match_tools
shallowai.inite/atlas · Verify this server
Find AI tools that fit a described job, from the INITE Atlas - ten thousand tools re-read every week, ranked by measured use rather than votes. Describe the job in a sentence or two with any constraint that matters (self-hosted, an API, a free plan, a budget, who will use it). Returns up to five tools, each with which stated requirements it meets, which it does not, and which were not measured. No overall match percentage on purpose: the answers are typed, not scored. Free; twenty a day per address or account.
1 trials · measured today
match_tools scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.inite/atlas, 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/f32c1878-1916-4c67-a6f0-696ab316850c)