Nmem Skill Propose

Propose Skill / Submit Improvement

Use this skill ONLY when the user explicitly asks you to write, create, teach, or save a reusable agent Skill, or when you identify a concrete opportunity to propose an improvement to an existing skill's procedure. Do NOT use it for standard codebase development, project documentation, or logging memories.

Good Candidates

• Procedures or guidelines you've refined in the session that would be valuable as reusable agent instructions.
• Additions of safety checks, gotchas, or release steps to existing skills.
• Custom checklists or orders of operations the user wants to codify.

When NOT to Use

• Do NOT use for general repository or codebase development (e.g., writing Python/JS code, configuring project files, or adding codebase features).
• Do NOT use for drafting or updating standard project-level documentation (such as README.md, CONTRIBUTING.md, or architecture files).
• Do NOT use for logging project memories, decisions, facts, or settings (use nmem-distill-memory or nmem-save-handoff instead).
• Do NOT use unless the target of the creation or modification is specifically an agent skill file (residing in .agents/skills/ or a plugin's skills/ directory).

Workflow

Step 1: Check for Existing Skills First (Mandatory)

Before creating a new skill, always search Nowledge Mem for existing skills matching the name, topic, or domain:

python3 hooks/nmem_entrypoint.py skill-load search "<skill query/name>"

Or call find_skills / mem_fs ls /skills.

Step 2: Evaluate Intent & Handle Ambiguity

• Intent is CLEAR to Update:
  • The user explicitly asked to "update", "edit", or "fix" an existing skill.
  • OR the skill was active/loaded in the current turn and the user is refining its procedure.
  • $\rightarrow$ Action: Include id: <skill_id> in skill_draft.md frontmatter and proceed to Step 3.
• Intent is CLEAR to Create New:
  • The user explicitly requested "create a brand new separate skill for X".
  • OR no matching existing skills were found during the pre-creation check.
  • $\rightarrow$ Action: Omit id from skill_draft.md frontmatter (or pass --create-new) and proceed to Step 3.
• Intent is AMBIGUOUS:
  • A matching or closely related skill exists (e.g. update-fastflowlm-assets), but the user's request is ambiguous (e.g. "save a skill for fastflow updates").
  • $\rightarrow$ Action: Ask the user to clarify before proceeding:

    An existing skill <skill_name> (<skill_id>) was found. Would you like to update this existing skill in-place or create a new separate skill?

Step 3: Show the Draft to the User (Rich UI/UX Review)

Do not submit or create the skill silently. Write the proposed draft to a user-facing artifact named skill_draft.md under <appDataDir>/brain/<conversation-id>.

• Set RequestFeedback: true and UserFacing: true in the ArtifactMetadata to present the user with a visual "Proceed" button.
• Format the draft using a premium layout:
  • Organize using GitHub-style Alerts ([!NOTE], [!TIP], [!IMPORTANT]) to describe the skill's name, ID (if updating), and purpose.
  • Use markdown Tables to show the fields (e.g. Name, ID, Purpose, Evidence).
  • Use Mermaid flowcharts (mermaid block) to visualize the skill's workflow/steps if appropriate.

Step 4: Await Confirmation & Activation Preference

1. Notify the user to review the drafted skill_draft.md artifact.
2. Ask the user (or recommend via ask_question / prompt options):
   • (Recommended) Activate immediately on Nowledge Mem: Dispatches script with --activate flag to publish the skill directly to active status.
   • Keep as a proposal on Nowledge Mem: Dispatches script with --no-activate flag to keep it in draft stage.
3. Wait for the user to click "Proceed" or select an option, then dispatch the request.

Preferred Execution Hierarchy

1. Direct REST API In-Place Router (Primary - Most Reliable):
   • Run the proposal python script to upload the fully drafted skill markdown directly to Nowledge Mem:

     python3 hooks/nmem_entrypoint.py skill-propose <appDataDir>/brain/<conversation-id>/skill_draft.md [--activate | --no-activate]
     

     • In-Place Update: If id: <skill_id> is specified in the draft frontmatter (or --skill-id <id> flag is passed), the entrypoint automatically executes POST /agent/skill-builder/edit-body + POST /skills/{id}/apply-version to update the skill in-place without creating a duplicate.
     • New Skill Creation: If no id is specified, it executes POST /agent/skill-builder/import to register a new skill draft (and auto-deduplicates if an identical active skill exists).
     • Activation: If --activate is passed (default), it invokes POST /skills/{id}/activate so the skill immediately transitions from proposal to active.
2. MCP Tools (Fallback):
   • For a new skill: Call the create_skill tool with the drafted parameters (name, purpose, and optional memory_ids, thread_ids, source_ids).
   • For a skill improvement: Call the propose_skill_improvement tool with skill_id and the drafted what description.
3. CLI Fallback (Only if python script and MCP are unavailable):
   • For an in-place skill update:

     nmem skills refine <skill_id> "<instruction>" && nmem skills apply <skill_id>
     

   • For a new skill:

     nmem skills create -y --name "<name>" --note "<purpose>" [--memory <id>] [--thread <id>] [--source <id>]
     

Report whether the skill submission was successfully created or proposed.

Improving this skill

Nowledge Mem compiled this skill from the user's own experience. When you apply it, print one line so it keeps getting sharper (replace <name> with this skill's name from the frontmatter above):

nmem-skill-used: nmem-skill-propose

If a step was wrong or missing, or it didn't work, also record that: call report_skill_outcome with skill_id="nmem-skill-propose", skill_version=1, an outcome of completed / completed_with_deviation / failed / abandoned, and a one-line note on what was off. This is the user's own feedback loop, not telemetry. (Or use CLI fallback: nmem skills outcome nmem-skill-propose --version 1 --outcome <outcome> [--deviations "<note>" | --failure "<reason>"])