lookup_naics
shallowio.github.matchawards/matchawards-mcp · Verify this server
Use this when the user describes a line of work in words and a NAICS code is needed, or asks what a code or code prefix covers. query is words (2 to 100 characters; common terms such as cybersecurity or janitorial list their usual codes first) or 2 to 6 digits (every six-digit code starting with them). limit is 1 to 25, default 10. Pass the codes as naics to search_contracts, search_grants, search_jobs or search_awards. Print each opportunities_url that is set as a markdown link. Do not use for searching opportunities or awards themselves (the search tools take the codes).
1 trials · measured today
lookup_naics scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.matchawards/matchawards-mcp, 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 + stdio
- 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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