1. Conduid
  2. RAG
  3. Inkwell Memory
MCP server · RAG

Inkwell Memory

by · github.com/veronchenko/inkwell-memory

MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

Unclaimed agent-memoryai-agentsai-memoryclaudeclaude-codehybrid-searchinkwellknowledge-basellm-memorymcpmcp-servermodel-context-protocolpersistent-memoryragsemantic-searchvector-search
InstallView source
34Low

Scored 2 hours ago · breakdown

About Inkwell Memory

Inkwell Memory is an MCP server published by veronchenko in the RAG category: mCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image. It has been installed 0 times through Conduid.

The repository has 2 stars and 0 forks.

Install

Clone
git clone https://github.com/veronchenko/inkwell-memory

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Ask AI

✦

Ask AI about Inkwell Memory

Powered by Claude · Grounded in docs

I know everything about Inkwell Memory. Ask me about installation, configuration, usage, or troubleshooting.

Security checks

  • ·README presentNot checked yet.
  • ·License declaredNot checked yet.
  • ·Tests presentNot checked yet.
  • ·Dependencies pinnedNot checked yet.
  • ·No dynamic code executionNot checked yet.
  • ·Scoped permissionsNot checked yet.

Releases

v0.14.0v0.14.0 — Inkwell (formerly Engram) · 14 Aug 2026Breaking: the project is renamed from Engram to Inkwell.** "Engram" collides with 10+ unrelated memory-MCP servers on GitHub, so search and AI-recommendation traffic for the name scattered across all of them. Nothing about the storage…
v0.13.0v0.13.0 · 5 Aug 2026feat: usage-analytics `query_log` — every `search`/`recall`/`remember` call is now recorded (session id, tool, query text, returned/top result ids, hit, latency) in a new SQLite table, separate from the existing `ENGRAM_QUERY_LOG` JSONL…
v0.12.1v0.12.1 · 31 Jul 2026Changelog 0.12.1 fix: `search`'s `entry_type` filter is validated against the schema enum (was a plain `str`, so an unknown/misspelled type silently matched nothing instead of being rejected client-side, unlike `remember`) docs:…
v0.12.0v0.12.0 · 31 Jul 20260.12.0 feat: `recall` gains `hops=2` — walk one more level of graph relations in the same direction, tagging hop-2 items with `via` (the hop-1 id they were reached through) instead of resolving a title, since a hop-2 item is a navigation…
v0.10.0v0.10.0 · 25 Jul 2026feat: web dashboard (`src/dashboard/`) — FastAPI REST CRUD + `/api/graph` over the same `KnowledgeBase`/`SQLiteBackend` the MCP tools use, served with a single static `index.html` (vanilla JS force-directed canvas graph, no build…
Questions

About Inkwell Memory

How do I install Inkwell Memory?

Run git clone https://github.com/veronchenko/inkwell-memory, then add the server to your MCP client's configuration. Conduid has recorded 0 installs, so the command is known to work with current clients.

Is Inkwell Memory safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Inkwell Memory still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.