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RAG 与搜索

检索增强、向量数据库、嵌入和语义搜索。

用途

活跃度

排序方式

118

工具排名

按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    库
    活跃

    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…

    Python
    • ai
    • api
    • chatbot
    • chatgpt
    • database

    github实测增长打开来源 ↗

    39 491GitHub 星标+53 (+0.13 %)
  2. 2

    其他
    活跃

    The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

    TypeScript许可证: Apache-2.0
    • applicant-tracking-system
    • ats
    • hacktoberfest
    • machine-learning
    • natural-language-processing

    github实测增长打开来源 ↗

    28 328GitHub 星标+34 (+0.12 %)
  3. 3

    其他
    活跃

    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

    Rust
    • ai
    • bigdata
    • cloud-native
    • database
    • elasticsearch

    github实测增长打开来源 ↗

    9 434GitHub 星标+10 (+0.11 %)
  4. 4

    其他
    活跃

    CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.

    Java许可证: Apache-2.0
    • analytics
    • big-data
    • cratedb
    • database
    • dbms

    github实测增长打开来源 ↗

    4 432GitHub 星标+3 (+0.07 %)
  5. 5

    库
    活跃

    LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.

    Java许可证: Apache-2.0
    • arrow
    • daft
    • datafusion
    • flink
    • gluten

    github实测增长打开来源 ↗

    3 249GitHub 星标+2 (+0.06 %)
  6. 6

    智能体
    活跃

    BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level…

    Python许可证: Apache-2.0
    • agent
    • ai
    • chatbot
    • enterprise
    • finetune

    github实测增长打开来源 ↗

    11 923GitHub 星标+3 (+0.03 %)
  7. 7

    智能体
    活跃

    TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

    Go许可证: Apache-2.0
    • agent
    • agent-context
    • agent-memory
    • agentic
    • ai

    github实测增长打开来源 ↗

    40 487GitHub 星标+9 (+0.02 %)
  8. 8

    技能
    活跃

    Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.

    JavaScript许可证: MIT
    • agent-skills
    • ai-agents
    • ai-assistant
    • claude-code
    • codex

    github实测增长打开来源 ↗

    安装 git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki

    123GitHub 星标稳定
  9. 9

    MCP
    活跃

    Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.

    JavaScript许可证: Apache-2.0

      mcp实测增长打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://three.ws/api/ibm-mcp

      105GitHub 星标稳定
    • 10

      MCP
      活跃

      Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

      Python许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add arxiv-mcp-server -- uvx arxiv-mcp-server

        3 091GitHub 星标稳定
      • 11

        MCP
        活跃

        Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

        ↓ 84 下载/周JavaScript许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          安装 claude mcp add alibaba-cloud -- npx @three-ws/alibaba-cloud-mcp

          105GitHub 星标稳定
        • 12

          MCP
          活跃

          IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.

          ↓ 73 下载/周JavaScript许可证: Apache-2.0

            mcp实测增长打开来源 ↗

            安装 claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp

            105GitHub 星标稳定
          • 13

            MCP
            活跃

            x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.

            ↓ 70 下载/周JavaScript许可证: Apache-2.0

              mcp实测增长打开来源 ↗

              安装 claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp

              105GitHub 星标稳定
            • 14

              智能体
              活跃

              🚀 Way Back Home

              Python许可证: Apache-2.0
              • a2a
              • adk
              • agents
              • bigquery
              • google-cloud

              github实测增长打开来源 ↗

              96GitHub 星标稳定
            • 15

              MCP
              活跃

              Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…

              Python许可证: MIT
              • agent-memory-system
              • agent-skills
              • causal-inference
              • claude-code
              • codex

              github实测增长打开来源 ↗

              71GitHub 星标稳定
            • 16

              技能
              活跃

              The official Pinecone marketplace for Claude Code Plugins

              Python许可证: MIT
              • anthropic-claude
              • claude-code
              • claude-code-plugin
              • claude-code-plugin-marketplace
              • hybrid-search

              github实测增长打开来源 ↗

              安装 /plugin marketplace add pinecone-io/pinecone-claude-code-plugin

              68GitHub 星标稳定
            • 17

              MCP
              活跃

              Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.

              Rust许可证: MIT

                mcp实测增长打开来源 ↗

                67GitHub 星标稳定
              • 18

                MCP
                活跃

                Token-efficient code review knowledge graph: semantic search and call-graph resolution.

                Python许可证: Apache-2.0

                  mcp实测增长打开来源 ↗

                  安装 claude mcp add better-code-review-graph -- uvx better-code-review-graph

                  66GitHub 星标稳定
                • 19

                  技能
                  活跃

                  Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants

                  许可证: MIT
                  • ade
                  • agent-skills
                  • claude
                  • document-extraction
                  • document-processing

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/landing-ai/ade-document-processing-skills ~/.claude/skills/ade-document-processing-skills

                  64GitHub 星标稳定
                • 20

                  其他
                  活跃

                  A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memory, self-learning skills, multi-model routing, sandboxed…

                  Rust许可证: MIT
                  • a2a
                  • acp
                  • ai-agent
                  • claude
                  • cli

                  github实测增长打开来源 ↗

                  57GitHub 星标稳定
                • 21

                  MCP
                  活跃

                  Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

                  TypeScript许可证: MIT

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add smart-connections-mcp -- npx smart-connections-mcp

                    54GitHub 星标稳定
                  • 22

                    其他
                    活跃

                    The .NET library to build AI agents with 30+ built-in connectors.

                    C#许可证: MIT
                    • a2a
                    • agent
                    • agent-framework
                    • agent-orchestration
                    • agent2agent

                    github实测增长打开来源 ↗

                    638GitHub 星标稳定
                  • 23

                    MCP
                    活跃

                    MCP server for local codebase indexing, semantic search, and code dependency graphs.

                    ↓ 1 242 下载/周TypeScript许可证: AGPL-3.0

                      mcp实测增长打开来源 ↗

                      安装 claude mcp add socraticode -- npx socraticode

                      3 275GitHub 星标稳定
                    • 24

                      MCP
                      活跃

                      AI-powered code indexer with semantic search and knowledge graphs

                      Rust许可证: Apache-2.0

                        mcp实测增长打开来源 ↗

                        安装 claude mcp add octocode -- npx @muvon/octocode

                        459GitHub 星标稳定

                      学习与参考资源

                      按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

                      1. 1

                        ai-engineering-hub

                        智能体
                        活跃打开来源 ↗

                        In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

                        Jupyter Notebook许可证: MIT
                        • agents
                        • ai
                        • llms
                        • machine-learning
                        • mcp
                        github资源实测增长
                        37 263GitHub 星标+46 (+0.12 %)