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Verified Tools & Repos

Curated, evidence-checked repos, products, and protocols for AI-assisted dev tooling. Nothing goes in this file without meeting the evidence bar: named practitioners with a checkable identity, current docs, or repo-health signals (stars, forks, active commits — not a one-person abandoned project). New-but-promising entries are allowed as a labeled exception. For newsletters/people/communities, see _inspiration-and-staying-current.md. For browser-based utilities and web tools, see useful-tooling. Process notes live in _architecture/.

Named practitionerscheckable identityCurrent docsprimary sourcesRepo healthstars, forks, commitsExceptionnew-but-promising, labeledMeeting any one of the first three earns an entry. Abandoned one-person projects do not.Named practitionerscheckable identityCurrent docsprimary sourcesRepo healthstars, forks, commitsExceptionnew-but-promising, labeledMeeting any one of the first three earns anentry. Abandoned one-person projects do not.
Entry test for the whole file.

Repos / awesome-lists

Design-to-code / browser verification tooling (verified 2026-08-22)

  • ChromeDevTools/chrome-devtools-mcp — official Google org repo. MCP server exposing live Chrome DevTools (DOM/computed styles, viewport emulation, network/console/perf) to coding agents. 49.6k stars, 3.5k forks, pushed within 24h of verification.
  • MengTo/Skills — portable SKILL.md playbooks for design/layout discipline (spacing, typography, guardrails) in coding agents. 5.2k stars, 633 forks, active.
  • vercel-labs/agent-skills — Vercel's structural guidelines/skill trees for web-design and framework conventions (incl. Next.js/RSC patterns). 30.3k stars, 2.7k forks, active.
  • vercel-labs/agent-browser — CLI/daemon orchestrating local Chrome/Puppeteer sessions for agents inspecting a running local dev server. 41.1k stars, 2.7k forks, active.
  • BuilderIO/skills — visual-to-code mapping skills (/visual-plan, /visual-edit) connecting a repo to an editable browser layout. 4.1k stars, 204 forks, active.
  • browser-use/browser-use — Python library giving LLMs structured browser control (accessibility-tree extraction, click/scroll/fill, visual inspection). 110k stars, 12.1k forks, very active — the dominant player in this category by a wide margin.
  • Skyvern-AI/skyvern — vision-first web interaction/layout-validation pipeline (planner/actor/validator loop). 22.8k stars, 2.1k forks, active.
  • browserbase/stagehand — open-source automation SDK over Chrome DevTools Protocol, browser control + visual state capture. 24k stars, 1.7k forks, active.
  • abi/screenshot-to-code — reverse-engineers a screenshot/mockup into matching HTML/Tailwind layout. 74.4k stars, 9.1k forks, active.
  • pbakaus/impeccable (impeccable.style) — design language for making an AI coding harness better at design. 61.6k stars. Maintainer Paul Bakaus, ex-Google, creator of jQuery Mobile — real, checkable identity.
  • nraiden/openv0 — 4.0k stars. Note: an earlier pass separately checked "Open Design / OpenV0" as a general concept and found no single canonical project (see "Checked and discarded" below); this specific repo is the one confirmed real entry in that space.
  • plugin87/ux-ui-agent-skills — new-but-promising, labeled exception: design-token/WCAG-oriented skill set for turning a coding agent into a design-system-aware assistant. 507 stars, 46 forks, active as of 2026-06 — smaller signal than the rest of this subsection, include with that caveat.
browser-use/browser-use110k starsabi/screenshot-to-code74.4k starspbakaus/impeccable61.6k starsChromeDevTools/chrome-devtools-mcp49.6k starsvercel-labs/agent-browser41.1k starsvercel-labs/agent-skills30.3k starsbrowserbase/stagehand24k starsSkyvern-AI/skyvern22.8k starsMengTo/Skills5.2k starsBuilderIO/skills4.1k starsnraiden/openv04.0k starsplugin87/ux-ui-agent-skills507 starsteal: browser and verification tooling. purple: design guidance and skills. amber: new-but-promising.browser-use/browser-use110k starsabi/screenshot-to-code74.4k starspbakaus/impeccable61.6k starsChromeDevTools/chrome-devtools-mcp49.6k starsvercel-labs/agent-browser41.1k starsvercel-labs/agent-skills30.3k starsbrowserbase/stagehand24k starsSkyvern-AI/skyvern22.8k starsMengTo/Skills5.2k starsBuilderIO/skills4.1k starsnraiden/openv04.0k starsplugin87/ux-ui-agent-skills507 starsteal: browser and verification tooling. purple:design guidance and skills. amber:new-but-promising.
Stars at verification. browser-use dominates its category by a wide margin.

Skill libraries (multi-skill collections — not individual skills)

Every entry here is a collection of many skills bundled in one repo, not a single skill — see "Individual atomic skills" below for the actual single-skill answer.

obra/superpowers276k starsmattpocock/skills231.6k starsaddyosmani/agent-skills89.1k starsayghri/i-have-adhd23.2k starsEven top-tier named authors ship libraries, not atomic skills. Superpowers is already active in this session.obra/superpowers276k starsmattpocock/skills231.6k starsaddyosmani/agent-skills89.1k starsayghri/i-have-adhd23.2k starsEven top-tier named authors ship libraries, notatomic skills. Superpowers is already active inthis session.
Collections of many skills. For single-skill picks see the atomic list below.
  • obra/superpowers — "agentic skills framework & software development methodology": plan-first, spec-driven workflow (brainstorming → writing-plans → TDD → verification). 276k stars, 24.7k forks, active. This is the exact skill framework already active in this Claude Code session (superpowers:brainstorming, superpowers:writing-plans, etc.) — already adopted, not a new pick.
  • mattpocock/skills — "Skills for Real Engineers," personal collection from Matt Pocock, a well-known TypeScript educator (creator of totaltypescript.com). Includes strict-interrogation and TDD-style workflow skills. 231.6k stars, 19.8k forks, active.
  • ayghri/i-have-adhd — reshapes agent output for ADHD-friendly reading (answer-first, numbered steps, no preamble, one clear next action). 23.2k stars, 1.5k forks, active; organic virality confirmed across multiple independent write-ups, not one aggregator's spin. Single-behavior in spirit, but ships as a repo with related material — check the folder structure before treating it as strictly atomic.
  • addyosmani/agent-skills — "Production-grade engineering skills for AI coding agents," 24 distinct skills (spec-driven dev, TDD, code review, performance optimization, Chrome DevTools browser testing). 89.1k stars, 9.5k forks, active. Maintainer Addy Osmani, a named, highly checkable web-performance/Chrome practitioner. Included here specifically to make a point stick: even top-tier named individuals ship libraries, not atomic skills.

Correction (2026-08-23): several tools wrongly called fabricated

Earlier passes marked these "likely fabricated" or "uncertain" based on model-knowledge-only checks. The user found real, direct GitHub links for all but one — correcting the record:

Earlier passesmarked entries "fabricated"or "uncertain" from modelknowledge onlyUser found real linksdirect GitHub linksfor all but onerecord fixed 2026-08-23rtk-ai/rtkskilld-dev/skilldfrontman-ai/frontmancloudflare/skillsremotion-dev/skills"Codeex" is most likely a garbled "OpenAI Codex". Default to OpenAI Codex unless another repo is confirmed.frontman-ai/frontman is not androsland/frontman. cloudflare/skills holds web-perf as a skill, not a separate repo.Earlier passesmarked entries "fabricated" or "uncertain"from model knowledge onlyUser found real linksdirect GitHub links for all but onerecord fixed 2026-08-23rtk-ai/rtkskilld-dev/skilldfrontman-ai/frontmancloudflare/skillsremotion-dev/skills"Codeex" is most likely a garbled "OpenAICodex". Default to OpenAI Codex unlessanother repo is confirmed.frontman-ai/frontman is notandrosland/frontman. cloudflare/skills holdsweb-perf as a skill, not a separate repo.
Five entries restored, one name resolved.
  • rtk-ai/rtk — agent terminal/context-output compression layer (intercepts git/test/build output, filters to a much smaller version for the LLM, ~60–90% token reduction claimed). Works across Claude Code, Copilot, Cursor, Gemini CLI, Codex. Was wrongly flagged "high-confidence hallucination" on the theory it coincidentally matched the user's own personal rtk CLI alias — it's a real, unrelated project.
  • skilld-dev/skilld — generates Agent Skills from actual project dependencies (skilld add npm:vue → version-aware SKILL.md + refs from docs/releases/issues). Local-first, cross-agent, can use Ollama for generation. Directly relevant to the capability-lifecycle ideas in personal-harness-ARCHITECTURE.md.
  • frontman-ai/frontman — browser-aware frontend coding agent; connects the live running app to source (click an element, ask it to change it — sees DOM, computed CSS, component hierarchy, routes, source maps, logs). Targets Next.js/Astro/Vite (React/Vue/Svelte). Note: a separate, unrelated androsland/frontman (orchestrator/model-routing skill) also exists — don't conflate the two.
  • cloudflare/skills — official Cloudflare Agent Skills repo, includes the web-perf skill (Core Web Vitals/LCP/INP/CLS/Lighthouse auditing guidance for an agent). It's a skill inside this repo, not a standalone cloudflare/web-perf repo as originally miscited.
  • remotion-dev/skills — official Remotion (React video framework) Agent Skills, install via npx skills add remotion-dev/skills.
  • VoltAgent/awesome-agent-skills — already listed above; confirmed as a large curated directory (1000+ skills from Cloudflare, Vercel, Angular, Remotion, OpenAI, etc.), not a competing framework claim.

"Codeex" — most likely just a garbled/misspelled reference to OpenAI Codex. That was the original hypothesis, and it's still the most defensible read: no authoritative source for a distinct "Codeex" product exists, just a weak, thinly-sourced mention of an unrelated "Codeex AI super-app." If a future dump repeats this name, default to OpenAI Codex (real, well-known) unless a specific different repo/product is confirmed.

Individual atomic skills (single SKILL.md, one job — verified 2026-08-22)

Genuinely standalone or subfolder-level single-purpose skills, distinct from the libraries above. See skill-libraries-and-marketplaces.md section 7 for full reasoning.

Verified on GitHubcontext7-skillContext7 docs lookup53 stars, 8 forksnew-but-promisingcolor-contrastWCAG contrast checkrepo: 39 stars, 2 forkscite the subfoldercommit-workConventional Commitsparent: 2,378 stars221 forks, activeMarketplace-listed, popularity self-reportedgit-commit-writerConventional Commits writer"most downloaded" is Agensi's claimpr-description-writerPR description from a diffsame self-reported caveatmcpmarket.com skills leaderboardranked by stars of the underlying repo. #1 is diagram-maker-visualizer. Other ranks not re-pulled (HTTP 429).Verified on GitHubcontext7-skillContext7 docs lookup53 stars, 8 forksnew-but-promisingcolor-contrastWCAG contrast checkrepo: 39 stars, 2 forkscite the subfoldercommit-workConventional Commitsparent: 2,378 stars221 forks, activeMarketplace-listed, popularityself-reportedgit-commit-writerConventional Commits writer"most downloaded" is Agensi's claimpr-description-writerPR description from a diffsame self-reported caveatmcpmarket.com skills leaderboardranked by stars of the underlying repo. #1 isdiagram-maker-visualizer. Other ranks notre-pulled (HTTP 429).
Atomic skills: the evidence differs between GitHub and marketplaces.
  • netresearch/context7-skill — one job: Context7 documentation lookup as a lightweight REST wrapper, no MCP overhead. 53 stars, 8 forks, pushed within days, active. Maintainer netresearch, a named dev agency. New-but-promising: real, well-scoped, thin signal.
  • mgifford/accessibility-skills — skills/color-contrast/SKILL.md — WCAG contrast-check, single job. Cite the subfolder, not the whole repo (the repo itself is a small library, 39 stars/2 forks). Maintainer Mike Gifford, a named/checkable accessibility practitioner. New-but-promising, low star count.
  • softaworks/agent-toolkit — skills/commit-work/SKILL.md — stage/split/write Conventional Commits messages, single job. Parent repo is a library (2,378 stars/221 forks, real and active) — cite this subfolder specifically for the atomic use case.
  • agensi.io/skills/git-commit-writer — single-purpose Conventional Commits writer, marketplace-listed. Agensi's own dashboard calls it their most-downloaded skill — real listing, but that popularity figure is self-reported by the marketplace, not independently auditable.
  • agensi.io/skills/pr-description-writer — single-purpose PR-description generator from a diff. Same marketplace, same self-reported-metric caveat.
  • mcpmarket.com/tools/skills/leaderboard — real, numbered leaderboard of atomic single-purpose skills, ranked by GitHub stars of each skill's underlying repo (confirmed methodology, not a marketplace-only self-reported metric). Confirmed live entries incl. #1 diagram-maker-visualizer (SVG/HTML/Excalidraw architecture-diagram generator), next-js-turbopack-optimizer, frontend-slides, react-flow-implementation, frontend-performance-optimizer, context7-documentation-lookup, react-performance-optimization, react-code-fix-linter. Per-entry underlying-repo star counts and exact rank positions beyond #1 not independently re-pulled this pass (site rate-limited, HTTP 429) — existence and ranking method confirmed, individual numbers not yet.

Marketplaces referenced but not promoted as sources in their own right (real platforms, self-reported metrics only — useful as places to find/verify individual skills, not citable authorities themselves): mdskills.ai — 4,000+ skill/plugin/MCP listings with visible download counts. agensi.io — 4,000+ paid skills marketplace, cross-tool; hosts git-commit-writer and pr-description-writer above (both real, free, cross-tool listings — "most downloaded" claim is Agensi's own unverifiable metric).

Core infra & framework repos

  • ollama/ollama — single-command local model runner.
  • ggerganov/llama.cpp — C/C++ inference engine, popularized GGUF-style quantization for consumer hardware.
  • vllm-project/vllm — PagedAttention high-throughput serving engine, the production/multi-user standard (not the right tool for solo local use — see local-model-hardware-fit.md).
  • crewAIInc/crewAI — Python multi-agent orchestration framework.
  • microsoft/autogen — multi-agent conversation framework. Original authors also continue as the community-led AG2 fork.
  • All-Hands-AI/OpenHands — autonomous software-engineering agent, product renamed OpenHands (formerly OpenDevin), org is All Hands AI.
  • modelcontextprotocol/servers — official MCP reference-server hub.
  • langchain-ai/langchain — composable-chain framework for LLM apps.
  • langchain-ai/langgraph — stateful/cyclic agent orchestration with persistence.
  • run-llama/llama_index — data-ingestion/RAG framework; also the standard ingestion/chunking layer for a personal RAG-over-codebase pipeline (see "Dev-scoped second brain" below).
  • Mastra — TypeScript-native agent framework.
  • Microsoft Agent Framework — Microsoft's 2025 convergence of AutoGen + Semantic Kernel (exact repo URL not confirmed).
Local inferenceOllama: one-command runnerllama.cpp: GGUF enginevLLM: multi-user servingMulti-agentcrewAI (Python)AutoGen, AG2 forkOpenHands, MastraOrchestration, RAGLangChain: chainsLangGraph: stateful agentsLlamaIndex: ingestionProtocol hubmodelcontextprotocol/servers: official MCPreference serversMicrosoft Agent Framework (AutoGen + Semantic Kernel, 2025) also belongs under multi-agent. Repo URL unconfirmed.Local inferenceOllama: one-command runnerllama.cpp: GGUF enginevLLM: multi-user servingMulti-agentcrewAI (Python)AutoGen, AG2 forkOpenHands, MastraOrchestration, RAGLangChain: chainsLangGraph: stateful agentsLlamaIndex: ingestionProtocol hubmodelcontextprotocol/servers: official MCPreference serversMicrosoft Agent Framework (AutoGen + SemanticKernel, 2025) also belongs under multi-agent.Repo URL unconfirmed.
vLLM is for production serving, not solo local use.

Utility / observability repos

  • yamadashy/repomix — packs a repo into one LLM-friendly context file.
  • Langfuse — open-source LLM observability/tracing platform.
  • Arize Phoenix — open-source tracing tool, OpenTelemetry-based.
  • mem0ai/mem0 — memory layer for AI agents, formerly Embedchain.
repomixpacks a repo intoone LLM-friendly fileLangfuseopen-source LLMobservability, tracingArize Phoenixopen-source tracingOpenTelemetry-basedmem0memory layer for agentsformerly Embedchainrepomixpacks a repo into one LLM-friendly fileLangfuseopen-source LLM observability, tracingArize Phoenixopen-source tracingOpenTelemetry-basedmem0memory layer for agentsformerly Embedchain
One job each: context packing, two tracing tools, memory.

Other real products

  • Lovable — AI full-stack web-app builder (formerly GPT Engineer).
  • Firecrawl — web-scraping/crawling API built for LLM ingestion.
LovableAI full-stack web-app builderformerly GPT EngineerFirecrawlweb scraping and crawling APIbuilt for LLM ingestionLovableAI full-stack web-app builderformerly GPT EngineerFirecrawlweb scraping and crawling APIbuilt for LLM ingestion
Real products, not repos.

Currently being trialed

Design-skill trial candidates:

MengTo/Skills5.2k stars, 633 forksportable design skillsverifiedClaude Designreal, in betacanvas design toolrealnaksha-studioAdityaraj0421, user findno repo-health dataunverifiedMengTo/Skills5.2k stars, 633 forksportable design skillsverifiedClaude Designreal, in betacanvas design toolrealnaksha-studioAdityaraj0421, user findno repo-health dataunverified
Design-skill trial: two are backed, one is not.
  • MengTo/Skills (above)
  • Claude Design (below, in Products)
  • Adityaraj0421/naksha-studio — unverified, user's own find, no repo-health data on record.

Dev-scoped second brain / RAG-over-own-context

See dev-scoped-second-brain-rag.md for full reasoning, including the OpenClaw security resolution below.

OpenClaw core247k stars, 47.7k forkslocal-first gatewayreal, legitimateClawHubplugin registrydistribution channelPoisoned with malware, Feb 2026same registry covered insecurity-and-supply-chaintreat any "claw" as unvettedCore popularity is no reason to adopt its plugins broadly. tinyhumansai/openhuman (Rust, Tauri, GPL3) is a separate real project.OpenClaw core247k stars, 47.7k forkslocal-first gatewayreal, legitimateClawHubplugin registrydistribution channelPoisoned with malware, Feb 2026same registry covered insecurity-and-supply-chaintreat any "claw" as unvettedCore popularity is no reason to adopt itsplugins broadly. tinyhumansai/openhuman (Rust,Tauri, GPL3) is a separate real project.
Trust the project, audit the marketplace.
Parse and chunkLlamaIndex: ingestion layerRAGFlow: clean data frommessy unstructured filesLocal vector storepgvector: Postgres extensionQdrant: standalone serviceChromaDB: simplest, file-backednone is wrong, ops differFront endsContinue.dev: IDE contextOpen WebUI: offline chatDify: visual pipelinesLogseq: outliner + AI pluginsaristoapp/awesome-second-brain is a browsing entry point only: general scope, not dev-specific.Parse and chunkLlamaIndex: ingestion layerRAGFlow: clean data from messy unstructuredfilesLocal vector storepgvector: Postgres extensionQdrant: standalone serviceChromaDB: simplest, file-backednone is wrong, ops differFront endsContinue.dev: IDE contextOpen WebUI: offline chatDify: visual pipelinesLogseq: outliner + AI pluginsaristoapp/awesome-second-brain is a browsingentry point only: general scope, notdev-specific.
The three stages of RAG over your own context and what fills each.
  • run-llama/llama_index — already listed above; also the standard ingestion/chunking layer for a personal RAG-over-codebase pipeline.
  • open-webui/open-webui — already listed above (browser tooling); also a legitimate offline chat front-end for a local RAG stack.
  • Continue.dev — IDE extension (VS Code/JetBrains) pulling custom retrieved context directly into inline completions/chat, avoiding a separate chat-window context switch.
  • Dify — open-source visual RAG-pipeline/app builder.
  • logseq/logseq — privacy-first outliner/knowledge graph with an active AI-plugin ecosystem.
  • infiniflow/ragflow — deep document-understanding engine specialized in extracting clean data from messy unstructured files.
  • pgvector / Qdrant / ChromaDB — the three established local vector-store options (Postgres extension / standalone service / simplest local file-backed option, respectively). None is a wrong pick; differ mainly in operational overhead.
  • aristoapp/awesome-second-brain — curated list, general life-organization scope (not dev-specific) — browsing entry point, not a citable authority on its own.

OpenClaw (github.com/openclaw/openclaw) — real, large (247k stars/47.7k forks by March 2026), local-first personal-AI messaging gateway, not a fabrication and not a naming collision with anything else. Its plugin ecosystem, distributed via ClawHub, is the same registry documented in security-and-supply-chain.md as systematically poisoned with malware in Feb 2026. Core project legitimate; treat any third-party "claw" with the same unaudited-marketplace scrutiny as any other unvetted skill/MCP server — do not adopt broadly on the strength of the core project's popularity alone.

tinyhumansai/openhuman (the project an earlier dump garbled as "Open Human") — real, Rust+Tauri, GPL3, local-first encrypted memory graph over documents/emails/chats, MCP-native. Maintained by Tiny Humans AI.

Discovered via jaychempan/Agent-Leaderboard (agentskills.media)

This leaderboard tool (github.com/jaychempan/Agent-Leaderboard, own repo only 39 stars) was previously flagged as "too thin to promote." Correction: it's a legitimate live discovery tool — cron-updated via GitHub Search API across 5 boards (Agent Skills, MCP Servers, Prompt Library, AI Frameworks, Auto Research), methodology confirmed real. Its own low star count doesn't matter for that use. Star counts on the site run stale (~15–40% under real, some names post-rename) — verify current numbers directly on GitHub before citing exact figures elsewhere. Standouts pulled from it and confirmed real via GitHub API (2026-08-22):

Open Design / OpenV0no canonical projectonly nraiden/openv0 kept"Impeccable" conceptonly pbakaus/impeccablesingle video sourceGSD / Body Doubleno repo, no namedauthor foundAgent-Leaderboard39 stars, 0 forksa tool yes, a follow noOpen Design / OpenV0no canonical projectonly nraiden/openv0 kept"Impeccable" conceptonly pbakaus/impeccablesingle video sourceGSD / Body Doubleno repo, no named author foundAgent-Leaderboard39 stars, 0 forksa tool yes, a follow no
Checked and discarded.
affaan-m/ECC242k starsNousResearch/hermes-agent234k starsmultica-ai/karpathy-skills205k starsx1xhlol/system-prompts143k starsnextlevelbuilder/ui-ux-pro-max119.8k starsGraphify-Labs/graphify109.5k starsJuliusBrussee/caveman100k starskarpathy/autoresearch94.5k starsLeaderboard stars run roughly 15-40% under real. Verify on GitHub before citing.affaan-m/ECC242k starsNousResearch/hermes-agent234k starsmultica-ai/karpathy-skills205k starsx1xhlol/system-prompts143k starsnextlevelbuilder/ui-ux-pro-max119.8k starsGraphify-Labs/graphify109.5k starsJuliusBrussee/caveman100k starskarpathy/autoresearch94.5k starsLeaderboard stars run roughly 15-40% under real.Verify on GitHub before citing.
Confirmed real via GitHub API on 2026-08-22.
  • JuliusBrussee/caveman — 100k stars. Claude Code skill for token-reduction via terse output. Directly relevant to the caveman-mode config already in this user's setup — worth comparing against.
  • Graphify-Labs/graphify (renamed from safishamsi/graphify) — 109.5k stars. AI coding assistant skill. Directly relevant to the user's own parked "Graphify" knowledge-graph interest — worth a look before building anything custom.
  • affaan-m/ECC (renamed from everything-claude-code) — 242k stars. Agent-harness performance-optimization system (skills, instincts, memory).
  • NousResearch/hermes-agent — 234k stars. From NousResearch, a real/known open AI org.
  • multica-ai/andrej-karpathy-skills — 205k stars. Single CLAUDE.md derived from Karpathy's own stated Claude Code preferences.
  • nextlevelbuilder/ui-ux-pro-max-skill — 119.8k stars. Design-intelligence skill for professional UI/UX — relevant to the design-skill gap noted in skill-libraries-and-marketplaces.md.
  • karpathy/autoresearch — 94.5k stars. Real, confirmed on Karpathy's own account — AI agents running research on single-GPU nanochat training automatically.
  • x1xhlol/system-prompts-and-models-of-ai-tools — 143k stars. Extracted system prompts from major AI coding tools (Cursor, Devin, Claude Code, etc.) — reference material, not a skill.

For the rest of the leaderboard (MCP servers, prompt libraries, AI frameworks, auto-research tools) — browse agentskills.media directly rather than duplicating the full ranking here; it refreshes daily.

Checked and discarded (failed the evidence bar):

  • "Open Design / OpenV0" as a general concept — no single canonical project found beyond the specific nraiden/openv0 repo now listed above; GitHub search otherwise turns up only unrelated small personal repos (CrambitHazard/openv0, etc.), no dominant checkable identity. Not promoted as a category, the one specific repo is.
  • "Impeccable" (Claude anti-slop design skill), as a separate concept from pbakaus/impeccable above — no other single canonical repo found; GitHub search returns dozens of unrelated small forks/clones using "impeccable" in the name. Sourced originally to a single YouTube video only. Not promoted beyond the one confirmed repo.
  • "GSD / Body Double / Executioner" skill — no repo, no named author found. Not promoted.
  • jaychempan/Agent-Leaderboard as a followable source in its own right — real repo but only 39 stars/0 forks, too thin to meet the repo-health bar on its own merits (it's promoted above as a discovery tool, which is a different bar — live methodology, not personal following-worthiness).

Coding-agent harnesses

Harness Type Models VS Code JetBrains/WebStorm Local models
OpenCode Open-source agent harness 75+ providers ✅ Via CLI ✅
Kilo Code Open-source agent harness, built on OpenCode's server 500+, BYOK ✅ ✅ ✅
Cline Open-source IDE agent Many, BYOK ✅ ❌ ✅
Continue Open-source IDE + CLI Many, BYOK ✅ ⚠️ community-maintained ✅
Aider Terminal coding agent Almost any Terminal Terminal ✅
Goose General developer agent Many Terminal/desktop Terminal/desktop ✅
OpenHands Autonomous coding-agent platform Many Indirect Indirect ✅
OpenAI Codex Vendor harness OpenAI ✅ integrations vary ❌
Gemini CLI Vendor harness Gemini Terminal Terminal limited
GitHub Copilot Vendor harness Microsoft-hosted selection ✅ ✅ ❌
Cursor AI IDE, own VS Code fork Several hosted Own fork ❌ limited
Windsurf AI IDE, own IDE Several hosted Own IDE Plugin exists limited
Roo Code Cline fork — shut down May 15, 2026, do not install — — — —
HarnessTypeVS CodeJetBrainsLocal modelsOpenCodeOpen-sourceyesvia CLIyesKilo CodeOpen-sourceyesyesyesClineOpen-sourceyesnoyesContinueOpen-sourceyescommunityyesAiderTerminalterminalterminalyesGooseGeneral agentterm/desktopterm/desktopyesOpenHandsAutonomousindirectindirectyesOpenAI CodexVendoryesvariesnoGemini CLIVendorterminalterminallimitedGitHub CopilotVendoryesyesnoCursorAI IDEown forknolimitedWindsurfAI IDEown IDEpluginlimitedRoo Code (Cline fork) shut down May 15, 2026: do not install. Claude Code is not in this table.
teal: supported. amber: partial or indirect. grey: no. Kilo Code is the only full three.
Open-source harnessesOpenCodeKilo CodeClineContinueAiderGooseOpenHandsVendor harnessesOpenAI CodexGemini CLIGitHub CopilotAI IDEsCursorWindsurfKilo Code is the only multi-surface option here that also covers JetBrains/WebStorm. Roo Code shut down May 15, 2026.Open-source harnessesOpenCodeKilo CodeClineContinueAiderGooseOpenHandsVendor harnessesOpenAI CodexGemini CLIGitHub CopilotAI IDEsCursorWindsurfKilo Code is the only multi-surface option herethat also covers JetBrains/WebStorm. Roo Codeshut down May 15, 2026.
Three families. Pick by where you work and which models you want.

Kilo Code is the only WebStorm/JetBrains-relevant multi-surface option on this list. Claude Code isn't in this table — see session-and-token-economics.md / subagents-and-delegation.md for its harness behavior.

General-purpose chat/agent harnesses

Harness What it is Local Cloud
DeepSeek Harness Plugin-oriented general agent harness (185k★, dev preview) ✅ ✅
Open WebUI Self-hosted ChatGPT-like platform ✅ ✅
LibreChat Open-source multi-provider chat ✅ ✅
LobeChat Multi-provider AI workspace ✅ ✅
AnythingLLM Self-hosted workspace, RAG + agents ✅ ✅
Chatbox Lightweight multi-model client ✅ ✅
Cherry Studio Desktop multi-model client ✅ ✅
Msty Desktop client, local + hosted ✅ ✅
Ollama Local model runtime + chat UI ✅ ⚠️
DeepSeek Harnessplugin-oriented agent185k stars, dev previewOpen WebUIself-hosted ChatGPT-likeplatformLibreChatopen-sourcemulti-provider chatLobeChatmulti-providerAI workspaceAnythingLLMself-hosted workspaceRAG + agentsChatboxlightweightmulti-model clientCherry Studiodesktopmulti-model clientMstydesktop client,local + hostedOllamalocal runtime + chat UIcloud: partial onlyDeepSeek Harnessplugin-oriented agent185k stars, dev previewOpen WebUIself-hosted ChatGPT-like platformLibreChatopen-source multi-provider chatLobeChatmulti-provider AI workspaceAnythingLLMself-hosted workspaceRAG + agentsChatboxlightweight multi-model clientCherry Studiodesktop multi-model clientMstydesktop client, local + hostedOllamalocal runtime + chat UIcloud: partial only
All run local and cloud models except Ollama, which is local-first.
All run local or cloud models; none is a coding agentDeepSeek HarnessOpen WebUILibreChatLobeChatAnythingLLMChatboxCherry StudioMstyOllamaAll run local or cloud models; none is acoding agentDeepSeek HarnessOpen WebUILibreChatLobeChatAnythingLLMChatboxCherry StudioMstyOllama
Front ends, not coding agents.

Model families

Pricing/tier names go stale fast — snapshot dated 2026-08-23, verify before relying on it. USD per 1M tokens, input→output, standard rates unless noted.

ClaudeAnthropicHaiku, Sonnet, Opus, FableGPTOpenAILuna, Terra, SolGeminiGoogleFlash-Lite, Flash, ProDeepSeekDeepSeekV4 Flash, V4 ProGrokxAImodel-dependentMistralMistral AILarge, Small, Codestral...QwenAlibabaGeneral, Coder, VLLlamaMetavarious sizesGitHub Copilot is not a model family: it is a harness exposing models from several providers.ClaudeAnthropicHaiku, Sonnet, Opus, FableGPTOpenAILuna, Terra, SolGeminiGoogleFlash-Lite, Flash, ProDeepSeekDeepSeekV4 Flash, V4 ProGrokxAImodel-dependentMistralMistral AILarge, Small, Codestral...QwenAlibabaGeneral, Coder, VLLlamaMetavarious sizesGitHub Copilot is not a model family: it is aharness exposing models from several providers.
Company and tiers, as listed. Copilot is a harness.
Output price, USD per 1M tokensGPT Terra$12 (in $2, cached in $0.20)DeepSeek V4 Pro$1.98 to $3.96DeepSeek V4 Flash$0.66 to $1.32DeepSeek range = peak vs off-peak. Input miss: Flash $0.22-0.44, Pro $0.66-1.32. Cache hit: Flash $0.007-0.014, Pro $0.022-0.044.Not priced or unverified: Claude, GPT Luna and Sol, Gemini, Grok, Mistral.Qwen and Llama are open weights, so no API price applies.Output price, USD per 1M tokensGPT Terra$12 (in $2, cached in $0.20)DeepSeek V4 Pro$1.98 to $3.96DeepSeek V4 Flash$0.66 to $1.32DeepSeek range = peak vs off-peak. Input miss:Flash $0.22-0.44, Pro $0.66-1.32. Cache hit:Flash $0.007-0.014, Pro $0.022-0.044.Not priced or unverified: Claude, GPT Lunaand Sol, Gemini, Grok, Mistral.Qwen and Llama are open weights, so no APIprice applies.
Only three tiers have verified prices. Snapshot 2026-08-23.
smaller / cheaperlarger / pricierClaudeAnthropicHaiku 4.5Sonnet 5Opus 5Fable 5GPTOpenAILunaTerraSolGeminiGoogleFlash-LiteFlashProDeepSeekDeepSeekV4 FlashV4 ProQwen / Llamaopen weightsvarious sizestier names and prices go stale fast: this is a 2026-08-23 snapshot, verify before relying on itsmaller / cheaper to larger / pricierClaudeAnthropicHaiku 4.5Sonnet 5Opus 5Fable 5GPTOpenAILunaTerraSolGeminiGoogleFlash-LiteFlashProDeepSeekDeepSeekV4 FlashV4 ProQwen / Llamaopen weightsvarious sizestier names and prices go stale fast: this is a2026-08-23 snapshot, verify before relying on it
The shape of the lineup, not a price list.
Family Company Tiers Pricing (verified)
Claude Anthropic Haiku 4.5, Sonnet 5, Opus 5, Fable 5 not priced here
GPT OpenAI Luna, Terra, Sol Terra: $2→$12 ($0.20 cached in), confirmed. Luna/Sol unverified.
Gemini Google Flash-Lite, Flash, Pro unverified
DeepSeek DeepSeek V4 Flash, V4 Pro Cache-hit/miss + peak/off-peak tiers, confirmed via api-docs.deepseek.com: V4 Flash $0.007–$0.014/$0.22–$0.44 in, $0.66–$1.32 out; V4 Pro $0.022–$0.044/$0.66–$1.32 in, $1.98–$3.96 out.
Grok xAI Model-dependent unverified
Mistral Mistral AI Large, Small, Ministral, Codestral unverified
Qwen Alibaba General, Coder, VL open weights, n/a
Llama Meta Various sizes open weights, n/a

GitHub Copilot is not a model family — it's a harness exposing models from multiple providers (see table above).

Benchmarks

Live leaderboards — check directly, don't trust rankings past today. SWE-bench (coding-agent standard) · Aider leaderboards (code-editing accuracy) · Artificial Analysis — coding agents (harness+model combos, cost/token-aware) · Artificial Analysis — evaluations (general) · LMArena (human-preference voting, general not coding-specific).

coding-specificgeneralSWE-benchcoding-agent standardAidercode-editing accuracyAA coding agentsharness + model, costAA evaluationsgeneralLMArenahuman-preference votesLive leaderboards. Check directly, never trust rankings past today. AA = Artificial Analysis.coding-specificSWE-benchcoding-agent standardAidercode-editing accuracyAA coding agentsharness + model, costAA evaluationsgeneralLMArenahuman-preference votesgeneralLive leaderboards. Check directly, nevertrust rankings past today. AA = ArtificialAnalysis.
Pick the leaderboard that matches the question.

Products (not repos)

  • Claude Design — real, in beta (support.claude.com). Chat + canvas design tool importing design systems from GitHub/Figma/codebases, /design-sync command for Claude Code, direct canvas editing (drag/resize/align), multi-format export. Available Pro/Max/Team/Enterprise, web + Desktop. Note: an "interactive sliders for spacing/typography/color" claim seen elsewhere is not confirmed by the support doc — it describes canvas editing, not sliders specifically.
Importdesign systems fromGitHub, Figma, codebasesChat + canvasdesign with promptsdrag, resize, alignExportmultiple formatsClaude Code/design-sync commandPro, Max, Team, Enterprise. Web and Desktop. In beta."Interactive sliders" is not confirmed by the support doc, which describes canvas editing.Importdesign systems from GitHub, Figma, codebasesChat + canvasdesign with promptsdrag, resize, alignExportmultiple formatsClaude Code/design-sync commandPro, Max, Team, Enterprise. Web andDesktop. In beta."Interactive sliders" is not confirmed by thesupport doc, which describes canvas editing.
What Claude Design does and what it was wrongly said to do.

Protocols / standards

  • Agent Client Protocol — standardizes editor/IDE↔coding-agent communication (LSP-shaped: one editor, any compatible agent). Real, live spec; maintainer/implementer list not established from primary docs in this pass — early-stage, not yet an adoption decision.
  • agentskills/agentskills — the open-standard home for the Agent Skills / SKILL.md format, "originally developed by Anthropic, released as an open standard." 24.6k★, 1.8k forks, active. Consistent with (not a rival to) platform.claude.com/docs as canonical source already cited in skill-libraries-and-marketplaces.md.
  • A2A (Agent-to-Agent protocol) — agent↔agent communication, distinct from MCP/ACP. Real effort, originally Google-backed; current 2026 status not independently confirmed in this pass (primary source blocked). Not near-term relevant for solo dev work — see protocol-landscape-acp-a2a.md.
Editor / IDEone editorCoding agentany compatible agentOther agentACPA2ASKILL.md filesAgent Skills standardLSP-shapedagent to agentA2A: Google-backed, status unconfirmed,not near-term for solo work.agentskills/agentskills: 24.6k stars, 1.8k forks.Editor / IDEone editorACP · LSP-shapedCoding agentany compatible agentA2A · agent to agentOther agentA2A: Google-backed, status unconfirmed, notnear-term for solo work.Agent Skills standardSKILL.md filesagentskills/agentskills: 24.6k stars, 1.8kforks.
Three layers: editor to agent, agent to agent, agent to skills.
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