RAG Search

STRONG · 77

Community indexed

RAG Search API

Downloads 0

Stars 1.2K

Version 1.0.0

Quality 65/100 · Promising

Trust 77/100 · Strong shortlist

Audit 72/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

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 thinkany-ai/rag-search

Maintenance

stale

2y since push

Risk

Needs review

Documentation summary is thin

GitHub quality

1.2K

65/100 quality · 77/100 trust

Coverage tags

CodingCoding agentsdataragretrieval

Review notes

Documentation summary is thin · Repository appears 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.

Agent safety v2

60/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

Documentation summary is thin

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 thinkany-ai/rag-search

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%20RAG%20Search%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

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

Install handoff

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

LLM text format

/api/skills/thinkany-ai-rag-search/install?format=text

Find alternatives

/api/skills/search?q=RAG%20Search&limit=3

Agent prompt

Use RAG Search for this task. Review https://www.openagentskill.com/api/skills/thinkany-ai-rag-search/install, then install with: npx skills add thinkany-ai/rag-search

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/thinkany-ai-rag-search

LLM text

/api/registry/manifest/thinkany-ai-rag-search?format=text

Install alias

/api/registry/install/thinkany-ai-rag-search

Recommend

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

Agent fit

67/100

RAG and knowledge

Use-case tags

RAG and knowledge Coding agents Sports analytics

Platforms

Python, RAG, Claude Code

Audit report

Needs review · 72/100

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

View audit report

Agent decision cockpit

Fallback candidate for RAG and knowledge

Prototype with this skill first; keep a fallback candidate ready.

Readiness

Prototype

Stage

Role in stack

Fallback candidate

Primary fit

RAG and knowledge

Trust label

Prototype first

Install path

Command ready

Use when

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

Evidence

1,180 GitHub stars
install command or GitHub repo available
65/100 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

PASS

1.2K GitHub stars

Recent maintenance

FIX

2y since push

License clarity

PASS

Apache-2.0

README/SKILL.md completeness

CHECK

Public metadata needs stronger README/SKILL.md context

Good signals

Manually verified listing
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
Documentation summary is thin
Recent maintenance: 2y since push
README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context

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

1.2K

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.

Analyze matches

Sports analytics

I need my agent to analyze football matches, World Cup data, xG, players, teams, and predictions.

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.

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.

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.

Alternative shortlist

Compare before you install

Similar skills in this category, ranked with the same readiness and quality signals.

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Overview

RAG Search API

Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.

Platform Compatibility

pythonFULL

ragFULL

Technical Details

Version: 1.0.0
License: Apache-2.0
Last Updated: 6/16/2026
Published: 5/24/2026

Frameworks & Tools

PythonRAG

Decision snapshot

Fallback candidate

Ready

Prototype

Stage

1,180 GitHub stars

Audit Snapshot

Install and adoption review

Needs review

Security: 90/100
Maintenance: 38/100
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 RAG Search, with the OpenAgentSkill Update theme and canonical URL.

OpenAgentSkill Update
Today: RAG Search

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

1.2K stars - data
Link: https://www.openagentskill.com/skills/thinkany-ai-rag-search?ref=x
#AIAgents #OpenAgentSkill

Open X draft

Optional reply with install command

Link for RAG Search:
https://www.openagentskill.com/skills/thinkany-ai-rag-search?ref=x

Install: npx skills add thinkany-ai/rag-search

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: thinkany-ai
Source: thinkany-ai/rag-search
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 thinkany-ai 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/thinkany-ai-rag-search)](https://www.openagentskill.com/skills/thinkany-ai-rag-search)

Preview badge Audit badge

Author

thinkany-ai✓

@thinkany-ai

Platform Fit

Claude Code

Health Signals

GitHub stars: 1.2K
Quality score: 48/100
Last GitHub push: Jul 29, 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 adoption1.2K GitHub starsPASS
Recent maintenance2y since pushFIX
License clarityApache-2.0PASS
README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextCHECK
Dependency risknetwork or browser surfacePASS
Install availabilitynpx skills add thinkany-ai/rag-searchPASS

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RAG Search

Coding and developer agents

Trust, audit, and install readiness at a glance

60/100 · Review before install

Network 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 · 72/100

Fallback candidate for RAG and knowledge

Strong shortlist

Promising candidate for agent workflows

Use this skill in these scenarios

RAG and knowledge

Coding agents

Sports analytics

Add it to a complete workflow

RAG knowledge base

Coding review agent

Content growth agent

Compare before you install

Awesome Llm Apps

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Llm App

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Overview

Platform Compatibility

Technical Details

Fallback candidate

Audit Snapshot

Install

Share this skill

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Claim this skill listing

README badge

Author

Tags

Platform Fit

Health Signals

Community Signal

Trust & Safety

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