Nboost

STRONG · 73
Community indexed

NBoost is a scalable, search-api-boosting platform for deploying transformer models to improve the relevance of search results on different platforms (i.e. Elasticsearch)

Downloads 0
Stars 673
Version 1.0.0
Quality 55/100 · Promising
Trust 73/100 · Strong shortlist
Audit 67/100 · 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 koursaros-ai/nboost

Maintenance

stale

6y since push

Risk

Needs review

Repository appears stale

GitHub quality

673

55/100 quality · 73/100 trust

Coverage tags

ResearchRAG and knowledgerag-knowledgesemantic-searchretrieval

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
55

Useful candidate, but compare it with alternatives before adopting.

Trust

Strong shortlist
73

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

Audit

Needs review
67

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

Agent safety v2

55/100 · Review before 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.

  • 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 koursaros-ai/nboost

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

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

Agent prompt

Use Nboost for this task. Review https://www.openagentskill.com/api/skills/koursaros-ai-nboost/install, then install with: npx skills add koursaros-ai/nboost

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

Agent fit

57/100

RAG and knowledge

Platforms

Python, Semantic Search, Claude Code

Audit report

Needs review · 67/100

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.

57
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

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

Review first

  • Repository looks stale
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one RAG and knowledge task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 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.

73
Trust score

GitHub adoption

INFO

673 GitHub stars

Recent maintenance

FIX

6y 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: 6y 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.

55
GitHub stars
673
Freshness
6y ago
Install ready
Yes
License
Apache-2.0
Check before install: Repository looks stale

Workflow fit

Use this skill in these scenarios

Stack fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

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

Compare all

Overview

NBoost is a scalable, search-api-boosting platform for deploying transformer models to improve the relevance of search results on different platforms (i.e. Elasticsearch)

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
semantic-searchFULL

Technical Details

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

Frameworks & Tools

PythonSemantic Search

Decision snapshot

Needs validation

57
Ready
Review
Stage

673 GitHub stars

Audit Snapshot

Install and adoption review

67
Needs review
Security
94/100
Maintenance
20/100
Install
92/100
Open full audit

Growth loop

Share this skill

X

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

OpenAgentSkill Update
Today: Nboost

Use it when your agent needs to turn docs, data, or knowledge bases into answers and actions.

673 stars - rag-knowledge
Link: https://www.openagentskill.com/skills/koursaros-ai-nboost?ref=x
#AIAgents #OpenAgentSkill
Open X draft
Optional reply with install command
Link for Nboost:
https://www.openagentskill.com/skills/koursaros-ai-nboost?ref=x

Install: npx skills add koursaros-ai/nboost

Listing source

Community indexed

Claimable

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

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 koursaros-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/koursaros-ai-nboost)](https://www.openagentskill.com/skills/koursaros-ai-nboost)

Author

K

koursaros-ai

@koursaros-ai

Platform Fit

Health Signals

GitHub stars
673
Quality score
39/100
Last GitHub push
Sep 30, 2020
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

73
  • GitHub adoption673 GitHub starsINFO
  • Recent maintenance6y since pushFIX
  • License clarityApache-2.0PASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency riskexternal package install surface, network or browser surfaceINFO
  • Install availabilitynpx skills add koursaros-ai/nboostPASS