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Independent project, not affiliated with Anthropic
mims-harvard avatar

Devtu Fix Tool

mims-harvard/tooluniverse
350 installs1.6k stars
Summary

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.

Install to Claude Code

npx -y skills add mims-harvard/tooluniverse --skill devtu-fix-tool --agent claude-code

Installs into .claude/skills of the current project.

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create and run specialised agents in minutes
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Files
SKILL.md

Select a file.

Featured
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Plug Mailtrap into your AI workflow and let it handle the email.
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Install now →
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Categories
Testing & QADebugging
First SeenJun 3, 2026
View on GitHub

More from mims-harvard/tooluniverse

All 68 skills →
  • Tooluniverse Drug Target Validation350
  • Tooluniverse Cancer Variant Interpretation346
  • Tooluniverse Precision Medicine Stratification346
  • Tooluniverse Crispr Screen Analysis344
  • Tooluniverse Gwas Snp Interpretation343
  • Tooluniverse Structural Variant Analysis341
  • Devtu Github338
  • Tooluniverse Adverse Event Detection336
  • Tooluniverse Gwas Trait To Gene333
  • Tooluniverse Gwas Finemapping332
  • Tooluniverse Phylogenetics332
  • Tooluniverse Immunotherapy Response Prediction330
  • Tooluniverse Multiomic Disease Characterization329
  • Tooluniverse Spatial Omics Analysis329
  • Tooluniverse Immune Repertoire Analysis328
  • Tooluniverse Gwas Study Explorer327
  • Tooluniverse Install Skills327
  • Tooluniverse Variant Analysis327
  • Tooluniverse Metabolomics326
  • Tooluniverse Variant Interpretation319
  • Tooluniverse Polygenic Risk Score318
  • Tooluniverse Single Cell293
  • Devtu Self Evolve280
  • Tooluniverse Custom Tool257

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