zaimem (romangalaxys10-spec/zaimem) is an MCP server listed on the M8ven Trust Index. It scores 54 out of 100, grade D. It declares 33 tools. No publisher has claimed this listing.

D
Caution
54/100

zaimem

Session memory & context enhancer for chat.z.ai — MCP server (12 tools), local vector memory, token saver, smart skills, GitHub private-repo cloud DB. Built with GLM 5.3 Flash.

Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

romangalaxys10-spec

Source: github_repo_search

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Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
🚨
Known vulnerabilities in dependencies: 2 critical, 13 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
🔐
You'll be asked for 1 credential: ZAIMEM_SECRET
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// tools this server exposes33 tools

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

zaimem_sync_session

Open or refresh a ZaiMem-synced session. Call this at session start (and when the topic shifts). Returns boot context: recent memories, session ledger pointers and the operating protocol.

zaimem_remember

Store a durable fact, decision, preference, reflection or workflow into long-term vector memory. Auto-embeds, auto-dedupes (near-duplicates merge). Call whenever the user reveals something worth remembering across sessions. Set pinned=true for information that must shape EVERY future session (it is

zaimem_remember_many

Batch-store up to 25 durable memories in ONE call (fewer round-trips than repeated zaimem_remember). Each item gets the same auto-embed + auto-dedupe + quarantine scan. Use for dump-the-dictionary moments: onboarding facts, project inventories, extracted lists.

zaimem_forget

Delete memories (right to be forgotten). TWO-PHASE: call with confirm=false (default) to PREVIEW what matches, review the list, then call again with confirm=true to actually delete. Match by memory_id, semantic query, kind, source filename (purges an ingested document), session, or created_before da

zaimem_ingest_file

Ingest a whole document into long-term memory. Send the file's extracted TEXT (read the file yourself first) — ZaiMem chunks it (~600-token overlapping chunks), embeds every chunk as a 'document' memory tagged with the source filename, and dedupes by content hash: re-ingesting the same file is a no-

zaimem_doc_read

Progressive document loading — read an ingested document WITHOUT re-uploading it. Call with outline=true to list its chunks (part i/N + preview), or with part=N to pull that chunk's full text. Use after zaimem_recall surfaces a [doc:…] hit and you need more of the source.

zaimem_recall

Hybrid search (vector semantics + BM25 keyword rescue) across ALL of the user's memories (cross-session). Use before answering anything that may depend on prior context, preferences or decisions. Superseded and archived memories are excluded automatically.

zaimem_enhance_context

THE context enhancer. Given the current user message, returns a ready-to-use context block: relevant cross-session memories + skill auto-detection + session digest. Call before composing answers to non-trivial messages. Store nothing here — this is read/assemble only.

zaimem_session_status

Session health report: turns, tokens saved, memory count, ledger pages and history pressure. Returns a compress-now recommendation when history grows past ~4k tokens. Call periodically on long sessions.

zaimem_brief_me

'What's new since you left' — cross-session digest of recent activity: new sessions, important new memories, ingested documents, counts. Call at session start when the user returns after a gap, or when asked for a catch-up.

zaimem_resume

Resume a previous session: returns its stored summary, the most recent memories, open tasks.json items and a checkpoint diff (new memories since the last milestone). Use when the user wants to continue earlier work in a fresh chat.

zaimem_task_next

Global task board — picks the next open task from the global tasks.json ledger and rehydrates its context (related memories). Use when starting a work block or after finishing a task ('what's next?').

zaimem_save_tokens

Token saver — compress conversation history into a dense digest and keep working from it. Returns compressed text + tokens_before/tokens_after/tokens_saved. Use whenever history grows beyond ~4k words, or with skill 'token-frugal'.

zaimem_detect_skill

Auto-trigger skill detection (zcode-smart-skill port). Matches the task against registered trigger specs; for 'smart' returns difficulty + adaptive iteration budget (easy=2/medium=6/hard=12). Call before hard tasks; announce the returned announcement verbatim.

zaimem_list_skills

List registered skills (SKILL.md convention: name + description-with-triggers).

zaimem_get_skill

Get the full SKILL.md-style protocol body for one skill.

zaimem_ledger_write

Write a smart-skill ledger page (notes.md, plan.md, tasks.json, workflows.md or custom). Size budgets enforced: notes.md ≤800 words (rewrite-not-append), tasks.json ≤12 items. Pass agent to namespace pages per agent identity (agents/<name>/<path>) — prevents parallel agents clobbering each other.

zaimem_ledger_read

Read a smart-skill ledger page. Returns its content or a 'not found' note.

zaimem_session_summary

Distill the session: stores a summary memory + records the digest on the session. Call at natural milestones or session end (workflow memory [E9] — future sessions will recall it). Pass outcome to build mode memory: which approach worked for this task type.

zaimem_handoff_brief

Format a disciplined worker handoff brief (OBJECTIVE/READ/OUTPUT FORMAT/BOUNDARIES/DONE-CRITERIA/TRUST) per smart-skill E10. Use whenever delegating a subtask.

zaimem_session_create

Pre-create a custom ZaiMem session for future work: give it a title and a brief describing what the session should accomplish. Returns the session id AND a ready-to-paste bootstrap prompt — paste that prompt into a fresh agent chat (any IDE) and it continues exactly this session with full memory att

zaimem_session_prompt

Get the bootstrap prompt for ANY existing session (agent-created or custom): a paste-ready prompt that lets a fresh agent in another chat/IDE continue that session with summary, memories, open tasks and the exact session_id baked in.

zaimem_project_brief

Join a project team AND get the full brief in one call. Registers you (agent+role) on the roster, then returns: project instructions, attached files, teammate roster, latest shared memories and active sessions. Call at the start of every work shift. If the project namespace doesn't exist yet it is c

zaimem_project_handoff

End-of-shift handoff to your project teammates: stores a structured note (status: done|in_progress|blocked, what you did, what's next) into the project's shared memory so the next agent picks up cleanly. Call before you finish working on a project.

zaimem_ingest_meeting

Ingest a meeting transcript (Google Meet / Zoom / Teams export or raw text). Stores the full transcript as searchable chunked memory, produces a SUMMARY (decisions, blockers, open questions), extracts ACTION ITEMS, pushes them onto the global tasks.json board, and returns everything. Re-ingesting th

zaimem_meetings_list

List ingested meetings (newest first) with chunk counts, token size, summaries and action items. Use to find a meeting before pulling its transcript with zaimem_doc_read or asking zaimem_meeting_search.

zaimem_meeting_search

'Ask my meetings' — semantic search across ALL ingested meeting transcripts and summaries. Use for questions like 'what did we decide about the roadmap?', 'what did I commit to last week?'. Returns matched excerpts grouped by meeting.

zaimem_web_search

Search the web (no API key needed — runs on the built-in provider). Returns ranked results with url, title, snippet, date. Combine with zaimem_web_fetch to read a promising result, then zaimem_remember to keep what matters.

zaimem_web_fetch

Read a web page as clean text (JS-rendered pages supported). Set ingest=true to ALSO store the page content as chunked vector memory (source = the URL) so it becomes searchable/citable later. Use after zaimem_web_search or directly on any URL.

zaimem_calc

Safe arithmetic calculator: + - * / % ^ and parentheses, unary minus. No variables, no functions, no code execution — numbers in, number out. Use for exact math instead of mental arithmetic.

zaimem_time

Current time and date info: ISO, epoch, UTC string, human-readable local time in any IANA timezone (default UTC), weekday, ISO week number. Use before scheduling anything or when the user asks about dates/deadlines.

zaimem_think

Sequential-thinking scratchpad: append one reasoning step at a time; ZaiMem keeps the numbered chain in your session ledger so reasoning survives compaction and handoffs. Call after each significant inference step with the distilled thought (not the raw text). Returns the running step count.

zaimem_headroom

Headroom compression mode (headroomlabs-ai/headroom pattern). Call with no args → status + lifetime tokens freed. Call with enabled=true/false → toggle it for this account. When ON, every zaimem_enhance_context block is compressed harder (shorter excerpts, protocol withheld) to preserve context-wind

// known CVEs in dependencies2 critical13 high8 medium7 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

criticalnext@16.1.1GHSA-2xp9-vwfh-vxw4

Next.js: Unauthenticated Remote Code Execution in Image Optimization API when AVIF files are used

criticalnext@16.1.1GHSA-p293-qw3h-jr36

Next.js: Unauthenticated Remote Code Execution on windows-hosted servers

highnext@16.1.1GHSA-267c-6grr-h53f

Next.js has a Middleware / Proxy bypass in App Router applications via segment-prefetch routes

highnext@16.1.1GHSA-26hh-7cqf-hhc6

Next.js has a Middleware / Proxy bypass in App Router applications via segment-prefetch routes - Incomplete Fix Follow-Up

highnext@16.1.1GHSA-36qx-fr4f-26g5

Next.js has a Middleware / Proxy bypass in Pages Router applications using i18n

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// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configGITHUB_API_BASE
configVERCEL
configZAIMEM_BACKUP_HOURSScheduled daily backup — an optional heartbeat push of a full snapshot ~every 24h (configurable via ), even when nothing changed — proof the backup pipeline is alive. Toggle it in the Cloud DB panel.
🔐 secretZAIMEM_SECRETGitHub PATs are encrypted at rest (AES-256-GCM, scrypt-derived key from ) and never returned by the API; legacy rows are transparently re-encrypted on load.
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployDATABASE_URL
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

33/33 tools missing one or more hints — zaimem_sync_session (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); zaimem_remember (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); zaimem_remember_many (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +30 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Production dependencies are patched

2 critical, 13 high severity in production deps — next@16.1.1 (critical), next@16.1.1 (critical)

Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.

Dependency freshness

2/68 production deps stale: tailwindcss-animate@2023-08-28 (3y), @dnd-kit/utilities@2023-11-06 (2.9y)

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
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commit: a027e51dbe2404a70a2c04a989d62dd4f14ac843
code hash: b87793f6e8d0221fbbc3029c1a681b90aae572b2313fe80aa44b9b3bfa513d02
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