algorithm_find
shallowio.github.pipeworx-io/algorithm-finder · Verify this server
Which algorithm, data structure or technique fits a computational problem. Describe the problem in words ("shortest route between two points with positive costs", "assign workers to jobs minimising cost", "find near-duplicate records", "schedule jobs to minimise lateness") and get the standard textbook methods (preconditions, worst-case / expected / amortized bounds, when to use and when not, alternatives, each fact cited to CLRS and other textbooks and to the NIST Dictionary of Algorithms and Data Structures), the open questions whose answers decide between them, Skiena Algorithm Repository problem pages, and recent research papers with dates from Hugging Face Papers and arXiv. want=common for textbook only, novel for recent papers only.
1 trials · measured today
algorithm_find scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.pipeworx-io/algorithm-finder, measured 20 Oct 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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