Item detail
github.com

Ontos-AI/knowhere

Ontos-AI/knowhere is an AI project in RepoRadar's Radar section, holding Gold tier and a 'try now' verdict. Its strongest signal is novelty, scored 10.0 out of 10.

Score8.3
Popularity100.0
Risklow
TierGold
Score breakdown
Usefulness8.7
Novelty10.0
Momentum10.0
Maturity9.0
Open-source/build7.4
Evidence7.2
Workflow potential9.0
Setup ease6.5

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for AI engineers, RAG builders, agent developers, enterprise platform teams, knowledge-management engineers, and document-heavy operators who want a persistent, navigable memory layer between their unstructured documents and their AI agents instead of building a custom parsing + chunking + hierarchy + graph pipeline from scratch, because Ontos-AI/knowhere ships an Apache-2.0 open-source

Who should use it

Builders Power users

Who should skip it

Skip Ontos-AI/knowhere if the source repository or demo is inactive, unmaintained, or no longer matches the description shown here.

About this signal

Ontos-AI/knowhere is tracked by RepoRadar as an AI project in the Radar section. First seen 2026-06-23; the source record was last checked on 2026-06-23. The current verdict is 'try now' with a Gold tier and review needed setup difficulty. Across RepoRadar's eight signals, Ontos-AI/knowhere is strongest on novelty (10.0) and momentum (10.0) and weakest on setup ease (6.5) — a profile worth weighing against your own priorities. This page summarizes the public evidence on the linked source page and states where additional review is still needed.

How this item is evaluated

The Ontos-AI/knowhere record combines a 8.3/10 composite score with separate popularity (100.0), risk (low), and setup (review needed) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to evaluate an AI tool before you adopt it for the checklist behind this score.

Risk explanation

Risk label is still being reviewed from the captured evidence. Treat the item as unknown-risk until you review the linked source, permissions, setup path, and data access.

Evidence links
Closest alternatives / related signals
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-13T20:20:15Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

42 dated snapshots retained from 2026-06-23 through 2026-08-13; see the snapshot index for explicit coverage gaps. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar score8.3 current · +0.0 net
Repository momentum9.6 current · -0.4 net
GitHub stars (observed)2,404 current · +491 net
GitHub stars2,404 exact observation
Versionv1.0.22
Last release2026-08-12T16:26:57Z
Maintenanceactive
Current risklow
Current verdicttry now
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineClaude Code, LangChain, OpenAI Codex

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-138.39.62,404lowtry nowactive
2026-08-128.39.62,375lowtry nowactive
2026-08-118.38.52,343lowtry nowactive
2026-08-108.39.62,344lowtry nowactive
2026-08-098.39.62,328lowtry nowactive
2026-08-088.39.62,293lowtry nowactive
2026-08-078.39.62,177lowtry nowactive
2026-08-068.310.0Not recordedlowtry nownot recorded
2026-08-058.310.0Not recordedlowtry nownot recorded
2026-08-048.39.62,177lowtry nowactive
2026-08-038.39.62,177lowtry nowactive
2026-08-028.39.62,161lowtry nowactive

Why the record changed

stars changed

Stars changed: 2375 → 2404.

integration changed

Integration changed: Claude, Claude Code, Google Gemini, LangChain, Milvus, Qdrant → Claude Code, LangChain, OpenAI Codex.

version changed

Version changed: v1.0.21 → v1.0.22.

stars changed

Stars changed: 2343 → 2375.

stars changed

Stars changed: 2344 → 2343.

stars changed

Stars changed: 2328 → 2344.

stars changed

Stars changed: 2293 → 2328.

stars changed

Stars changed: 2177 → 2293.

stars changed

Stars changed: 2161 → 2177.

version changed

Version changed: v1.0.20 → v1.0.21.

stars changed

Stars changed: 2144 → 2161.

stars changed

Source-observed stars changed: 2140 → 2144. This reports the retained observation delta and does not infer why the upstream change occurred.