Inkwell MCP Server
Inkwell is a self-hosted Model Context Protocol server that gives AI agents persistent memory across sessions and projects. Three things set it apart from the other memory servers: plain Markdown files are the source of truth (the index is a throwaway cache you can delete and rebuild), entries are connected by a typed kb:// graph rather than dumped into a flat pile, and updates are bi-temporal - superseding a fact…
People who need documentation tools inside Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-08-14 · ★ 2 · #172 OF 183 MAINTAINED DOCUMENTATION · VERIFIED 2026-08-25
MIT · Python servers · how we verify → /methodology
01 · Install Inkwell
before you install - you'll need
Set INKWELL_ENABLE_DASHBOARD before connecting.
Docker
docker run -i --rm docker.io/foreigndmitryi/inkwell-memory:0.14.0 Claude Desktop - add to config
{
"mcpServers": {
"veronchenko-inkwell-memory": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/foreigndmitryi/inkwell-memory:0.14.0"
]
}
}
} Using another client? Same JSON, different key
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Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as container (OCI image) - can be sandboxed away from your filesystem
repo age created 2026-07-25 - young repo, little track record yet
license MIT - declared in the repository
registry namespace io.github.veronchenko is GitHub-verified and matches the repo owner
03 · What Inkwell can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
Latest releases
v0.14.0 · 2026-08-14
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…
v0.13.0 · 2026-08-05
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…
v0.12.1 · 2026-07-31
0.12.1 · 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)…
04 · Who maintains Inkwell
Inkwell is maintained by veronchenko. It's the only MCP server we track from this author; the repo dates to Jul 2026.
05 · Facts
- repository
- github.com/veronchenko/inkwell-memory
- category
- documentation - ranked #172 of 183 actively-maintained documentation servers as of 2026-08-25.
- release cadence
- 5 releases in the last 90 days (latest 2026-08-14)
- registry
- io.github.veronchenko/inkwell-memory (active, first published 2026-08-14)
- packages
- oci:docker.io/foreigndmitryi/inkwell-memory:0.14.0
06 · Inkwell FAQ
What is Inkwell?
Inkwell is a self-hosted Model Context Protocol server that gives AI agents persistent memory across sessions and projects. Three things set it apart from the other memory servers: plain Markdown files are the source of truth (the index is a throwaway cache you can delete and rebuild), entries are connected by a typed kb:// graph rather than dumped into a flat pile, and updates are bi-temporal - superseding a fact…
Is Inkwell still maintained?
Yes - as of 2026-08-25, its last commit was 2026-08-14 and it shipped 5 releases in the last 90 days. We re-verify nightly.
How do I install Inkwell?
Run `docker run -i --rm docker.io/foreigndmitryi/inkwell-memory:0.14.0`. The README documents one environment variable (INKWELL_ENABLE_DASHBOARD) to set first. Set INKWELL_ENABLE_DASHBOARD before connecting. You can also paste the ready-made client config above.
07 · Alternatives to Inkwell
Alternatives to Inkwell
Maintained documentation servers if Inkwell isn't the fit.
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- Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server. ★ 24,633 · 2026-08-09
- Repowise Codebase intelligence for AI coding agents - graph, git history, docs, decisions, code health. ★ 6,189 · 2026-08-24
- GitLab MCP GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more. ★ 1,918 · 2026-08-24
- Microsoft Learn MCP Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs. ★ 1,853 · 2026-08-12
- Pg Aiguide Comprehensive PostgreSQL documentation and best practices, including ecosystem tools ★ 1,821 · 2026-06-26
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