LabscoMCP early access ↗
AIAppsAPIMCP SERVER · OFFICIAL PROJECT

Adaptive Recall

Hosted long-term memory that runs four retrieval strategies in parallel and learns which one to trust.

by AIAppsAPI ↗Agent Memory✓ Official

LABSCO SUMMARY

The lifecycle is the differentiator, not the search.

Plenty of memory servers embed and retrieve. Here a memory has a state that moves: confidence rises when something else corroborates it, falls when it does not, and unused memories fade. That is what stops a store filling with things that were true once. Note the split in memory types — a procedure or a script reference is static and should not decay, and choosing the wrong type is the mistake that will make recall behave oddly.

What it is

A managed memory service reachable over MCP or REST. Stored memories are embedded, mined for entities and relationships, and retrieved by four strategies at once — vector similarity, temporal recency, keyword search and graph traversal — with the system learning which to weight for each kind of query.

What you get

  • store saves a memory, generating embeddings and extracting entities automatically
  • recall searches with multi-strategy retrieval and cognitive scoring, ranked by an activation model drawn from cognitive science that factors in recency, access frequency, entity connections and validated confidence
  • update modifies a memory and re-embeds it if the content changed; forget removes one by id or by closest match to a query
  • graph traverses entity relationships by name and depth
  • status reports memory counts, confidence distribution and detected knowledge gaps; snapshot gives a formatted overview organised by type
  • Memory types change how a memory is managed: general_knowledge and user_knowledge evolve, gaining and losing confidence over a lifecycle, while callable_scripts, work_project, cross_reference and learned_procedure are static reference
  • Every action is also an HTTP endpoint, so the same store is reachable from code that is not an MCP client

Requirements

An account at adaptiverecall.com, which issues a server URL and an API key; the free tier is enough to start. Add it as an HTTP MCP server with the key in an Authorization bearer header — Claude Code, Codex, Cursor and Gemini CLI configurations are all documented. The registry entry names ADAPTIVE_RECALL_API_KEY as a required secret and the npm package adaptive-recall, version 1.0.1.

Setup effort

Get your endpoint, then paste it — add your endpoint to your client

See installation options