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feat(tests): Comprehensive test coverage improvements across 6 MCP servers
Improve test coverage to >90% for pandas, jarvis, parquet, ndp, parallel-sort, and hdf5 MCP servers. ## Coverage Improvements - **Pandas MCP**: 61% → 92% implementation coverage - Added 166 new tests across 6 files - Fixed numpy array handling bug in output_formatter - Tests: data_cleaning, data_io, filtering, transformations, profiling, statistics - **Jarvis MCP**: 62% → 99% coverage - Added 51 tests in test_server_direct.py - Direct testing of tool wrappers using FastMCP .fn attribute - **Parquet MCP**: 60% → 94% coverage - Added 106 tests across 5 files - Tests: server, aggregate_column, filter_operations, estimate_slice_size, edge_cases - **NDP MCP**: 72% → 99% coverage - Added 46 tests across 3 files - Tests: package init, main entry point, all MCP tool handlers - **Parallel-sort MCP**: 78% → 93% implementation coverage - Added 86 tests across 2 new files + expanded 2 existing - Tests: advanced filtering (12 operators), edge cases, all 13 handlers - **HDF5 MCP**: 27% → 98% implementation coverage - Fixed test hanging issue (removed autouse fixture importing server) - Added 209 tests across 3 comprehensive modules - Tests: config (71), utils (52), resources (68) - Coverage: config 100%, resources 96%, utils 98% ## Bug Fixes - pandas/output_formatter.py: Fixed numpy array handling causing "ambiguous truth value" errors - hdf5/conftest.py: Removed autouse fixture that caused test hangs due to server module initialization ## Total New Tests: 722 All tests passing with comprehensive coverage of success paths, error paths, and edge cases.
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agent-toolkit-mcp-servers/hdf5/pyproject.toml

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@@ -29,6 +29,7 @@ dev = [
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"mypy>=1.18.2",
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"pytest>=8.4.0",
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"pytest-asyncio>=0.21.0",
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"pytest-cov>=4.1.0",
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"ruff>=0.12.5",
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]
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agent-toolkit-mcp-servers/hdf5/tests/conftest.py

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@@ -130,20 +130,8 @@ def sample_datasets():
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}
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@pytest.fixture(autouse=True)
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def reset_global_state():
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"""Reset global state between tests."""
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from hdf5_mcp import server
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yield
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# Cleanup after each test
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if server.current_file is not None:
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try:
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server.current_file.close()
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except Exception:
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pass
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server.current_file = None
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# NOTE: Removed autouse=True fixture that was causing test hangs
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# by importing server module which initializes global ThreadPoolExecutor
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@pytest.fixture

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