diff --git a/.github/renovate.json5 b/.github/renovate.json5
index 806f788..137de42 100644
--- a/.github/renovate.json5
+++ b/.github/renovate.json5
@@ -7,7 +7,7 @@
   },
   "packageRules": [
     {
-      "matchManagers": ["pip_requirements"],
+      "matchManagers": ["pep621"],
       "enabled": true
     }
   ],
diff --git a/.gitignore b/.gitignore
index 74626b1..18d5b6e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 # ETC
 .bash_history
+.serena/
 *.db
 *.key
 *.pem
@@ -8,6 +9,7 @@
 *.sqlite
 *cache
 *report.json
+CLAUDE.md
 gen_token.py
 gitleaks_report*.json
 raw/
diff --git a/.tool-versions b/.tool-versions
index a5a4f8a..9b078ee 100644
--- a/.tool-versions
+++ b/.tool-versions
@@ -1,4 +1,4 @@
-nodejs 24.2.0
+nodejs 24.5.0
 python 3.11.13
-ruby   3.4.4
-uv     0.7.3
+ruby   3.4.5
+uv     0.8.8
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 58b5a6d..e76d0d0 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -1,6 +1,5 @@
 {
   "recommendations": [
-    "aaron-bond.better-comments",
     "codezombiech.gitignore",
     "eamodio.gitlens",
     "EditorConfig.EditorConfig",
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..46c8518
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,70 @@
+# meetup_bot Project Reference
+
+## General Instructions
+
+- Minimize inline comments
+- Retain tabs, spaces, and encoding
+- Fix linting errors before saving files.
+  - Respect `.markdownlint.jsonc` rules for all markdown files
+- If under 50 lines of code (LOC), print the full function or class
+- If the token limit is close or it's over 50 LOC, print the line numbers and avoid comments altogether
+- Explain as much as possible in the chat unless asked to annotate (i.e., docstrings, newline comments, etc.)
+
+## Build, Lint, and Test Commands
+
+- Full test suite: `uv run pytest` or `task test`
+- Single test: `uv run pytest tests/test_filename.py::test_function_name`
+- Linting: `uv run ruff check --fix --respect-gitignore` or `task lint`
+- Formatting: `uv run ruff format --respect-gitignore` or `task format`
+- Check dependencies: `uv run deptry .` or `task deptry`
+- Pre-commit hooks: `pre-commit run --all-files` or `task pre-commit`
+
+## Code Style Guidelines
+
+- **Formatting**: 4 spaces, 130-char line limit, LF line endings
+- **Imports**: Ordered by type, combined imports when possible
+- **Naming**: snake_case functions/vars, PascalCase classes, UPPERCASE constants
+- **Type Hints**: Use Optional for nullable params, pipe syntax for Union
+- **Error Handling**: Specific exception types, descriptive error messages
+- **File Structure**: Core logic in app/core/, utilities in app/utils/
+- **Docstrings**: Use double quotes for docstrings
+- **Tests**: Files in tests/, follow test_* naming convention
+
+## GraphQL API Troubleshooting
+
+When debugging GraphQL API issues (particularly for Meetup API):
+
+### 1. Direct GraphQL Testing
+- Test queries directly against the GraphQL endpoint using curl before debugging application code
+- Example: `curl -X POST "https://api.meetup.com/gql-ext" -H "Authorization: Bearer <token>" -H "Content-Type: application/json" -d '{"query": "query { self { id name } }"}'`
+- Start with simple queries (like `self { id name }`) then gradually add complexity
+
+### 2. API Migration Validation
+- Check API documentation for migration guides when encountering field errors
+- Common Meetup API changes:
+  - `count` → `totalCount`
+  - `upcomingEvents` → `memberEvents(first: N)` for self queries
+  - `upcomingEvents` → `events(first: N)` for group queries
+  - Syntax changes: `field(input: {first: N})` → `field(first: N)`
+
+### 3. Response Structure Analysis
+- Add temporary debug logging to inspect actual GraphQL responses
+- Check for `errors` array in GraphQL responses, not just HTTP status codes
+- Verify field existence with introspection or simple field queries
+- Example debug pattern:
+  ```python
+  response_data = r.json()
+  if 'errors' in response_data:
+      print('GraphQL Errors:', json.dumps(response_data['errors'], indent=2))
+  ```
+
+### 4. Field Validation Process
+- Use GraphQL validation errors to identify undefined fields
+- Test field names individually: `{ self { fieldName } }`
+- Check if field requires parameters (e.g., `memberEvents` requires `first`)
+- Validate nested field access patterns
+
+### 5. Token and Authentication Debugging
+- Verify token generation is working: `uv run python -c "from app.sign_jwt import main; print(main())"`
+- Test tokens directly against GraphQL endpoint outside of application
+- Check token expiration and refresh token logic
diff --git a/CLAUDE.md b/CLAUDE.md
deleted file mode 100644
index 0b18bff..0000000
--- a/CLAUDE.md
+++ /dev/null
@@ -1,31 +0,0 @@
-# meetup_bot Project Reference
-
-## General Instructions
-
-- Minimize inline comments
-- Retain tabs, spaces, and encoding
-- Fix linting errors before saving files.
-  - Respect `.markdownlint.jsonc` rules for all markdown files
-- If under 50 lines of code (LOC), print the full function or class
-- If the token limit is close or it's over 50 LOC, print the line numbers and avoid comments altogether
-- Explain as much as possible in the chat unless asked to annotate (i.e., docstrings, newline comments, etc.)
-
-## Build, Lint, and Test Commands
-
-- Full test suite: `uv run pytest` or `task test`
-- Single test: `uv run pytest tests/test_filename.py::test_function_name`
-- Linting: `uv run ruff check --fix --respect-gitignore` or `task lint`
-- Formatting: `uv run ruff format --respect-gitignore` or `task format`
-- Check dependencies: `uv run deptry .` or `task deptry`
-- Pre-commit hooks: `pre-commit run --all-files` or `task pre-commit`
-
-## Code Style Guidelines
-
-- **Formatting**: 4 spaces, 130-char line limit, LF line endings
-- **Imports**: Ordered by type, combined imports when possible
-- **Naming**: snake_case functions/vars, PascalCase classes, UPPERCASE constants
-- **Type Hints**: Use Optional for nullable params, pipe syntax for Union
-- **Error Handling**: Specific exception types, descriptive error messages
-- **File Structure**: Core logic in app/core/, utilities in app/utils/
-- **Docstrings**: Use double quotes for docstrings
-- **Tests**: Files in tests/, follow test_* naming convention
diff --git a/app/capture_groups.py b/app/capture_groups.py
index 391e0ec..bd98c24 100755
--- a/app/capture_groups.py
+++ b/app/capture_groups.py
@@ -22,9 +22,9 @@
 base_url = "https://www.meetup.com"
 # * # anyDistance (default), twoMiles, fiveMiles, tenMiles, twentyFiveMiles, fiftyMiles, hundredMiles
 distance = "tenMiles"
-source = "GROUPS"                       # EVENTS (default), GROUPS
-category_id = "546"                     # technology groups
-location = "us--ok--Oklahoma%20City"    # OKC
+source = "GROUPS"  # EVENTS (default), GROUPS
+category_id = "546"  # technology groups
+location = "us--ok--Oklahoma%20City"  # OKC
 
 url = base_url + "/find/?distance=" + distance + "&source=" + source + "&categoryId=" + category_id + "&location=" + location
 
diff --git a/app/main.py b/app/main.py
index d4682d3..1ea2d75 100755
--- a/app/main.py
+++ b/app/main.py
@@ -135,12 +135,13 @@ class UserInfo(db.Entity):
 DB_PASS = DB_PASS.strip('"')
 
 # postgres db
-db.bind(provider='postgres',
-        user=DB_USER,
-        password=DB_PASS,
-        host=DB_HOST,
-        database=DB_NAME,
-        port=DB_PORT,
+db.bind(
+    provider='postgres',
+    user=DB_USER,
+    password=DB_PASS,
+    host=DB_HOST,
+    database=DB_NAME,
+    port=DB_PORT,
 )
 
 # generate mapping
@@ -364,11 +365,12 @@ def generate_token(current_user: User = Depends(get_current_active_user)):
 
 # TODO: decouple export from formatted response
 @api_router.get("/events")
-def get_events(auth: dict = Depends(ip_whitelist_or_auth),
-               location: str = "Oklahoma City",
-               exclusions: str = "Tulsa",
-               current_user: User = Depends(get_current_active_user)
-    ):
+def get_events(
+    auth: dict = Depends(ip_whitelist_or_auth),
+    location: str = "Oklahoma City",
+    exclusions: str = "Tulsa",
+    current_user: User = Depends(get_current_active_user),
+):
     """
     Query upcoming Meetup events
 
@@ -419,7 +421,7 @@ def get_events(auth: dict = Depends(ip_whitelist_or_auth),
     if not os.path.exists(json_fn) or os.stat(json_fn).st_size == 0:
         return {"message": "No events found", "events": []}
 
-    return pd.read_json(json_fn)
+    return pd.read_json(json_fn).to_dict('records')
 
 
 @api_router.get("/check-schedule")
@@ -584,12 +586,7 @@ def main():
     import uvicorn
 
     try:
-        uvicorn.run("main:app",
-                    host="0.0.0.0",
-                    port=PORT,
-                    limit_max_requests=10000,
-                    log_level="warning",
-                    reload=True)
+        uvicorn.run("main:app", host="0.0.0.0", port=PORT, limit_max_requests=10000, log_level="warning", reload=True)
     except KeyboardInterrupt:
         print("\nExiting...")
         sys.exit(0)
diff --git a/app/meetup_query.py b/app/meetup_query.py
index 06d0141..7cfbbae 100755
--- a/app/meetup_query.py
+++ b/app/meetup_query.py
@@ -74,8 +74,8 @@
         name
         username
         memberUrl
-        upcomingEvents {
-            count
+        memberEvents(first: 10) {
+            totalCount
             pageInfo {
                 endCursor
             }
@@ -112,8 +112,8 @@
         urlname
         city
         link
-        upcomingEvents(input: { first: 1 }) {
-            count
+        events(first: 10) {
+            totalCount
             pageInfo {
                 endCursor
             }
@@ -143,15 +143,21 @@ def send_request(token, query, vars) -> str:
     """
     Request
 
-    POST https://api.meetup.com/gql
+    POST https://api.meetup.com/gql-ext
     """
 
-    endpoint = 'https://api.meetup.com/gql'
+    endpoint = 'https://api.meetup.com/gql-ext'
 
     headers = {'Authorization': f'Bearer {token}', 'Content-Type': 'application/json; charset=utf-8'}
 
     try:
-        r = requests.post(endpoint, json={'query': query, 'variables': vars}, headers=headers)
+        # Parse vars string to JSON object if it's a string
+        if isinstance(vars, str):
+            variables = json.loads(vars)
+        else:
+            variables = vars
+        
+        r = requests.post(endpoint, json={'query': query, 'variables': variables}, headers=headers)
         print(f"{Fore.GREEN}{info:<10}{Fore.RESET}Response HTTP Response Body: {r.status_code}")
 
         # pretty prints json response content but skips sorting keys as it rearranges graphql response
@@ -180,24 +186,36 @@ def format_response(response, location: str = "Oklahoma City", exclusions: str =
 
     # TODO: add arg for `self` or `groupByUrlname`
     # extract data from json
-    try:
-        data = response_json['data']['self']['upcomingEvents']['edges']
-        if data[0]['node']['group']['city'] != location:
-            print(f"{Fore.YELLOW}{warning:<10}{Fore.RESET}Skipping event outside of {location}")
-    except KeyError:
-        if response_json['data']['groupByUrlname'] is None:
-            data = ""
-            print(f"{Fore.YELLOW}{warning:<10}{Fore.RESET}Skipping group due to empty response")
-            pass
-        else:
-            data = response_json['data']['groupByUrlname']['upcomingEvents']['edges']
-            # TODO: handle no upcoming events to fallback on initial response
-            if response_json['data']['groupByUrlname']['city'] != location:
-                print(f"{Fore.RED}{error:<10}{Fore.RESET}No data for {location} found")
-                pass
+    data = None
+
+    # Check if response has expected structure
+    if 'data' not in response_json:
+        print(
+            f"{Fore.RED}{error:<10}{Fore.RESET}GraphQL response missing 'data' key. Response: {json.dumps(response_json, indent=2)[:500]}"
+        )
+        data = ""
+    else:
+        try:
+            data = response_json['data']['self']['memberEvents']['edges']
+            if data and len(data) > 0 and data[0]['node']['group']['city'] != location:
+                print(f"{Fore.YELLOW}{warning:<10}{Fore.RESET}Skipping event outside of {location}")
+        except KeyError:
+            try:
+                if response_json['data'].get('groupByUrlname') is None:
+                    data = ""
+                    print(f"{Fore.YELLOW}{warning:<10}{Fore.RESET}Skipping group due to empty response")
+                else:
+                    data = response_json['data']['groupByUrlname']['events']['edges']
+                    # TODO: handle no upcoming events to fallback on initial response
+                    if response_json['data']['groupByUrlname']['city'] != location:
+                        print(f"{Fore.RED}{error:<10}{Fore.RESET}No data for {location} found")
+            except KeyError as e:
+                print(f"{Fore.RED}{error:<10}{Fore.RESET}KeyError accessing GraphQL data: {e}")
+                print(f"{Fore.RED}{error:<10}{Fore.RESET}Response structure: {json.dumps(response_json, indent=2)[:500]}")
+                data = ""
 
     # append data to rows
-    if data is not None:
+    if data:
         for i in range(len(data)):
             df.loc[i, 'name'] = data[i]['node']['group']['name']
             df.loc[i, 'date'] = data[i]['node']['dateTime']
diff --git a/app/slackbot.py b/app/slackbot.py
index 919579b..6c04ae5 100755
--- a/app/slackbot.py
+++ b/app/slackbot.py
@@ -76,6 +76,10 @@ def fmt_json(filename):
     # create dataframe
     df = pd.DataFrame(data)
 
+    # handle empty dataframe case
+    if df.empty:
+        return []
+
     # add column: 'message' with date, name, title, eventUrl
     df['message'] = df.apply(lambda x: f'• {x["date"]} *{x["name"]}* <{x["eventUrl"]}|{x["title"]}> ', axis=1)
 
diff --git a/pyproject.toml b/pyproject.toml
index 3f586bf..c1924b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,7 @@ authors = [
 readme = "README.md"
 license = "Unlicense"
 
-requires-python = ">=3.11,<3.13"
+requires-python = ">=3.11,<3.12"
 
 dependencies = [
     "arrow>=1.3.0,<2",
@@ -77,132 +77,3 @@ DEP002 = [
     "ruff",
     "uvicorn"
 ]
-
-[tool.mypy]
-python_version = "3.11"
-warn_return_any = true
-warn_unused_configs = true
-disallow_untyped_defs = true
-check_untyped_defs = true
-
-[tool.pytest.ini_options]
-testpaths = ["tests"]
-python_files = "test_*.py"
-python_functions = "test_*"
-python_classes = "Test*"
-asyncio_mode = "auto"
-markers = [
-    "unit: marks tests as unit tests",
-    "integration: marks tests as integration tests",
-    "e2e: marks tests as end-to-end tests",
-    "benchmark: marks performance benchmark tests"
-]
-
-[tool.coverage.run]
-source = ["{{ cookiecutter.python_package_import_name }}"]
-omit = [
-    "*/tests/*",
-    "*/migrations/*",
-    "*/alembic/*"
-]
-
-[tool.coverage.report]
-exclude_lines = [
-    "pragma: no cover",
-    "def __repr__",
-    "raise NotImplementedError",
-    "if TYPE_CHECKING:",
-    "pass",
-    "..."
-]
-
-[tool.ruff]
-# Fix without reporting on leftover violations
-fix-only = true
-
-# Enumerate all fixed violations
-show-fixes = true
-
-# Indent width (default: 4)
-indent-width = 4
-
-# Black (default: 88)
-line-length = 130
-
-# Exclude a variety of commonly ignored directories.
-exclude = [
-    ".bzr",
-    ".direnv",
-    "dist",
-    ".eggs",
-    ".git",
-    ".git-rewrite",
-    ".hg",
-    ".mypy_cache",
-    ".nox",
-    ".pants.d",
-    "__pycache__",
-    ".pytype",
-    ".ruff_cache",
-    ".svn",
-    ".tox",
-    ".venv",
-    "__pypackages__",
-    "_build",
-    "buck-out",
-    "build",
-    "dist",
-    "node_modules",
-    "venv",
-]
-
-# Assume Python 3.11
-target-version = "py311"
-
-[tool.ruff.format]
-# Use spaces instead of tabs
-indent-style = "space"
-
-# Use `\n` line endings for all files
-line-ending = "lf"
-
-# Set quote style for strings
-quote-style = "preserve"
-
-[tool.ruff.lint]
-select = [
-    # pycodestyle
-    "E",
-    # Pyflakes
-    "F",
-    # pyupgrade
-    "UP",
-    # flake8-bugbear
-    "B",
-    # flake8-simplify
-    "SIM",
-    # isort
-    "I",
-]
-ignore = ["D203", "E203", "E251", "E266", "E401", "E402", "E501", "F401", "F403", "F841"]
-
-# Allow unused variables when underscore-prefixed.
-dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
-
-# Allow autofix for all enabled rules (when `--fix`) is provided.
-fixable = ["A", "B", "C", "D", "E", "F", "G", "I", "N", "Q", "S", "T", "W", "ANN", "ARG", "BLE", "COM", "DJ", "DTZ", "EM", "ERA", "EXE", "FBT", "ICN", "INP", "ISC", "NPY", "PD", "PGH", "PIE", "PL", "PT", "PTH", "PYI", "RET", "RSE", "RUF", "SIM", "SLF", "TID", "TRY", "UP", "YTT"]
-
-# unfixable = []
-
-[tool.ruff.lint.isort]
-combine-as-imports = true
-from-first = false
-no-sections = true
-order-by-type = true
-
-[tool.ruff.lint.flake8-quotes]
-docstring-quotes = "double"
-
-[tool.ruff.lint.mccabe]
-# Unlike Flake8, default to a complexity level of 10.
-max-complexity = 10
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 0000000..ea6c225
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,87 @@
+# Fix without reporting on leftover violations
+fix-only = true
+
+# Enumerate all fixed violations
+show-fixes = true
+
+# Indent width (default: 4)
+indent-width = 4
+
+# Black (default: 88)
+line-length = 130
+
+# Exclude a variety of commonly ignored directories.
+exclude = [
+    ".bzr",
+    ".direnv",
+    "dist",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    "__pycache__",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "venv",
+]
+
+# Assume Python 3.13
+target-version = "py313"
+
+[format]
+# Use spaces instead of tabs
+indent-style = "space"
+
+# Use `\n` line endings for all files
+line-ending = "lf"
+
+# Set quote style for strings
+quote-style = "preserve"
+
+[lint]
+select = [
+    # pycodestyle
+    "E",
+    # Pyflakes
+    "F",
+    # pyupgrade
+    "UP",
+    # flake8-bugbear
+    "B",
+    # flake8-simplify
+    "SIM",
+    # isort
+    "I",
+]
+ignore = ["D203", "E203", "E251", "E266", "E401", "E402", "E501", "F401", "F403", "F841"]
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+# Allow autofix for all enabled rules (when `--fix`) is provided.
+fixable = ["A", "B", "C", "D", "E", "F", "G", "I", "N", "Q", "S", "T", "W", "ANN", "ARG", "BLE", "COM", "DJ", "DTZ", "EM", "ERA", "EXE", "FBT", "ICN", "INP", "ISC", "NPY", "PD", "PGH", "PIE", "PL", "PT", "PTH", "PYI", "RET", "RSE", "RUF", "SIM", "SLF", "TID", "TRY", "UP", "YTT"]
+
+[lint.isort]
+combine-as-imports = true
+from-first = false
+no-sections = true
+order-by-type = true
+
+[lint.flake8-quotes]
+docstring-quotes = "double"
+
+[lint.mccabe]
+# Unlike Flake8, default to a complexity level of 10.
+max-complexity = 10
diff --git a/uv.lock b/uv.lock
index 57d902b..9793fdf 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,10 +1,6 @@
 version = 1
-revision = 2
-requires-python = ">=3.11, <3.13"
-resolution-markers = [
-    "python_full_version >= '3.12'",
-    "python_full_version < '3.12'",
-]
+revision = 3
+requires-python = "==3.11.*"
 
 [options]
 prerelease-mode = "allow"
@@ -108,10 +104,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/d0/2c34c36190b741c59c901e56ab7f6e54dad8df05a6272a9747ecef7c6036/black-25.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:96c1c7cd856bba8e20094e36e0f948718dc688dba4a9d78c3adde52b9e6c2299", size = 1442865, upload-time = "2025-01-29T05:37:14.309Z" },
     { url = "https://files.pythonhosted.org/packages/21/d4/7518c72262468430ead45cf22bd86c883a6448b9eb43672765d69a8f1248/black-25.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bce2e264d59c91e52d8000d507eb20a9aca4a778731a08cfff7e5ac4a4bb7096", size = 1749699, upload-time = "2025-01-29T04:18:17.688Z" },
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