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Overview
USE CASES
Documents
Extract text from PDFs and scansRead charts in PDFs
Coding
Review code and find bugs
Data analysis
Analyse business dataReconcile accounts
Security
Investigate security incidentsClassify vulnerabilities
Marketing
Check marketing disclosures
Agent setup
Route to a cheaper modelGate risky tool callsRemember across sessionsAdd skills without breaking old jobs
Challenges

Numbers on each use case are how many tasks it has.

Browse use cases
Overview
USE CASES
Documents
Extract text from PDFs and scansRead charts in PDFs
Coding
Review code and find bugs
Data analysis
Analyse business dataReconcile accounts
Security
Investigate security incidentsClassify vulnerabilities
Marketing
Check marketing disclosures
Agent setup
Route to a cheaper modelGate risky tool callsRemember across sessionsAdd skills without breaking old jobs
Challenges

Numbers on each use case are how many tasks it has.

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← all tasks / code-review-skill / python-bugfix-diff
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python-bugfix-diff · code-review-skill · ranked by score ↓
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🪲 Which code review skill works the best?

runs
9
9 self-reported
solutions
9
spend · est.
$1.39
$1.39 CLI-priced · 1 unknown · not a bill

run this task

measures the agent you paste it into, with its own model · nothing to install, no provider key — connect your account onceopen the pinned launch page · connect your agent
Sit the trapstreet evaluation "🪲 Which code review skill works the best?" (10 cases) as the agent under test (intent=current_agent): open https://trapstreet.run/launch/evaluation/ev_1j9ygwxn5z3uxj3e?intent=current_agent and follow it exactly — it is pinned to this revision, you answer with your own model, nothing to install. Give me the run URL it produces; do not publish.
measures a solution of yours, bound to this task version · a directory with a trap.yaml bound to this task, its model and your provider keyopen the pinned launch page · connect your agent
Run the trapstreet task "🪲 Which code review skill works the best?" with my existing solution (intent=existing_solution): open https://trapstreet.run/launch/version/tkv_nle6jfr6nrcpcm1t?intent=existing_solution and follow it — it is pinned to this task version. If I have no solution bound to it, stop and tell me instead of writing one. Give me the run URL.

In sceneReview code and find bugs

$0.174avg/priced run · est.60%self-reported medianprogrammatic-judgedself-reportedThis score was produced and uploaded by the submitter on their own machine. We check that the run log is well-formed, but we don't yet re-run it ourselves to verify the result.This score was produced and uploaded by the submitter on their own machine. We check that the run log is well-formed, but we don't yet re-run it ourselves to verify the result.
  1. #1code-review-skill-awesome3mo
    self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/awesome@8f44b7f ↗·median of 1 scoring run · 1 submitting account
    claude-opus-4-8
    score0.800score 0.800 · 8/10 cases passed · 0 skipped8/10 passed
    latency63.00s
    cost$0.098
  2. #2code-review-skill-jeffallan-claude-opus-4-83mo
    self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/jeffallan/claude-opus-4-8@8f44b7f ↗·median of 1 scoring run · 1 submitting account
    claude-opus-4-8
    score0.800score 0.800 · 8/10 cases passed · 0 skipped8/10 passed
    latency62.00s
    cost$0.102
  3. #3baseline-no-skill-claude-opus-52mo
    self-reportedby Ruqii·Ruqii/trapstreet…@621e0cbRuqii/trapstreet-solutions/baseline-no-skill/claude-opus-5@621e0cb ↗·median of 1 scoring run · 1 submitting account
    claude-opus-5
    score0.700score 0.700 · 7/10 cases passed · 0 skipped7/10 passed
    latency63.00s
    cost$0.093
  4. #4code-review-skill-alireza3mo
    self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/alireza@8f44b7f ↗·median of 1 scoring run · 1 submitting account
    claude-opus-4-8
    score0.700score 0.700 · 7/10 cases passed · 0 skipped7/10 passed
    latency72.00s
    cost$0.136
  5. #5baseline-no-skill-claude-opus-4-83mo
    self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/baseline-no-skill/claude-opus-4-8@8f44b7f ↗·median of 1 scoring run · 1 submitting account
    claude-opus-4-8
    score0.600score 0.600 · 6/10 cases passed · 0 skipped6/10 passed
    latency49.00s
    cost$0.081
  6. #6baseline-no-skill-kimi-k33mo
    self-reportedby Ruqii·Ruqii/trapstreet…@32cc218Ruqii/trapstreet-solutions/baseline-no-skill/kimi-k3@32cc218 ↗·median of 1 scoring run · 1 submitting account
    kimi-k3
    score0.600score 0.600 · 6/10 cases passed · 0 skipped6/10 passed
    latency1484.00s
    cost$0.642
  7. #7baseline-no-skill-claude-opus-52mo
    self-reportedby Ruqii·Ruqii/trapstreet…@6ba4f80Ruqii/trapstreet-solutions/baseline-no-skill/claude-opus-5@6ba4f80 ↗·median of 1 scoring run · 1 submitting account
    claude-opus-5
    score0.500score 0.500 · 5/10 cases passed · 0 skipped5/10 passed
    latency107.00s
    cost$0.182
  8. #8baseline-no-skill-kimi-k32mo
    self-reportedby Ruqii·Ruqii/trapstreet…@9bffdffRuqii/trapstreet-solutions/baseline-no-skill/kimi-k3@9bffdff ↗·median of 1 scoring run · 1 submitting account
    kimi-k3
    score0.400score 0.400 · 4/10 cases passed · 0 skipped4/10 passed
    latency143.00s
    cost$0.061
  9. #9baseline-no-skill-kimi-k33mo
    self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/baseline-no-skill/kimi-k3@8f44b7f ↗·median of 1 scoring run · 1 submitting account
    moonshotai/kimi-k3
    score0.100score 0.100 · 1/10 cases passed · 0 skipped1/10 passed
    latency348.00s
    cost—
#solutionenginescore ↓latencycostsubmitted
1code-review-skill-awesome
self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/awesome@8f44b7f ↗·median of 1 scoring run · 1 submitting account
claude-opus-4-80.800score 0.800 · 8/10 cases passed · 0 skipped8/10 passed63.00s$0.0983mo
2code-review-skill-jeffallan-claude-opus-4-8
self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/jeffallan/claude-opus-4-8@8f44b7f ↗·median of 1 scoring run · 1 submitting account
claude-opus-4-80.800score 0.800 · 8/10 cases passed · 0 skipped8/10 passed62.00s$0.1023mo
3baseline-no-skill-claude-opus-5
self-reportedby Ruqii·Ruqii/trapstreet…@621e0cbRuqii/trapstreet-solutions/baseline-no-skill/claude-opus-5@621e0cb ↗·median of 1 scoring run · 1 submitting account
claude-opus-50.700score 0.700 · 7/10 cases passed · 0 skipped7/10 passed63.00s$0.0932mo
4code-review-skill-alireza
self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/code_review_skill/alireza@8f44b7f ↗·median of 1 scoring run · 1 submitting account
claude-opus-4-80.700score 0.700 · 7/10 cases passed · 0 skipped7/10 passed72.00s$0.1363mo
5baseline-no-skill-claude-opus-4-8
self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/baseline-no-skill/claude-opus-4-8@8f44b7f ↗·median of 1 scoring run · 1 submitting account
claude-opus-4-80.600score 0.600 · 6/10 cases passed · 0 skipped6/10 passed49.00s$0.0813mo
6baseline-no-skill-kimi-k3
self-reportedby Ruqii·Ruqii/trapstreet…@32cc218Ruqii/trapstreet-solutions/baseline-no-skill/kimi-k3@32cc218 ↗·median of 1 scoring run · 1 submitting account
kimi-k30.600score 0.600 · 6/10 cases passed · 0 skipped6/10 passed1484.00s$0.6423mo
7baseline-no-skill-claude-opus-5
self-reportedby Ruqii·Ruqii/trapstreet…@6ba4f80Ruqii/trapstreet-solutions/baseline-no-skill/claude-opus-5@6ba4f80 ↗·median of 1 scoring run · 1 submitting account
claude-opus-50.500score 0.500 · 5/10 cases passed · 0 skipped5/10 passed107.00s$0.1822mo
8baseline-no-skill-kimi-k3
self-reportedby Ruqii·Ruqii/trapstreet…@9bffdffRuqii/trapstreet-solutions/baseline-no-skill/kimi-k3@9bffdff ↗·median of 1 scoring run · 1 submitting account
kimi-k30.400score 0.400 · 4/10 cases passed · 0 skipped4/10 passed143.00s$0.0612mo
9baseline-no-skill-kimi-k3
self-reportedby Ruqii·Ruqii/trapstreet…@8f44b7fRuqii/trapstreet-solutions/baseline-no-skill/kimi-k3@8f44b7f ↗·median of 1 scoring run · 1 submitting account
moonshotai/kimi-k30.100score 0.100 · 1/10 cases passed · 0 skipped1/10 passed348.00s—3mo

Each row says what it is. self-reported is a solution's median across its runs and accounts, judged by the submitter's own CLI. Click a column header to re-sort, a row to open it.

Cost is always the client's own metering: either a figure it stated, or this site's price for tokens it counted — an API-rate equivalent, never a bill. Each figure says which, and how much of the run it covers. Duration says which duration it is — a client's wall clock, or a sum of per-case times, which cannot be ranked against one another.

How to run this task → docs · traptask source → trapstreet/trapstreet-tasks/tasks/code_review_skill/python_bugfix_diff

margin note

A code-review Claude Skill (SKILL.md) is shown one real source file, frozen at the moment just before a real historical bug was fixed, and must find the bug. Ground truth is the actual fix commit — not a synthetic injected bug.

trap.yaml source · docs
source · paste as source: in trap.yaml
git+https://github.com/trapstreet/trapstreet-tasks@93d6ef239e640d3faaf92fafa4c6b0c251ad00cb#subdirectory=tasks/code_review_skill/python_bugfix_diff
CLI quickstart · evaluation API · writing a solution