janjaszczak/mcp-memory-recall
skills/mcp-memory-recall/SKILL.md
Recall and reuse prior decisions, constraints, and artifacts using MCP memory (e.g., Neo4j). Use when the user references past work (“jak ostatnio”, “kontynuuj”), when resuming a project thread, or when a repeated topic suggests existing decisions.
tools
Updated May 5, 2026
$ install --global
skillsauthnpx skillsauth add janjaszczak/cursor mcp-memory-recallInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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TrivyContainer and dependency vulnerability scanner
95%
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SemgrepStatic code analysis for vulnerabilities
95%
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95%
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50%
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Last scanned: May 5, 2026, 8:44 AM125.8s1 file scanned
SKILL.md
- name:
- mcp-memory-recall
- description:
- Recall and reuse prior decisions, constraints, and artifacts using MCP memory (e.g., Neo4j). Use when the user references past work (“jak ostatnio”, “kontynuuj”), when resuming a project thread, or when a repeated topic suggests existing decisions.
- compatibility:
- Requires MCP memory server configured in Cursor (e.g., Neo4j). Network access to MCP endpoint.
- allowed-tools:
- MCP(*)
- author:
- janjaszczak
- intent:
- Reduce repeated context; avoid unnecessary “pre-flight” on trivial tasks.
mcp-memory-recall
Activation gate (anti-noise)
Only run memory recall if at least one is true:
- User explicitly references past work (“jak ostatnio”, “wróćmy do…”, “kontynuuj”).
- The task is multi-step/refactor/migration where prior decisions materially affect correctness.
- The user asks to “remember/check what we decided”.
Do NOT run for:
- Single-shot Q&A, simple command request, or isolated conceptual question.
Procedure
- Query memory for: last relevant project node, decisions, constraints, open TODOs, and “lessons learned”.
- Extract only the minimum set needed to answer.
- If conflicts exist (new user constraints vs memory), prefer latest user instruction and mark memory as stale.
- In output, reference memory-derived constraints as “previously decided” (no verbose dump).
Output
- Short: “What I found” (key constraints/decisions) + “How it affects this task” + next action.
Failure handling
- If MCP memory is unavailable: proceed without it and mark as UNCERTAIN + suggest fastest way to verify (open MCP, rerun).
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