emem_intent

shallow

io.github.Vortx-AI/emem · Verify this server

Say what you want in one typed object and get the answer, without choosing a primitive. `type` is a tagged union: it selects the intent AND decides which other fields are read, so send only the fields its row needs. The plan is EXECUTED in the same call, so you receive the result (the resolved cell64, the similarity, the delta, the verdict), not a list of calls to make yourself. type | needs | optional | answers where_is | description | | cell64 for a named place what_is_here | cell OR place | description | what is attested at a location is_like | a, b | | cosine similarity of two cells did_change | cell, band, window | | delta for one band over [start,end] tslots find_like | key | k, filter | nearest cells by embedding confirm | claim, cell | | verdict plus the signed facts behind it ask | description | place/cell/lat+lng | free-text question, packaged answer An unknown or missing `type` returns a structured `needs_intent_type` envelope naming the seven values rather than a hard error, so you can correct it on the next turn. When to use: Call when the user's question maps cleanly onto one of the seven rows above and you would rather state the goal than pick a primitive. Reach past it for anything else: a specific band at a cell is emem_recall, a region is emem_recall_polygon, and a free-text place question with no obvious primitive is emem_ask directly (type:"ask" here just forwards to it). `window` takes tslots, not dates: get valid ones from emem_trajectory first. A tool this router names but `tools/list` does not show is NOT a dead end: every one of the 107 dispatches by name at `/mcp` and `/mcp/full`, so call `emem_trajectory` or `emem_recall_polygon` directly. The core list is 16 to keep the per-request catalog small, not to fence the rest off; `emem_tools` enumerates them. Example arguments: {"type":"did_change","cell":"damO.zb000.xUti.zde78","band":"indices.ndvi","window":[20245,20620]}

100.0/100

1 trials · measured 8 days ago

emem_intent scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Vortx-AI/emem, 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 + stdio
Credential class
self-provisionable
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: emem_intent
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emem_intent — Vouch