mcpbeat

Optimus Prime

avibebuilder/optimus-prime

Generates a Claude Code configuration tailored to a specific project. Use whenever the user wants to prime a project, set up claude for a repo, bootstrap claude config, or re-prime/refresh an already-primed project (for example after `/prime-sync` pulled new starter content). Triggers on 'prime', 'prime this project', 'optimus-prime', 're-prime', 'refresh claude config', 'regenerate CLAUDE.md', 'set up claude for this repo'. Deeply analyzes the real codebase and builds project-specific skills, rules, and CLAUDE.md — not generic boilerplate. For ongoing config health checks and proposal review, use `self-evolve` instead.

4k tokens
context cost
the whole folder, loaded on every use
3
files
instructions only
0
copies elsewhere
how many repositories repackaged it
111
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/avibebuilder/claude-prime --skill optimus-prime

What comes with it

10 906 bytes besides the instruction
references/analysis-checklist.md
references/setup-project.md

The instruction itself

11 sections, as written by the author

Ultrathink.

Mission

Generate a Claude configuration that fits the specific project. Every skill, rule, and CLAUDE.md entry must exist because this project needs it — not because a template included it. Analyze the real codebase deeply, understand its conventions and patterns, and build a config that makes Claude work well here.

Modes

  • Fresh prime — no claude config yet. Build from scratch.
  • Re-prime — claude config already exists. Preserve intentional project work, refresh what is stale or generic, fill gaps.

Default to re-prime whenever meaningful existing config is found. Never overwrite it wholesale without user approval.

Flow

  • Analyze the repo deeply — stack, conventions, boundaries, docs, existing config. See analysis-checklist.md.
  • Propose findings using the Output Format below. Do not touch meaningful files before approval.
  • Create skills via /skill-creator — every skill must go through skill-creator to ensure quality and project fit. Starters in .claude/starter-skills/ are reference input to accelerate creation, not templates to copy.
  • Generate or refine CLAUDE.md — lean, high-signal, always-on context only. Point to docs/READMEs for detail.
  • Rules only if needed — apply the rule test. Zero rules is valid.
  • Offer CLAUDE.local.md — personal preferences (role, sandbox URLs, preferred test data, workflow quirks), gitignored.
  • Clean up — delete .claude/starter-skills/ after processing. Keep protected skills. Confirm all deletions.
  • Verify — references resolve, stack claims match evidence, config is project-specific not generic.
  • Offer skill optimization — after everything is set up, offer optimization paths sized to how many new skills were created. ≤3 skills: recommend full optimization for all. >3 skills: recommend full optimization for user-designated core skills only + description optimization for the rest (avoids long execution time and token burn). Always emphasize that full optimization takes meaningful time and tokens. Run sequentially — never in parallel; concurrent runs overload the user's machine.

Follow full step-by-step in setup-project.md.

Placement Decision Matrix

Every piece of knowledge must earn its place. Use this to decide where it belongs:

| Detected need | Where it belongs | Test |

|---|---|---|

| General framework/library knowledge | Skill (via /skill-creator) | Would a reusable skill teach this across projects? |

| Project-specific constraint that still produces wrong code with the right skill loaded | .claude/rules/<name>.md with paths: | With the relevant skill activated, will code still be wrong without this? |

| Identity, commands, stack, key architecture, reference pointers | CLAUDE.md | Should this be always-on for most tasks in this repo? |

| Detailed architecture or domain explanations | Existing docs/, READMEs — referenced from CLAUDE.md | Valuable but too detailed for always-on? |

| Dense agent-oriented reference material - referenced from CLAUDE.md | .claude/project/ (optional) | Do agents need a tighter reference than the human docs provide? |

Principles

  • Domain-scoped, project-fitted. Skills target a capability, not the project itself — with this project's patterns baked in. Generic templates and project-named catch-alls both degrade context quality.
  • Repo evidence is the source of truth. Verify conventions from actual source files, configs, and docs. Do not assert what you haven't confirmed.
  • Lean context, high signal. Follow the context engineering philosophy — load only what's needed, when it's needed. CLAUDE.md carries always-on essentials. Skills load on demand. Rules auto-attach by path.
  • Rules are optional and path-scoped. Only create a rule when the rule test passes. Do not modify _apply-all.md — it is a universal boilerplate rule from prime, not project config.
  • Reuse over duplication. If the project has strong docs, point to them. Do not re-author parallel agent docs unless existing material is too noisy or incomplete.

Output Format

Before making non-trivial changes, report findings in this shape:

Current State

What Claude config already exists; what the repo evidence says about stack, tooling, and conventions.

Proposed Changes

What to create, update, keep, or remove — including which skills to build and what each should cover.

Files to Touch

Concrete file list with short purpose notes.

Include these only when non-empty:

  • Decisions Needing User Input — overwrites, deletions, or major structural changes
  • Risks / Assumptions — inferred facts that still need verification

After approval, implement and finish with a short summary of what changed and any follow-ups.

References

| Reference | Content |

|---|---|

| analysis-checklist.md | What to inspect during repo + existing-config review |

| setup-project.md | Fresh-prime / re-prime step-by-step workflow |

Additional Context (Optional)

<user-context>$ARGUMENTS</user-context>

How to use it

Copy the folder

Take avibebuilder/optimus-prime from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.