ateam_log_lesson

shallow

io.github.ariekogan/ateam-mcp · Verify this server

Record ONE lesson this run learned, so the NEXT run does not relearn it. A building agent starts every run empty — it does not know which tool misled the last run or the workaround that got past it. Log a lesson the moment a tool misleads you AND you find a way through. APPEND-ONLY. You cannot edit or delete earlier lessons, and you do not supply the timestamp — the server stamps it, so it cannot be forged. PROVENANCE CAVEAT, stated because the earlier wording over-promised: `job_id` and `actor` are recorded ONLY when the caller supplies x-adas-job-id / x-adas-actor-id. An agent calling this tool does not, so those fields are usually null — a lesson cannot currently be traced back to the run that produced it, and the file cannot tell 'three runs hit this' from 'one run hit it three times'. Do not put a job id in `error` to compensate; keep that field verbatim. LOG ONLY WHAT YOU OBSERVED. Quote the error VERBATIM; never paraphrase it and never write a theory about platform internals. A wrong lesson is worse than no lesson, because the next run cannot check it and will act on it. Use kind='misleading_success' when a call REPORTED success while the thing you wanted did not happen — that class is the most expensive to rediscover and it is invisible to a failures-only log.

100.0/100

1 trials · measured 27 days ago

ateam_log_lesson scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.ariekogan/ateam-mcp, measured 11 Sept 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 + stdio
Credential class
unreachable
Category
Developer infrastructure
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-09-11100.0shallowv0.2.0

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: ateam_log_lesson
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ateam_log_lesson — Vouch