{"name":"LongArena VC AI-Affinity Public Evidence Index","version":"2026.09","auditedAt":"2026-09-19","disclaimer":"This index measures public AI/MCP/harness evidence only. It is not an investment-performance ranking, endorsement, partnership, customer claim, or statement that a firm has invested in LongArena.","aiAgentAudit":{"en":"Evidence collection, endpoint probes, and scoring for this index are performed entirely by autonomous AI agents. No per-firm human scoring is involved.","zh":"本榜单的证据收集、端点探查与评分完全由 AI agent 自动完成，无人工逐家打分。"},"methodology":[{"key":"mcpReadiness","weight":25,"labelEn":"MCP readiness","labelZh":"MCP 就绪度","descriptionEn":"Verified public MCP/OAuth endpoints receive the highest credit; writing about MCP is scored separately.","descriptionZh":"已验证的公开 MCP/OAuth 端点权重最高；仅发布 MCP 内容会单独计分。"},{"key":"harnessFluency","weight":25,"labelEn":"Harness & agent fluency","labelZh":"Harness 与 Agent 熟练度","descriptionEn":"Technical depth on agent harnesses, coding agents, evals, context engineering, and production architecture.","descriptionZh":"考察 Agent harness、Coding Agent、评测、上下文工程与生产架构的技术深度。"},{"key":"operatingEvidence","weight":20,"labelEn":"Operating adoption evidence","labelZh":"机构运营采用证据","descriptionEn":"Public evidence that the firm or its programs use AI-native workflows, not merely invest in AI companies.","descriptionZh":"考察机构或其项目是否公开展示 AI 原生工作流，而不只是投资 AI 公司。"},{"key":"thesisPortfolio","weight":20,"labelEn":"AI thesis & portfolio proof","labelZh":"AI 研究与组合证据","descriptionEn":"Current AI thesis, specialist talent, technical programs, and relevant portfolio evidence.","descriptionZh":"考察当前 AI 研究、专业团队、技术项目与相关投资组合证据。"},{"key":"evidenceQuality","weight":10,"labelEn":"Evidence quality","labelZh":"证据质量","descriptionEn":"Recency, first-party attribution, reproducibility, and machine-readable publishing.","descriptionZh":"考察时效性、第一方归因、可复核性与机器可读发布。"}],"whitelistRule":{"institution":"Top five institutions scoring at least 75 are domain-pre-eligible.","account":"A matching work-email domain never grants access by itself. LongArena manually approves each exact email account and may revoke access.","continuation":"Continued access requires demonstrated MCP/harness use through the private interaction score."},"entries":[{"id":"idg-capital","name":"IDG Capital","nameZh":"IDG 资本","region":"Global / China","domain":"idgcapital.com","scores":{"mcpReadiness":25,"harnessFluency":18,"operatingEvidence":17,"thesisPortfolio":19,"evidenceQuality":10},"publicMcp":{"status":"verified","endpoint":"https://idgcapital.com/wp-json/mcp/mcp-oauth-server","noteEn":"OAuth protected-resource and authorization-server metadata verified.","noteZh":"已验证 OAuth 受保护资源与授权服务器元数据。"},"machineReadable":["OAuth metadata","WordPress MCP namespace"],"summaryEn":"The only firm in this audit with a publicly discoverable, bearer-protected MCP endpoint and standards metadata.","summaryZh":"本次审计中唯一发现公开可发现、受 Bearer 保护且具标准元数据 MCP 端点的机构。","evidence":[{"title":"OAuth protected resource metadata","url":"https://idgcapital.com/.well-known/oauth-protected-resource"},{"title":"OAuth authorization server metadata","url":"https://idgcapital.com/.well-known/oauth-authorization-server"}],"score":89,"rank":1,"whitelistEligible":true},{"id":"a16z","name":"Andreessen Horowitz (a16z)","nameZh":"安德森·霍洛维茨（a16z）","region":"United States","domain":"a16z.com","scores":{"mcpReadiness":10,"harnessFluency":24,"operatingEvidence":17,"thesisPortfolio":20,"evidenceQuality":10},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Direct, technically detailed MCP and MCP-security research, plus broad agent infrastructure coverage.","summaryZh":"持续发布技术深度较高的 MCP、MCP 安全与 Agent 基础设施研究。","evidence":[{"title":"A Deep Dive into MCP and the Future of AI Tooling","url":"https://a16z.com/a-deep-dive-into-mcp-and-the-future-of-ai-tooling/"},{"title":"MCP Co-Creator on the Next Wave of LLM Innovation","url":"https://a16z.com/podcast/mcp-co-creator-on-the-next-wave-of-llm-innovation/"}],"score":81,"rank":2,"whitelistEligible":true},{"id":"bessemer","name":"Bessemer Venture Partners","nameZh":"Bessemer Venture Partners","region":"United States","domain":"bvp.com","scores":{"mcpReadiness":9,"harnessFluency":24,"operatingEvidence":16,"thesisPortfolio":20,"evidenceQuality":10},"publicMcp":{"status":"inconclusive","noteEn":"Common metadata paths were absent; /mcp returned a generic server error during the audit.","noteZh":"常见元数据路径未发现；审计时 /mcp 返回通用服务器错误，故不作端点存在判断。"},"machineReadable":[],"summaryEn":"Strong public work on agent harnesses, coding-agent observability, MCP servers, and AI-first engineering operations.","summaryZh":"在 Agent harness、Coding Agent 可观测性、MCP Server 与 AI-first 工程运营方面证据突出。","evidence":[{"title":"Inside Shopify’s AI-first engineering playbook","url":"https://www.bvp.com/atlas/inside-shopifys-ai-first-engineering-playbook"},{"title":"Bessemer’s AI Agent Autonomy Scale","url":"https://www.bvp.com/atlas/bessemers-ai-agent-autonomy-scale"}],"score":79,"rank":3,"whitelistEligible":true},{"id":"sequoia","name":"Sequoia Capital","nameZh":"Sequoia Capital","region":"United States","domain":"sequoiacap.com","scores":{"mcpReadiness":7,"harnessFluency":22,"operatingEvidence":17,"thesisPortfolio":20,"evidenceQuality":10},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Deep coverage of long-running agents, context engineering, and portfolio MCP deployment patterns.","summaryZh":"对长时运行 Agent、上下文工程及被投企业 MCP 生产实践有持续深入研究。","evidence":[{"title":"Reflection AI: Asimov","url":"https://sequoiacap.com/article/reflection-ai-asimov"},{"title":"AI Ascent 2026","url":"https://sequoiacap.com/article/ai-ascent-2026"}],"score":76,"rank":4,"whitelistEligible":true},{"id":"hongshan","name":"HongShan","nameZh":"红杉中国（HongShan）","region":"China","domain":"hongshan.com","scores":{"mcpReadiness":5,"harnessFluency":24,"operatingEvidence":17,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Publishes current agent evaluations and hands-on material on harness quality, agent collaboration, and enterprise AI adoption.","summaryZh":"公开发布 HarnessEval、Agent 协作与企业 AI adoption 等一线技术内容。","evidence":[{"title":"HarnessEval: a new evaluation paradigm for the RSI era","url":"https://www.hongshan.com/article/harnesseval%ef%bc%9a%e5%bc%80%e5%90%afrsi%e6%97%b6%e4%bb%a3%e7%9a%84%e6%96%b0%e8%af%84%e6%b5%8b%e8%8c%83%e5%bc%8f/"},{"title":"AI Agents: from tools to partners — 2025 HongShan AI Day","url":"https://www.hongshan.com/article/ai-agents%ef%bc%9a%e4%bb%8e%e5%b7%a5%e5%85%b7%e5%88%b0%e4%bc%99%e4%bc%b4-2025-hongshan-ai-day/"}],"score":75,"rank":5,"whitelistEligible":true},{"id":"amplify","name":"Amplify Partners","nameZh":"Amplify Partners","region":"United States","domain":"amplifypartners.com","scores":{"mcpReadiness":4,"harnessFluency":25,"operatingEvidence":16,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Exceptionally technical research on long-running agent harnesses and the agent-first developer toolchain.","summaryZh":"对长时运行 Agent harness 与 Agent-first 开发工具链有非常扎实的技术研究。","evidence":[{"title":"How Hightouch built their long-running agent harness","url":"https://www.amplifypartners.com/blog-posts/how-hightouch-built-their-long-running-agent-harness"},{"title":"File systems for agents","url":"https://www.amplifypartners.com/blog-posts/file-systems-for-agents"}],"score":74,"rank":6,"whitelistEligible":false},{"id":"insight","name":"Insight Partners","nameZh":"Insight Partners","region":"United States","domain":"insightpartners.com","scores":{"mcpReadiness":9,"harnessFluency":21,"operatingEvidence":13,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Direct MCP security architecture coverage and substantial agentic enterprise research.","summaryZh":"公开讨论 MCP 安全架构，并持续研究企业级 Agentic AI。","evidence":[{"title":"The Next Stack: The future of AI in cybersecurity","url":"https://www.insightpartners.com/ideas/the-next-stack-ai-cybersecurity/"},{"title":"How agentic AI is rearchitecting enterprise workflows","url":"https://www.insightpartners.com/ideas/agentic-enterprise-ai-workflows/"}],"score":72,"rank":7,"whitelistEligible":false},{"id":"miracleplus","name":"MiraclePlus","nameZh":"奇绩创坛","region":"China","domain":"miracleplus.com","scores":{"mcpReadiness":0,"harnessFluency":20,"operatingEvidence":20,"thesisPortfolio":20,"evidenceQuality":10},"publicMcp":{"status":"inconclusive","noteEn":"No MCP metadata was verified; the site does publish first-party llms.txt and Markdown pages.","noteZh":"未验证到 MCP 元数据；但官网主动发布第一方 llms.txt 与 Markdown 页面。"},"machineReadable":["llms.txt","Markdown pages"],"summaryEn":"The strongest machine-readable publishing posture in the China cohort, paired with hands-on AI founder programs.","summaryZh":"中国机构中机器可读发布最成熟之一，并持续运营面向 AI 创业者的实战项目。","evidence":[{"title":"MiraclePlus llms.txt","url":"https://www.miracleplus.com/llms.txt"},{"title":"AI-era founder notes","url":"https://www.miracleplus.com/articles/5697"}],"score":70,"rank":8,"whitelistEligible":false},{"id":"menlo","name":"Menlo Ventures","nameZh":"Menlo Ventures","region":"United States","domain":"menlovc.com","scores":{"mcpReadiness":8,"harnessFluency":17,"operatingEvidence":15,"thesisPortfolio":19,"evidenceQuality":10},"publicMcp":{"status":"not-found"},"machineReadable":["llms.txt"],"summaryEn":"Machine-readable website guidance plus current enterprise AI adoption and MCP-aware architecture research.","summaryZh":"具备 llms.txt，并持续发布企业 AI adoption 与 MCP-aware 架构研究。","evidence":[{"title":"Menlo Ventures llms.txt","url":"https://menlovc.com/llms.txt"},{"title":"2025 State of Generative AI in the Enterprise","url":"https://menlovc.com/perspective/2025-the-state-of-generative-ai-in-the-enterprise/"}],"score":69,"rank":9,"whitelistEligible":false},{"id":"source-code","name":"Source Code Capital","nameZh":"源码资本","region":"China","domain":"sourcecodecap.com","scores":{"mcpReadiness":2,"harnessFluency":23,"operatingEvidence":14,"thesisPortfolio":19,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Strong public technical discussion of Claude Code, multi-agent workflows, and AI-driven company building.","summaryZh":"对 Claude Code、多 Agent 工作流和 AI 驱动组织建设有较强公开技术讨论。","evidence":[{"title":"Source Code Capital 2026 technical perspectives","url":"https://sourcecodecap.com/code-class-categories/year-2026/"},{"title":"Source Code Capital","url":"https://sourcecodecap.com/"}],"score":67,"rank":10,"whitelistEligible":false},{"id":"radical","name":"Radical Ventures","nameZh":"Radical Ventures","region":"Canada / United States","domain":"radical.vc","scores":{"mcpReadiness":2,"harnessFluency":20,"operatingEvidence":15,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"AI-specialist fund with practical AI-native stack and enterprise-agent operating guidance.","summaryZh":"AI 专业基金，公开提供 AI-native 技术栈与企业 Agent 落地方法。","evidence":[{"title":"The AI-Native Tech Stack","url":"https://radical.vc/the-ai-native-tech-stack/"},{"title":"From Pilots to Production: Enterprise AI Agents","url":"https://radical.vc/from-pilots-to-production-the-rise-of-enterprise-ai-agents/"}],"score":66,"rank":11,"whitelistEligible":false},{"id":"greylock","name":"Greylock","nameZh":"Greylock","region":"United States","domain":"greylock.com","scores":{"mcpReadiness":3,"harnessFluency":20,"operatingEvidence":13,"thesisPortfolio":19,"evidenceQuality":10},"publicMcp":{"status":"not-found"},"machineReadable":["Markdown pages"],"summaryEn":"Strong agent-security and enterprise-agent research, with a machine-readable Markdown website surface.","summaryZh":"Agent 安全与企业 Agent 研究扎实，同时提供机器可读 Markdown 页面。","evidence":[{"title":"Greylock machine-readable home","url":"https://greylock.com/index.md"},{"title":"Rogue Agents: Deciphering Agent Intent","url":"https://greylock.com/blog/rogue-agents-deciphering-agent-intent/"}],"score":65,"rank":12,"whitelistEligible":false},{"id":"khosla","name":"Khosla Ventures","nameZh":"Khosla Ventures","region":"United States","domain":"khoslaventures.com","scores":{"mcpReadiness":3,"harnessFluency":19,"operatingEvidence":13,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"High-conviction AI thesis with practical writing on agent workforces and AI-first company structures.","summaryZh":"AI 投资信念鲜明，并公开讨论 Agent workforce 与 AI-first 公司结构。","evidence":[{"title":"Agent Workforce","url":"https://www.khoslaventures.com/posts/agent-workforce"},{"title":"10 SDRs to 1 with AI","url":"https://www.khoslaventures.com/posts/10-sdrs-to-1-with-ai"}],"score":64,"rank":13,"whitelistEligible":false},{"id":"conviction","name":"Conviction","nameZh":"Conviction","region":"United States","domain":"conviction.com","scores":{"mcpReadiness":2,"harnessFluency":18,"operatingEvidence":14,"thesisPortfolio":20,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Purpose-built AI-native investment platform with a focused technical founder network.","summaryZh":"专注 AI-native 公司的投资平台，技术创始人网络密度较高。","evidence":[{"title":"Conviction","url":"https://www.conviction.com/"}],"score":63,"rank":14,"whitelistEligible":false},{"id":"nea","name":"New Enterprise Associates (NEA)","nameZh":"NEA","region":"United States","domain":"nea.com","scores":{"mcpReadiness":2,"harnessFluency":19,"operatingEvidence":13,"thesisPortfolio":19,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Current technical content on agent computers, AI infrastructure, and production constraints.","summaryZh":"持续发布 Agent computer、AI 基础设施与生产约束方面的技术内容。","evidence":[{"title":"CI/CD is dead. Agents need computers.","url":"https://www.nea.com/blog/namespace-cicd-is-dead-agents-need-computers"},{"title":"AI Infrastructure","url":"https://www.nea.com/blog/ai-infrastructure"}],"score":62,"rank":15,"whitelistEligible":false},{"id":"general-catalyst","name":"General Catalyst","nameZh":"General Catalyst","region":"United States","domain":"generalcatalyst.com","scores":{"mcpReadiness":1,"harnessFluency":18,"operatingEvidence":15,"thesisPortfolio":18,"evidenceQuality":9},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Publishes applied AI adoption playbooks and enterprise product guidance, with less public MCP-specific implementation evidence.","summaryZh":"公开发布应用型 AI adoption 与企业产品方法，但 MCP 实施证据较少。","evidence":[{"title":"AI Adoption in Startups","url":"https://www.generalcatalyst.com/stories/ai-adoption-in-startups"},{"title":"Building Enduring Enterprise AI Products","url":"https://www.generalcatalyst.com/stories/building-enduring-enterprise-ai-products"}],"score":61,"rank":16,"whitelistEligible":false},{"id":"lanchi","name":"Lanchi Ventures","nameZh":"蓝驰创投","region":"China","domain":"lanchivc.com","scores":{"mcpReadiness":1,"harnessFluency":19,"operatingEvidence":14,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Frequent first-party agent content and hands-on AI founder/portfolio discussions.","summaryZh":"持续输出 Agent 一线内容，并组织 AI 创始人与被投企业的实战讨论。","evidence":[{"title":"Reflections on AI Agents","url":"https://www.lanchivc.com/8242/"},{"title":"Agent as the daily foundation model","url":"https://www.lanchivc.com/8363/"}],"score":60,"rank":17,"whitelistEligible":false},{"id":"linear","name":"Linear Capital","nameZh":"线性资本","region":"China","domain":"linear.vc","scores":{"mcpReadiness":1,"harnessFluency":18,"operatingEvidence":13,"thesisPortfolio":19,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"AI and frontier-technology specialist with a technically oriented team and portfolio.","summaryZh":"聚焦 AI 与前沿科技，团队与投资组合技术取向较强。","evidence":[{"title":"Linear Capital","url":"https://linear.vc/"}],"score":59,"rank":18,"whitelistEligible":false},{"id":"lightspeed","name":"Lightspeed Venture Partners","nameZh":"Lightspeed Venture Partners","region":"Global","domain":"lsvp.com","scores":{"mcpReadiness":1,"harnessFluency":17,"operatingEvidence":14,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Broad agentic AI and enterprise AI coverage; public implementation evidence is less MCP-specific.","summaryZh":"Agentic AI 与企业 AI 覆盖广，但公开实施证据较少直接落到 MCP。","evidence":[{"title":"Agentic AI","url":"https://lsvp.com/stories/agentic-ai/"},{"title":"Agentic Commerce","url":"https://lsvp.com/stories/agentic-commerce/"}],"score":58,"rank":19,"whitelistEligible":false},{"id":"qiming","name":"Qiming Venture Partners","nameZh":"启明创投","region":"China","domain":"qimingvc.com","scores":{"mcpReadiness":1,"harnessFluency":17,"operatingEvidence":13,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Large AI portfolio and recurring agent-market research, with limited public harness-operation evidence.","summaryZh":"AI 投资组合与 Agent 市场研究丰富，但公开 harness 运营证据有限。","evidence":[{"title":"Qiming AI perspectives","url":"https://www.qimingvc.com/cn"},{"title":"Qiming Venture Partners","url":"https://www.qimingvc.com/"}],"score":57,"rank":20,"whitelistEligible":false},{"id":"sinovation","name":"Sinovation Ventures","nameZh":"创新工场","region":"China","domain":"sinovationventures.com","scores":{"mcpReadiness":0,"harnessFluency":16,"operatingEvidence":14,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Long-running AI specialization and founder programs, with less public evidence of modern MCP/harness operations.","summaryZh":"长期专注 AI 并运营创业者项目，但现代 MCP/harness 运营证据较少。","evidence":[{"title":"AI Institute","url":"https://www.sinovationventures.com/ai"},{"title":"Sinovation Ventures blog","url":"https://www.sinovationventures.com/blog"}],"score":56,"rank":21,"whitelistEligible":false},{"id":"accel","name":"Accel","nameZh":"Accel","region":"Global","domain":"accel.com","scores":{"mcpReadiness":1,"harnessFluency":16,"operatingEvidence":12,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Strong AI portfolio and agent-market commentary, but limited public evidence of firm-level agent workflows.","summaryZh":"AI 投资组合与 Agent 市场内容较强，但机构自身 Agent 工作流证据有限。","evidence":[{"title":"Accel AI portfolio and perspectives","url":"https://accel.com/companies"},{"title":"Accel’s Series A in Lovable: enabling the last 99%","url":"https://www.accel.com/news/accels-200m-series-a-in-lovable---enabling-the-last-99"}],"score":55,"rank":22,"whitelistEligible":false},{"id":"index","name":"Index Ventures","nameZh":"Index Ventures","region":"Global","domain":"indexventures.com","scores":{"mcpReadiness":1,"harnessFluency":16,"operatingEvidence":11,"thesisPortfolio":18,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Broad research on the agent economy and AI applications, with limited public MCP implementation proof.","summaryZh":"对 Agent economy 与 AI 应用研究广泛，但公开 MCP 实施证据较少。","evidence":[{"title":"Rebuilding Identity for the Agentic Era","url":"https://www.indexventures.com/perspectives/rebuilding-identity-for-the-agentic-era-our-investment-in-newcore/"},{"title":"Scaling through chaos in the age of AI","url":"https://www.indexventures.com/index-press/scaling-through-chaos-in-the-age-of-ai/"}],"score":54,"rank":23,"whitelistEligible":false},{"id":"zhenfund","name":"ZhenFund","nameZh":"真格基金","region":"China","domain":"zhenfund.com","scores":{"mcpReadiness":0,"harnessFluency":15,"operatingEvidence":13,"thesisPortfolio":17,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Active AI-era founder education and early-stage exposure, with limited public technical-operating evidence.","summaryZh":"AI 时代创业者教育与早期项目覆盖活跃，但技术运营证据仍有限。","evidence":[{"title":"ZhenFund 2026 AI founder perspectives","url":"https://www.zhenfund.com/News/236"},{"title":"ZhenFund portfolio","url":"https://www.zhenfund.com/portfolio"}],"score":53,"rank":24,"whitelistEligible":false},{"id":"gsr-china","name":"GSR Ventures China","nameZh":"金沙江创投","region":"China","domain":"gsrventureschina.com","scores":{"mcpReadiness":0,"harnessFluency":15,"operatingEvidence":12,"thesisPortfolio":17,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Long AI investment history and technical portfolio depth, with little public MCP/harness operating evidence.","summaryZh":"AI 投资历史和技术组合较深，但公开 MCP/harness 运营证据较少。","evidence":[{"title":"GSR Ventures China","url":"https://www.gsrventureschina.com/en"}],"score":52,"rank":25,"whitelistEligible":false},{"id":"5y","name":"5Y Capital","nameZh":"五源资本","region":"China","domain":"5ycap.com","scores":{"mcpReadiness":0,"harnessFluency":14,"operatingEvidence":12,"thesisPortfolio":17,"evidenceQuality":8},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Strong exposure to AI founders and infrastructure, with sparse first-party evidence of internal agent operations.","summaryZh":"AI 创始人与基础设施投资覆盖较强，但机构内部 Agent 运营的一手证据较少。","evidence":[{"title":"5Y Capital","url":"https://www.5ycap.com/"}],"score":51,"rank":26,"whitelistEligible":false},{"id":"shunwei","name":"Shunwei Capital","nameZh":"顺为资本","region":"China","domain":"shunwei.com","scores":{"mcpReadiness":0,"harnessFluency":14,"operatingEvidence":11,"thesisPortfolio":17,"evidenceQuality":7},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Material AI portfolio activity, but limited reproducible public evidence of MCP or harness fluency.","summaryZh":"AI 投资活动较多，但 MCP 或 harness 熟练度的可复核公开证据有限。","evidence":[{"title":"Shunwei Capital","url":"https://shunwei.com/"}],"score":49,"rank":27,"whitelistEligible":false},{"id":"matrix-china","name":"Matrix Partners China","nameZh":"经纬创投","region":"China","domain":"matrixpartners.com.cn","scores":{"mcpReadiness":0,"harnessFluency":13,"operatingEvidence":10,"thesisPortfolio":17,"evidenceQuality":7},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Broad technology portfolio and AI exposure, with limited first-party modern agent-interface evidence.","summaryZh":"科技投资组合与 AI 覆盖广，但现代 Agent 接口的一手公开证据有限。","evidence":[{"title":"Matrix Partners China","url":"https://www.matrixpartners.com.cn/"}],"score":47,"rank":28,"whitelistEligible":false},{"id":"legend","name":"Legend Capital","nameZh":"君联资本","region":"China","domain":"legendcapital.com.cn","scores":{"mcpReadiness":0,"harnessFluency":12,"operatingEvidence":10,"thesisPortfolio":16,"evidenceQuality":7},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Meaningful AI investment exposure, but little public evidence of hands-on MCP/harness adoption.","summaryZh":"具备 AI 投资覆盖，但公开的 MCP/harness 实操 adoption 证据较少。","evidence":[{"title":"Legend Capital","url":"https://www.legendcapital.com.cn/"}],"score":45,"rank":29,"whitelistEligible":false},{"id":"01vc","name":"01VC","nameZh":"零一创投","region":"China","domain":"01vc.com","scores":{"mcpReadiness":0,"harnessFluency":12,"operatingEvidence":9,"thesisPortfolio":15,"evidenceQuality":7},"publicMcp":{"status":"not-found"},"machineReadable":[],"summaryEn":"Early-stage technology focus, with insufficient current first-party evidence of MCP or agent-harness operations.","summaryZh":"聚焦早期科技，但当前缺少足够的一手 MCP 或 Agent harness 运营证据。","evidence":[{"title":"01VC","url":"https://www.01vc.com/"}],"score":43,"rank":30,"whitelistEligible":false}]}