diff --git a/.github/actions/setup-compose/action.yaml b/.github/actions/setup-compose/action.yaml
index 39c381e2..74925334 100644
--- a/.github/actions/setup-compose/action.yaml
+++ b/.github/actions/setup-compose/action.yaml
@@ -1,7 +1,7 @@
-name: "Setup Docker Compose"
-description: "Installs latest Docker Compose"
+name: Setup Docker Compose
+description: Installs latest Docker Compose
 runs:
-  using: "composite"
+  using: composite
   steps:
     - name: Set up Docker Compose
       uses: docker/setup-compose-action@v1
diff --git a/.github/workflows/a2a.yaml b/.github/workflows/a2a.yaml
index b6bbc7f2..19513041 100644
--- a/.github/workflows/a2a.yaml
+++ b/.github/workflows/a2a.yaml
@@ -3,14 +3,14 @@ name: A2A CI
 on:
   push:
     paths:
-      - '.github/workflows/a2a.yaml'
-      - 'a2a/**'
+      - .github/workflows/a2a.yaml
+      - a2a/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/a2a.yaml'
-      - 'a2a/**'
+      - .github/workflows/a2a.yaml
+      - a2a/**
 
 permissions:
   contents: read
diff --git a/.github/workflows/adk-cerebras.yaml b/.github/workflows/adk-cerebras.yaml
index 8edc9a91..d1598493 100644
--- a/.github/workflows/adk-cerebras.yaml
+++ b/.github/workflows/adk-cerebras.yaml
@@ -3,14 +3,14 @@ name: ADK-CEREBRAS CI
 on:
   push:
     paths:
-      - '.github/workflows/adk-cerebras.yaml'
-      - 'adk-cerebras/**'
+      - .github/workflows/adk-cerebras.yaml
+      - adk-cerebras/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/adk-cerebras.yaml'
-      - 'adk-cerebras/**'
+      - .github/workflows/adk-cerebras.yaml
+      - adk-cerebras/**
 
 permissions:
   contents: read
@@ -38,6 +38,3 @@ jobs:
 
       - name: Check lint
         run: uv run ruff check
-
-      #- name: Check types
-      #  run: uv run pyright
diff --git a/.github/workflows/adk.yaml b/.github/workflows/adk.yaml
index 23f8136e..eaa2fb8b 100644
--- a/.github/workflows/adk.yaml
+++ b/.github/workflows/adk.yaml
@@ -3,14 +3,14 @@ name: ADK CI
 on:
   push:
     paths:
-      - '.github/workflows/adk.yaml'
-      - 'adk/**'
+      - .github/workflows/adk.yaml
+      - adk/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/adk.yaml'
-      - 'adk/**'
+      - .github/workflows/adk.yaml
+      - adk/**
 
 permissions:
   contents: read
diff --git a/.github/workflows/agno.yaml b/.github/workflows/agno.yaml
index 96819d25..c98fe1a1 100644
--- a/.github/workflows/agno.yaml
+++ b/.github/workflows/agno.yaml
@@ -3,14 +3,14 @@ name: Agno CI
 on:
   push:
     paths:
-      - '.github/workflows/agno.yaml'
-      - 'agno/**'
+      - .github/workflows/agno.yaml
+      - agno/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/agno.yaml'
-      - 'agno/**'
+      - .github/workflows/agno.yaml
+      - agno/**
 
 permissions:
   contents: read
diff --git a/.github/workflows/crew-ai.yaml b/.github/workflows/crew-ai.yaml
index 36c6fe05..4d9fccb3 100644
--- a/.github/workflows/crew-ai.yaml
+++ b/.github/workflows/crew-ai.yaml
@@ -3,14 +3,14 @@ name: Crew AI CI
 on:
   push:
     paths:
-      - '.github/workflows/crew-ai.yaml'
-      - 'crew-ai/**'
+      - .github/workflows/crew-ai.yaml
+      - crew-ai/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/crew-ai.yaml'
-      - 'crew-ai/**'
+      - .github/workflows/crew-ai.yaml
+      - crew-ai/**
 
 permissions:
   contents: read
@@ -36,7 +36,7 @@ jobs:
 
       - name: Check format
         run: poetry run ruff format --check
-    
+
       - name: Check lint
         run: poetry run ruff check
 
diff --git a/.github/workflows/langgraph.yaml b/.github/workflows/langgraph.yaml
index 2d9f4827..14b9727b 100644
--- a/.github/workflows/langgraph.yaml
+++ b/.github/workflows/langgraph.yaml
@@ -3,14 +3,14 @@ name: LangGraph CI
 on:
   push:
     paths:
-      - '.github/workflows/langgraph.yaml'
-      - 'langgraph/**'
+      - .github/workflows/langgraph.yaml
+      - langgraph/**
     branches:
       - main
   pull_request:
     paths:
-      - '.github/workflows/langgraph.yaml'
-      - 'langgraph/**'
+      - .github/workflows/langgraph.yaml
+      - langgraph/**
 
 permissions:
   contents: read
diff --git a/.github/workflows/markdownlint.yaml b/.github/workflows/markdownlint.yaml
index 1d2cdf97..f794447c 100644
--- a/.github/workflows/markdownlint.yaml
+++ b/.github/workflows/markdownlint.yaml
@@ -1,17 +1,17 @@
 # .github/workflows/markdownlint.yml
-name: Lint
+name: Lint Markdown
 
 on:
   push:
     paths:
-      - '**/*.md'
-      - '.github/workflows/markdownlint.yaml'
+      - "**/*.md"
+      - .github/workflows/markdownlint.yaml
     branches:
       - main
   pull_request:
     paths:
-      - '**/*.md'
-      - '.github/workflows/markdownlint.yaml'
+      - "**/*.md"
+      - .github/workflows/markdownlint.yaml
 
 permissions:
   contents: read
diff --git a/.github/workflows/yamllint.yaml b/.github/workflows/yamllint.yaml
new file mode 100644
index 00000000..56456705
--- /dev/null
+++ b/.github/workflows/yamllint.yaml
@@ -0,0 +1,32 @@
+# .github/workflows/yamllint.yml
+name: Lint YAML
+
+on:
+  push:
+    paths:
+      - "**/*.yaml"
+      - "**/*.yml"
+      - .github/workflows/yamllint.yaml
+    branches:
+      - main
+  pull_request:
+    paths:
+      - "**/*.yaml"
+      - "**/*.yml"
+      - .github/workflows/yamllint.yaml
+
+permissions:
+  contents: read
+
+jobs:
+  lint-yaml:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repo
+        uses: actions/checkout@v4
+
+      - name: Install Task
+        uses: arduino/setup-task@8b35f53e4d5a51bf691c94c71f2c7222483206cb
+
+      - name: Lint YAML Files
+        run: task lint:yaml
diff --git a/.yamllint b/.yamllint
new file mode 100644
index 00000000..e6e63afc
--- /dev/null
+++ b/.yamllint
@@ -0,0 +1,19 @@
+extends: default
+ignore:
+  - "**/.venv/**"
+  - "**/pnpm-lock.yaml"
+rules:
+  document-start:
+    present: false
+  line-length:
+    max: 1024
+  new-lines:
+    type: unix
+  new-line-at-end-of-file: enable
+  octal-values:
+    forbid-implicit-octal: true
+  quoted-strings:
+    required: only-when-needed
+    quote-type: double
+  truthy:
+    check-keys: false
diff --git a/Dockerfile.tools b/Dockerfile.tools
new file mode 100644
index 00000000..ec754f4a
--- /dev/null
+++ b/Dockerfile.tools
@@ -0,0 +1,7 @@
+FROM davidanson/markdownlint-cli2:v0.18.1 AS markdownlint
+
+FROM python:3.13-slim AS yamllint
+RUN pip install yamllint==1.37.1
+WORKDIR /workdir
+ENTRYPOINT [ "yamllint" ]
+CMD []
diff --git a/Taskfile.yaml b/Taskfile.yaml
index 9e1b8b60..b33aa031 100644
--- a/Taskfile.yaml
+++ b/Taskfile.yaml
@@ -1,21 +1,42 @@
-version: '3'
-
-vars:
-  MARKDOWN_CLI2_CMD: docker run --rm -v $(pwd):/workdir davidanson/markdownlint-cli2:v0.18.1
+version: "3"
 
 tasks:
+  build:markdownlint:
+    desc: Build the markdownlint Docker image
+    cmds:
+      - docker build -f Dockerfile.tools -t markdownlint --target markdownlint .
+    dir: .
+  build:yamllint:
+    desc: Build the yamllint Docker image
+    cmds:
+      - docker build -f Dockerfile.tools -t yamllint --target yamllint .
+    dir: .
+
   lint:markdown:
     desc: Lint Markdown files
+    deps:
+      - build:markdownlint
     cmds:
-      - "{{ .MARKDOWN_CLI2_CMD }}"
+      - docker run --rm -v $(pwd):/workdir markdownlint
     dir: .
   lint:markdown:fix:
     desc: Lint and Fix Markdown files
+    deps:
+      - build:markdownlint
+    cmds:
+      - docker run --rm -v $(pwd):/workdir markdownlint --fix
+    dir: .
+
+  lint:yaml:
+    desc: Lint YAML files
+    deps:
+      - build:yamllint
     cmds:
-      - "{{ .MARKDOWN_CLI2_CMD }} --fix"
+      - docker run --rm -v $(pwd):/workdir -w /workdir yamllint .
     dir: .
 
   lint:
     deps:
       - lint:markdown
+      - lint:yaml
     desc: Lint all files
diff --git a/a2a/agents/reviser.yaml b/a2a/agents/reviser.yaml
index 1f48f2aa..0adf3abf 100644
--- a/a2a/agents/reviser.yaml
+++ b/a2a/agents/reviser.yaml
@@ -27,7 +27,7 @@ instructions: |
 
     * If the answer is accurate, you should output exactly the same answer text as you are given.
     * If the answer is inaccurate, disputed, or unsupported, then you should output your revised answer text.
-  In any case YOU MUST output only your answer. 
+  In any case YOU MUST output only your answer.
 
 model:
   name: ${LLM_AGENT_MODEL_NAME}
diff --git a/a2a/compose.dmr.yaml b/a2a/compose.dmr.yaml
index 732f4a6c..7bfc69af 100644
--- a/a2a/compose.dmr.yaml
+++ b/a2a/compose.dmr.yaml
@@ -4,7 +4,7 @@ services:
     build:
       target: auditor-agent
     ports:
-      - "8080:8080"
+      - 8080:8080
     environment:
       - CRITIC_AGENT_URL=http://critic-agent-a2a:8001
       - REVISER_AGENT_URL=http://reviser-agent-a2a:8001
@@ -13,8 +13,8 @@ services:
       - reviser-agent-a2a
     models:
       gemma3:
-         endpoint_var: MODEL_RUNNER_URL
-         model_var: MODEL_RUNNER_MODEL
+        endpoint_var: MODEL_RUNNER_URL
+        model_var: MODEL_RUNNER_MODEL
 
   critic-agent-a2a:
     build:
@@ -24,10 +24,10 @@ services:
     depends_on:
       - mcp-gateway
     models:
-       gemma3:
-         # specify which environment variables to inject into the container
-         endpoint_var: MODEL_RUNNER_URL
-         model_var: MODEL_RUNNER_MODEL
+      gemma3:
+        # specify which environment variables to inject into the container
+        endpoint_var: MODEL_RUNNER_URL
+        model_var: MODEL_RUNNER_MODEL
 
   reviser-agent-a2a:
     build:
@@ -37,9 +37,9 @@ services:
     depends_on:
       - mcp-gateway
     models:
-       gemma3:
-         endpoint_var: MODEL_RUNNER_URL
-         model_var: MODEL_RUNNER_MODEL
+      gemma3:
+        endpoint_var: MODEL_RUNNER_URL
+        model_var: MODEL_RUNNER_MODEL
 
   mcp-gateway:
     # mcp-gateway secures your MCP servers
@@ -56,5 +56,5 @@ models:
   # declare LLM models to pull and use
   gemma3:
     model: ai/gemma3:4B-Q4_0
-    context_size: 10000 # 3.5 GB VRAM
-    #context_size: 131000 # 7.6 GB VRAM
+    context_size: 10000  # 3.5 GB VRAM
+    # context_size: 131000 # 7.6 GB VRAM
diff --git a/a2a/compose.offload.yaml b/a2a/compose.offload.yaml
index 07d6af51..fbb3659f 100644
--- a/a2a/compose.offload.yaml
+++ b/a2a/compose.offload.yaml
@@ -1,7 +1,7 @@
 models:
   gemma3:
     # pre-pull the model on Docker Model Runner
-    model: ai/gemma3-qat:27B-Q4_K_M	
-    context_size: 10000 # 18.6 GB VRAM
-    # context_size: 80000 # 28.37 GB VRAM
-    # context_size: 131000 # 35.5 GB VRAM
+    model: ai/gemma3-qat:27B-Q4_K_M
+    context_size: 10000  # 18.6 GB VRAM
+    # context_size: 80000  # 28.37 GB VRAM
+    # context_size: 131000  # 35.5 GB VRAM
diff --git a/a2a/compose.yaml b/a2a/compose.yaml
index 0bd11815..a123d279 100644
--- a/a2a/compose.yaml
+++ b/a2a/compose.yaml
@@ -4,7 +4,7 @@ services:
     build:
       target: auditor-agent
     ports:
-      - "8080:8080"
+      - 8080:8080
     environment:
       - CRITIC_AGENT_URL=http://critic-agent-a2a:8001
       - REVISER_AGENT_URL=http://reviser-agent-a2a:8001
diff --git a/adk-cerebras/compose.yml b/adk-cerebras/compose.yml
index 4f6af8da..8d45710d 100644
--- a/adk-cerebras/compose.yml
+++ b/adk-cerebras/compose.yml
@@ -23,10 +23,10 @@ services:
       DEVDUCK_AGENT_DESCRIPTION: Main development assistant and project coordinator
       DEVDUCK_AGENT_INSTRUCTION: |
         You are DevDuck. All your answers MUST start with "DEVDUCK SPEAKING:".
-        You are a Go (Golang) programming expert designed to coordinate Golang experts, 
+        You are a Go (Golang) programming expert designed to coordinate Golang experts,
         The experts are Bob and Cerebras.
-        - If the user specifically wants to speak with cerebras, route to the cerebras_agent. 
-        - If the user specifically wants to speak with bob, route to the bob_agent. 
+        - If the user specifically wants to speak with cerebras, route to the cerebras_agent.
+        - If the user specifically wants to speak with bob, route to the bob_agent.
 
       # --------------------------------------
       # Bob Agent Configuration
@@ -35,13 +35,13 @@ services:
       BOB_AGENT_DESCRIPTION: Useful agent for general development tasks and project coordination
       BOB_AGENT_INSTRUCTION: |
         You are Bob. All your answers MUST start with "BOB SPEAKING:".
-        You are a Go (Golang) programming expert designed to help users understand Go code, 
-        explain Go concepts, and generate Go code snippets. 
+        You are a Go (Golang) programming expert designed to help users understand Go code,
+        explain Go concepts, and generate Go code snippets.
         Your responses should be accurate, practical, and educational.
 
         ### IMPORTANT:
         1. **No Parent Agent Routing:** Do not route back to the parent agent unless the user explicitly requests it.
-        2. If the user specifically wants to speak with cerebras, route to the cerebras_agent. 
+        2. If the user specifically wants to speak with cerebras, route to the cerebras_agent.
 
       # --------------------------------------
       # Cerebras Agent Configuration
@@ -53,13 +53,13 @@ services:
       CEREBRAS_AGENT_DESCRIPTION: Specialized agent for advanced computational tasks and complex problem-solving
       CEREBRAS_AGENT_INSTRUCTION: |
         You are Cerebras. All your answers MUST start with "CEREBRAS SPEAKING:".
-        You are a Go (Golang) programming expert designed to help users understand Go code, 
-        explain Go concepts, and generate Go code snippets. 
+        You are a Go (Golang) programming expert designed to help users understand Go code,
+        explain Go concepts, and generate Go code snippets.
         Your responses should be accurate, practical, and educational.
 
         ### IMPORTANT:
         1. **No Parent Agent Routing:** Do not route back to the parent agent unless the user explicitly requests it.
-        2. If the user specifically wants to speak with bob, route to the bob_agent. 
+        2. If the user specifically wants to speak with bob, route to the bob_agent.
 
 # NOTE: Define models
 models:
@@ -67,4 +67,3 @@ models:
     model: ai/qwen2.5:latest
   qwen3:
     model: unsloth/qwen3-gguf:4B-UD-Q4_K_XL
-
diff --git a/adk-sock-shop/compose.gcloud.yaml b/adk-sock-shop/compose.gcloud.yaml
index 0e75bc2f..929487be 100644
--- a/adk-sock-shop/compose.gcloud.yaml
+++ b/adk-sock-shop/compose.gcloud.yaml
@@ -6,7 +6,7 @@ services:
     image: weaveworksdemos/front-end:0.3.12
     hostname: front-end
     ports:
-      - "9090:8079"
+      - 9090:8079
     restart: always
     cap_drop:
       - all
@@ -21,7 +21,7 @@ services:
       - NET_BIND_SERVICE
     read_only: true
     ports:
-      - "8081:80"
+      - 8081:80
   catalogue-db:
     image: weaveworksdemos/catalogue-db:0.3.0
     hostname: catalogue-db
@@ -42,9 +42,9 @@ services:
     volumes:
       - ./data/mongodb:/docker-entrypoint-initdb.d:ro
       - mongodb_data:/data/db
-    command: ["mongod", "--quiet", "--logpath", "/var/log/mongodb/mongod.log", "--logappend", "--setParameter", "logComponentVerbosity={network:{verbosity:0}}"]
+    command: [mongod, --quiet, --logpath, /var/log/mongodb/mongod.log, --logappend, --setParameter, "logComponentVerbosity={network:{verbosity:0}}"]
     healthcheck:
-      test: ["CMD", "mongosh", "--eval", "db.adminCommand('ping')"]
+      test: [CMD, mongosh, --eval, db.adminCommand('ping')]
       interval: 10s
       timeout: 5s
       retries: 5
@@ -82,7 +82,7 @@ services:
     secrets:
       - openai-api-key
     models:
-      qwen3 :
+      qwen3:
         endpoint_var: MODEL_RUNNER_URL
         model_var: MODEL_RUNNER_MODEL
 
@@ -109,9 +109,7 @@ models:
   qwen3:
     # pre-pull the model when starting Docker Model Runner
     model: ai/qwen3:14B-Q6_K
-    #context_size: 131000 # 35.5 GB VRAM
-    #runtime_flags:
-      #- --no-prefill-assistant
+    # context_size: 131000  # 35.5 GB VRAM
 
 volumes:
   mongodb_data:
diff --git a/adk-sock-shop/compose.sockstore.yaml b/adk-sock-shop/compose.sockstore.yaml
index 051ec6bb..6cc3f072 100644
--- a/adk-sock-shop/compose.sockstore.yaml
+++ b/adk-sock-shop/compose.sockstore.yaml
@@ -6,7 +6,7 @@ services:
     image: weaveworksdemos/front-end:0.3.12
     hostname: front-end
     ports:
-      - "9090:8079"
+      - 9090:8079
     restart: always
     cap_drop:
       - all
@@ -21,7 +21,7 @@ services:
       - NET_BIND_SERVICE
     read_only: true
     ports:
-      - "8081:80"
+      - 8081:80
     depends_on:
       - catalogue-db
   catalogue-db:
@@ -46,9 +46,9 @@ services:
     volumes:
       - ./data/mongodb:/docker-entrypoint-initdb.d:ro
       - mongodb_data:/data/db
-    command: ["mongod", "--quiet", "--logpath", "/var/log/mongodb/mongod.log", "--logappend", "--setParameter", "logComponentVerbosity={network:{verbosity:0}}"]
+    command: [mongod, --quiet, --logpath, /var/log/mongodb/mongod.log, --logappend, --setParameter, "logComponentVerbosity={network:{verbosity:0}}"]
     healthcheck:
-      test: ["CMD", "mongosh", "--eval", "db.adminCommand('ping')"]
+      test: [CMD, mongosh, --eval, db.adminCommand('ping')]
       interval: 10s
       timeout: 5s
       retries: 5
diff --git a/adk-sock-shop/compose.yaml b/adk-sock-shop/compose.yaml
index 3394fc03..39ff1352 100644
--- a/adk-sock-shop/compose.yaml
+++ b/adk-sock-shop/compose.yaml
@@ -6,7 +6,7 @@ services:
     image: weaveworksdemos/front-end:0.3.12
     hostname: front-end
     ports:
-      - "9090:8079"
+      - 9090:8079
     restart: always
     cap_drop:
       - all
@@ -21,7 +21,7 @@ services:
       - NET_BIND_SERVICE
     read_only: true
     ports:
-      - "8081:80"
+      - 8081:80
     depends_on:
       - catalogue-db
   catalogue-db:
@@ -46,9 +46,9 @@ services:
     volumes:
       - ./data/mongodb:/docker-entrypoint-initdb.d:ro
       - mongodb_data:/data/db
-    command: ["mongod", "--quiet", "--logpath", "/var/log/mongodb/mongod.log", "--logappend", "--setParameter", "logComponentVerbosity={network:{verbosity:0}}"]
+    command: [mongod, --quiet, --logpath, /var/log/mongodb/mongod.log, --logappend, --setParameter, "logComponentVerbosity={network:{verbosity:0}}"]
     healthcheck:
-      test: ["CMD", "mongosh", "--eval", "db.adminCommand('ping')"]
+      test: [CMD, mongosh, --eval, db.adminCommand('ping')]
       interval: 10s
       timeout: 5s
       retries: 5
@@ -84,7 +84,7 @@ services:
     secrets:
       - openai-api-key
     models:
-      qwen3 :
+      qwen3:
         endpoint_var: MODEL_RUNNER_URL
         model_var: MODEL_RUNNER_MODEL
 
@@ -111,9 +111,7 @@ models:
   qwen3:
     # pre-pull the model when starting Docker Model Runner
     model: ai/qwen3:14B-Q6_K
-    #context_size: 131000 # 35.5 GB VRAM
-    #runtime_flags:
-      #- --no-prefill-assistant
+    # context_size: 131000  # 35.5 GB VRAM
 
 volumes:
   mongodb_data:
diff --git a/adk/compose.offload.yaml b/adk/compose.offload.yaml
index 07d6af51..fbb3659f 100644
--- a/adk/compose.offload.yaml
+++ b/adk/compose.offload.yaml
@@ -1,7 +1,7 @@
 models:
   gemma3:
     # pre-pull the model on Docker Model Runner
-    model: ai/gemma3-qat:27B-Q4_K_M	
-    context_size: 10000 # 18.6 GB VRAM
-    # context_size: 80000 # 28.37 GB VRAM
-    # context_size: 131000 # 35.5 GB VRAM
+    model: ai/gemma3-qat:27B-Q4_K_M
+    context_size: 10000  # 18.6 GB VRAM
+    # context_size: 80000  # 28.37 GB VRAM
+    # context_size: 131000  # 35.5 GB VRAM
diff --git a/adk/compose.yaml b/adk/compose.yaml
index 6e8886e9..b3a12da2 100644
--- a/adk/compose.yaml
+++ b/adk/compose.yaml
@@ -4,14 +4,14 @@ services:
       context: .
     ports:
       # expose port for web interface
-      - "8080:8080"
+      - 8080:8080
     environment:
       # point adk at the MCP gateway
       - MCPGATEWAY_ENDPOINT=http://mcp-gateway:8811/sse
     depends_on:
       - mcp-gateway
     models:
-      gemma3 :
+      gemma3:
         endpoint_var: MODEL_RUNNER_URL
         model_var: MODEL_RUNNER_MODEL
 
@@ -28,6 +28,6 @@ models:
   gemma3:
     # pre-pull the model when starting Docker Model Runner
     model: ai/gemma3:4B-Q4_0
-    context_size: 10000 # 3.5 GB VRAM
+    context_size: 10000  # 3.5 GB VRAM
     # increase context size to handle search results
-    # context_size: 131000 # 7.6 GB VRAM
+    # context_size: 131000  # 7.6 GB VRAM
diff --git a/agno/README.md b/agno/README.md
index b94cddf0..9c2aaba5 100644
--- a/agno/README.md
+++ b/agno/README.md
@@ -37,7 +37,7 @@ a **Writer** agent that summarizes and categorizes them into a comprehensive mar
    github.personal_access_token=ghp_XXXXX
    ```
 
-   or 
+   or
 
    - set the MCP secret in Docker Desktop and export if you're running with Docker Offload.
 
diff --git a/agno/compose.offload.yaml b/agno/compose.offload.yaml
index d7090614..079a7c2e 100644
--- a/agno/compose.offload.yaml
+++ b/agno/compose.offload.yaml
@@ -8,7 +8,7 @@ services:
 
 models:
   qwen3-large:
-    model: ai/qwen3:30B-A3B-Q4_K_M # 17.28 GB
-    context_size: 15000 # 20 GB VRAM
+    model: ai/qwen3:30B-A3B-Q4_K_M  # 17.28 GB
+    context_size: 15000  # 20 GB VRAM
     # increase context size to handle larger results
-    # context_size: 41000 # 24 GB VRAM
\ No newline at end of file
+    # context_size: 41000  # 24 GB VRAM
diff --git a/agno/compose.yaml b/agno/compose.yaml
index a135809c..90635792 100644
--- a/agno/compose.yaml
+++ b/agno/compose.yaml
@@ -5,7 +5,7 @@ services:
     build:
       context: agent
     ports:
-      - "7777:7777"
+      - 7777:7777
     environment:
       # point agents at the MCP gateway
       - MCPGATEWAY_URL=http://mcp-gateway:8811
@@ -24,7 +24,7 @@ services:
     build:
       context: agent-ui
     ports:
-      - "3000:3000"
+      - 3000:3000
     environment:
       - AGENTS_URL=http://localhost:7777
     depends_on:
@@ -43,31 +43,29 @@ services:
       - --servers=github-official
       # add an interceptor to format and simplify the output of the GitHub issues tool
       # this interceptor will convert the JSON output of the tool into a CSV format
-      - --interceptor
-      - after:exec:cat | jq '.content[0].text = (.content[0].text | fromjson | map(select(. != null) | [(.number // ""), (.state // ""), (.title // ""), (.user.login // ""), ((.labels // []) | map(.name) | join(";")), (.created_at // "")] | @csv) | join("\n"))'
     secrets:
       - mcp_secret
 
 models:
   qwen3-small:
     # pre-pull the model when starting Docker Model Runner
-    #model: ai/qwen3:30B-A3B-Q4_K_M
-    model: ai/qwen3:8B-Q4_0 # 4.44 GB
-    context_size: 15000 # 7 GB VRAM
+    # model: ai/qwen3:30B-A3B-Q4_K_M
+    model: ai/qwen3:8B-Q4_0  # 4.44 GB
+    context_size: 15000  # 7 GB VRAM
     # increase context size to handle larger results
-    # context_size: 41000 # 13 GB VRAM
+    # context_size: 41000  # 13 GB VRAM
   qwen3-medium:
-    model: ai/qwen3:14B-Q6_K # 11.28 GB
-    context_size: 15000 # 15 GB VRAM
+    model: ai/qwen3:14B-Q6_K  # 11.28 GB
+    context_size: 15000  # 15 GB VRAM
     # increase context size to handle larger results
-    # context_size: 41000 # 21 GB VRAM
+    # context_size: 41000  # 21 GB VRAM
 
-  # The qwen3-large model is defined in compose.offload.yaml
-  # because it requires more resources and is intended to run with Docker Offload.
-  # A recommended practice with Docker Compose is to isolate specialized configurations
-  # in override files. These files modify the base setup when applied,
-  # in our case:
-  # docker compose -f compose.yaml -f compose.offload.yaml up --build
+    # The qwen3-large model is defined in compose.offload.yaml
+    # because it requires more resources and is intended to run with Docker Offload.
+    # A recommended practice with Docker Compose is to isolate specialized configurations
+    # in override files. These files modify the base setup when applied,
+    # in our case:
+    # docker compose -f compose.yaml -f compose.offload.yaml up --build
 
 # mount the secrets file for MCP servers
 secrets:
diff --git a/crew-ai/compose.yaml b/crew-ai/compose.yaml
index 2bc2a55b..60deb71d 100644
--- a/crew-ai/compose.yaml
+++ b/crew-ai/compose.yaml
@@ -1,10 +1,10 @@
 services:
   agents:
     build:
-        context: .
+      context: .
     environment:
       - MCP_SERVER_URL=http://mcp-gateway:8811/sse
-    restart: no
+    restart: "no"
     depends_on:
       - mcp-gateway
     models:
diff --git a/embabel/README.md b/embabel/README.md
index 9b60b912..9f5bedd8 100644
--- a/embabel/README.md
+++ b/embabel/README.md
@@ -20,7 +20,8 @@ It demonstrates the power of the [Embabel agent framework](https://www.github.co
 ### Clone the project repository
 
 > [!IMPORTANT]
-> The compose.yaml file is in an [upstream repository](https://github.com/embabel/tripper). To try out this project, you'll have to first clone the repo.
+> The compose.yaml file is in an [upstream repository](https://github.com/embabel/tripper).
+> To try out this project, you'll have to first clone the repo.
 
 ```sh
 git clone git@github.com:embabel/tripper.git
diff --git a/langchaingo/compose.yaml b/langchaingo/compose.yaml
index 7d76d30d..9076416e 100644
--- a/langchaingo/compose.yaml
+++ b/langchaingo/compose.yaml
@@ -12,7 +12,7 @@ services:
     models:
       gemma:
         endpoint_var: MODEL_RUNNER_URL
-        model_var: MODEL_RUNNER_MODEL 
+        model_var: MODEL_RUNNER_MODEL
   mcp-gateway:
     # mcp-gateway secures your MCP servers
     image: docker/mcp-gateway:latest
diff --git a/langgraph/compose.yaml b/langgraph/compose.yaml
index da9bc154..9cf719e3 100644
--- a/langgraph/compose.yaml
+++ b/langgraph/compose.yaml
@@ -6,7 +6,7 @@ services:
       POSTGRES_PASSWORD: password
       POSTGRES_DB: database
     healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U user -d database"]
+      test: [CMD-SHELL, pg_isready -U user -d database]
       interval: 1s
       timeout: 3s
       retries: 10
diff --git a/spring-ai/compose.yaml b/spring-ai/compose.yaml
index f8aac567..6812bbc4 100644
--- a/spring-ai/compose.yaml
+++ b/spring-ai/compose.yaml
@@ -14,7 +14,7 @@ services:
     models:
       gemma:
         endpoint_var: MODEL_RUNNER_URL
-        model_var: MODEL_RUNNER_MODEL 
+        model_var: MODEL_RUNNER_MODEL
   mcp-gateway:
     # mcp-gateway secures your MCP servers
     image: docker/mcp-gateway:latest