| name | openviking-memory |
| description | Recall and persist long-term memory through the OpenViking MCP tools. Use at the start of any substantive task (coding, configuration, debugging, multi-step or tool-based work) to retrieve relevant prior knowledge with find/search/read, and during or after work to persist durable facts, preferences, decisions, and lessons with remember/write. Do not use for casual chat or simple factual questions the model can answer directly. |
OpenViking Memory
OpenViking is a long-term semantic memory store addressed by viking:// URIs.
This client has no lifecycle hooks, so nothing is recalled or captured
automatically — you drive both halves of the loop with the openviking MCP
tools:
- Recall:
find, search, read, list, tree, grep, glob
- Persist:
remember, write, edit, add_resource
- Maintain:
forget, health
Use only the tools the session actually registered — the exact set depends on
the server version, and tree, write, and edit are absent on older
deployments. If no OpenViking tools are registered at all, continue without
memory. Do not fabricate tool calls or fall back to raw HTTP.
Recall: at task start
- Decide whether the request warrants memory. Retrieve for executable or
multi-step work, anything touching a system you may have seen before, and
recovery from failures. Skip retrieval for small talk and one-off trivia.
- Build one concise query from the task goal, domain objects, intended
operation, and constraints. After a failure, include the failed operation
and the stable part of the error message.
- Call
find (fast, ranked results with URI + abstract + score) with
limit around 5-10. Use search when deeper intent analysis helps, or use
search with mode="context" for a server-assembled, token-budgeted
context block. In list mode, scope with target_uri when you know where to look, e.g.
viking://user/memories/experiences for prior task experience.
- Judge results by task and environment fit, not title similarity.
read the
one to three exact file URIs likely to change how you execute. Ignore
sidecar files such as .abstract.md, .overview.md, and
.relations.json.
- If nothing relevant comes back, proceed without memory. Make at most one
focused follow-up search when execution fails for a materially new reason.
Treat retrieved memory as advisory. Priority order: system and developer
instructions, the current user request, current environment and tool evidence,
then memory. Verify commands, paths, and versions against the present task;
prior success never authorizes a destructive action now.
Persist: during and after work
Because capture is not automatic here, durable information is lost unless you
store it. When you encounter something worth keeping, persist it in the same
session:
remember(messages) — the default. Pass the key exchange or a short factual
summary as role-tagged messages; the server extracts and files memories
(preferences, entities, events, experience) on its own. Use it when the user
says "remember this", states a lasting preference or decision, or when a
hard-won lesson (root cause, working procedure, environment quirk) emerges.
write(uri, content) / edit — when you need an exact document at a known
location, such as curated notes under viking://user/ or shared reference
material under viking://resources/. Prefer edit over rewriting whole
files. If neither tool is registered, fall back to remember.
add_resource — to import external documents or URLs as searchable
resources.
What to persist: stable preferences and conventions, environment facts,
decisions with their rationale, and reusable procedures or fixes. What not to
persist: secrets and credentials, transient state, speculation, or bulk
transcript dumps — store conclusions, not scrollback.
Example
User asks to fix a failing deployment:
find with query deployment image pull failure private registry,
target_uri: "viking://user/memories/experiences".
read the most relevant experience URI; check its assumptions against the
current cluster before applying its steps.
- Fix the issue, verify the live result.
remember a short summary of the root cause and the working fix so the
next session can recall it.