agent-matrix-optimizer

Agent skill for matrix-optimizer - invoke with $agent-matrix-optimizer

1.40x

Quality

13%

Does it follow best practices?

Impact

87%

1.40x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

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npx tessl skill review --optimize ./.agents/skills/agent-matrix-optimizer/SKILL.md

Evaluation results

76%

15%

Matrix Solver Readiness Analysis Tool

Matrix property analysis workflow

Criteria

Without context

With context

Diagonal dominance check

100%

Symmetry check

100%

Condition number estimation

100%

Spectral gap computation

30%

70%

Dominance failure recommendation

41%

100%

Analysis-before-solve ordering

100%

Structured JSON report

80%

100%

Preprocessing phase present

10%

60%

Validation phase present

12%

Error handling

40%

Without context: $0.3832 · 1m 37s · 20 turns · 25 in / 6,168 out tokens

With context: $0.8339 · 3m 16s · 33 turns · 39 in / 12,716 out tokens

86%

41%

Large-Scale Sparse Linear System Solver

Sparse solver method and convergence parameters

Criteria

Without context

With context

COO format structure

50%

100%

Neumann series method

100%

Epsilon 1e-8

100%

MaxIterations 1000

100%

Pre-solve dominance check

100%

Preprocessing for non-dominant

20%

30%

Solution report output

100%

Error handling

62%

Analysis before solve ordering

100%

Validation phase

50%

Without context: $0.4393 · 1m 50s · 25 turns · 31 in / 6,157 out tokens

With context: $0.6508 · 2m 45s · 27 turns · 436 in / 9,548 out tokens

100%

19%

Sublinear Solution Entry Estimator

Targeted entry estimation parameters

Criteria

Without context

With context

Random-walk method

66%

100%

Epsilon 1e-6

16%

100%

Confidence 0.95

100%

Pre-estimation matrix analysis

100%

Diagonal dominance check

100%

Condition number estimation

100%

Entry-specific targeting

100%

Estimation report output

100%

Error handling

50%

100%

Analysis-before-estimation ordering

100%

Without context: $0.4364 · 2m 19s · 17 turns · 20 in / 8,709 out tokens

With context: $0.7714 · 3m 38s · 32 turns · 288 in / 10,722 out tokens

Repository: ruvnet/claude-flow
Commit: b2618f9

Evaluated: 17 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Matrix Solver Readiness Analysis Tool Large-Scale Sparse Linear System Solver Sublinear Solution Entry Estimator

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