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Powered by Payloop — LLM Cost Intelligence
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 66 (B-) is a weighted average across 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 15 (F).

Improving Migration from F to a B would add ~1 points to your overall score.

potpie.aismall

Potpie provides codebase agents for Q&A, debugging, low level design, test planning and coding. Create task-oriented custom Agents for your codebase in minutes.

5,283
571
Apache-2.0agentsai-agentsai-agents-frameworkartificial-intelligencedeveloper-tools

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

4 active signals across 4 categories

Optimization Opportunities
C+
3 issues found

2

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

Agent framework detected without guardrails — unbounded token burn risk

high
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

5,283

Stars

571

Forks

111

Open issues

35

Contributors

35

Commits / 30d

PythonTree-sitter QueryShellDockerfile

Languages

28

AI signals in issues

48.0/mo

Fork growth

Created 8/12/2024Updated 3/16/2026
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 66 (B-) is a weighted average across 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 15 (F).

Improving Migration from F to a B would add ~1 points to your overall score.

potpie.aismall

Potpie provides codebase agents for Q&A, debugging, low level design, test planning and coding. Create task-oriented custom Agents for your codebase in minutes.

5,283
571
Apache-2.0agentsai-agentsai-agents-frameworkartificial-intelligencedeveloper-tools

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

4 active signals across 4 categories

Optimization Opportunities
C+
3 issues found

2

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

Agent framework detected without guardrails — unbounded token burn risk

high
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

5,283

Stars

571

Forks

111

Open issues

35

Contributors

35

Commits / 30d

PythonTree-sitter QueryShellDockerfile

Languages

28

AI signals in issues

48.0/mo

Fork growth

Created 8/12/2024Updated 3/16/2026