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…/graph-of-skills/vector-skills-retriever

home/skills/davidliuk/graph-of-skills/vector-skills-retriever

vector-skills-retriever

191stars23forks

How to install vector-skills-retriever?

davidliuk/graph-of-skills/vector-skills-retriever

$npx -y skills add davidliuk/graph-of-skills --skill vector-skills-retriever

Installs into the current project.

Summary

Retrieve a bounded bundle of relevant external skills from the local skill workspace using vector embedding similarity only.

Files · 1

SKILL.md

1	# Purpose
2
3	Use this skill when the task likely needs specialized domain knowledge, scripts, or references that are not already obvious from the current context.
4
5	This retriever uses embedding similarity only. It does not use graph edges, graph propagation, or lexical expansion.
6
7	# Retrieve Relevant Skills
8
9	Run:
10
11	```bash
12	OPENROUTER_API_KEY="${OPENROUTER_API_KEY:-$OPENAI_API_KEY}" \
13	OPENAI_API_KEY="${OPENROUTER_API_KEY:-$OPENAI_API_KEY}" \
14	OPENAI_BASE_URL=https://openrouter.ai/api/v1 \
15	GOS_EMBEDDING_MODEL=openai/text-embedding-3-large \
16	GOS_EMBEDDING_DIM=3072 \
17	vectorskills-query "short description of the task or current subproblem"
18	```
19
20	Diagnostic rule: do not suppress stderr and do not replace failures with fallback text. If `vectorskills-query` fails, keep the original stderr visible and note the real exit code so the failure remains diagnosable.
21
22	Useful flags:
23
24	```bash
25	vectorskills-query "debug spring boot jakarta migration build errors" --top-n 5 --max-context-chars 9000
26	vectorskills-query "extract text from receipts into xlsx" --json
27	```
28
29	# How To Use The Results
30
31	1. Start with a short task-level query.
32	2. Read the returned skill bundle.
33	3. Follow the retrieved skill instructions and inspect any referenced files under `/opt/graphskills/skills/<skill-name>/`.
34	4. Re-query with a narrower subproblem if needed.

davidliukPublisher · 3 listings

Preview

davidliuk/graph-of-skills

# Purpose

Use this skill when the task likely needs specialized domain knowledge, scripts, or references that are not already obvious from the current context.

This retriever uses embedding similarity only. It does not use graph edges, graph propagation, or lexical expansion.

# Retrieve Relevant Skills

$ npx -y skills add davidliuk/graph-of-skills --skill vector-skills-retriever

▸ installing to .claude/skills…

✓ vector-skills-retriever ready

Repodavidliuk/graph-of-skills

LicenseMIT

CategorySearch & RAG

UpdatedMay 2026

Repo stars191

First seenJul 22, 2026

Tags

Skill Search & RAG

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