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ai-ops-automation_ultimate_mcp_server
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.beads
.github
workflows
examples
storage
tests
ultimate_mcp_server
.cursorignore
.env.example
.envrc
.gitignore
AGENTS.md
AGENTS_RESEARCH.md
CHANGELOG.md
Dockerfile
LICENSE
README.md
TEST_README.md
TODO.md
additional_features.md
check_api_keys.py
completion_support.py
comprehensive_test.py
docker-compose.yml
empirically_measured_model_speeds.json
error_handling.py
example_structured_tool.py
gh_og_share_image.png
list_models.py
marqo_index_config.json.example
mcp_protocol_schema_2025-03-25_version.json
mcp_python_lib_docs.md
mcp_tool_context_estimator.py
model_preferences.py
pyproject.toml
quick_test.py
resource_annotations.py
run_all_demo_scripts_and_check_for_errors.py
test_client.py
test_connection.py
test_sse_client.py
test_stdio_client.py
tool_annotations.py
tools_list.json
ultimate_mcp_banner.webp
ultimate_mcp_logo.webp
unified_memory_system_technical_analysis.md
uv.lock
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workflows