improve_prompt
shallowio.github.Toinedotcom/toolforte · Verify this server
Rewrite a rough prompt for an AI model into one that gets better results: a clear role, the task, the context the model is missing, constraints, the output format, and an example when that helps. Returns the improved prompt, a list of what changed and why, and tips for iterating. Works for ChatGPT, Claude, Gemini and open models; say which one if it matters. Costs one AI generation (10 credits) with an API key; a few free demo calls per day without one. Same result as POST /api/v1/ai/prompt-improve.
1 trials · measured 27 days ago
improve_prompt scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Toinedotcom/toolforte, measured 11 Sept 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
- unreachable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-09-11 | 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/f80dbca9-99f9-461e-966e-64bf6dd14c77)