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shallow

io.github.mjaskolski/developer-toolkit-mcp · Verify this server

Search the AI Developer Toolkit documentation: 950+ guides on Cursor, Claude Code and OpenAI Codex, covering setup, agent workflows, hooks, MCP, testing, CI and deployment, in English and Polish. Returns ranked results; pass a result id to `fetch` for the full text.

100.0/100

1 trials · measured 8 days ago

search scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.mjaskolski/developer-toolkit-mcp, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
self-provisionable
Category
Communication
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: search
[![Vouch score](https://vouch.tools/api/tools/5f04f83a-45e8-4540-8ae7-ced085bccc29/badge.svg)](https://vouch.tools/tools/5f04f83a-45e8-4540-8ae7-ced085bccc29)
search — Vouch