parse_get_topic
shallowgl.parse/mcp · Verify this server
Use when the user asks which brands AI recommends for something buyers ask about, or wants the topic behind a question. Takes a topic id from parse_search, or a question's slug. Returns the topic's name, its market, the questions it is asked as and the brands AI mentions for it, in the order its page ranks them, with the dates and the number of answers counted. Next: parse_check_brand for one of those brands, or parse_search on the market for nearby topics.
1 trials · measured today
parse_get_topic scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against gl.parse/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
- open
- Category
- Communication
- 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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[](https://vouch.tools/tools/f316d694-0888-4908-a2a4-6e216c2c84c2)