
Devtu Fix Tool
This is a systematic debugger for ToolUniverse framework tools that fail tests or throw errors. It walks through verification, diagnosis, and fixes for common patterns like JSON parsing errors on binary responses, schema mismatches when the data wrapper is missing, and nullable field validation failures. The approach is opinionated about root cause fixes over workarounds, like validating parameters upfront instead of adding helpful error messages after the fact. It includes a lookup table showing exactly which files to edit for each issue type and emphasizes verifying bugs via CLI before fixing them, since many agent reported bugs are false positives from MCP interface confusion. Useful when dealing with schema validation hell or flaky API integrations in the ToolUniverse ecosystem.
- skills.sh installs
- 380
- GitHub stars
- 1.8K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add mims-harvard/tooluniverse --skill devtu-fix-tool --agent claude-codeInstalls into .claude/skills of the current project.
Files
This is a systematic debugger for ToolUniverse framework tools that fail tests or throw errors. It walks through verification, diagnosis, and fixes for common patterns like JSON parsing errors on binary responses, schema mismatches when the data wrapper is missing, and nullable field validation failures. The approach is opinionated about root cause fixes over workarounds, like validating parameters upfront instead of adding helpful error messages after the fact. It includes a lookup table showing exactly which files to edit for each issue type and emphasizes verifying bugs via CLI before fixing them, since many agent reported bugs are false positives from MCP interface confusion. Useful when dealing with schema validation hell or flaky API integrations in the ToolUniverse ecosystem.
Browse the repository on GitHubSponsors
Details
- Repository
- github.com/mims-harvard/tooluniverse
- Categories
- Testing & QA, Debugging
- First seen
- Jun 3, 2026
More from mims-harvard/tooluniverse
All 68- Tooluniverse Precision Medicine Stratification377
- Tooluniverse Gwas Snp Interpretation376
- Tooluniverse Crispr Screen Analysis375
- Tooluniverse Structural Variant Analysis374
- Tooluniverse Variant Analysis373
- Tooluniverse Adverse Event Detection371
- Devtu Github365
- Tooluniverse Gwas Trait To Gene365
- Tooluniverse Phylogenetics365
- Tooluniverse Gwas Finemapping364
- Tooluniverse Spatial Omics Analysis363
- Tooluniverse Immunotherapy Response Prediction362
- Tooluniverse Immune Repertoire Analysis361
- Tooluniverse Install Skills361
- Tooluniverse Multiomic Disease Characterization360
- Tooluniverse Gwas Study Explorer359
- Tooluniverse Metabolomics358
- Tooluniverse Variant Interpretation353
- Tooluniverse Polygenic Risk Score351
- Tooluniverse Single Cell342
- Devtu Self Evolve310
- Tooluniverse Custom Tool290
- Devtu Code Optimization268
- Protein Interaction Network Analysis