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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

141

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

    技能
    活跃

    🤖 Curated AI OSINT resources — Google dorks, Shodan queries, GitHub dorks, and techniques to discover exposed LLM endpoints, leaked AI API keys, misconfigured vector databases, and unprotected AI agents

    • agent-skills
    • ai-osint
    • ai-security
    • bug-bounty
    • clawhavoc

    github实测增长打开来源 ↗

    安装 git clone https://github.com/7WaySecurity/ai_osint ~/.claude/skills/ai_osint

    161GitHub 星标+7 (+4.5 %)
  2. 2

    其他
    活跃

    剧本分镜工具智能体（PenShot）：电影/动漫/短剧/小说/剧本→分镜→片段→prompt | 基于 LangGraph+LLM，自动解析任意格式剧本，生成 Sora/Veo/Runway 等模型可用的连贯text-to-video提示词。保持角色/剧情跨片段一致，支持 MCP/REST API/函数调用 | Python库 + A2A集成。（LLM-powered screenplay-to-video-prompt agent. Break scripts into…

    Python许可证: MIT
    • agent-to-agent
    • ai-filmmaking
    • ai-video-generation
    • character-consistency
    • function-calling

    github实测增长打开来源 ↗

    160GitHub 星标+7 (+4.6 %)
  3. 3

    MCP
    活跃

    Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

    Go许可证: MIT
    • agent-memory
    • ai-memory
    • claude-code
    • claude-code-hooks
    • claude-code-plugins

    github实测增长打开来源 ↗

    742GitHub 星标+7 (+0.95 %)
  4. 4

    其他
    活跃

    An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.

    Python许可证: MIT
    • agent-security
    • ai-security
    • ai-security-tool
    • artificial-intelligence
    • ctf

    github实测增长打开来源 ↗

    311GitHub 星标+6 (+2.0 %)
  5. 5

    技能
    活跃

    Hivemind turns your traces into reusable skills across agents

    TypeScript许可证: Apache-2.0
    • ai
    • ai-agents
    • ai-memory
    • anthropic
    • artificial-intelligence

    github实测增长打开来源 ↗

    安装 /plugin marketplace add activeloopai/hivemind

    1 594GitHub 星标+6 (+0.38 %)
  6. 6

    MCP
    活跃

    Context Engineering: Build Consistent, Accurate, Predictable AI Systems

    Python许可证: Apache-2.0
    • agent-skills
    • agentic-ai
    • context-engineering
    • generative-ai
    • llm

    github实测增长打开来源 ↗

    136GitHub 星标+5 (+3.8 %)
  7. 7

    技能
    活跃

    Andrej Karpathy's LLM Wiki pattern as a skill & Claude Code plugin — turn accumulated sources into a self-maintaining, scalable markdown knowledge base.

    TypeScript许可证: MIT
    • ai-tools
    • claude-code-plugin
    • claude-code-skill
    • codex-skill
    • cursor

    github实测增长打开来源 ↗

    安装 /plugin marketplace add praneybehl/llm-wiki-plugin

    99GitHub 星标+5 (+5.3 %)
  8. 8

    MCP
    活跃

    Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

    TypeScript许可证: MIT
    • accuracy
    • agents
    • claude-skills
    • context
    • harness

    github实测增长打开来源 ↗

    434GitHub 星标+5 (+1.2 %)
  9. 9

    技能
    活跃

    FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

    Python许可证: MIT
    • agent-skills
    • ai-persona
    • bdrc
    • buddhism
    • chinese-buddhism

    github实测增长打开来源 ↗

    安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

    382GitHub 星标+5 (+1.3 %)
  10. 10

    MCP
    活跃

    Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

    TypeScript许可证: MIT
    • agent-skills
    • cli-tool
    • developer-tools
    • hybrid-search
    • local-first

    github实测增长打开来源 ↗

    381GitHub 星标+5 (+1.3 %)
  11. 11

    技能
    活跃

    Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…

    Python许可证: MIT
    • agent-skills
    • agentic-workflow
    • ai-research-assistant
    • anthropic
    • citation-verification

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Socialpranker/deepdive ~/.claude/skills/deepdive

    393GitHub 星标+5 (+1.3 %)
  12. 12

    其他
    活跃

    Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.

    TypeScript许可证: Apache-2.0
    • a2a
    • agent
    • agent-os
    • agent-sandbox
    • agentic

    github实测增长打开来源 ↗

    878GitHub 星标+4 (+0.46 %)
  13. 13

    技能
    活跃

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

    Python许可证: Apache-2.0
    • agent-skills
    • ai-agents
    • claude-code
    • codex
    • cursor

    github实测增长打开来源 ↗

    安装 git clone https://github.com/qdrant/skills ~/.claude/skills/skills

    230GitHub 星标+4 (+1.8 %)
  14. 14

    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 %)
  15. 15

    MCP
    活跃

    Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

    TypeScript许可证: Apache-2.0
    • agent-skills
    • ai-memory
    • ai-tools
    • claude-code
    • codex

    github实测增长打开来源 ↗

    58GitHub 星标+3 (+5.5 %)
  16. 16

    技能
    活跃

    The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.

    TypeScript许可证: MIT
    • agent-orchestration
    • agents
    • ai-agents
    • ai-development
    • anthropic

    github实测增长打开来源 ↗

    安装 /plugin marketplace add yonatangross/orchestkit

    227GitHub 星标+3 (+1.3 %)
  17. 17

    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 %)
  18. 18

    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 %)
  19. 19

    MCP
    活跃

    MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration

    TypeScript许可证: MIT
    • ai-agents
    • claude
    • claude-ai
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    103GitHub 星标+2 (+2.0 %)
  20. 20

    智能体
    活跃

    Ruby's capable AI runtime

    Ruby许可证: MIT
    • a2a
    • a2a-client
    • agent
    • agent2agent
    • agents

    github实测增长打开来源 ↗

    139GitHub 星标+2 (+1.5 %)
  21. 21

    MCP
    活跃

    AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.

    Rust许可证: MIT
    • ast
    • call-graph
    • claude-code
    • claude-code-plugin
    • code-navigation

    github实测增长打开来源 ↗

    72GitHub 星标+2 (+2.9 %)
  22. 22

    MCP
    活跃

    The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inference.

    Rust
    • a2a
    • a2ui
    • ag-ui
    • agent-orchestration
    • agent-os

    github实测增长打开来源 ↗

    31GitHub 星标+2 (+6.9 %)
  23. 23

    MCP
    活跃

    Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem…

    JavaScript许可证: MIT
    • agent-memory
    • ai-coding-assistant
    • ai-memory
    • anthropic
    • claude

    github实测增长打开来源 ↗

    56GitHub 星标+2 (+3.7 %)

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

    agent-systems-handbook

    智能体
    活跃打开来源 ↗

    A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…

    MDX
    • a2a
    • agent-framework
    • agent-memory
    • agentic-ai
    • agentic-workflow
    github资源实测增长
    316GitHub 星标+3 (+0.96 %)
  2. 2

    lit-review-agent-tools

    MCP
    活跃打开来源 ↗

    🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能体文献综述的最强工具大全。

    Python许可证: CC0-1.0
    • academic-research
    • ai-agents
    • awesome
    • awesome-list
    • claude-code
    github资源实测增长
    16GitHub 星标+3 (+23.1 %)