find_tools
shallowio.github.thaohienhomes/pho-research-tools · Verify this server
Find research software for a task from the bio.tools registry (ELIXIR), check each tool's licence, verify the paper behind it (DOI, retractions, corrections), label whether it is still maintained, and give the install line. Describe the task (e.g. "cluster single-cell RNA-seq data") and optionally the file format the data is in (e.g. H5AD, FASTQ, VCF); tools that list that format as an input are favoured. Each result has a match level, a plain-language licence verdict, the paper and whether it checks out, a maintenance label (active, idle, stale, archived) read from the linked GitHub repository, and an install line built from a PyPI, Bioconda, Bioconductor, CRAN or GitHub link the registry lists. Every identifier and command comes from the registry's own records; nothing is generated. The `why` field lists the facts behind the match: explain the fit in your own words from those facts, and say plainly when no tool matched. Pass `keywords` with English words when the task is long or not in English. Licence verdicts come from registry and repository metadata and are not legal advice.
1 trials · measured today
find_tools scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.thaohienhomes/pho-research-tools, 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
- open
- 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/6cf3122e-b20f-42b8-9b63-803309c1141d)