ChirpPipe exhibits significant definition quality gaps across all dimensions. Tool names lack consistent action verbs (e.g., 'sonogram', 'rms_bars', 'bioacoustics_predictor' are nouns/adjectives rather than verb_noun patterns). Descriptions are present but minimal (10-50 chars), providing insufficient context for LLM tool selection. Input schemas are severely incomplete: most tools expose only a 'path' parameter with no optional parameters documented in the schema, despite the code supporting additional config (e.g., crop_audio accepts start_time/end_time/sample_rate but schema shows only 'path'). Output schemas are entirely undocumented. Error handling is absent, no recovery guidance, no categorization of errors, no validation messages. Security concerns: exif_tool accepts set_rating as a parameter (0-5 range validation exists in code but not in schema). No pagination, no batch operations, no idempotency guarantees documented.

• Rename tools to verb_noun pattern: 'generate_sonogram', 'compute_rms_bars', 'run_bioacoustics_predictor', 'assess_image_quality', 'detect_species', 'run_bioclip_inference'.
• Expand descriptions to 50-200 chars. Include WHAT the tool does, WHEN to use it, and what it returns. E.g., 'Generate a MEL-scale spectrogram image from audio. Use to visualize frequency content over time. Returns path to output image file (JPG/PNG).'
• Complete input schemas: expose all configurable parameters (start_time, end_time, sample_rate, hop_length, n_fft, output_format, threshold, etc.) with type, description, and constraints (min/max, enum, pattern).
• Document output schemas for all tools. Specify return type (string path, object with fields, array of detections) and structure of each field. E.g., bioacoustics_predictor returns [{species: string, confidence: 0-1, timestamp_s: number}, ...].
• Add error handling: validate inputs early (file exists, format valid, range constraints), return actionable error messages ('File not found at /path/to/audio.wav. Ensure path is absolute and file is readable.'), and provide recovery hints for retryable errors.