Motorhead
🧠Motorhead is a memory and information retrieval server for LLMs.
Supply asset profile
Coding and developer agents
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add getmetal/motorhead
Maintenance
stable
11mo since push
Risk
Needs review
Quality score needs review
GitHub quality
916
69/100 quality · 80/100 trust
Coverage tags
Review notes
Quality score needs review · Needs review
Agent adoption scorecard
Trust, audit, and install readiness at a glance
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
PromisingUseful candidate, but compare it with alternatives before adopting.
Trust
Strong shortlistGood trust signals with a few areas worth checking before rollout.
Audit
Needs reviewInstall readiness, security metadata, maintenance, and adoption risk.
Agent safety v2
63/100 · Review before install
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Network access
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Filesystem access
Skill may read or write project files, documents, generated artifacts, or local workspace state.
- Quality score needs review
Install targets
Install this skill in your agent workflow
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add getmetal/motorheadAgent resolve plan
Let an agent verify fit before installing.
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Resolve JSON
/api/agent/resolve?task=Use%20Motorhead%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Motorhead%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/getmetal-motorhead/install
Agent should check
- Task fit and alternatives from Resolve API.
- Audit score, trust score, and safety policy warnings.
- Install target compatibility for Codex, Claude Code, Cursor, or CLI.
Copy prompt
Task: Use Motorhead in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Motorhead%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/getmetal-motorhead/install
Install command: npx skills add getmetal/motorhead
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Give an agent the install path, not another directory page.
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/getmetal-motorhead/install
LLM text format
/api/skills/getmetal-motorhead/install?format=text
Find alternatives
/api/skills/search?q=Motorhead&limit=3
Agent prompt
Use Motorhead for this task. Review https://www.openagentskill.com/api/skills/getmetal-motorhead/install, then install with: npx skills add getmetal/motorheadRegistry metadata
Agent-readable profile for automatic skill selection.
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/getmetal-motorhead
LLM text
/api/registry/manifest/getmetal-motorhead?format=text
Install alias
/api/registry/install/getmetal-motorhead
Recommend
/api/registry/recommend?task=Use%20Motorhead%20in%20an%20agent%20workflow&limit=3
Agent fit
RAG and knowledge
Use-case tags
Platforms
Rust, MLOps, Claude Code
Audit report
Needs review · 79/100
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Fallback candidate for RAG and knowledge
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
RAG and knowledge
Trust label
Prototype first
Install path
Command ready
Use when
- RAG and knowledge workflows
- Claude Code teams
- teams that value GitHub adoption signals
Evidence
- 916 GitHub stars
- install command or GitHub repo available
- 69/100 quality profile
Review first
- No OpenAgentSkill engagement data yet
Implementation path
- 1Install it in a sandbox agent and run one RAG and knowledge task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Strong shortlist
Good trust signals with a few areas worth checking before rollout.
GitHub adoption
INFO916 GitHub stars
Recent maintenance
INFO11mo since push
License clarity
PASSApache-2.0
README/SKILL.md completeness
INFOPublic metadata needs stronger README/SKILL.md context
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Meaningful GitHub adoption signal
Review before install
- Quality score needs review
Recommended action
Test in a sandbox workflow and compare its install path with close alternatives.
Quality profile
Promising candidate for agent workflows
Useful candidate, but compare it with alternatives before adopting.
Workflow fit
Use this skill in these scenarios
Search private knowledge
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
Browser automation
I need my agent to control a browser, fill forms, and verify web app workflows.
Stack fit
Add it to a complete workflow
Ingest, retrieve, and cite
RAG knowledge base
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Turn skills into distribution
Content growth agent
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Inspect, patch, and verify code
Coding review agent
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Alternative shortlist
Compare before you install
Similar skills in this category, ranked with the same readiness and quality signals.
Tensorflow
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Transformers
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Pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
LLMs From Scratch
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
Overview
🧠Motorhead is a memory and information retrieval server for LLMs.
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Platform Compatibility
Technical Details
- Version
- 1.0.0
- License
- Apache-2.0
- Last Updated
- 6/14/2026
- Published
- 6/12/2026
Frameworks & Tools
Decision snapshot
Fallback candidate
916 GitHub stars
Audit Snapshot
Install and adoption review
- Security
- 96/100
- Maintenance
- 62/100
- Install
- 92/100
Growth loop
Share this skill
Scenario-led draft for Motorhead, with the OpenAgentSkill Update theme and canonical URL.
OpenAgentSkill Update Today: Motorhead Use it when you want your coding agent to carry more repo context and ship repetitive changes faster. 916 stars - ml-automation Link: https://www.openagentskill.com/skills/getmetal-motorhead?ref=x #AIAgents #OpenAgentSkill
Optional reply with install command
Link for Motorhead: https://www.openagentskill.com/skills/getmetal-motorhead?ref=x Install: npx skills add getmetal/motorhead
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- getmetal
- Source
- getmetal/motorhead
- Indexed by
- OpenAgentSkill community index
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
Claim this skill listing
This community indexed listing is attributed to getmetal but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
README badge
Add this badge to your GitHub README to show the listing, trust score, and install handoff.
[](https://www.openagentskill.com/skills/getmetal-motorhead)Author
getmetal
@getmetal
Platform Fit
Health Signals
- GitHub stars
- 916
- Quality score
- 43/100
- Last GitHub push
- Jul 22, 2025
- Framework hints
- 2
- OpenAgentSkill views
- 0
- Install copies
- 0
- Outbound clicks
- 0
Community Signal
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Trust & Safety
Strong shortlist
- GitHub adoption916 GitHub starsINFO
- Recent maintenance11mo since pushINFO
- License clarityApache-2.0PASS
- README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
- Dependency riskno major dependency risk hints in public metadataPASS
- Install availabilitynpx skills add getmetal/motorheadPASS
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