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Reproducibility Manifest Builder
x402
Reproducibility Manifest Builder is a paid API for AI agents from www.mahastrategies.com, paid per call via x402, $0.064/call, status unknown (last checked 2026-10-16).
Builds a stable hashed manifest of bounded public/synthetic artifact contents, declared dependencies, algorithm version, seed, and parameters, with dependency cycle and duplicate detection.
Price / call$0.064
Success—
StatusUnknown
How this service works
Build a stable hashed manifest of bounded public/synthetic artifact contents, declared dependencies, algorithm version, seed, and parameters. Verify declared content hashes; reject duplicate/dangling dependencies and cycles. No artifact fetching, execution replay, signing, or authenticity guarantee.
Output
Returns a versioned manifest object including an inputDigest, receiptDigest, offerId, boundaries array, and result object. The manifest encodes validated content hashes, confirmed dependency graph integrity (no cycles or duplicates), and the declared algorithm version, seed, and parameters — but does not fetch artifacts, execute code, or provide cryptographic signing.
Example use cases
ML experiment reproducibility audit
“Create a reproducibility manifest for my ML training run 'train-run-007', algorithm version 'xgboost-3.1.0', seed 12345, data class 'public', with the artifact list and hyperparameter declarations I have — make sure there are no duplicate or dangling dependencies.”
Synthetic dataset pipeline verification
“I have a synthetic data generation pipeline, run ID 'synth-pipeline-42', algorithm version 'datagen-v1.0', seed 9999, and I need a hashed manifest of all the artifacts and parameters with dependency cycle detection before I share it with collaborators.”
Scientific reproducibility record for publication
“Build a manifest for my scientific computation run 'climate-model-run-3', algorithm version 'climsim-2.0', seed 0, data class 'public', covering all my declared artifacts and parameters — I need to verify the content hashes and confirm there are no cycles in the dependency graph for my paper's supplementary materials.”
Technical details
Endpoint
POSThttps://www.mahastrategies.com/api/v1/micro/reproducibility-manifest-builder?utm_source=zero.xyzWhen to prefer
Use this endpoint when you need a lightweight, deterministic, hashed manifest of a computation run's declared artifacts, parameters, seed, and algorithm version — especially when you need dependency graph validation (cycle and duplicate detection) without artifact fetching or code execution. Ideal for scientific reproducibility workflows, ML experiment tracking, and data provenance auditing where the artifacts are public or synthetic and you need a stable integrity record rather than a cryptographic signature.
Side effects
- Artifact array exceeds 64 items — request rejected
- Declared content hashes fail verification — manifest rejected
- Dependency graph contains cycles — request rejected with cycle details
- Duplicate dependencies detected — request rejected
- Parameters array exceeds 32 items — request rejected
- runId or algorithmVersion exceeds 80 character limit — validation error
- seed value outside 0–4294967295 range — validation error
- dataClass not 'public' or 'synthetic' — enum validation error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| inputrequired | object | |
| output | object |
Tags
x402
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