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  4. moonshotai/Kimi-K3
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moonshotai/Kimi-K3

Model Hosting

Verified PublisherยทPending reviewVerified AdoptionยทPending reviewEnterprise ReadyยทPending review

moonshotai/Kimi-K3 is currently visible in Hugging Face trending model results for public model and agent research.

Developers also use

Generated from similarity, co-save, category, project, and adoption signals.

Nativ logo
Nativ

Model Hostingยท blaizzy.github.io

Open source

Native macOS workspace for running MLX models locally with chat, model management, monitoring, and OpenAI- and Anthropic-compatible APIs.

Why recommended

Vector similarity unavailable; ranked by category, tags, and public evidence.

Keep evaluating moonshotai/Kimi-K3

Comparisons, category adoption data, and shortlist guides that answer the questions this profile raises next.

Weigh moonshotai/Kimi-K3 against the alternatives

  • moonshotai/Kimi-K3 alternativesEvery model hosting product developers evaluate in place of moonshotai/Kimi-K3.
  • moonshotai/Kimi-K3 vs NativSide-by-side pricing, API surface, and adoption evidence.
  • moonshotai/Kimi-K3 vs BaseRTSide-by-side pricing, API surface, and adoption evidence.
  • moonshotai/Kimi-K3 vs Cactus Hybrid

Developer decision brief

Should I use moonshotai/Kimi-K3?

moonshotai/Kimi-K3 is currently visible in Hugging Face trending model results for public model and agent research.

FreeOpen sourceDocs linked

Best for

  • Model Hosting decisions where you need a concrete shortlist.
  • Teams that prefer open-source or self-hostable options.
  • Evaluation where docs and examples matter before API integration.

Watch-outs

  • Not enough verified adoption data yet.
  • Docs linked on this profile.
  • Repository linked for inspection.
  • No developer reviews yet.

Quickstart

No canonical install command detected. Open the docs or profile quickstart below.

Use quickstart hereDocsGitHubWebsite

Compare alternatives

moonshotai/Kimi-K3 vs Nativmoonshotai/Kimi-K3 vs BaseRTmoonshotai/Kimi-K3 vs Cactus Hybrid
Build with this

What you would get weekly

Save or follow moonshotai/Kimi-K3 to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.

No live product opportunities yet

You can still use the workbench: build a stack, publish proof, and follow starter challenge programs. New credits, workshops, and launch programs appear here once companies publish them.

Enterprise fit

Buyer brief for procurement and architecture review

Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.

Compare for enterpriseExport brief
Inferred

Commercial model

Free profile signal; exact enterprise terms need buyer review.

View source
Needs verification

Reliability

No status page, uptime, or SLA evidence attached

Buyer recommendation

Shortlist only after verifying Reliability and Security/compliance.

Docs are linked for implementation review.Open-source path can reduce lock-in review.At least one buyer evidence source is linked or verified.

Vendor value loop

Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.

Request vendor contact

Real data backfill while adoption proof grows

These are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.

GitHub repository APIfreeStars, forks, license, topics, releases, default branch, repo freshness, and public contributor signal.OpenSSF ScorecardfreeOpen-source security posture checks for repos before enterprise review.Wikidata company graph

Events / Tours

moonshotai/Kimi-K3 developer events

Hackathons, workshops, office hours, launches, and partner challenges tied to this product.

Claim or partner

No public events yet

Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.

Quickstart

Preparing moonshotai/Kimi-K3 docs pack
Streaming

The product profile is ready. Official docs, README snippets, and the AI paste pack are loading in the background.

Build context

Developer projects using moonshotai/Kimi-K3

No public community builds yet. These starter examples are templates, not fabricated activity.

Publish your build
Starter example

Launch-week proof page for an agent tool

Template

Turn a fresh repo, demo, Show HN, or hackathon launch into a public proof page with stack notes, launch context, and real build evidence.

Built with

LangChain logoLangChainCrewAI logoCrewAILangSmith logoLangSmithOpenAI API logoOpenAI API
Import repo
Attach demo + launch link
Save stack
Publish proof
ComparePublish template
Starter example

RAG support chatbot

Template

Index help docs, retrieve relevant passages, answer with citations, and trace failures before shipping.

Built with

Pinecone logoPinecone

Public credibility status

Claimable

This profile now separates verified proof from self-reported claims, so founders can improve status without buying rank.

Profile strength

41/100

Claimable profile ยท 6 gaps

Verified Publisher

Verify ownership through DNS or well-known file.

Verified Adoption

Connect SDK/API events to prove adoption.

Team Verified

Add founder/team proof.

GitHub

Repository linked

Docs

Docs linked

Security

Add SOC2/security/compliance proof.

Backers

Add verified backer proof.

Protocol/API

Agent-readable proof present

Freshness

Awaiting fresh proof.

Built by
M

moonshotai/Kimi-K3 team

Founding team

OSS MaintainerProtocol Ready
Proof file
ProofStateEvidence

Publisher ownership

Domain or organization claim ยท Live

Pending reviewUnclaimed profile45% confidence

Verified adoption

SDK/API/CRM telemetry ยท Pending

AgentRank trust profile

Public proof buyers and agents can trust

Claim this tool to see who is evaluating it

AgentRank

48

Public signals ยท โ˜… 7,763

Trust Score

43

observed

Category Rank

#1

Model Hosting ยท public signals

Protocols

SDK

Agent-readable metadata

Trust Registry

AgentRank evidence file
observed

Source breakdown

GitHub7,763

68% confidence

Protocol support

SDK

Agent-readable protocol evidence raises trust and commercial readiness.

Adoption over time
Last 8 weeksCohort private until Nโ‰ฅ7 ยท trust 43

Timeline appears after verified events.

We do not draw a fake adoption chart before live usage, self-reported proof, or challenge activity exists for this product.

Private (N<7)

active developers

Private (N<7)

verified adoptions

Private (N<7)

retention

Your developer adoption profile is already visible.

Claim it to verify data, add integrations, and unlock adoption intelligence on developers and accounts evaluating moonshotai/Kimi-K3.

Claim your tool

Developer identities

See the builders behind saves, docs clicks, API calls, and retained usage.

Talk to sales

Account map

Resolve developer activity into companies, teams, and enterprise accounts.

Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.

About moonshotai/Kimi-K3

moonshotai/Kimi-K3 is currently visible in Hugging Face trending model results for public model and agent research.

Resources
DocsDocs

Official implementation documentation.

GitHubGitHub

Public source repository.

Websitelaunch_source

Public source used by the daily tool intake.

Actions
Request intro
Workspace actions

Sign up to save, follow, compare, publish builds, or verify ownership.

Public links
Visit WebsiteDocumentation
GitHub Stats

7,763

Stars

544

Forks

16

Issues

Quick Info
PricingFree
Open sourceYes
API availableNo
Add to Your Project
[![moonshotai/Kimi-K3 on Adoption Intelligence](https://tokensand.com/api/badges/moonshotai-kimi-k3)](https://tokensand.com/tools/model-hosting/moonshotai-kimi-k3)
moonshotai/Kimi-K3 badge previewPreview

Add this badge to your README.md to show your listing on Adoption Intelligence.

925
51
Open source
Why recommended

Often evaluated near Model Hosting tools.

BaseRT logo
BaseRT

Model Hostingยท docs.basecompute.co

Free

Open-source native Metal runtime for fast local LLM inference on Apple Silicon, with public benchmarks and technical documentation.

Why recommended

Vector similarity unavailable; ranked by category, tags, and public evidence.

109
6
Open source
Why recommended

Often evaluated near Model Hosting tools.

Cactus Hybrid logo
Cactus Hybrid

Model Hostingยท github.com

Open source

Open-source hybrid on-device model system that returns calibrated confidence scores so applications can hand uncertain requests to larger cloud models.

Why recommended

Vector similarity unavailable; ranked by category, tags, and public evidence.

60
1
Open source
Why recommended

Often evaluated near Model Hosting tools.

Launch HN: Speko (YC S26) โ€“ OpenRouter for Voice AI logo
Launch HN: Speko (YC S26) โ€“ OpenRouter for Voice AI

Model Hostingยท speko.ai

Freemium

Launch HN: Speko (YC S26) โ€“ OpenRouter for Voice AI is a model hosting candidate surfaced by public developer research signals for newsletter testing and guarded catalog intake.

Why recommended

Vector similarity unavailable; ranked by category, tags, and public evidence.

Docs available
Why recommended

Often evaluated near Model Hosting tools.

Side-by-side pricing, API surface, and adoption evidence.
  • moonshotai/Kimi-K3 vs Launch HN: Speko (YC S26) โ€“ OpenRouter for Voice AISide-by-side pricing, API surface, and adoption evidence.
  • Check the adoption evidence

    • Model Hosting developers actually keep usingFiltered to products with verified usage events, cohort breadth, and retention.
    • AgentRank category rankingsHow every category is ordered by adoption proof, trust, and protocol support.
    • Best Open Source AI ToolsShortlist guide for this category, with the tradeoffs written out.
    • Best Model Hosting PlatformsShortlist guide for this category, with the tradeoffs written out.

    Own moonshotai/Kimi-K3? Generate its adoption badge embed, or claim the profile to send verified usage events.

    Needs verification

    Security/compliance

    No security, trust, or compliance source attached

    Source linked

    Integration fit

    Documentation source linked

    View source
    Inferred

    Adoption proof

    Public saves/reviews indicate evaluator interest

    free
    Parent company, acquisition, and ownership hints to avoid misleading same-owner comparisons.
    Qdrant logo
    Qdrant
    LangChain logoLangChain
    LangSmith logoLangSmith
    Load docs
    Embed chunks
    Retrieve context
    Trace bad answers
    CompareStart with vector DB
    Pending review
    GitHubWebsite

    Team proof is pending until the product profile is claimed.

    OSS MaintainerProtocol Ready
    Owner checklist

    Verified domain

    +15

    Verify publisher ownership to remove the unclaimed status gap.

    SDK/API telemetry connected

    +20

    Connect SDK to unlock Verified Adoption.

    Verified adoption badge

    +10

    Send enough verified adoption events to pass the cohort threshold.

    Funding, backer, or security proof

    +8

    Add funding, backer, or security evidence to qualify for higher trust badges.

    Improve profile
    Pending review
    Insufficient cohort50% confidence

    Category rank

    AgentRank methodology ยท Pending

    Pending reviewRank pending40% confidence

    Team proof

    Domain, social, and team evidence ยท Live

    LockedTeam not added45% confidence

    Security and enterprise readiness

    Docs, compliance, protocol, and readiness signals ยท Pending

    Pending reviewSecurity proof pending38% confidence
    Share and embed

    Public profile card

    Share the product's rank, trust state, and top badges.

    Open

    Verified Adoption badge

    README and website badge backed by telemetry.

    Open
    [![Verified Adoption](/api/badges/moonshotai-kimi-k3?variant=verified)](https://tokensand.com/tools/model-hosting/moonshotai-kimi-k3)

    Top 10 badge

    Unlocks automatically when the profile enters Top 10.

    Open
    [![Top 10](/api/badges/moonshotai-kimi-k3?variant=top10)](https://tokensand.com/tools/model-hosting/moonshotai-kimi-k3)

    Team launch card

    Founder/team credibility card for launch posts and investor updates.

    Open

    Weekly momentum card

    Share rank movement and verified adoption growth.

    EnterpriseOpen
    Launch copy

    moonshotai/Kimi-K3 is live as a public adoption profile: https://tokensand.com/tools/model-hosting/moonshotai-kimi-k3. Verified proof beats vanity metrics.

    Embed path: /api/badges/moonshotai-kimi-k3?variant=verified ยท Profile: /tools/model-hosting/moonshotai-kimi-k3

    Tracked Developers

    0

    Known active developer activity

    Profile Status

    Unclaimed

    Owner action needed

    Benchmark proof

    Benchmark proof pending

    Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.

    Trust gaps

    Verify publisher ownership
    Send SDK/API telemetry
    Attach benchmark evidence

    Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.

    Claim this tool to see who is evaluating it
    Next best action

    Claim moonshotai/Kimi-K3 before competitors use this profile as proof.

    Connect usage events, resolve developer identities, and see which accounts are evaluating moonshotai/Kimi-K3.

    Claim this tool to see who is evaluating it
    Talk to sales

    Retention cohorts

    Track first API call through 7/30/90-day retention and expansion.

    Talk to sales

    Competitor overlap

    Find developers evaluating alternatives and switching between tools.

    Talk to sales

    Category benchmark

    Compare activation, retention, and growth against your market.

    Talk to sales

    Recommended actions

    Prioritized DevRel, product, and sales plays based on live adoption signals.

    Talk to sales
    GitHub
    View Alternatives
    3 Resources
    Ship with moonshotai/Kimi-K3 in 60 seconds
    Hackathon-readyPython

    Auto-detected from official docs

    Paste into a fresh Python file and run.

    python
    import openai
    
    def chat_with_preserved_thinking(client: openai.OpenAI, model_name: str):
        messages = [
            {
                "role": "user",
                "content": "Tell me three random numbers."
            },
            {
                "role": "assistant",
                "reasoning_content": "I'll start by listing five numbers: 473, 921, 235, 215, 222, and I'll tell you the first three.",
                "content": "473, 921, 235"
            },
            {
                "role": "user",
                "content": "What are the other two numbers you have in mind?"
            }
        ]
    
        response = client.chat.completions.create(
            model=model_name,
            messages=messages,
            stream=False,
            max_tokens=4096,
            reasoning_effort="max",
        )
        # the assistant should mention 215 and 222 that appear in the prior reasoning content
        print(f"response: {response.choices[0].message.reasoning}")
        return response.choices[0].message.content
    Docs:Official DocsGitHubWebsite