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Technikhighknee

insight

by Technikhighknee

A toolbelt of MCP server that help agents to work with code.

0🍴 0📅 Dec 4, 2025

SKILL.md


name: insight description: "Understand code in one call. Structure, relationships, history - all at once." allowed-tools: mcp__insight__insight, mcp__insight__suggest_refactoring

insight

One call to understand anything. No more 5+ tool calls to figure out what a file does.

First: insight

insight({ target: 'src/TaskRunner.ts' })

Returns everything you need:

  • Structure (symbols, imports, exports)
  • Relationships (callers, callees, dependencies)
  • Recent changes (git history)
  • Metrics and notes

Why This Wins

The ProblemMultiple Toolsinsight Solution
Understand a filelist_symbols + get_imports + git_log + ...One insight call
Understand a classread_symbol + get_callers + find_references + ...One insight call
Understand a moduleRead each file + trace dependencies + ...One insight call

What You Get

For a File

  • Language and summary
  • All symbols with kinds and lines
  • Imports and exports
  • Who imports this file
  • Recent git changes
  • Complexity metrics
  • Notes (warnings, suggestions)

For a Directory

  • Summary of the module
  • Files and subdirectories
  • Entry points (index files)
  • Key exported symbols
  • External and internal dependencies
  • Recent changes across all files

For a Symbol

  • Kind, file, line
  • Code (truncated for large symbols >50 lines)
  • Function signature
  • Methods section for classes (constructors and methods)
  • What it calls (filtered - excludes noisy built-ins like push, map, slice)
  • What calls it
  • Related symbols in same file
  • Recent changes

Smart Handling

  • Ambiguous names: Shows disambiguation when multiple symbols match
  • Better errors: Suggests similar symbols when exact match not found
  • Large code: Truncated with line count to prevent context overflow

Examples

Understand a file

insight({ target: 'src/server.ts' })
insight({ target: 'packages/syntax/src/tools/listSymbols.ts' })

Understand a directory

insight({ target: 'src/utils' })
insight({ target: 'packages/task-runner' })

Understand a symbol

insight({ target: 'TaskRunner' })
insight({ target: 'handleRequest' })

Options

OptionDefaultDescription
includeCodetrueInclude source code in output
maxChanges5Max recent git commits to show

When to Use

  • Starting work on unfamiliar code
  • Before making changes (understand impact)
  • Reviewing what a module does
  • Getting oriented in a new codebase

suggest_refactoring

Find tech debt and improvement opportunities before you start working.

suggest_refactoring({ target: 'src/api.ts' })

Returns prioritized suggestions:

  • High Priority - Should fix now (long functions, high coupling)
  • Medium Priority - Worth addressing (large files, many symbols)
  • Low Priority - Nice to have (naming, minor cleanup)

What It Detects

IssueDetectionSuggestion
Long functions (>50 lines)Code analysisExtract smaller functions
Large files (>500 lines)MetricsSplit into modules
High coupling (>15 imports)Import analysisReduce dependencies
Unused functionsCall graphRemove dead code
Complex symbols (many callees)Call analysisSimplify
Poor namingPattern matchingRename suggestions

Focus Your Analysis

suggest_refactoring({ target: 'src/', focus: 'coupling' })
suggest_refactoring({ target: 'src/', focus: 'complexity' })
suggest_refactoring({ target: 'src/', focus: 'unused' })

Focus options: all, complexity, coupling, unused, tests, naming

When to Use suggest_refactoring

  • Before major changes - understand existing tech debt
  • Code review - get automated quality feedback
  • Planning refactoring - prioritize what to fix
  • Learning a codebase - find the problem areas

Derived, Not Stored

Everything is computed fresh from current code. Never stale.

Score

Total Score

60/100

Based on repository quality metrics

SKILL.md

SKILL.mdファイルが含まれている

+20
LICENSE

ライセンスが設定されている

+10
説明文

100文字以上の説明がある

0/10
人気

GitHub Stars 100以上

0/15
最近の活動

3ヶ月以内に更新がある

0/10
フォーク

10回以上フォークされている

0/5
Issue管理

オープンIssueが50未満

+5
言語

プログラミング言語が設定されている

+5
タグ

1つ以上のタグが設定されている

0/5

Reviews

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Reviews coming soon