Memory Kernel

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Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/artem362-memory-kernel

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What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools

5 read · 3 write · 0 delete

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Python package

Tools (8)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• memory_build_contextBuild a context packread-only

  Assemble a compact, budget-limited context pack for the current task. Returns a single rendered block sized to fit ``budget_chars`` that you can drop straight into a prompt. Near-duplicate memories are dropped so the pack carries distinct signal. Prefer this over raw search when you want a ready-to-inject summary rather than a list to reason over. Returns a JSON object with 'budget_chars', 'used_chars', 'items', and 'rendered' (the text block to inject). On failure: "Error: <message>".

• memory_forgetArchive (soft-forget) a memory

  Archive a memory so it stops surfacing in recall, while keeping it recoverable. This is a soft forget, not a delete: the memory is hidden from search, context, wake-up, and list, but the data is preserved and a human can bring it back from the CLI (`memory-kernel restore`). Use this when a memory is stale or no longer relevant. Hard deletion is not available over MCP. Returns a confirmation, or a not-found message. On failure: "Error: <message>".

• memory_ingestIngest raw text into structured memories

  Split raw notes or a transcript into structured memories and save them. Use this to capture a chunk of conversation, meeting notes, or planning text without structuring it yourself. Each segment gets an inferred kind, title, tags, importance, and certainty. Deduplication applies per segment. Returns a summary of how many memories were stored (created vs updated) followed by one line per memory. On failure: "Error: <message>".

• memory_listList recent memoriesread-only

  List recent memories (most recently updated first) with optional filters. Use this to browse what is stored rather than to answer a specific query. Archived and superseded memories are excluded. Returns a markdown list or JSON array of memory records. On failure: "Error: <message>".

• memory_rememberSave a precise memory

  Save one well-formed memory to the local store. Use this when you already know exactly what to remember (a decision, a constraint, a user preference, a fact). The store deduplicates: saving the same memory again merges into the existing record, so repeated calls are safe. Returns a confirmation with the stored memory id and whether it was 'created' or 'updated'. On failure: "Error: <message>".

• memory_searchSearch memoriesread-only

  Find the few memories most relevant to a query. Ranking is deterministic (lexical match, importance, certainty, recency, access frequency). Ukrainian inflections are bridged: a query like 'рішення' also matches stored 'вирішили'. Archived and superseded memories are excluded. Returns a markdown list (title, kind/scope, id, excerpt, metadata) or a JSON array of full memory records. On failure: "Error: <message>".

• memory_statsMemory store statisticsread-only

  Report store statistics: total count, breakdown by kind and scope. Pass ``since`` ('7d' or an ISO date) to also get recent-activity counts. Returns a markdown summary or JSON object with totals and breakdowns. On failure: "Error: <message>".

• memory_wake_upBuild a wake-up packread-only

  Build a small 'hot memory' pack to load at the start of a session. Returns the most important/certain/recent memories with no query, sized to ``budget_chars``. Use this once when a session begins to prime the agent. Returns a JSON object with 'budget_chars', 'used_chars', 'items', and 'rendered'. On failure: "Error: <message>".

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Stars

3

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0

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Weekly downloads

45

Last commit

Jun 15, 2026 (4 months ago)

Last release

Jun 12, 2026 (4 months ago)

Last package publish

Jun 15, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name

io.github.Artem362/memory-kernel

Version

0.3.2

Auth

No auth

Packages

pypi amormorri-memory-kernel

License

Apache-2.0

Repository

github.com/Artem362/memory-kernel

First seen

Oct 24, 2026

Last checked

Nov 1, 2026

Source

Official MCP Registrygithub-graphql