karpathy-graph-resolve SKILL.md skillA
karpathy-graph-resolve 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-resolve@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-resolve/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 23, 2026
- Size
- 4,207 bytes
- Repository stars
- 17
- License
- MIT
Stage 2 of the karpathy-graph pipeline. Collapse duplicate surface forms into canonical entities using context as evidence, reversibly and with a recorded rationale. Use after extraction when the graph contains aliases, abbreviations, or spelling variants of the same thing, when isolated-node count is high, or when the user asks to deduplicate or merge entities.
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
# Resolve
Extraction creates **surface forms**, not a clean graph. The same thing appears
as an abbreviation, an alias, a former name, a spelling variant, or a partial
name. Resolution decides which of those are the same entity.
This is a reasoning task, not a string-matching task.
## Why string similarity is not enough
It fails in both directions:
- **Misses:** "Edwin Aldrin" and "Buzz Aldrin" share zero character overlap and
are the same person.
- **False merges:** two different people named "J. Silva" have perfect overlap
and are not the same person.
A false merge is the more expensive error. Collapse two entities into one node
and every downstream traversal silently combines their relations, dates, and
sources. Nothing errors. The graph just becomes confidently wrong.
**When uncertain, do not merge.** An unmerged duplicate is visible and fixable.
A false merge is invisible.
## Procedure
### 1. Block by type
Only ever compare entities of the same `type`. An `Entity` never resolves to a
`Source`, a `Metric` never resolves to a `Claim`.
```bash
KG="${CLAUDE_PLUGIN_ROOT:-plugins/karpathy-graph}/scripts/kgraph.py"
…Read the whole file at its exact version.
How to install
mdr add andersonlimahw/lemon-ai-hub/karpathy-graph-resolve@sha256:a9c49b8eb821bfc3The 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_7ksxckfhdwq6gtyz)
3 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 (4207 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_7ksxckfhdwq6gtyz GET https://markdownregistry.com/api/v1/resolve?ref=andersonlimahw/lemon-ai-hub/karpathy-graph-resolve GET https://markdownregistry.com/api/v1/blob/a9c49b8eb821bfc37b5f56c0753c045111cc60405abb3c076cd8bd6b32fbe47b
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.