karpathy-graph-swarm SKILL.md skillA
karpathy-graph-swarm from andersonlimahw/lemon-ai-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add andersonlimahw/lemon-ai-hub/karpathy-graph-swarm@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- andersonlimahw/lemon-ai-hub
- Path
plugins/karpathy-graph/skills/karpathy-graph-swarm/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 23, 2026
- Size
- 5,050 bytes
- Repository stars
- 17
- License
- MIT
Fan the karpathy-graph pipeline out across parallel agents that share the graph as memory instead of copying transcripts. Use when the context is too large for one pass — hundreds of documents, a whole codebase, many independent hypotheses — or when the user asks to parallelize graph construction, run a swarm, or use multiple agents to build a graph.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Swarm Scale out only when the work is genuinely parallel **and the reducer is defined before fan-out**. More agents without a reducer produces activity, not progress. The graph is what makes the swarm coherent: workers write findings as structured updates, and a synthesizer traverses the graph to combine them even though no single worker saw all the sources. ## Before fanning out Answer all six. If any answer is missing, do not fan out yet. 1. **Is the work independent?** Overlapping units mean duplicate entities and a resolution problem you created yourself. 2. **What is the reducer?** How do N worker payloads become one graph? Decide now, not after. 3. **What is the artifact contract?** Every worker returns the same shape. 4. **What are the budgets?** Concurrency, worker cap, tokens, per-worker timeout, retries. 5. **What is the dedup policy?** Same entity from two workers — merge how? 6. **What is the final gate?** What must be true for the graph to ship? ## Partition Give each worker a unit that stands alone: one document, one module, one incident, one hypothesis. Never split a single document across workers — …
Read the whole file at its exact version.
How to install
mdr add andersonlimahw/lemon-ai-hub/karpathy-graph-swarm@sha256:a25fd68956ba5410The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_e7jcic2dgvxb4nsu)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 23, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5050 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
andersonlimahw/lemon-ai-hub · 17 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_e7jcic2dgvxb4nsu GET https://markdownregistry.com/api/v1/resolve?ref=andersonlimahw/lemon-ai-hub/karpathy-graph-swarm GET https://markdownregistry.com/api/v1/blob/a25fd68956ba5410cd8033c8dfdca21b562a86ae64e940c348851f8df85f626d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.