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Turbo Quant Memory

Local-first memory and knowledge graph for coding agents.

Connector by Lexus2016 · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)★ 9
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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/lexus2016-turbo-quant-memory

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Local-first memory and knowledge graph for coding agents. Compact retrieval, no network.

Use cases: agent-memory, knowledge-base

Reviews

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Permissions

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

Tools
12 read · 5 write · 3 delete · 4 not yet classified
Secrets
1 (API keys, tokens or passwords)
Install scripts
None found
Runs as
Python package

Tools by what they do 24

Read from the source code; the running server may list different tools.

Read 12 · Look things up without changing anything.

  • announce_work
  • file_history
  • get_related_entities
  • get_secret
  • health
  • lint_knowledge_base
  • list_scopes
  • list_secrets
  • recent_context
  • semantic_search
  • server_info
  • workspace_status

Write 5 · Create, change, send or run things.

  • index_paths
  • link_entities
  • remember_note
  • restore_file
  • set_secret

Delete 3 · Delete, drop, revoke or wipe things.

  • delete_secret
  • finish_work
  • unlink_entities

Not yet classified 4 · We could not tell from the name and description.

  • deprecate_note
  • hydrate
  • promote_note
  • self_test

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • TQMEMORY_SECRETS_PASSPHRASE

Other settings (environment variables or headers).

  • TQMEMORY_EMBEDDING_BACKEND
  • TQMEMORY_FTS_LANGUAGE
  • TQMEMORY_MIGRATE_ON_STARTUP

Network hosts it talks to 2

  • github.com · found in code
  • glama.ai · found in code

Files it touches

  • /Users/admin/_Projects/turbo_quant_mcp_memory
  • /Users/admin/.turbo-quant-memory
  • Your home directory (~)
  • ~/.turbo-quant-memory
  • Any path the agent passes to its tools

Tools (24)

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

  • announce_work

    Tell the other agents in this working tree what you are changing. feature: short name of the work. areas: workspace-relative files or directories (globs allowed). Returns the peers whose announced areas overlap yours and recent changes inside them. Inferred writers are guesses from announced areas, never facts.

  • delete_secret

    Delete a project secret by exact name.

  • deprecate_note
  • file_history

    Journaled versions of one file in this working tree, newest first. Versions are snapshots taken while several sessions share the tree. Use restore_file with a version id to bring one back; the overwritten content is kept as a new version.

  • finish_work

    Clear the work this session announced with announce_work.

  • get_related_entities

    Query relations involving a specific entity URI. uri: the entity to look up, as note://<note_id>, file://<relative/path>, issue://KEY, task://KEY, or https://... — the same URI forms link_entities accepts. Returns nothing for an entity that has no links yet.

  • get_secret

    Fetch a project secret by exact name. Returns the value in a dedicated ``secret_value`` field (never in descriptive text). Status is ``"ok"`` on hit, ``"missing"`` when no such name exists, or ``"error"`` with ``setup_hint`` when no master key is configured yet.

  • health
  • hydrate
  • index_paths

    Register and index Markdown directories into project memory. Supports .tqmemoryignore files (placed in project root or any indexed directory) with glob patterns to exclude paths from indexing. One pattern per line, # for comments. Example patterns: ``workspace-*`` skips any directory matching the glob; ``data/reports/*.md`` skips files matching a path pattern; ``backups/`` (trailing slash, as in .gitignore) skips a directory. Agent worktrees under ``.claude/worktrees`` are skipped by default.

  • link_entities

    Create a Knowledge Graph link between two entities. Entities are specified using URIs: - Note: note://<note_id> - File: file://<relative_path> (relative to project root) - External: e.g. issue://BUG-404, task://TASK-101

  • lint_knowledge_base
  • list_scopes
  • list_secrets

    List secret names in the active project. Never returns values.

  • promote_note
Show 9 more tools
  • recent_context

    Query-free session bootstrap: the most recently updated notes. Call this FIRST when starting a new session or resuming after a context compaction, when you do not yet know what to search for. Returns notes ordered by recency (newest first), NOT by relevance — including `handoff` notes (episodic tier), which a plain semantic_search hides by default. This is the reliable "where did I leave off" entry point. scope: 'project' (default), 'global', or 'hybrid'. Use 'hybrid' to also surface promoted cross-project knowledge. tier_filter: defaults to all tiers (so handoffs are included). Pass e.g. ["…

  • remember_note

    Store a typed project note. kind must be exactly one of: lesson, decision, pattern, handoff. tags: 2-3 lowercase tags are strongly recommended — tags are the only way to FILTER notes; an untagged note is reachable by semantic_search alone. source_refs: the files / notes / issues this note is about. Pass them as entity URIs (note://<id>, file://<relative/path>, issue://KEY, https://...) and they are auto-linked into the knowledge graph as `references` relations, so get_related_entities can later surface them. provenance: who originated the note. Use "human-explicit" when the USER ask…

  • restore_file

    Write a journaled version of one file back into the working tree. version: a version id from file_history, or "HEAD" for the committed content. The content being overwritten is kept as a new version, so the restore can be undone.

  • self_test
  • semantic_search

    Compact memory retrieval (dense vector + BM25, fused via RRF). By default only the `durable` and `reference` tiers are searched, so session `handoff` notes (which live in the `episodic` tier) are NOT returned. To recover handoffs / session summaries pass ``tier_filter=["episodic"]`` (or list every tier to opt everything in). For a query-free "where did I leave off" bootstrap at session start, prefer the `recent_context` tool instead. source_filter narrows results by source type: ``"notes"`` returns only memory notes (decisions/lessons/patterns/handoffs), ``"markdown"`` only indexed doc block…

  • server_info
  • set_secret

    Store an encrypted secret in the active project's vault. The value is encrypted with AES-256-GCM under a per-project master key resolved from TQMEMORY_SECRETS_PASSPHRASE or the OS keyring. Secrets are NEVER indexed, embedded, or returned via ``semantic_search`` / ``hydrate``. They live in ``~/.turbo-quant-memory/projects/<project_id>/secrets/vault.tqv`` and stay on this machine.

  • unlink_entities

    Remove a Knowledge Graph link between two entities. source_uri / target_uri use the same URI forms as link_entities: note://<note_id>, file://<relative/path>, issue://KEY, https://...

  • workspace_status

    Overview of the sessions sharing this working tree: peers, overlaps and recent file changes. Call it at session start. Inferred writers are guesses from announced areas, never facts. Peers that made no tqmemory call for a long time are listed under `idle_sessions`, not in `sessions`, and their announced areas are left out of `overlaps`.

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    Stars
    9
    Forks
    1
    Open issues
    1
    Weekly downloads
    659
    Last commit
    Oct 21, 2026 (7 days ago)
    Last release
    Oct 21, 2026 (7 days ago)
    Last package publish
    Oct 21, 2026 (7 days ago)

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

    Details

    Registry name
    io.github.Lexus2016/turbo-quant-memory
    Version
    0.34.0
    Auth
    API key
    Packages
    pypi turbo-quant-memory
    License
    MIT
    Repository
    github.com/Lexus2016/turbo_quant_memory
    Website
    github.com/Lexus2016/turbo_quant_memory#readme
    First seen
    Oct 24, 2026
    Last checked
    Oct 24, 2026
    Source
    Official MCP Registrygithub-graphql

    More from Lexus2016

    Cite this page

    Turbo Quant Memory MCP server. Agent Mart. https://agentmart.dev/connectors/lexus2016-turbo-quant-memory (last updated 2026-10-24)