This was the source code of biking.michael-simons.eu until end of 2023.
Supply asset profile
CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis.
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 michael-simons/biking2
Maintenance
stable
9mo since push
Risk
Needs review
Quality score needs review
GitHub quality
183
62/100 quality · 74/100 trust
Coverage tags
Review notes
Quality score needs review · Needs review
Agent adoption scorecard
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
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewInstall readiness, security metadata, maintenance, and adoption risk.
Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
183 GitHub stars
Repo activity
183 stars, 64 forks
Maintenance
9mo since push
License
Apache-2.0
Install
npx skills add michael-simons/biking2
Install safety
standard package or runtime install path
Permission surface
filesystem or document access, database access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add michael-simons/biking2Do not use when
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
medium
Skill may inspect schemas, query databases, or work with persistent stores.
Install targets
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add michael-simons/biking2Agent resolve plan
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%20Biking2%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Biking2%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/michael-simons-biking2/install
Agent should check
Copy prompt
Task: Use Biking2 in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Biking2%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/michael-simons-biking2/install
Install command: npx skills add michael-simons/biking2
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/michael-simons-biking2/install
LLM text format
/api/skills/michael-simons-biking2/install?format=text
Find alternatives
/api/skills/search?q=Biking2&limit=3
Agent prompt
Use Biking2 for this task. Review https://www.openagentskill.com/api/skills/michael-simons-biking2/install, then install with: npx skills add michael-simons/biking2Registry metadata
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/michael-simons-biking2
LLM text
/api/registry/manifest/michael-simons-biking2?format=text
Install alias
/api/registry/install/michael-simons-biking2
Recommend
/api/registry/recommend?task=Use%20Biking2%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Java, SQL, Claude Code
Audit report
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Do a manual repository review before adding this to an agent workflow.
Role in stack
Needs validation
Primary fit
Coding agents
Trust label
Needs manual review
Install path
Command ready
Use when
Evidence
Review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO183 GitHub stars
Stars/forks activity
INFO183 stars, 64 forks; issue activity unavailable in current metadata
Recent maintenance
INFO9mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Useful candidate, but compare it with alternatives before adopting.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Stack fit
Inspect, patch, and verify code
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills in this category, ranked with the same readiness and quality signals.
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This was the source code of biking.michael-simons.eu until end of 2023.
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.
Frameworks & Tools
Decision snapshot
install command or GitHub repo available
Audit snapshot
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the audit before production use.
Growth loop
Scenario-led draft for Biking2, ready for a manual X post.
Most coding agents don't fail from lack of model power. They fail when repo context disappears. Biking2 gives coding agents a repeatable way to plan, patch, review, or ship. 183 stars https://www.openagentskill.com/skills/michael-simons-biking2?ref=x #AIAgents
Listing + install path for Biking2: https://www.openagentskill.com/skills/michael-simons-biking2?ref=x Install: npx skills add michael-simons/biking2
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This community indexed listing is attributed to michael-simons 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.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/michael-simons-biking2)
[](https://www.openagentskill.com/skills/michael-simons-biking2)
[](https://www.openagentskill.com/skills/michael-simons-biking2/audit)
[](https://www.openagentskill.com/skills/michael-simons-biking2)michael-simons
@michael-simons
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
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