Vectorflow

STRONG · 75

Community indexed

VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.

Downloads 0

Stars 700

Version 1.0.0

Quality 55/100 · Promising

Trust 75/100 · Strong shortlist

Audit 68/100 · Needs review

Supply asset profile

Research and knowledge work

Deep research, source comparison, literature review, RAG, knowledge search, and reports.

Browse track

Scenario

RAG and knowledge

I need my agent to build a RAG workflow over documents and retrieve reliable context.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add dgarnitz/vectorflow

Maintenance

stale

2y since push

Risk

Needs review

Repository appears stale

GitHub quality

700

55/100 quality · 75/100 trust

Coverage tags

ResearchRAG and knowledgerag-knowledgeembeddingsretrieval

Review notes

Repository appears stale · Repository looks stale

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

Promising

Useful candidate, but compare it with alternatives before adopting.

Trust

Strong shortlist

Good trust signals with a few areas worth checking before rollout.

Audit

Needs review

Install readiness, security metadata, maintenance, and adoption risk.

Trust Score v2

Human review before install

Test in a sandbox workflow and compare its install path with close alternatives.

PythonEmbeddingsCodexClaude CodeCursor

Stars

700 GitHub stars

Maintenance

2y since push

License

Apache-2.0

Install

npx skills add dgarnitz/vectorflow

Risk summary

Review before production

Repository looks stale
Quality score needs review
Recent maintenance: 2y since push

Install readiness

Install path available

Install path is available
Repository evidence is available
License is declared
2y since push

Agent safety v2

52/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

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.

Repository appears stale

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.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add dgarnitz/vectorflow

Agent 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.

Open text plan

Resolve JSON

/api/agent/resolve?task=Use%20Vectorflow%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20Vectorflow%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/dgarnitz-vectorflow/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 Vectorflow in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Vectorflow%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/dgarnitz-vectorflow/install
Install command: npx skills add dgarnitz/vectorflow
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.

Open install API

Install handoff

/api/skills/dgarnitz-vectorflow/install

LLM text format

/api/skills/dgarnitz-vectorflow/install?format=text

Find alternatives

/api/skills/search?q=Vectorflow&limit=3

Agent prompt

Use Vectorflow for this task. Review https://www.openagentskill.com/api/skills/dgarnitz-vectorflow/install, then install with: npx skills add dgarnitz/vectorflow

Registry 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.

Open manifest

Manifest

/api/registry/manifest/dgarnitz-vectorflow

LLM text

/api/registry/manifest/dgarnitz-vectorflow?format=text

Install alias

/api/registry/install/dgarnitz-vectorflow

Recommend

/api/registry/recommend?task=Use%20Vectorflow%20in%20an%20agent%20workflow&limit=3

Agent fit

57/100

RAG and knowledge

Use-case tags

RAG and knowledge Coding agents Browser automation

Platforms

Python, Embeddings, Claude Code

Audit report

Needs review · 68/100

Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.

View audit report

Agent decision cockpit

Needs validation for RAG and knowledge

Do a manual repository review before adding this to an agent workflow.

Readiness

Review

Stage

Role in stack

Needs validation

Primary fit

RAG and knowledge

Trust label

Needs manual review

Install path

Command ready

Use when

RAG and knowledge workflows
Claude Code teams
teams that value GitHub adoption signals

Evidence

700 GitHub stars
install command or GitHub repo available
55/100 quality profile

Review first

Repository looks stale
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.

Trust score

GitHub adoption

INFO

700 GitHub stars

Recent maintenance

FIX

2y since push

License clarity

PASS

Apache-2.0

README/SKILL.md completeness

PASS

Metadata includes enough usage and workflow context

Good signals

AI review approved
Install path is available
Repository evidence is available
Meaningful GitHub adoption signal

Review before install

Repository looks stale
Quality score needs review
Recent maintenance: 2y since push

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.

GitHub stars

700

Freshness

2y ago

Install ready

Yes

License

Apache-2.0

Check before install: Repository looks stale

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.

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MiroFish

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Overview

VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.

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

pythonFULL

embeddingsFULL

Technical Details

Version: 1.0.0
License: Apache-2.0
Last Updated: 6/16/2026
Published: 6/16/2026

Frameworks & Tools

PythonEmbeddings

Decision snapshot

Needs validation

Ready

Review

Stage

700 GitHub stars

Audit Snapshot

Install and adoption review

Needs review

Security: 97/100
Maintenance: 20/100
Install: 92/100

Open full audit

Install

Free and open source

Compare Alternatives Auto-resolve Plan View on GitHub Documentation

Growth loop

Share this skill

Scenario-led draft for Vectorflow, with the OpenAgentSkill Update theme and canonical URL.

OpenAgentSkill Update
Today: Vectorflow

Use it when you want your coding agent to carry more repo context and ship repetitive changes faster.

700 stars - rag-knowledge
Link: https://www.openagentskill.com/skills/dgarnitz-vectorflow?ref=x
#AIAgents #OpenAgentSkill

Open X draft

Optional reply with install command

Link for Vectorflow:
https://www.openagentskill.com/skills/dgarnitz-vectorflow?ref=x

Install: npx skills add dgarnitz/vectorflow

Open reply draft

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator: dgarnitz
Source: dgarnitz/vectorflow
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 skill

Owner claim

Claim this skill listing

This community indexed listing is attributed to dgarnitz 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.

[![OpenAgentSkill](https://www.openagentskill.com/api/badge/dgarnitz-vectorflow)](https://www.openagentskill.com/skills/dgarnitz-vectorflow)

Preview badge Audit badge

Author

dgarnitz

@dgarnitz

Platform Fit

Claude Code

Health Signals

GitHub stars: 700
Quality score: 39/100
Last GitHub push: May 16, 2024
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 adoption700 GitHub starsINFO
Recent maintenance2y since pushFIX
License clarityApache-2.0PASS
README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
Dependency riskno major dependency risk hints in public metadataPASS
Install availabilitynpx skills add dgarnitz/vectorflowPASS

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Vectorflow

Research and knowledge work

Trust, audit, and install readiness at a glance

Human review before install

Review before production

Install path available

52/100 · Avoid automatic install

Network access

Filesystem access

Install this skill in your agent workflow

OpenAgentSkill CLI

Let an agent verify fit before installing.

Give an agent the install path, not another directory page.

Agent-readable profile for automatic skill selection.

Needs review · 68/100

Needs validation for RAG and knowledge

Strong shortlist

Promising candidate for agent workflows

Use this skill in these scenarios

RAG and knowledge

Coding agents

Browser automation

Add it to a complete workflow

RAG knowledge base

Content growth agent

Coding review agent

Compare before you install

Generative AI For Beginners

Elasticsearch

Graphify

MiroFish

Overview

Platform Compatibility

Technical Details

Needs validation

Audit Snapshot

Install

Share this skill

Community indexed

Claim this skill listing

README badge

Author

Tags

Platform Fit

Health Signals

Community Signal

Trust & Safety

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