Agentic Keychain

Repo Cartographer benchmark evidence

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Evidence

LabelModelPairsSaving per run (95% CI)Cost reduction (median)Success without → withFixtures
KEYCHAIN TESTEDclaude-sonnet-530USD -0.0269 [USD -0.0531, USD -0.0008]-1%97% → 87%synthetic

Measured on the registry's fixtures. On this evidence the API answers do_not_recommend whatever your baseline: success with the capability is not shown to be at least as good (difference interval [-0.3321, 0.1641], margin 0.05).

Limitations the API states with these figures:

KEYCHAIN TESTED · claude-sonnet-5 · 2026-09-25T13:08:30Z

Suite
agentickeychain/repo-cartographer/synthetic-v1
Suite SHA-256
4d48582a3e896e067db08aec6a62ac33f556c67c1f365e6628a5cf8a3da2f133
Dataset SHA-256
b8744ea2e1cc2d403090ea086ba35f0eeb76a722d383af3e7b03433d1cc4490f
Evidence SHA-256
63bac5276fdf62aa059740b772c0aa5adbaf75a0eab9f00a9117ccebc01c118c
Valid pairs
30 (excluded 0)
Capability runs that failed in the runner
0 (counted as failures)
Pairs without a known cost
0 (left out of the cost figures)
Mean cost without / with
USD 0.1241 / USD 0.1510
Baseline cost range
USD 0.0627 – USD 0.3858
Token reduction (median)
0%
Tool-call reduction (median)
0%
Skill actually used
3%