmus.io Logo" /> **[Litmus.io](https://github.com/litmusautomation/litmus-mcp-server)** - Official MCP server for configuring [Litmus](https://litmus.io) Edge for Industrial Data Collection, Edge Analytics & Industrial AI.
+- <img height="12" width="12" src="https://liveblocks.io/favicon.ico" alt="Liveblocks Logo" /> **[Liveblocks](https://github.com/liveblocks/liveblocks-mcp-server)** - Ready‑made features for AI & human collaboration—use this to develop your [Liveblocks](https://liveblocks.io) app quicker.
+- <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
+- <img height="12" width="12" src="https://make.magicmealkits.com/favicon.ico" alt="Magic Meal Kits Logo" /> **[Magic Meal Kits](https://github.com/pureugong/mmk-mcp)** - Unleash Make's Full Potential by [Magic Meal Kits](https://make.magicmealkits.com/)
 - <img height="12" width="12" src="https://www.mailgun.com/favicon.ico" alt="Mailgun Logo" /> **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API.
 - <img height="12" width="12" src="https://www.make.com/favicon.ico" alt="Make Logo" /> **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
+- <img height="14" width="14" src="https://raw.githubusercontent.com/rust-mcp-stack/mcp-discovery/refs/heads/main/docs/_media/mcp-discovery-logo.png" alt="mcp-discovery logo" /> **[MCP Discovery](https://github.com/rust-mcp-stack/mcp-discovery)** - A lightweight CLI tool built in Rust for discovering MCP server capabilities.
 - <img height="12" width="12" src="https://googleapis.github.io/genai-toolbox/favicons/favicon.ico" alt="MCP Toolbox for Databases Logo" /> **[MCP Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports  AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, MySQL, Neo4j, Postgres, Spanner, and more.
 - <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API)
 - <img height="12" width="12" src="https://memgraph.com/favicon.png" alt="Memgraph Logo" /> **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database.
-- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
 - <img height="12" width="12" src="https://www.mercadopago.com/favicon.ico" alt="MercadoPago Logo" /> **[Mercado Pago](https://mcp.mercadopago.com/)** - Mercado Pago's official MCP server.
+- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
 - <img height="12" width="12" src="https://claritystatic.azureedge.net/images/logo.ico" alt="Microsoft Clarity Logo"/> **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your behavioral analytics data and insights from [Clarity](https://clarity.microsoft.com)
 - <img height="12" width="12" src="https://conn-afd-prod-endpoint-bmc9bqahasf3grgk.b01.azurefd.net/releases/v1.0.1735/1.0.1735.4099/commondataserviceforapps/icon.png" alt="Microsoft Dataverse Logo" /> **[Microsoft Dataverse](https://go.microsoft.com/fwlink/?linkid=2320176)** - Chat over your business data using NL - Discover tables, run queries, retrieve data, insert or update records, and execute custom prompts grounded in business knowledge and context.
 - <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
 - <img height="12" width="12" src="https://console.gomomento.com/favicon.ico" /> **[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
 - <img height="12" width="12" src="https://www.mongodb.com/favicon.ico" /> **[MongoDB](https://github.com/mongodb-js/mongodb-mcp-server)** - Both MongoDB Community Server and MongoDB Atlas are supported.
 - <img height="12" width="12" src="https://www.motherduck.com/favicon.ico" alt="MotherDuck Logo" /> **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/38020270" alt="NanoVMs Logo" /> **[NanoVMs](https://github.com/nanovms/ops-mcp)** - Easily Build and Deploy unikernels to any cloud.
 - <img height="12" width="12" src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png" alt="Needle AI Logo" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents.
 - <img height="12" width="12" src="https://neo4j.com/favicon.ico" alt="Neo4j Logo" /> **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/183852044?s=48&v=4" alt="Neon Logo" /> **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
+- <img height="12" width="12" src="https://www.netdata.cloud/favicon-32x32.png" alt="Netdata Logo" /> **[Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md)** - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
 - <img height="12" width="12" src="https://www.netlify.com/favicon/icon.svg" alt="Netlify Logo" /> **[Netlify](https://docs.netlify.com/welcome/build-with-ai/netlify-mcp-server/)** - Create, build, deploy, and manage your websites with Netlify web platform.
+- <img height="12" width="12" src="https://www.thenile.dev/favicon.ico" alt="Nile Logo" /> **[Nile](https://github.com/niledatabase/nile-mcp-server)** - An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/208441832?s=400&v=4" alt="Nodit Logo" /> **[Nodit](https://github.com/noditlabs/nodit-mcp-server)** - Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/4792552?s=200&v=4" alt="Notion Logo" /> **[Notion](https://github.com/makenotion/notion-mcp-server#readme)** - This project implements an MCP server for the Notion API.
+- <img height="12" width="12" src="https://www.nutrient.io/assets/images/logos/nutrient.svg" alt="Nutrient Logo" /> **[Nutrient](https://github.com/PSPDFKit/nutrient-dws-mcp-server)** - Create, Edit, Sign, Extract Documents using Natural Language
+- <img height="12" width="12" src="https://nx.dev/favicon/favicon.svg" alt="Nx Logo" /> **[Nx](https://github.com/nrwl/nx-console/blob/master/apps/nx-mcp)** - Makes [Nx's understanding](https://nx.dev/features/enhance-AI) of your codebase accessible to LLMs, providing insights into the codebase architecture, project relationships and runnable tasks thus allowing AI to make precise code suggestions.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/82347605?s=48&v=4" alt="OceanBase Logo" /> **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools
 - <img height="12" width="12" src="https://docs.octagonagents.com/logo.svg" alt="Octagon Logo" /> **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data.
+- <img height="12" width="12" src="https://octoeverywhere.com/img/logo.png" alt="OctoEverywhere Logo" /> **[OctoEverywhere](https://github.com/OctoEverywhere/mcp)** - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/211697972" alt="Offorte Logo" /> **[Offorte](https://github.com/offorte/offorte-mcp-server#readme)** - Offorte Proposal Software official MCP server enables creation and sending of business proposals.
 - <img height="12" width="12" src="https://maps.olakrutrim.com/favicon.ico" alt="Ola Maps" /> **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
+- <img height="12" width="12" src="https://static.onlyoffice.com/images/favicon.ico" alt="ONLYOFFICE DocSpace" /> **[ONLYOFFICE DocSpace](https://github.com/ONLYOFFICE/docspace-mcp)** - Interact with [ONLYOFFICE DocSpace](https://www.onlyoffice.com/docspace.aspx) API to create rooms, manage files and folders.
 - <img height="12" width="12" src="https://op.gg/favicon.ico" alt="OP.GG Logo" /> **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
 - <img height="12" width="12" src="https://app.opslevel.com/favicon.ico" alt="OpsLevel" /> **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com).
 - <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
 - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
 - <img height="12" width="12" src="https://secure.pagos.ai/favicon.svg" alt="Pagos Logo" /> **[Pagos](https://github.com/pagos-ai/pagos-mcp)** - Interact with the Pagos API. Query Credit Card BIN Data with more to come.
+- <img height="12" width="12" src="https://paiml.com/favicon.ico" alt="PAIML Logo" /> **[PAIML MCP Agent Toolkit](https://github.com/paiml/paiml-mcp-agent-toolkit)** - Professional project scaffolding toolkit with zero-configuration AI context generation, template generation for Rust/Deno/Python projects, and hybrid neuro-symbolic code analysis.
+- <img height="12" width="12" src="https://www.patronus.ai/favicon-ico" alt="Patronus AI Logo" /> **[Patronus AI](https://github.com/patronus-ai/patronus-mcp-server)** - Test, evaluate, and optimize AI agents and RAG apps
 - <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server.
 - <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[Pinecone](https://github.com/pinecone-io/pinecone-mcp)** - [Pinecone](https://docs.pinecone.io/guides/operations/mcp-server)'s developer MCP Server assist developers in searching documentation and managing data within their development environment.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[Pinecone Assistant](https://github.com/pinecone-io/assistant-mcp)** - Retrieves context from your [Pinecone Assistant](https://docs.pinecone.io/guides/assistant/mcp-server) knowledge base.
+- **[PostHog](https://github.com/posthog/mcp)** - Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.
 - <img height="12" width="12" src="https://www.prisma.io/images/favicon-32x32.png" alt="Prisma Logo" /> **[Prisma](https://www.prisma.io/docs/postgres/mcp-server)** - Create and manage Prisma Postgres databases
+- <img src="https://www.pubnub.com/favicon/favicon-32x32.png" alt="PubNub" width="12" height="12"> **[PubNub](https://github.com/pubnub/pubnub-mcp-server)** - Retrieves context for developing with PubNub SDKs and calling APIs.
 - <img height="12" width="12" src="https://www.pulumi.com/images/favicon.ico" alt="Pulumi Logo" /> **[Pulumi](https://github.com/pulumi/mcp-server)** - Deploy and manage cloud infrastructure using [Pulumi](https://pulumi.com).
 - <img height="12" width="12" src="https://pure.md/favicon.png" alt="Pure.md Logo" /> **[Pure.md](https://github.com/puremd/puremd-mcp)** - Reliably access web content in markdown format with [pure.md](https://pure.md) (bot detection avoidance, proxy rotation, and headless JS rendering built in).
 - <img height="12" width="12" src="https://put.io/images/favicon.ico" alt="Put.io Logo" /> **[Put.io](https://github.com/putdotio/putio-mcp-server)** - Interact with your Put.io account to download torrents.
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
-- <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" /> **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows.
 - <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
 - <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
 - **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
+- <img height="12" width="12" src="https://framerusercontent.com/images/CU1m0xFonUl76ZeaW0IdkQ0M.png" alt="Razorpay Logo" /> **[Razorpay](https://github.com/razorpay/razorpay-mcp-server)** - Razorpay's official MCP server
+- <img height="12" width="12" src="https://www.recraft.ai/favicons/icon.svg" alt="Recraft Logo" /> **[Recraft](https://github.com/recraft-ai/mcp-recraft-server)** - Generate raster and vector (SVG) images using [Recraft](https://recraft.ai). Also you can edit, upscale images, create your own styles, and vectorize raster images
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
+- <img src="https://avatars.githubusercontent.com/u/149024635" alt="Reexpress" width="12" height="12"> **[Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server)** - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
 - <img height="12" width="12" src="https://www.rember.com/favicon.ico" alt="Rember Logo" /> **[Rember](https://github.com/rember/rember-mcp)** - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats
+- <img height="12" width="12" src="https://ui.rilldata.com/favicon.png" alt="Rill Data Logo" /> **[Rill Data](https://docs.rilldata.com/explore/mcp)** - Interact with Rill Data to query and analyze your data.
 - <img height="12" width="12" src="https://riza.io/favicon.ico" alt="Riza logo" /> **[Riza](https://github.com/riza-io/riza-mcp)** - Arbitrary code execution and tool-use platform for LLMs by [Riza](https://riza.io)
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/66b7de6a233c04f4dac200a6/66bed52680d689629483c18b_faviconV2%20(2).png" alt="Root Signals Logo" /> **[Root Signals](https://github.com/root-signals/root-signals-mcp)** - Improve and quality control your outputs with evaluations using LLM-as-Judge
-- <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" /> [Search1API](https://github.com/fatwang2/search1api-mcp) - One API for Search, Crawling, and Sitemaps
+- <img height="12" width="12" src="https://scrapi.tech/favicon.ico" alt="ScrAPI Logo" /> **[ScrAPI](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - Web scraping using [ScrAPI](https://scrapi.tech). Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions.
 - <img height="12" width="12" src="https://screenshotone.com/favicon.ico" alt="ScreenshotOne Logo" /> **[ScreenshotOne](https://github.com/screenshotone/mcp/)** - Render website screenshots with [ScreenshotOne](https://screenshotone.com/)
 - <img height="12" width="12" src="https://semgrep.dev/favicon.ico" alt="Semgrep Logo" /> **[Semgrep](https://github.com/semgrep/mcp)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
+- <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" /> **[Search1API](https://github.com/fatwang2/search1api-mcp)** - One API for Search, Crawling, and Sitemaps
+- <img height="12" width="12" src="https://cdn.prod.website-files.com/6372338e5477e047032b37a5/64f85e6388a2a5c8c9525b4d_favLogo.png" alt="Shortcut Logo" /> **[Shortcut](https://github.com/useshortcut/mcp-server-shortcut)** - Access and implement all of your projects and tasks (Stories) from [Shortcut](https://shortcut.com/).
 - <img height="12" width="12" src="https://www.singlestore.com/favicon-32x32.png?v=277b9cbbe31e8bc416504cf3b902d430"/> **[SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore)** - Interact with the SingleStore database platform
+- <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" /> **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows.
 - <img height="12" width="12" src="https://www.starrocks.io/favicon.ico" alt="StarRocks Logo" /> **[StarRocks](https://github.com/StarRocks/mcp-server-starrocks)** - Interact with [StarRocks](https://www.starrocks.io/)
 - <img height="12" width="12" src="https://stripe.com/favicon.ico" alt="Stripe Logo" /> **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API
 - <img height="12" width="12" src="https://tavily.com/favicon.ico" alt="Tavily Logo" /> **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)
@@ -196,20 +247,29 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://www.pingcap.com/favicon.ico" alt="TiDB Logo" /> **[TiDB](https://github.com/pingcap/pytidb)** - MCP Server to interact with TiDB database platform.
 - <img height="12" width="12" src="https://www.tinybird.co/favicon.ico" alt="Tinybird Logo" /> **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform
 - <img height="12" width="12" src="https://b2729162.smushcdn.com/2729162/wp-content/uploads/2023/10/cropped-Favicon-1-192x192.png?lossy=1&strip=1&webp=1" alt="Tldv Logo" /> **[Tldv](https://gitlab.com/tldv/tldv-mcp-server)** - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through [tl;dv](https://tldv.io)
+- <img height="12" width="12" src="https://images.thetradeagent.ai/trade_agent/logo.svg" alt="Trade Agent Logo" /> **[Trade Agent](https://github.com/Trade-Agent/trade-agent-mcp)** - Execute stock and crypto trades on your brokerage via [Trade Agent](https://thetradeagent.ai)
+- <img height="12" width="12" src="https://www.twilio.com/content/dam/twilio-com/core-assets/social/favicon-16x16.png" alt="Twilio Logo" /> **[Twilio](https://github.com/twilio-labs/mcp)** - Interact with [Twilio](https://www.twilio.com/en-us) APIs to send SMS messages, manage phone numbers, configure your account, and more.
 - <img height="12" width="12" src="https://unifai.network/favicon.ico" alt="UnifAI Logo" /> **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network)
 - <img height="12" width="12" src="https://framerusercontent.com/images/plcQevjrOYnyriuGw90NfQBPoQ.jpg" alt="Unstructured Logo" /> **[Unstructured](https://github.com/Unstructured-IO/UNS-MCP)** - Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io)
 - <img height="12" width="12" src="https://upstash.com/icons/favicon-32x32.png" alt="Upstash Logo" /> **[Upstash](https://github.com/upstash/mcp-server)** - Manage Redis databases and run Redis commands on [Upstash](https://upstash.com/) with natural language.
+- <img src="https://www.vantage.sh/favicon.ico" alt="Vantage" width="12" height="12"> **[Vantage](https://github.com/vantage-sh/vantage-mcp-server)** - Interact with your organization's cloud cost spend.
+- <img height="12" width="12" src="https://mcp.variflight.com/favicon.ico" alt="VariFlight Logo" /> **[VariFlight](https://github.com/variflight/variflight-mcp)** - VariFlight's official MCP server provides tools to query flight information, weather data, comfort metrics, the lowest available fares, and other civil aviation-related data.
+- <img height="12" width="12" src="https://docs.octagonagents.com/logo.svg" alt="Octagon Logo" /> **[VCAgents](https://github.com/OctagonAI/octagon-vc-agents)** - Interact with investor agents—think Wilson or Thiel—continuously updated with market intel.
 - **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
 - <img height="12" width="12" src="https://static.verbwire.com/favicon-16x16.png" alt="Verbwire Logo" /> **[Verbwire](https://github.com/verbwire/verbwire-mcp-server)** - Deploy smart contracts, mint NFTs, manage IPFS storage, and more through the Verbwire API
 - <img height="12" width="12" src="https://verodat.io/assets/favicon-16x16.png" alt="Verodat Logo" /> **[Verodat](https://github.com/Verodat/verodat-mcp-server)** - Interact with Verodat AI Ready Data platform
 - <img height="12" width="12" src="https://www.veyrax.com/favicon.ico" alt="VeyraX Logo" /> **[VeyraX](https://github.com/VeyraX/veyrax-mcp)** - Single tool to control all 100+ API integrations, and UI components
-- <img height="12" width="12" src="https://waystation.ai/images/logo.svg" alt="WayStation Logo" /> **[WayStation](https://github.com/waystation-ai/mcp)** - Universal MCP server to connect to popular productivity tools such as Notion, Monday, AirTable, and many more
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/174736222?s=200&v=4" alt="VictoriaMetrics Logo" /> **[VictoriaMetrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics)** - Comprehensive integration with [VictoriaMetrics APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.
 - <img height="12" width="12" src="https://wavespeed.ai/logo.webp" alt="WaveSpeed Logo" /> **[WaveSpeed](https://github.com/WaveSpeedAI/mcp-server)** - WaveSpeed MCP server providing AI agents with image and video generation capabilities.
+- <img height="12" width="12" src="https://waystation.ai/images/logo.svg" alt="WayStation Logo" /> **[WayStation](https://github.com/waystation-ai/mcp)** - Universal MCP server to connect to popular productivity tools such as Notion, Monday, AirTable, and many more
+- <img height="12" width="12" src="https://www.webflow.com/favicon.ico" alt="Webflow Logo"> **[Webflow](https://github.com/webflow/mcp-server)** - Interact with Webflow sites, pages, and collections
 - <img height="12" width="12" src="https://www.xero.com/favicon.ico" alt="Xero Logo" /> **[Xero](https://github.com/XeroAPI/xero-mcp-server)** - Interact with the accounting data in your business using our official MCP server
+- <img height="12" width="12" src="https://storage.yandexcloud.net/ydb-www-prod-site-assets/favicon-202305/favicon.ico" alt="YDB Logo" /> **[YDB](https://github.com/ydb-platform/ydb-mcp)** - Query [YDB](https://ydb.tech/) databases
 - <img height="12" width="12" src="https://www.yugabyte.com/favicon-16x16.png" alt="YugabyteDB Logo" /> **[YugabyteDB](https://github.com/yugabyte/yugabytedb-mcp-server)** -  MCP Server to interact with your [YugabyteDB](https://www.yugabyte.com/) database
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/14069894" alt="Yunxin Logo" /> **[Yunxin](https://github.com/netease-im/yunxin-mcp-server)** - An MCP server that connects to Yunxin's IM/RTC/DATA Open-API
 - <img height="12" width="12" src="https://cdn.zapier.com/zapier/images/favicon.ico" alt="Zapier Logo" /> **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly.
 - **[ZenML](https://github.com/zenml-io/mcp-zenml)** - Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server
-
+- <img height="12" width="12" src="https://zizai.work/images/logo.jpg" alt="ZIZAI Logo" /> **[ZIZAI Recruitment](https://github.com/zaiwork/mcp)** - Interact with the next-generation intelligent recruitment platform for employees and employers, powered by [ZIZAI Recruitment](https://zizai.work).
 ### 🌎 Community Servers
 
 A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.
@@ -220,7 +280,6 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - an MCP server to control Ableton Live.
 - **[Ableton Live](https://github.com/ahujasid/ableton-mcp)** (by ahujasid) - Ableton integration allowing prompt enabled music creation.
 - **[Actor Critic Thinking](https://github.com/aquarius-wing/actor-critic-thinking-mcp)** - Actor-critic thinking for performance evaluation
-- **[Agentset](https://github.com/agentset-ai/mcp-server)** - RAG for your knowledge base connected to [Agentset](https://agentset.ai).
 - **[AI Agent Marketplace Index](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.
 - **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details.
 - **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - A MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.

From f3bc78cb0762959cd050aa8affe46a277b4fa99d Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:20:17 -0700
Subject: [PATCH 04/29] Remove duplicates in the community section

---
 README.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/README.md b/README.md
index 747daabf6f..ea2a140439 100644
--- a/README.md
+++ b/README.md
@@ -286,7 +286,6 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection.
 - **[Airtable](https://github.com/felores/airtable-mcp)** - Airtable Model Context Protocol Server.
 - **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.
-- **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - MCP server for stock market data API [AlphaVantage](https://www.alphavantage.co)
 - **[Amadeus](https://github.com/donghyun-chae/mcp-amadeus)** (by donghyun-chae) - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data.
 - **[Amazon Ads](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server)** - MCP Server that provides interaction capabilities with Amazon Advertising through [MarketplaceAdPros](https://marketplaceadpros.com)/
 - **[Anki](https://github.com/scorzeth/anki-mcp-server)** - An MCP server for interacting with your [Anki](https://apps.ankiweb.net) decks and cards.
@@ -372,7 +371,6 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Databricks Smart SQL](https://github.com/RafaelCartenet/mcp-databricks-server)** - Leveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data.
 - **[Datadog](https://github.com/GeLi2001/datadog-mcp-server)** - Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.
 - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
-- **[DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server)** - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.
 - **[DaVinci Resolve](https://github.com/samuelgursky/davinci-resolve-mcp)** - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control.
 - **[DBHub](https://github.com/bytebase/dbhub/)** - Universal database MCP server connecting to MySQL, PostgreSQL, SQLite, DuckDB and etc.
 - **[Deebo](https://github.com/snagasuri/deebo-prototype)** – Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing.

From c99f43c9f8fc944f70c718c31083d3d32331a3e8 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:25:44 -0700
Subject: [PATCH 05/29] Remove Firefly for now since the icon is a 404

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index ea2a140439..6a93a9fdfd 100644
--- a/README.md
+++ b/README.md
@@ -124,7 +124,6 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://fibery.io/favicon.svg" alt="Fibery Logo" /> **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
 - <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
 - <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
-- <img height="12" width="12" src="https://firefly.ai/favicon.ico" alt="Firefly Logo" /> **[Firefly](https://github.com/gofireflyio/firefly-mcp)** - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
 - <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
 - <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
 - <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI

From d9337b163b7679779daf5fddb5216562c0c5cae9 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:52:56 -0700
Subject: [PATCH 06/29] Fix alt text

---
 README.md | 26 +++++++++++++-------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index 6a93a9fdfd..8d582b2831 100644
--- a/README.md
+++ b/README.md
@@ -88,10 +88,10 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://campertunity.com/assets/icon/favicon.ico" alt="Campertunity Logo" /> **[Campertunity](https://github.com/campertunity/mcp-server)** - Search campgrounds around the world on campertunity, check availability, and provide booking links.
 - <img height="12" width="12" src="https://play.cartesia.ai/icon.png" alt="Cartesia logo" /> **[Cartesia](https://github.com/cartesia-ai/cartesia-mcp)** - Connect to the [Cartesia](https://cartesia.ai/) voice platform to perform text-to-speech, voice cloning etc. 
 - <img height="12" width="12" src="https://www.cashfree.com/favicon.ico" alt="Cashfree logo" /> **[Cashfree](https://github.com/cashfree/cashfree-mcp)** - [Cashfree Payments](https://www.cashfree.com/) official MCP server.
-- <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
+- <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" alt="Chargebee Logo" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
 - <img height="12" width="12" src="https://cheqd.io/wp-content/uploads/2023/03/logo_cheqd_favicon.png" alt="Cheqd Logo" /> **[Cheqd](https://github.com/cheqd/mcp-toolkit)** - Enable AI Agents to be trusted, verified, prevent fraud, protect your reputation, and more through [cheqd's](https://cheqd.io) Trust Registries and Credentials.
-- <img height="12" width="12" src="https://cdn.chiki.studio/brand/logo.png" /> **[Chiki StudIO](https://chiki.studio/galimybes/mcp/)** - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support.
-- <img height="12" width="12" src="https://trychroma.com/_next/static/media/chroma-logo.ae2d6e4b.svg" /> **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
+- <img height="12" width="12" src="https://cdn.chiki.studio/brand/logo.png" alt="Chiki StudIO Logo" /> **[Chiki StudIO](https://chiki.studio/galimybes/mcp/)** - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support.
+- <img height="12" width="12" src="https://trychroma.com/_next/static/media/chroma-logo.ae2d6e4b.svg" alt="Chroma Logo" /> **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
 - <img height="12" width="12" src="https://www.chronulus.com/favicon/chronulus-logo-blue-on-alpha-square-128x128.ico" alt="Chronulus AI Logo" /> **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
 - <img height="12" width="12" src="https://circleci.com/favicon.ico" alt="CircleCI Logo" /> **[CircleCI](https://github.com/CircleCI-Public/mcp-server-circleci)** - Enable AI Agents to fix build failures from CircleCI.
 - <img height="12" width="12" src="https://clickhouse.com/favicon.ico" alt="ClickHouse Logo" /> **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server.
@@ -99,10 +99,10 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://app.codacy.com/static/images/favicon-16x16.png" alt="Codacy Logo" /> **[Codacy](https://github.com/codacy/codacy-mcp-server/)** - Interact with [Codacy](https://www.codacy.com) API to query code quality issues, vulnerabilities, and coverage insights about your code.
 - <img height="12" width="12" src="https://codelogic.com/wp-content/themes/codelogic/assets/img/favicon.png" alt="CodeLogic Logo" /> **[CodeLogic](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Interact with [CodeLogic](https://codelogic.com), a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
 - <img height="12" width="12" src="https://www.comet.com/favicon.ico" alt="Comet Logo" /> **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language.
-- <img height="12" width="12" src="https://www.confluent.io/favicon.ico" /> **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs.
+- <img height="12" width="12" src="https://www.confluent.io/favicon.ico" alt="Confluent Logo" /> **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs.
 - <img src="https://contrastsecurity.com/favicon.ico" alt="Contrast Security" width="12" height="12"> **[Contrast Security](https://github.com/Contrast-Security-OSS/mcp-contrast)** - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities.
-- <img height="12" width="12" src="https://www.convex.dev/favicon.ico" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
-- <img height="12" width="12" src="https://www.couchbase.com/wp-content/uploads/2023/10/couchbase-favicon.svg" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
+- <img height="12" width="12" src="https://www.convex.dev/favicon.ico" alt="Convex Logo" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
+- <img height="12" width="12" src="https://www.couchbase.com/wp-content/uploads/2023/10/couchbase-favicon.svg" alt="Couchbase Logo" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
 - <img height="12" width="12" src="https://github.com/user-attachments/assets/b256f9fa-2020-4b37-9644-c77229ef182b" alt="CRIC 克而瑞 LOGO"> **[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
 - <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="Dart Logo" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
 - <img height="12" width="12" src="https://datahub.com/wp-content/uploads/2025/04/cropped-Artboard-1-32x32.png" alt="DataHub Logo" /> **[DataHub](https://github.com/acryldata/mcp-server-datahub)** - Search your data assets, traverse data lineage, write SQL queries, and more using [DataHub](https://datahub.com/) metadata.
@@ -129,7 +129,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
 - <img height="12" width="12" src="https://gitea.com/assets/img/favicon.svg" alt="Gitea Logo" /> **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP.
 - <img height="12" width="12" src="https://gitee.com/favicon.ico" alt="Gitee Logo" /> **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more.
-- <img height="12" width="12" src="https://github.githubassets.com/assets/GitHub-Mark-ea2971cee799.png" /> **[Github](https://github.com/github/github-mcp-server)** - GitHub's official MCP Server
+- <img height="12" width="12" src="https://github.githubassets.com/assets/GitHub-Mark-ea2971cee799.png" alt="GitHub Logo" /> **[Github](https://github.com/github/github-mcp-server)** - GitHub's official MCP Server
 - <img height="12" width="12" src="https://app.glean.com/images/favicon3-196x196.png" alt="Glean Logo" /> **[Glean](https://github.com/gleanwork/mcp-server)** - Enterprise search and chat using Glean's API.
 - <img height="12" width="12" src="https://cdn.jsdelivr.net/gh/jsdelivr/globalping-media@refs/heads/master/icons/android-chrome-192x192.png" alt="Globalping Logo" /> **[Globalping](https://github.com/jsdelivr/globalping-mcp-server)** - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.
 - <img height="12" width="12" src="https://gnucleus.ai/favicon.ico" alt="gNucleus Logo" /> **[gNucleus Text-To-CAD](https://github.com/gNucleus/text-to-cad-mcp)** - Generate CAD parts and assemblies from text using gNucleus AI models.
@@ -176,7 +176,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API)
 - <img height="12" width="12" src="https://memgraph.com/favicon.png" alt="Memgraph Logo" /> **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database.
 - <img height="12" width="12" src="https://www.mercadopago.com/favicon.ico" alt="MercadoPago Logo" /> **[Mercado Pago](https://mcp.mercadopago.com/)** - Mercado Pago's official MCP server.
-- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
+- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" alt="Metoro Logo" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
 - <img height="12" width="12" src="https://claritystatic.azureedge.net/images/logo.ico" alt="Microsoft Clarity Logo"/> **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your behavioral analytics data and insights from [Clarity](https://clarity.microsoft.com)
 - <img height="12" width="12" src="https://conn-afd-prod-endpoint-bmc9bqahasf3grgk.b01.azurefd.net/releases/v1.0.1735/1.0.1735.4099/commondataserviceforapps/icon.png" alt="Microsoft Dataverse Logo" /> **[Microsoft Dataverse](https://go.microsoft.com/fwlink/?linkid=2320176)** - Chat over your business data using NL - Discover tables, run queries, retrieve data, insert or update records, and execute custom prompts grounded in business knowledge and context.
 - <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
@@ -218,13 +218,13 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://pure.md/favicon.png" alt="Pure.md Logo" /> **[Pure.md](https://github.com/puremd/puremd-mcp)** - Reliably access web content in markdown format with [pure.md](https://pure.md) (bot detection avoidance, proxy rotation, and headless JS rendering built in).
 - <img height="12" width="12" src="https://put.io/images/favicon.ico" alt="Put.io Logo" /> **[Put.io](https://github.com/putdotio/putio-mcp-server)** - Interact with your Put.io account to download torrents.
 - <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" alt="Ragie Logo" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
 - <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
 - **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
 - <img height="12" width="12" src="https://framerusercontent.com/images/CU1m0xFonUl76ZeaW0IdkQ0M.png" alt="Razorpay Logo" /> **[Razorpay](https://github.com/razorpay/razorpay-mcp-server)** - Razorpay's official MCP server
 - <img height="12" width="12" src="https://www.recraft.ai/favicons/icon.svg" alt="Recraft Logo" /> **[Recraft](https://github.com/recraft-ai/mcp-recraft-server)** - Generate raster and vector (SVG) images using [Recraft](https://recraft.ai). Also you can edit, upscale images, create your own styles, and vectorize raster images
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
-- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" alt="Redis Logo" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" alt="Redis Logo" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
 - <img src="https://avatars.githubusercontent.com/u/149024635" alt="Reexpress" width="12" height="12"> **[Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server)** - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
 - <img height="12" width="12" src="https://www.rember.com/favicon.ico" alt="Rember Logo" /> **[Rember](https://github.com/rember/rember-mcp)** - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats
 - <img height="12" width="12" src="https://ui.rilldata.com/favicon.png" alt="Rill Data Logo" /> **[Rill Data](https://docs.rilldata.com/explore/mcp)** - Interact with Rill Data to query and analyze your data.
@@ -233,10 +233,10 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://scrapi.tech/favicon.ico" alt="ScrAPI Logo" /> **[ScrAPI](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - Web scraping using [ScrAPI](https://scrapi.tech). Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions.
 - <img height="12" width="12" src="https://screenshotone.com/favicon.ico" alt="ScreenshotOne Logo" /> **[ScreenshotOne](https://github.com/screenshotone/mcp/)** - Render website screenshots with [ScreenshotOne](https://screenshotone.com/)
 - <img height="12" width="12" src="https://semgrep.dev/favicon.ico" alt="Semgrep Logo" /> **[Semgrep](https://github.com/semgrep/mcp)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
-- <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" /> **[Search1API](https://github.com/fatwang2/search1api-mcp)** - One API for Search, Crawling, and Sitemaps
+- <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" alt="Search1API Logo" /> **[Search1API](https://github.com/fatwang2/search1api-mcp)** - One API for Search, Crawling, and Sitemaps
 - <img height="12" width="12" src="https://cdn.prod.website-files.com/6372338e5477e047032b37a5/64f85e6388a2a5c8c9525b4d_favLogo.png" alt="Shortcut Logo" /> **[Shortcut](https://github.com/useshortcut/mcp-server-shortcut)** - Access and implement all of your projects and tasks (Stories) from [Shortcut](https://shortcut.com/).
 - <img height="12" width="12" src="https://www.singlestore.com/favicon-32x32.png?v=277b9cbbe31e8bc416504cf3b902d430"/> **[SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore)** - Interact with the SingleStore database platform
-- <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" /> **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows.
+- <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" alt="Snyk Logo" /> **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows.
 - <img height="12" width="12" src="https://www.starrocks.io/favicon.ico" alt="StarRocks Logo" /> **[StarRocks](https://github.com/StarRocks/mcp-server-starrocks)** - Interact with [StarRocks](https://www.starrocks.io/)
 - <img height="12" width="12" src="https://stripe.com/favicon.ico" alt="Stripe Logo" /> **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API
 - <img height="12" width="12" src="https://tavily.com/favicon.ico" alt="Tavily Logo" /> **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)

From b797fc5ecd8df95f2ead4a71bbc5fba01ceb37e2 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:53:45 -0700
Subject: [PATCH 07/29] Spacing

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 8d582b2831..993c9051cf 100644
--- a/README.md
+++ b/README.md
@@ -269,6 +269,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://cdn.zapier.com/zapier/images/favicon.ico" alt="Zapier Logo" /> **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly.
 - **[ZenML](https://github.com/zenml-io/mcp-zenml)** - Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server
 - <img height="12" width="12" src="https://zizai.work/images/logo.jpg" alt="ZIZAI Logo" /> **[ZIZAI Recruitment](https://github.com/zaiwork/mcp)** - Interact with the next-generation intelligent recruitment platform for employees and employers, powered by [ZIZAI Recruitment](https://zizai.work).
+
 ### 🌎 Community Servers
 
 A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.

From 7f24b525e7b4a46d9220047d57d9e01e0b2bc6c8 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:56:35 -0700
Subject: [PATCH 08/29] Fix couchbase icon 403

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 993c9051cf..d804972cb2 100644
--- a/README.md
+++ b/README.md
@@ -102,7 +102,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://www.confluent.io/favicon.ico" alt="Confluent Logo" /> **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs.
 - <img src="https://contrastsecurity.com/favicon.ico" alt="Contrast Security" width="12" height="12"> **[Contrast Security](https://github.com/Contrast-Security-OSS/mcp-contrast)** - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities.
 - <img height="12" width="12" src="https://www.convex.dev/favicon.ico" alt="Convex Logo" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
-- <img height="12" width="12" src="https://www.couchbase.com/wp-content/uploads/2023/10/couchbase-favicon.svg" alt="Couchbase Logo" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/605755?s=200&v=4" alt="Couchbase Logo" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
 - <img height="12" width="12" src="https://github.com/user-attachments/assets/b256f9fa-2020-4b37-9644-c77229ef182b" alt="CRIC 克而瑞 LOGO"> **[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
 - <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="Dart Logo" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
 - <img height="12" width="12" src="https://datahub.com/wp-content/uploads/2025/04/cropped-Artboard-1-32x32.png" alt="DataHub Logo" /> **[DataHub](https://github.com/acryldata/mcp-server-datahub)** - Search your data assets, traverse data lineage, write SQL queries, and more using [DataHub](https://datahub.com/) metadata.

From 3ceadd1762485ca5613ad31fc8623fbc36d1f454 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Wed, 11 Jun 2025 09:58:59 -0700
Subject: [PATCH 09/29] Fixed firefly

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index d804972cb2..e85c2a0ee8 100644
--- a/README.md
+++ b/README.md
@@ -124,6 +124,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://fibery.io/favicon.svg" alt="Fibery Logo" /> **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
 - <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
 - <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
+- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/100200663?s=200&v=4" alt="Firefly Logo" /> **[Firefly](https://github.com/gofireflyio/firefly-mcp)** - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
 - <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
 - <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
 - <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI

From 070a7070628ed927718574341409e3bb88ebfef0 Mon Sep 17 00:00:00 2001
From: olaservo <olahungerford@gmail.com>
Date: Mon, 9 Jun 2025 09:38:51 -0700
Subject: [PATCH 10/29] Move MCP Watch to Resources and re-alphabetize the list

---
 README.md | 23 +++++++++++------------
 1 file changed, 11 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index e85c2a0ee8..88a1ea3fd8 100644
--- a/README.md
+++ b/README.md
@@ -548,7 +548,6 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather)** - Accurate weather forecasts via the AccuWeather API (free tier available).
 - **[mcp_weather](https://github.com/isdaniel/mcp_weather_server)** - Get weather information from https://api.open-meteo.com API.
 - **[MCPIgnore Filesytem](https://github.com/CyberhavenInc/filesystem-mcpignore)** - A Data Security First filesystem MCP server that implements .mcpignore to prevent MCP clients from accessing sensitive data.
-- **[MCPWatch](https://github.com/kapilduraphe/mcp-watch)** - A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations.
 - **[MediaWiki MCP adapter](https://github.com/lucamauri/MediaWiki-MCP-adapter)** - A custom Model Context Protocol adapter for MediaWiki and WikiBase APIs
 - **[mem0-mcp](https://github.com/mem0ai/mem0-mcp)** - A Model Context Protocol server for Mem0, which helps with managing coding preferences.
 - **[Membase](https://github.com/unibaseio/membase-mcp)** - Save and query your agent memory in distributed way by Membase.
@@ -765,6 +764,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics.
 - **[YouTube Video Summarizer](https://github.com/nabid-pf/youtube-video-summarizer-mcp)** - Summarize lengthy youtube videos.
 - **[Zoom](https://github.com/Prathamesh0901/zoom-mcp-server/tree/main)** - Create, update, read and delete your zoom meetings.
+
 ## 📚 Frameworks
 
 These are high-level frameworks that make it easier to build MCP servers or clients.
@@ -799,34 +799,33 @@ Additional resources on MCP.
 - **[Discord Server](https://glama.ai/mcp/discord)** – A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
 - **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** – Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)**
 - <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord.
-- **[MCP Marketplace Web Plugin](https://github.com/AI-Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. [Pypi](https://pypi.org/project/mcp-marketplace) | [Maintainer](https://github.com/AI-Agent-Hub) | [Website](http://www.deepnlp.org/store/ai-agent/mcp-server)
-- **[MCP Linker](https://github.com/milisp/mcp-linker)** - A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim.
-- **[MCP Router](https://mcp-router.net)** – Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)**
 - **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)**
-- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)**
-- **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)**
 - **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)**
+- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and MacOS.
 - **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)**
 - **[mcp-guardian](https://github.com/eqtylab/mcp-guardian)** - GUI application + tools for proxying / managing control of MCP servers by **[EQTY Lab](https://eqtylab.io)**
-- **[mcpm](https://github.com/pathintegral-institute/mcpm.sh)** ([website](https://mcpm.sh)) - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **[Pathintegral](https://github.com/pathintegral-institute)**
+- **[MCP Linker](https://github.com/milisp/mcp-linker)** - A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim.
 - **[mcp-manager](https://github.com/zueai/mcp-manager)** - Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)**
-- **[ToolHive](https://github.com/StacklokLabs/toolhive)** - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)**
-- **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)** – An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)**
+- **[MCP Marketplace Web Plugin](https://github.com/AI-Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. [Pypi](https://pypi.org/project/mcp-marketplace) | [Maintainer](https://github.com/AI-Agent-Hub) | [Website](http://www.deepnlp.org/store/ai-agent/mcp-server)
 - **[mcp.natoma.id](https://mcp.natoma.id)** – A Hosted MCP Platform to discover, install, manage and deploy MCP servers by **[Natoma Labs](https://www.natoma.id)**
 - **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers.
-- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and MacOS.
+- **[MCP Router](https://mcp-router.net)** – Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)**
+- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)**
 - **[MCP Servers Rating and User Reviews](http://www.deepnlp.org/store/ai-agent/mcp-server)** - Website to rate MCP servers, write authentic user reviews, and [search engine for agent & mcp](http://www.deepnlp.org/search/agent)
+- **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)**
+- **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)** – An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)**
+- **[mcpm](https://github.com/pathintegral-institute/mcpm.sh)** ([website](https://mcpm.sh)) - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **[Pathintegral](https://github.com/pathintegral-institute)**
 - **[MCPVerse](https://mcpverse.dev)** - A portal for creating & hosting authenticated MCP servers and connecting to them securely.
+- **[MCPWatch](https://github.com/kapilduraphe/mcp-watch)** - A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations.
 - <img height="12" width="12" src="https://mkinf.io/favicon-lilac.png" alt="mkinf Logo" /> **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows.
 - **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)**
 - <img height="12" width="12" src="https://opentools.com/favicon.ico" alt="OpenTools Logo" /> **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)**
 - **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)**
 - **[r/mcp](https://www.reddit.com/r/mcp)** – A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
 - **[r/modelcontextprotocol](https://www.reddit.com/r/modelcontextprotocol)** – A Model Context Protocol community Reddit page - discuss ideas, get answers to your questions, network with like-minded people, and showcase your projects! by **[Alex Andru](https://github.com/QuantGeekDev)**
-
-
 - **[Smithery](https://smithery.ai/)** - A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)**
 - **[Toolbase](https://gettoolbase.ai)** - Desktop application that manages tools and MCP servers with just a few clicks - no coding required by **[gching](https://github.com/gching)**
+- **[ToolHive](https://github.com/StacklokLabs/toolhive)** - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)**
 
 ## 🚀 Getting Started
 

From 79d58be31b6077c86f6da91ae471ad5d71c48e53 Mon Sep 17 00:00:00 2001
From: Tadas Antanavicius <tadas@tadasant.com>
Date: Wed, 11 Jun 2025 12:20:21 -0700
Subject: [PATCH 11/29] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 88a1ea3fd8..f33ced1056 100644
--- a/README.md
+++ b/README.md
@@ -207,7 +207,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
 - <img height="12" width="12" src="https://secure.pagos.ai/favicon.svg" alt="Pagos Logo" /> **[Pagos](https://github.com/pagos-ai/pagos-mcp)** - Interact with the Pagos API. Query Credit Card BIN Data with more to come.
 - <img height="12" width="12" src="https://paiml.com/favicon.ico" alt="PAIML Logo" /> **[PAIML MCP Agent Toolkit](https://github.com/paiml/paiml-mcp-agent-toolkit)** - Professional project scaffolding toolkit with zero-configuration AI context generation, template generation for Rust/Deno/Python projects, and hybrid neuro-symbolic code analysis.
-- <img height="12" width="12" src="https://www.patronus.ai/favicon-ico" alt="Patronus AI Logo" /> **[Patronus AI](https://github.com/patronus-ai/patronus-mcp-server)** - Test, evaluate, and optimize AI agents and RAG apps
+- **[Patronus AI](https://github.com/patronus-ai/patronus-mcp-server)** - Test, evaluate, and optimize AI agents and RAG apps
 - <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server.
 - <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
 - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[Pinecone](https://github.com/pinecone-io/pinecone-mcp)** - [Pinecone](https://docs.pinecone.io/guides/operations/mcp-server)'s developer MCP Server assist developers in searching documentation and managing data within their development environment.

From 29240438d746e8e812cd20ef753a4a91a1d9c8c6 Mon Sep 17 00:00:00 2001
From: Andrew Qu <qual1337@gmail.com>
Date: Thu, 29 May 2025 21:53:58 +0900
Subject: [PATCH 12/29] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index f33ced1056..a05a197287 100644
--- a/README.md
+++ b/README.md
@@ -777,9 +777,11 @@ These are high-level frameworks that make it easier to build MCP servers or clie
 * **[Foxy Contexts](https://github.com/strowk/foxy-contexts)** – A library to build MCP servers in Golang by **[strowk](https://github.com/strowk)**
 * **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins.
 * **[MCP-Framework](https://mcp-framework.com)** Build MCP servers with elegance and speed in Typescript. Comes with a CLI to create your project with `mcp create app`. Get started with your first server in under 5 minutes by **[Alex Andru](https://github.com/QuantGeekDev)**
+* **[Next.js MCP Server Template](https://github.com/vercel-labs/mcp-for-next.js)** (Typescript) - A starter Next.js project that uses the MCP Adapter to allow MCP clients to connect and access resources.
 * **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java)
 * **[Spring AI MCP Server](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html)** - Provides auto-configuration for setting up an MCP server in Spring Boot applications.
 * **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
+* **[Vercel MCP Adapter](https://github.com/vercel/mcp-adapter)** (Typescript) - A simple package to start serving an MCP server on most major JS meta-frameworks including Next, Nuxt, Svelte, and more.
 
 ### For clients
 

From 993e8a91c5c2d687e133dcfeeb74d4dfc07c2dcc Mon Sep 17 00:00:00 2001
From: ps0394 <104217224+ps0394@users.noreply.github.com>
Date: Fri, 13 Jun 2025 15:27:28 -0500
Subject: [PATCH 13/29] Update README.md

Adding the Microsoft Docs MCP server github repo and description to the servers list.
---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index a05a197287..9b32737c0d 100644
--- a/README.md
+++ b/README.md
@@ -555,6 +555,7 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Metricool MCP](https://github.com/metricool/mcp-metricool)** - A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube.
 - **[Microsoft 365](https://github.com/merill/lokka)** - (by Merill) A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See [Lokka](https://lokka.dev/) for more details.
 - **[Microsoft 365](https://github.com/softeria/ms-365-mcp-server)** - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar)
+- **[Microsoft Docs](https://github.com/microsoftdocs/mcp)** - An MCP server that provides structured access to Microsoft’s official documentation. Retrieves accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding.
 - **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) 
 - **[Mifos X](https://github.com/openMF/mcp-mifosx)** - A MCP server for the Mifos X Open Source Banking useful for managing clients, loans, savings, shares, financial transactions and generating financial reports.
 - **[Mikrotik](https://github.com/jeff-nasseri/mikrotik-mcp)** - Mikrotik MCP server which cover networking operations (IP, DHCP, Firewall, etc) 

From 420da72824b44234978c3c1e79ea56a6c39f2021 Mon Sep 17 00:00:00 2001
From: ps0394 <104217224+ps0394@users.noreply.github.com>
Date: Fri, 13 Jun 2025 17:19:15 -0500
Subject: [PATCH 14/29] Update README.md - MS Docs to Official Integrations

Would like to move MS Docs MCP Server link and description up to official integrations. This is a server officially supported by Microsoft with canonical Microsoft product documentation hosted on learn.microsoft.com.
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9b32737c0d..340f211570 100644
--- a/README.md
+++ b/README.md
@@ -179,6 +179,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://www.mercadopago.com/favicon.ico" alt="MercadoPago Logo" /> **[Mercado Pago](https://mcp.mercadopago.com/)** - Mercado Pago's official MCP server.
 - <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" alt="Metoro Logo" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
 - <img height="12" width="12" src="https://claritystatic.azureedge.net/images/logo.ico" alt="Microsoft Clarity Logo"/> **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your behavioral analytics data and insights from [Clarity](https://clarity.microsoft.com)
+- <img height="12" width="12" src="https://www.microsoft.com/favicon.ico" alt="microsoft.com favicon" /> **[Microsoft Docs](https://github.com/microsoftdocs/mcp)** - An MCP server that provides structured access to Microsoft’s official documentation. Retrieves accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding.
 - <img height="12" width="12" src="https://conn-afd-prod-endpoint-bmc9bqahasf3grgk.b01.azurefd.net/releases/v1.0.1735/1.0.1735.4099/commondataserviceforapps/icon.png" alt="Microsoft Dataverse Logo" /> **[Microsoft Dataverse](https://go.microsoft.com/fwlink/?linkid=2320176)** - Chat over your business data using NL - Discover tables, run queries, retrieve data, insert or update records, and execute custom prompts grounded in business knowledge and context.
 - <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
 - <img height="12" width="12" src="https://console.gomomento.com/favicon.ico" /> **[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
@@ -555,7 +556,6 @@ A growing set of community-developed and maintained servers demonstrates various
 - **[Metricool MCP](https://github.com/metricool/mcp-metricool)** - A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube.
 - **[Microsoft 365](https://github.com/merill/lokka)** - (by Merill) A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See [Lokka](https://lokka.dev/) for more details.
 - **[Microsoft 365](https://github.com/softeria/ms-365-mcp-server)** - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar)
-- **[Microsoft Docs](https://github.com/microsoftdocs/mcp)** - An MCP server that provides structured access to Microsoft’s official documentation. Retrieves accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding.
 - **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) 
 - **[Mifos X](https://github.com/openMF/mcp-mifosx)** - A MCP server for the Mifos X Open Source Banking useful for managing clients, loans, savings, shares, financial transactions and generating financial reports.
 - **[Mikrotik](https://github.com/jeff-nasseri/mikrotik-mcp)** - Mikrotik MCP server which cover networking operations (IP, DHCP, Firewall, etc) 

From cff024e7495465515e1b839e9153c017f3b67dba Mon Sep 17 00:00:00 2001
From: Satoshi Ido <59862462+idsts2670@users.noreply.github.com>
Date: Fri, 13 Jun 2025 12:18:39 -0500
Subject: [PATCH 15/29] Update README.md
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Add Alpaca’s official MCP server to community servers list
---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 340f211570..e7f066617d 100644
--- a/README.md
+++ b/README.md
@@ -58,6 +58,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://opensearch-shanghai.oss-cn-shanghai.aliyuncs.com/ouhuang/aliyun-icon.png" alt="Alibaba Cloud OpenSearch Logo" /> **[Alibaba Cloud OpenSearch](https://github.com/aliyun/alibabacloud-opensearch-mcp-server)** - This MCP server equips AI Agents with tools to interact with [OpenSearch](https://help.aliyun.com/zh/open-search/?spm=5176.7946605.J_5253785160.6.28098651AaYZXC) through a standardized and extensible interface.
 - <img height="12" width="12" src="https://github.com/aliyun/alibaba-cloud-ops-mcp-server/blob/master/image/alibaba-cloud.png" alt="Alibaba Cloud OPS Logo" /> **[Alibaba Cloud OPS](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage the lifecycle of your Alibaba Cloud resources with [CloudOps Orchestration Service](https://www.alibabacloud.com/en/product/oos) and Alibaba Cloud OpenAPI.
 - <img height="12" width="12" src="https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server/blob/main/assets/alibabacloudrds.png" alt="Alibaba Cloud RDS MySQL Logo" /> **[Alibaba Cloud RDS](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM.
+- <img height="12" width="12" src="https://files.alpaca.markets/webassets/favicon-32x32.png" alt="Alpaca Logo" /> **[Alpaca](https://github.com/alpacahq/alpaca-mcp-server)** – Alpaca's MCP server lets you trade stocks and options, analyze market data, and build strategies through [Alpaca's Trading API](https://alpaca.markets/)
 - <img height="12" width="12" src="https://www.alphavantage.co/logo.png/" alt="AlphaVantage Logo" /> **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co)
 - <img height="12" width="12" src="https://doris.apache.org/images/favicon.ico" alt="Apache Doris Logo" /> **[Apache Doris](https://github.com/apache/doris-mcp-server)** - MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.
 - <img height="12" width="12" src="https://iotdb.apache.org/img/logo.svg" alt="Apache IoTDB Logo" /> **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools

From 11d563491141a22a27aed1b44c975bddd2f84ac0 Mon Sep 17 00:00:00 2001
From: Matt Herich <mjherich@gmail.com>
Date: Fri, 21 Mar 2025 19:29:45 -0700
Subject: [PATCH 16/29] Add file read and directory listing enhancements

- Add head/tail functionality for memory-efficient file reading
- Implement new list_directory_with_sizes command with file size info
- Add formatSize utility for human-readable file sizes
---
 src/filesystem/index.ts | 216 +++++++++++++++++++++++++++++++++++++++-
 1 file changed, 211 insertions(+), 5 deletions(-)

diff --git a/src/filesystem/index.ts b/src/filesystem/index.ts
index c544ff2571..91570c6a32 100644
--- a/src/filesystem/index.ts
+++ b/src/filesystem/index.ts
@@ -97,6 +97,8 @@ async function validatePath(requestedPath: string): Promise<string> {
 // Schema definitions
 const ReadFileArgsSchema = z.object({
   path: z.string(),
+  tail: z.number().optional().describe('If provided, returns only the last N lines of the file'),
+  head: z.number().optional().describe('If provided, returns only the first N lines of the file')
 });
 
 const ReadMultipleFilesArgsSchema = z.object({
@@ -127,6 +129,11 @@ const ListDirectoryArgsSchema = z.object({
   path: z.string(),
 });
 
+const ListDirectoryWithSizesArgsSchema = z.object({
+  path: z.string(),
+  sortBy: z.enum(['name', 'size']).optional().default('name').describe('Sort entries by name or size'),
+});
+
 const DirectoryTreeArgsSchema = z.object({
   path: z.string(),
 });
@@ -330,6 +337,107 @@ async function applyFileEdits(
   return formattedDiff;
 }
 
+// Helper functions
+function formatSize(bytes: number): string {
+  const units = ['B', 'KB', 'MB', 'GB', 'TB'];
+  if (bytes === 0) return '0 B';
+  
+  const i = Math.floor(Math.log(bytes) / Math.log(1024));
+  if (i === 0) return `${bytes} ${units[i]}`;
+  
+  return `${(bytes / Math.pow(1024, i)).toFixed(2)} ${units[i]}`;
+}
+
+// Memory-efficient implementation to get the last N lines of a file
+async function tailFile(filePath: string, numLines: number): Promise<string> {
+  const CHUNK_SIZE = 1024; // Read 1KB at a time
+  const stats = await fs.stat(filePath);
+  const fileSize = stats.size;
+  
+  if (fileSize === 0) return '';
+  
+  // Open file for reading
+  const fileHandle = await fs.open(filePath, 'r');
+  try {
+    const lines: string[] = [];
+    let position = fileSize;
+    let chunk = Buffer.alloc(CHUNK_SIZE);
+    let linesFound = 0;
+    let remainingText = '';
+    
+    // Read chunks from the end of the file until we have enough lines
+    while (position > 0 && linesFound < numLines) {
+      const size = Math.min(CHUNK_SIZE, position);
+      position -= size;
+      
+      const { bytesRead } = await fileHandle.read(chunk, 0, size, position);
+      if (!bytesRead) break;
+      
+      // Get the chunk as a string and prepend any remaining text from previous iteration
+      const readData = chunk.slice(0, bytesRead).toString('utf-8');
+      const chunkText = readData + remainingText;
+      
+      // Split by newlines and count
+      const chunkLines = chunkText.split('\n');
+      
+      // If this isn't the end of the file, the first line is likely incomplete
+      // Save it to prepend to the next chunk
+      if (position > 0) {
+        remainingText = chunkLines[0];
+        chunkLines.shift(); // Remove the first (incomplete) line
+      }
+      
+      // Add lines to our result (up to the number we need)
+      for (let i = chunkLines.length - 1; i >= 0 && linesFound < numLines; i--) {
+        lines.unshift(chunkLines[i]);
+        linesFound++;
+      }
+    }
+    
+    return lines.join('\n');
+  } finally {
+    await fileHandle.close();
+  }
+}
+
+// New function to get the first N lines of a file
+async function headFile(filePath: string, numLines: number): Promise<string> {
+  const fileHandle = await fs.open(filePath, 'r');
+  try {
+    const lines: string[] = [];
+    let buffer = '';
+    let bytesRead = 0;
+    const chunk = Buffer.alloc(1024); // 1KB buffer
+    
+    // Read chunks and count lines until we have enough or reach EOF
+    while (lines.length < numLines) {
+      const result = await fileHandle.read(chunk, 0, chunk.length, bytesRead);
+      if (result.bytesRead === 0) break; // End of file
+      bytesRead += result.bytesRead;
+      buffer += chunk.slice(0, result.bytesRead).toString('utf-8');
+      
+      const newLineIndex = buffer.lastIndexOf('\n');
+      if (newLineIndex !== -1) {
+        const completeLines = buffer.slice(0, newLineIndex).split('\n');
+        buffer = buffer.slice(newLineIndex + 1);
+        for (const line of completeLines) {
+          lines.push(line);
+          if (lines.length >= numLines) break;
+        }
+      }
+    }
+    
+    // If there is leftover content and we still need lines, add it
+    if (buffer.length > 0 && lines.length < numLines) {
+      lines.push(buffer);
+    }
+    
+    return lines.join('\n');
+  } finally {
+    await fileHandle.close();
+  }
+}
+
 // Tool handlers
 server.setRequestHandler(ListToolsRequestSchema, async () => {
   return {
@@ -340,7 +448,9 @@ server.setRequestHandler(ListToolsRequestSchema, async () => {
           "Read the complete contents of a file from the file system. " +
           "Handles various text encodings and provides detailed error messages " +
           "if the file cannot be read. Use this tool when you need to examine " +
-          "the contents of a single file. Only works within allowed directories.",
+          "the contents of a single file. Use the 'head' parameter to read only " +
+          "the first N lines of a file, or the 'tail' parameter to read only " +
+          "the last N lines of a file. Only works within allowed directories.",
         inputSchema: zodToJsonSchema(ReadFileArgsSchema) as ToolInput,
       },
       {
@@ -387,6 +497,15 @@ server.setRequestHandler(ListToolsRequestSchema, async () => {
           "finding specific files within a directory. Only works within allowed directories.",
         inputSchema: zodToJsonSchema(ListDirectoryArgsSchema) as ToolInput,
       },
+      {
+        name: "list_directory_with_sizes",
+        description:
+          "Get a detailed listing of all files and directories in a specified path, including sizes. " +
+          "Results clearly distinguish between files and directories with [FILE] and [DIR] " +
+          "prefixes. This tool is useful for understanding directory structure and " +
+          "finding specific files within a directory. Only works within allowed directories.",
+        inputSchema: zodToJsonSchema(ListDirectoryWithSizesArgsSchema) as ToolInput,
+      },
       {
         name: "directory_tree",
         description:
@@ -451,6 +570,27 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
           throw new Error(`Invalid arguments for read_file: ${parsed.error}`);
         }
         const validPath = await validatePath(parsed.data.path);
+        
+        if (parsed.data.head && parsed.data.tail) {
+          throw new Error("Cannot specify both head and tail parameters simultaneously");
+        }
+        
+        if (parsed.data.tail) {
+          // Use memory-efficient tail implementation for large files
+          const tailContent = await tailFile(validPath, parsed.data.tail);
+          return {
+            content: [{ type: "text", text: tailContent }],
+          };
+        }
+        
+        if (parsed.data.head) {
+          // Use memory-efficient head implementation for large files
+          const headContent = await headFile(validPath, parsed.data.head);
+          return {
+            content: [{ type: "text", text: headContent }],
+          };
+        }
+        
         const content = await fs.readFile(validPath, "utf-8");
         return {
           content: [{ type: "text", text: content }],
@@ -530,11 +670,77 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
         };
       }
 
-        case "directory_tree": {
-            const parsed = DirectoryTreeArgsSchema.safeParse(args);
-            if (!parsed.success) {
-                throw new Error(`Invalid arguments for directory_tree: ${parsed.error}`);
+      case "list_directory_with_sizes": {
+        const parsed = ListDirectoryWithSizesArgsSchema.safeParse(args);
+        if (!parsed.success) {
+          throw new Error(`Invalid arguments for list_directory_with_sizes: ${parsed.error}`);
+        }
+        const validPath = await validatePath(parsed.data.path);
+        const entries = await fs.readdir(validPath, { withFileTypes: true });
+        
+        // Get detailed information for each entry
+        const detailedEntries = await Promise.all(
+          entries.map(async (entry) => {
+            const entryPath = path.join(validPath, entry.name);
+            try {
+              const stats = await fs.stat(entryPath);
+              return {
+                name: entry.name,
+                isDirectory: entry.isDirectory(),
+                size: stats.size,
+                mtime: stats.mtime
+              };
+            } catch (error) {
+              return {
+                name: entry.name,
+                isDirectory: entry.isDirectory(),
+                size: 0,
+                mtime: new Date(0)
+              };
             }
+          })
+        );
+        
+        // Sort entries based on sortBy parameter
+        const sortedEntries = [...detailedEntries].sort((a, b) => {
+          if (parsed.data.sortBy === 'size') {
+            return b.size - a.size; // Descending by size
+          }
+          // Default sort by name
+          return a.name.localeCompare(b.name);
+        });
+        
+        // Format the output
+        const formattedEntries = sortedEntries.map(entry => 
+          `${entry.isDirectory ? "[DIR]" : "[FILE]"} ${entry.name.padEnd(30)} ${
+            entry.isDirectory ? "" : formatSize(entry.size).padStart(10)
+          }`
+        );
+        
+        // Add summary
+        const totalFiles = detailedEntries.filter(e => !e.isDirectory).length;
+        const totalDirs = detailedEntries.filter(e => e.isDirectory).length;
+        const totalSize = detailedEntries.reduce((sum, entry) => sum + (entry.isDirectory ? 0 : entry.size), 0);
+        
+        const summary = [
+          "",
+          `Total: ${totalFiles} files, ${totalDirs} directories`,
+          `Combined size: ${formatSize(totalSize)}`
+        ];
+        
+        return {
+          content: [{ 
+            type: "text", 
+            text: [...formattedEntries, ...summary].join("\n") 
+          }],
+        };
+      }
+
+      case "directory_tree": {
+        const parsed = DirectoryTreeArgsSchema.safeParse(args);
+        if (!parsed.success) {
+          throw new Error(`Invalid arguments for directory_tree: ${parsed.error}`);
+        }
 
             interface TreeEntry {
                 name: string;

From 5ff72fd0099a73036fbf617d3cbd52146c0e8fca Mon Sep 17 00:00:00 2001
From: Matt Herich <mjherich@gmail.com>
Date: Thu, 3 Apr 2025 00:31:26 -0700
Subject: [PATCH 17/29] Normalize line endings when splitting file chunks

---
 src/filesystem/index.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/filesystem/index.ts b/src/filesystem/index.ts
index 91570c6a32..00b8782f11 100644
--- a/src/filesystem/index.ts
+++ b/src/filesystem/index.ts
@@ -378,7 +378,7 @@ async function tailFile(filePath: string, numLines: number): Promise<string> {
       const chunkText = readData + remainingText;
       
       // Split by newlines and count
-      const chunkLines = chunkText.split('\n');
+      const chunkLines = normalizeLineEndings(chunkText).split('\n');
       
       // If this isn't the end of the file, the first line is likely incomplete
       // Save it to prepend to the next chunk

From c80b78feed524c22e39c7ef9596f776dc90e126e Mon Sep 17 00:00:00 2001
From: vincent-pli <justdoit.pli@gmail.com>
Date: Wed, 28 May 2025 15:12:05 +0800
Subject: [PATCH 18/29] add mco-cli-host to "client" section

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index e7f066617d..9bde1b3654 100644
--- a/README.md
+++ b/README.md
@@ -789,6 +789,7 @@ These are high-level frameworks that make it easier to build MCP servers or clie
 
 * **[codemirror-mcp](https://github.com/marimo-team/codemirror-mcp)** - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands
 * **[Spring AI MCP Client](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-client-boot-starter-docs.html)** - Provides auto-configuration for MCP client functionality in Spring Boot applications.
+* **[MCP CLI Client](https://github.com/vincent-pli/mcp-cli-host)** - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
 
 ## 📚 Resources
 

From 0f6b008a75259744be615eda129105144149c841 Mon Sep 17 00:00:00 2001
From: wommel0 <bastian@preissler.bayern>
Date: Mon, 9 Jun 2025 10:14:43 +0200
Subject: [PATCH 19/29] Add SAP ABAP MCP Server SDK to "For Servers" within
 "Frameworks"

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 9bde1b3654..0e8fda45e5 100644
--- a/README.md
+++ b/README.md
@@ -781,6 +781,7 @@ These are high-level frameworks that make it easier to build MCP servers or clie
 * **[MCP-Framework](https://mcp-framework.com)** Build MCP servers with elegance and speed in Typescript. Comes with a CLI to create your project with `mcp create app`. Get started with your first server in under 5 minutes by **[Alex Andru](https://github.com/QuantGeekDev)**
 * **[Next.js MCP Server Template](https://github.com/vercel-labs/mcp-for-next.js)** (Typescript) - A starter Next.js project that uses the MCP Adapter to allow MCP clients to connect and access resources.
 * **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java)
+* **[SAP ABAP MCP Server SDK](https://github.com/abap-ai/mcp)** - Build SAP ABAP based MCP servers. ABAP 7.52 based with 7.02 downport; runs on R/3 & S/4HANA on-premises, currently not cloud-ready.
 * **[Spring AI MCP Server](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html)** - Provides auto-configuration for setting up an MCP server in Spring Boot applications.
 * **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
 * **[Vercel MCP Adapter](https://github.com/vercel/mcp-adapter)** (Typescript) - A simple package to start serving an MCP server on most major JS meta-frameworks including Next, Nuxt, Svelte, and more.

From cc0a096b75dc9998cb577f5805b816dbda9d9a1c Mon Sep 17 00:00:00 2001
From: ChunHao Huang <chhuang@hubspot.com>
Date: Sat, 29 Mar 2025 11:33:52 +0000
Subject: [PATCH 20/29] Fix json format

---
 src/git/README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/git/README.md b/src/git/README.md
index 65f93eca2a..1aa5b8babd 100644
--- a/src/git/README.md
+++ b/src/git/README.md
@@ -301,12 +301,13 @@ If you are doing local development, there are two ways to test your changes:
 "mcpServers": {
   "git": {
     "command": "uv",
-    "args": [ 
+    "args": [
       "--directory",
       "/<path to mcp-servers>/mcp-servers/src/git",
       "run",
       "mcp-server-git"
     ]
+    }
   }
 }
 ```

From 7a371c1f8c16d5de975bf59a5c5a74eedcef1c5b Mon Sep 17 00:00:00 2001
From: Ethan Lee <ethan@useparagon.com>
Date: Fri, 18 Apr 2025 16:11:20 -0700
Subject: [PATCH 21/29] Add ActionKit to third-party servers list

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 0e8fda45e5..e6105ab276 100644
--- a/README.md
+++ b/README.md
@@ -45,6 +45,7 @@ The following reference servers are now archived and can be found at [servers-ar
 Official integrations are maintained by companies building production ready MCP servers for their platforms.
 
 - <img height="12" width="12" src="https://www.21st.dev/favicon.ico" alt="21st.dev Logo" /> **[21st.dev Magic](https://github.com/21st-dev/magic-mcp)** - Create crafted UI components inspired by the best 21st.dev design engineers.
+- <img height="12" width="12" src="https://framerusercontent.com/images/LpSK1tSZweomrAHOMAj9Gea96lA.svg" alt="Paragon Logo" /> **[ActionKit by Paragon](https://github.com/useparagon/paragon-mcp)** - Connect to 130+ SaaS integrations (e.g. Slack, Salesforce, Gmail) with Paragon’s [ActionKit](https://www.useparagon.com/actionkit) API.
 - <img height="12" width="12" src="https://invoxx-public-bucket.s3.eu-central-1.amazonaws.com/frontend-resources/adfin-logo-small.svg" alt="Adfin Logo" /> **[Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin)** - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/).
 - <img height="12" width="12" src="https://www.agentql.com/favicon/favicon.png" alt="AgentQL Logo" /> **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).
 - <img height="12" width="12" src="https://agentrpc.com/favicon.ico" alt="AgentRPC Logo" /> **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).

From f014420d015d34c05da4a12075933005e6dcccec Mon Sep 17 00:00:00 2001
From: rithin-pullela-aws <rithinp@amazon.com>
Date: Mon, 9 Jun 2025 10:57:29 -0700
Subject: [PATCH 22/29] Add OpenSearch MCP server to Official Integrations

Signed-off-by: rithin-pullela-aws <rithinp@amazon.com>
---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index e6105ab276..8696d4580e 100644
--- a/README.md
+++ b/README.md
@@ -205,6 +205,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://maps.olakrutrim.com/favicon.ico" alt="Ola Maps" /> **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
 - <img height="12" width="12" src="https://static.onlyoffice.com/images/favicon.ico" alt="ONLYOFFICE DocSpace" /> **[ONLYOFFICE DocSpace](https://github.com/ONLYOFFICE/docspace-mcp)** - Interact with [ONLYOFFICE DocSpace](https://www.onlyoffice.com/docspace.aspx) API to create rooms, manage files and folders.
 - <img height="12" width="12" src="https://op.gg/favicon.ico" alt="OP.GG Logo" /> **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
+- <img height="12" width="12" src="https://opensearch.org/wp-content/uploads/2025/01/opensearch_mark_default.svg" alt="OpenSearch Logo" /> **[OpenSearch](https://github.com/opensearch-project/opensearch-mcp-server-py)** -  MCP server enabling AI agents to query search data in [OpenSearch](https://opensearch.org/).
 - <img height="12" width="12" src="https://app.opslevel.com/favicon.ico" alt="OpsLevel" /> **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com).
 - <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
 - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.

From 84202d94c5d7b22547bb251ca03dfecd81d65444 Mon Sep 17 00:00:00 2001
From: rithin-pullela-aws <rithinp@amazon.com>
Date: Mon, 9 Jun 2025 11:15:59 -0700
Subject: [PATCH 23/29] address comment, better description for openSearch MCP
 server

Signed-off-by: rithin-pullela-aws <rithinp@amazon.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8696d4580e..7a41602e9c 100644
--- a/README.md
+++ b/README.md
@@ -205,7 +205,7 @@ Official integrations are maintained by companies building production ready MCP
 - <img height="12" width="12" src="https://maps.olakrutrim.com/favicon.ico" alt="Ola Maps" /> **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
 - <img height="12" width="12" src="https://static.onlyoffice.com/images/favicon.ico" alt="ONLYOFFICE DocSpace" /> **[ONLYOFFICE DocSpace](https://github.com/ONLYOFFICE/docspace-mcp)** - Interact with [ONLYOFFICE DocSpace](https://www.onlyoffice.com/docspace.aspx) API to create rooms, manage files and folders.
 - <img height="12" width="12" src="https://op.gg/favicon.ico" alt="OP.GG Logo" /> **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
-- <img height="12" width="12" src="https://opensearch.org/wp-content/uploads/2025/01/opensearch_mark_default.svg" alt="OpenSearch Logo" /> **[OpenSearch](https://github.com/opensearch-project/opensearch-mcp-server-py)** -  MCP server enabling AI agents to query search data in [OpenSearch](https://opensearch.org/).
+- <img height="12" width="12" src="https://opensearch.org/wp-content/uploads/2025/01/opensearch_mark_default.svg" alt="OpenSearch Logo" /> **[OpenSearch](https://github.com/opensearch-project/opensearch-mcp-server-py)** -  MCP server that enables AI agents to perform search and analytics use cases on data stored in [OpenSearch](https://opensearch.org/).
 - <img height="12" width="12" src="https://app.opslevel.com/favicon.ico" alt="OpsLevel" /> **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com).
 - <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
 - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.

From 9b0134ad80bfba9da121e333dfdee1cb3673c19d Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 7 Jul 2025 11:55:55 +0200
Subject: [PATCH 24/29] Add branch handling to Git tools in server.py

Implemented functionality to retrieve branch information based on specified criteria, enhancing the Git tools available in the server. This includes support for local and remote branches, as well as filtering by commit containment.
---
 src/git/src/mcp_server_git/server.py | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index 1219111400..a19f9bad35 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -505,7 +505,19 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     type="text",
                     text="Commit history:\n" + "\n".join(log)
                 )]
-
+            
+            case GitTools.BRANCH:
+                result = git_branch(
+                    repo,
+                    arguments.get("branch_type", 'local'),
+                    arguments.get("contains", None),
+                    arguments.get("not_contains", None),
+                )
+                return [TextContent(
+                    type="text",
+                    text=result
+                )]
+            
             case _:
                 raise ValueError(f"Unknown tool: {name}")
 

From ae881f60b0ecb7472ec72986c96482686f7a92ba Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 7 Jul 2025 11:57:00 +0200
Subject: [PATCH 25/29] Remove date range log functionality from Git tools in
 server.py to streamline commit history retrieval options.

---
 src/git/src/mcp_server_git/server.py | 11 -----------
 1 file changed, 11 deletions(-)

diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index a19f9bad35..d0cf2b9ffb 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -485,17 +485,6 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     text="Commit history:\n" + "\n".join(log)
                 )]
 
-            case GitTools.LOG_DATE_RANGE:
-                log = git_log_date_range(
-                    repo,
-                    arguments["start_date"],
-                    arguments["end_date"]
-                )
-                return [TextContent(
-                    type="text",
-                    text="Commit history:\n" + "\n".join(log)
-                )]
-
             case GitTools.LOG_BY_DATE:
                 log = git_log_by_date(
                     repo,

From 6859b380cda8db4676fc026bbd237e5295eabc7e Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Wed, 20 Aug 2025 14:54:28 +0200
Subject: [PATCH 26/29] feat(git-log): add timestamp filtering to git log
 functionality

Replace separate date range log functions with timestamp parameters in git_log
Remove deprecated GitLogDateRange and GitLogByDate classes and tools
---
 src/git/src/mcp_server_git/server.py | 147 ++++++++++-----------------
 1 file changed, 51 insertions(+), 96 deletions(-)

diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index 15aaba0c44..d17f66d9a0 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -48,6 +48,14 @@ class GitReset(BaseModel):
 class GitLog(BaseModel):
     repo_path: str
     max_count: int = 10
+    start_timestamp: Optional[str] = Field(
+        None,
+        description="Start timestamp for filtering commits (ISO format or git-compatible date string)"
+    )
+    end_timestamp: Optional[str] = Field(
+        None,
+        description="End timestamp for filtering commits (ISO format or git-compatible date string)"
+    )
 
 class GitCreateBranch(BaseModel):
     repo_path: str
@@ -65,15 +73,6 @@ class GitShow(BaseModel):
 class GitInit(BaseModel):
     repo_path: str
 
-class GitLogDateRange(BaseModel):
-    repo_path: str
-    start_date: str
-    end_date: str
-
-class GitLogByDate(BaseModel):
-    repo_path: str
-    date: str 
-      
 class GitBranch(BaseModel):
     repo_path: str = Field(
         ...,
@@ -106,8 +105,6 @@ class GitTools(str, Enum):
     CHECKOUT = "git_checkout"
     SHOW = "git_show"
     INIT = "git_init"
-    LOG_DATE_RANGE = "git_log_date_range"
-    LOG_BY_DATE = "git_log_by_date"
     BRANCH = "git_branch"
 
 def git_status(repo: git.Repo) -> str:
@@ -137,17 +134,41 @@ def git_reset(repo: git.Repo) -> str:
     repo.index.reset()
     return "All staged changes reset"
 
-def git_log(repo: git.Repo, max_count: int = 10) -> list[str]:
-    commits = list(repo.iter_commits(max_count=max_count))
-    log = []
-    for commit in commits:
-        log.append(
-            f"Commit: {commit.hexsha!r}\n"
-            f"Author: {commit.author!r}\n"
-            f"Date: {commit.authored_datetime}\n"
-            f"Message: {commit.message!r}\n"
-        )
-    return log
+def git_log(repo: git.Repo, max_count: int = 10, start_timestamp: Optional[str] = None, end_timestamp: Optional[str] = None) -> list[str]:
+    if start_timestamp or end_timestamp:
+        # Use git log command with date filtering
+        args = []
+        if start_timestamp:
+            args.extend(['--since', start_timestamp])
+        if end_timestamp:
+            args.extend(['--until', end_timestamp])
+        args.extend(['--format=%H%n%an%n%ad%n%s%n'])
+        
+        log_output = repo.git.log(*args).split('\n')
+        
+        log = []
+        # Process commits in groups of 4 (hash, author, date, message)
+        for i in range(0, len(log_output), 4):
+            if i + 3 < len(log_output) and len(log) < max_count:
+                log.append(
+                    f"Commit: {log_output[i]}\n"
+                    f"Author: {log_output[i+1]}\n"
+                    f"Date: {log_output[i+2]}\n"
+                    f"Message: {log_output[i+3]}\n"
+                )
+        return log
+    else:
+        # Use existing logic for simple log without date filtering
+        commits = list(repo.iter_commits(max_count=max_count))
+        log = []
+        for commit in commits:
+            log.append(
+                f"Commit: {commit.hexsha!r}\n"
+                f"Author: {commit.author!r}\n"
+                f"Date: {commit.authored_datetime}\n"
+                f"Message: {commit.message!r}\n"
+            )
+        return log
 
 def git_create_branch(repo: git.Repo, branch_name: str, base_branch: str | None = None) -> str:
     if base_branch:
@@ -187,47 +208,6 @@ def git_show(repo: git.Repo, revision: str) -> str:
         output.append(d.diff.decode('utf-8'))
     return "".join(output)
 
-
-def git_log_date_range(repo: git.Repo, start_date: str, end_date: str) -> list[str]:
-    log_output = repo.git.log(
-        '--since', f"{start_date}",
-        '--until', f"{end_date}",
-        '--format=%H%n%an%n%ad%n%s%n'
-    ).split('\n')
-    
-    log = []
-    # Process commits in groups of 4 (hash, author, date, message)
-    for i in range(0, len(log_output), 4):
-        if i + 3 < len(log_output):
-            log.append(
-                f"Commit: {log_output[i]}\n"
-                f"Author: {log_output[i+1]}\n"
-                f"Date: {log_output[i+2]}\n"
-                f"Message: {log_output[i+3]}\n"
-            )
-    return log
-
-def git_log_by_date(repo: git.Repo, date: str) -> list[str]:
-    log_output = repo.git.log(
-        '--since', f"{date} 00:00:00",
-        '--until', f"{date} 23:59:59",
-        '--format=%H%n%an%n%ad%n%s%n'
-    ).split('\n')
-    
-    log = []
-    # Process commits in groups of 4 (hash, author, date, message)
-    for i in range(0, len(log_output), 4):
-        if i + 3 < len(log_output):
-            log.append(
-                f"Commit: {log_output[i]}\n"
-                f"Author: {log_output[i+1]}\n"
-                f"Date: {log_output[i+2]}\n"
-                f"Message: {log_output[i+3]}\n"
-            )
-    return log
-
-
-
 def git_branch(repo: git.Repo, branch_type: str, contains: str | None = None, not_contains: str | None = None) -> str:
     match contains:
         case None:
@@ -333,16 +313,6 @@ async def list_tools() -> list[Tool]:
                 description="Initialize a new Git repository",
                 inputSchema=GitInit.model_json_schema(),
             ),
-            Tool(
-                name=GitTools.LOG_DATE_RANGE,
-                description="Retrieve git commits within a specified date range",
-                inputSchema=GitLogDateRange.model_json_schema(),
-            ),
-            Tool(
-                name=GitTools.LOG_BY_DATE,
-                description="Retrieve git commits for a specific date",
-                inputSchema=GitLogByDate.model_json_schema(),
-            ),
             Tool(
                 name=GitTools.BRANCH,
                 description="List Git branches",
@@ -445,13 +415,19 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     text=result
                 )]
 
+            # Update the LOG case:
             case GitTools.LOG:
-                log = git_log(repo, arguments.get("max_count", 10))
+                log = git_log(
+                    repo, 
+                    arguments.get("max_count", 10),
+                    arguments.get("start_timestamp"),
+                    arguments.get("end_timestamp")
+                )
                 return [TextContent(
                     type="text",
                     text="Commit history:\n" + "\n".join(log)
                 )]
-
+            
             case GitTools.CREATE_BRANCH:
                 result = git_create_branch(
                     repo,
@@ -477,27 +453,6 @@ async def call_tool(name: str, arguments: dict) -> list[TextContent]:
                     text=result
                 )]
 
-            case GitTools.LOG_DATE_RANGE:
-                log = git_log_date_range(
-                    repo,
-                    arguments["start_date"],
-                    arguments["end_date"]
-                )
-                return [TextContent(
-                    type="text",
-                    text="Commit history:\n" + "\n".join(log)
-                )]
-
-            case GitTools.LOG_BY_DATE:
-                log = git_log_by_date(
-                    repo,
-                    arguments["date"]
-                )
-                return [TextContent(
-                    type="text",
-                    text="Commit history:\n" + "\n".join(log)
-                )]
-            
             case GitTools.BRANCH:
                 result = git_branch(
                     repo,

From 28766853b3eca2f28506abb76660e5cacbdb45b5 Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Wed, 20 Aug 2025 15:01:14 +0200
Subject: [PATCH 27/29] docs(git): update readme to merge date filtering into
 git_log

Remove separate git_log_date_range and git_log_by_date functions as their functionality is now included in git_log with optional timestamp parameters
---
 src/git/README.md | 17 +++--------------
 1 file changed, 3 insertions(+), 14 deletions(-)

diff --git a/src/git/README.md b/src/git/README.md
index b77b733d19..dcc1a8ad60 100644
--- a/src/git/README.md
+++ b/src/git/README.md
@@ -57,10 +57,12 @@ Please note that mcp-server-git is currently in early development. The functiona
    - Returns: Confirmation of reset operation
 
 8. `git_log`
-   - Shows the commit logs
+   - Shows the commit logs with optional date filtering
    - Inputs:
      - `repo_path` (string): Path to Git repository
      - `max_count` (number, optional): Maximum number of commits to show (default: 10)
+     - `start_timestamp` (string, optional): Start timestamp for filtering commits (ISO format or git-compatible date string)
+     - `end_timestamp` (string, optional): End timestamp for filtering commits (ISO format or git-compatible date string)
    - Returns: Array of commit entries with hash, author, date, and message
 
 9. `git_create_branch`
@@ -87,19 +89,6 @@ Please note that mcp-server-git is currently in early development. The functiona
    - Inputs:
      - `repo_path` (string): Path to directory to initialize git repo
    - Returns: Confirmation of repository initialization
-13. `git_log_date_range`
-   - Retrieve git commits within a specified date range
-   - Inputs:
-     - `repo_path` (string): Path to Git repository
-     - `start_date` (string): Start date for the range
-     - `end_date` (string): End date for the range
-   - Returns: Commits within a date range
-14. `git_log_by_date`
-   - Retrieve git commits for a specific date
-   - Inputs:
-     - `repo_path` (string): Path to Git repository
-     - `date` (string): The specific date to get commits for
-   - Returns: commits for the specified date
 
 13. `git_branch`
    - List Git branches

From 0d22c003a36ac5a120a22557d205c2e2c2dae51a Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 25 Aug 2025 15:04:04 +0200
Subject: [PATCH 28/29] docs(model): improve timestamp field descriptions in
 GitLog

Clarify supported timestamp formats in field descriptions by listing specific examples of ISO 8601, relative and absolute date formats
---
 src/git/src/mcp_server_git/server.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/git/src/mcp_server_git/server.py b/src/git/src/mcp_server_git/server.py
index d17f66d9a0..a16b6010af 100644
--- a/src/git/src/mcp_server_git/server.py
+++ b/src/git/src/mcp_server_git/server.py
@@ -50,11 +50,11 @@ class GitLog(BaseModel):
     max_count: int = 10
     start_timestamp: Optional[str] = Field(
         None,
-        description="Start timestamp for filtering commits (ISO format or git-compatible date string)"
+        description="Start timestamp for filtering commits. Accepts: ISO 8601 format (e.g., '2024-01-15T14:30:25'), relative dates (e.g., '2 weeks ago', 'yesterday'), or absolute dates (e.g., '2024-01-15', 'Jan 15 2024')"
     )
     end_timestamp: Optional[str] = Field(
         None,
-        description="End timestamp for filtering commits (ISO format or git-compatible date string)"
+        description="End timestamp for filtering commits. Accepts: ISO 8601 format (e.g., '2024-01-15T14:30:25'), relative dates (e.g., '2 weeks ago', 'yesterday'), or absolute dates (e.g., '2024-01-15', 'Jan 15 2024')"
     )
 
 class GitCreateBranch(BaseModel):

From 243cd11ce3b30f4375a457fbfe2643c83dc68ac6 Mon Sep 17 00:00:00 2001
From: maberguiga <mohamedamine.berguiga@ingenico.com>
Date: Mon, 25 Aug 2025 15:05:33 +0200
Subject: [PATCH 29/29] docs(git): clarify timestamp format options in README

---
 src/git/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/git/README.md b/src/git/README.md
index dcc1a8ad60..c56ef5092f 100644
--- a/src/git/README.md
+++ b/src/git/README.md
@@ -61,8 +61,8 @@ Please note that mcp-server-git is currently in early development. The functiona
    - Inputs:
      - `repo_path` (string): Path to Git repository
      - `max_count` (number, optional): Maximum number of commits to show (default: 10)
-     - `start_timestamp` (string, optional): Start timestamp for filtering commits (ISO format or git-compatible date string)
-     - `end_timestamp` (string, optional): End timestamp for filtering commits (ISO format or git-compatible date string)
+     - `start_timestamp` (string, optional): Start timestamp for filtering commits. Accepts ISO 8601 format (e.g., '2024-01-15T14:30:25'), relative dates (e.g., '2 weeks ago', 'yesterday'), or absolute dates (e.g., '2024-01-15', 'Jan 15 2024')
+     - `end_timestamp` (string, optional): End timestamp for filtering commits. Accepts ISO 8601 format (e.g., '2024-01-15T14:30:25'), relative dates (e.g., '2 weeks ago', 'yesterday'), or absolute dates (e.g., '2024-01-15', 'Jan 15 2024')
    - Returns: Array of commit entries with hash, author, date, and message
 
 9. `git_create_branch`