Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/mem0ai/mem0/dreamnpx skills add mem0ai/mem0 --skill dreamgit clone --depth 1 https://github.com/mem0ai/mem0What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00043 | $0.01900 |
| Opus 5 | $0.00022 | $0.00950 |
| Sonnet 5 | $0.00009 | $0.00380 |
| Haiku 4.5 | $0.00004 | $0.00190 |
Grade A, and why
dream scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
88% identical to mem0-dream — 31 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 233 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Mem0 Dream — Memory Consolidation
This skill performs a memory consolidation pass: it fetches all project memories, identifies near-duplicates, flags contradictions, and prunes stale entries based on configured retention policies. All proposed changes are shown as a diff for user approval before anything is modified.
IMPORTANT: Execute steps strictly in order (1 → 2 → 3 → 4 → 5 → 6). Each step depends on the previous one. Do NOT run steps in parallel or skip ahead.
Step 1: Load Retention Policies
Determine the active retention policy by running the parser script. Use the
appropriate PLUGIN_ROOT variable for the current platform (${CLAUDE_PLUGIN_ROOT},
${CODEX_PLUGIN_ROOT}, or ${CURSOR_PLUGIN_ROOT}):
python3 "<PLUGIN_ROOT>/scripts/parse_mem0_config.py" "<cwd>"
Parse the JSON output (a dict of category → days | null). If the script fails
or returns {}, fall back to these built-in defaults:
metadata.type |
Default retention |
|---|---|
session_state |
90 days |
compact_summary |
90 days |
| all others | no pruning |
Store the resolved policies for use in Step 3.
Step 2: Fetch ALL Project Memories
Call get_memories to retrieve every memory for the active project:
get_memories(
filters={"AND": [{"user_id": "<active_user_id>"}, {"app_id": "<active_project_id>"}]},
page_size=200,
)
If the response indicates more pages exist, paginate until all memories are fetched. Collect the full list before proceeding. If zero memories are found, print:
No memories found for project <project_id>. Nothing to consolidate.
…and stop.
Step 3: Analyze — Find Issues
Work entirely in-memory; do not modify anything yet.
Group memories by metadata.type (use "unknown" when the field is absent).
For each group, identify the following:
3a. Near-duplicate pairs (merge candidates)
Two memories are near-duplicates when they express the same fact or decision but phrased differently (e.g., "Use PostgreSQL for auth" and "Auth DB is PostgreSQL").
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 233 lines · 43 tokens per session scan A 3ced9e646633
dream is a skill published in the GitHub repository mem0ai/mem0 (64,360 stars, last pushed 3d ago), licensed Apache-2.0. It adds 43 tokens to every session and 1,900 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 88% identical to mem0-dream, differing in 31 lines, and is treated as a copy.
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