仓库/Skill 库

最简单的可扩展自然语言数据库查询方案，快速且随规模伸缩。Simplest Natural Langauge Querying DB That scales. Fast.

AI 教材数字化与互动辅导平台：PDF/扫描教材经 MinerU OCR 结构化出题，文本 + 视觉双模型审校与确定性质量门禁；学生端七种题型互动、分层提示与错题多轮陪练闭环；FastAPI + PostgreSQL JSONB + React 19

一本关于生产级 RAG 与 agentic 系统的实用第一性原理手册，支持 RU/EN/SK，基于 Docusaurus 构建。A practical, first-principles handbook on production RAG & agentic systems — RU/EN/SK, built with Docusaurus.

本地优先的桌面端研究与引用管理器，具备 AI 辅助引用建议、语义文献库搜索、PDF 批注以及 Microsoft Word 插件。Local-first desktop research & citation manager with AI-assisted citation suggestions, semantic library search, PDF annotation, and a Microsoft Word add-in.

通过 MCP 为协作型 AI agent 提供基于 PostgreSQL 的共享记忆。Shared PostgreSQL-backed memory for collaborating AI agents via MCP

本仓库包含用于复现论文《Pharmacological treatments for ADHD and comorbid substance use disorder: a systematic review and network meta-analysis》中数据库与分析的 R 代码。This repository holds the R codes for reproducing the databases and analyses in my paper "Pharmacological treatments for ADHD and comorbid substance use disorder: a systematic review and network meta-analysis".

面向本地优先应用与 AI Agent 的嵌入式双时态记忆引擎，采用混合检索——进程内运行，无需服务器。Embedded bitemporal memory engine with hybrid retrieval for local-first applications and AI agents — in-process, no server.

🚀 零配置将 LangChain Agent 暴露为服务；以简单包装把脚本变为 Web 服务，无需任何基础设施🚀 Expose your LangChain agents as services with zero configuration; turn scripts into web services using simple wrappers and no infrastructure setup.

🔍 在 Weaviate 混合检索中评测 embedding 模型，基于自有数据或 MTEB 数据集评估 MRR@K、Hit@K、延迟与内存占用🔍 Benchmark embedding models in hybrid search with Weaviate. Evaluate MRR@K, Hit@K, latency, and memory using your data or MTEB datasets.

基于架构决策记录（ADR）理念的 Memory Framework，用于 AI agent（Claude Code、Codex、Antigravity……）之间的知识共享。支持 agent 安装，vector（Postgres + pgvector）+ graph（Neo4j）双骨干，通过本地 gateway 管理，支持多种本地 LLM 后端，具备完整 provenance、合并、遥测等能力。Memory Framework based on the idea of Architectural Decision Records, shared knowledge between AI agents (Claude Code, Codex, Antigravity ...). Agent installable, vector (Postgres + pgvector) + graph (Neo4j) backbone, managed through a local gateway, supporting multiple local LLM backends, with full provenance, consolidation, telemetry and more

codegraph 是一个 local-first 的代码上下文引擎和面向代码仓库的 MCP server。它将源代码增量索引到轻量级 SQLite 图中，然后提供高信噪比的 tools，支持符号查找、调用图遍历、影响分析、相关测试发现和语义搜索。使用 Go 构建，单二进制工作流，专为……而设计。codegraph is a local-first code context engine and MCP server for repositories. It incrementally indexes source code into a lightweight SQLite graph, then exposes high-signal tools for symbol lookup, call graph traversal, impact analysis, related test discovery, and semantic search. Built in Go with a single-binary workflow, it is designed to work

AI 构建，你决定是否上线 —— AI agent 工作的审核关卡。AI builds it. You decide if it ships. — review gates for AI-agent work.

一次扫描即可查看机器上所有与开发者和 AI 相关的内容 —— 一款原生 Tauri 应用，将开发 + AI 环境映射为可交互的架构图。See everything Developer- and AI-related on your machine in one scan — a native Tauri app that maps your dev + AI environment into an interactive architecture graph.

Warzone2100 的 Skirmish AI 机器人Skirmish AI bot for Warzone2100

桌面端 AI 伴侣，集成 Live2D 形象、自主编码 Agent（AgentLoop）、语义记忆与确定性主动引擎——真实进程沙箱（bwrap）、权限门控工具执行、local-first（SQLite + ONNX）。Desktop AI companion with Live2D avatar, autonomous coding agent (AgentLoop), semantic memory, and a deterministic proactivity engine — real process sandboxing (bwrap), permission-gated tool execution, local-first (SQLite + ONNX).

关于精神病学障碍中迷幻疗法的活体系统综述，基于 Docker 化 Dash 应用与 PostgreSQL 后端构建。Living systematic review of psychedelic therapy in psychiatric disorders. Built as a dockerized Dash app with PostgreSQL backend.

2026 终极 AI 记忆栈：面向 LLM 的本地优先 Rust MCP2026 Ultimate AI Memory Stack: Local-First Rust MCP for LLMs

开源 DBMS 生态的 Reference Quotient 分析与可复现研究流水线。项目列表每月通过 https://github.com/birdflyi/od_label_issue_gen/tree/main/data/database_repo_label_dataframe 中的 csv 文件更新Reference Quotient analysis and reproducible research pipeline for the open-source DBMS ecosystem. The projects list are updated in the csv files in https://github.com/birdflyi/od_label_issue_gen/tree/main/data/database_repo_label_dataframe monthly.

MetaGráfica 是一种面向出版级二维矢量图形的描述语言——从纯文本编译为 EPS、SVG 或 PDF，适配科学图表与绘图，由单一自包含编译器完成。MetaGráfica is a descriptive language for publication-quality 2D vector graphics — scientific figures and plots compiled from plain text to EPS, SVG or PDF by a single self-contained compiler.

基于 Pingora 构建的纯 Rust API gateway，具备安全流量排空、不可变配置变更、限定作用域的 MCP 工具以及内置管理控制台。Pure Rust API gateway built on Pingora, with safe traffic draining, immutable config changes, scoped MCP tools, and an embedded admin console.

企业级数字支付平台：Java 21 / Spring Boot 3 微服务、Kafka 事件驱动、六边形（端口与适配器）架构，由专业 AI Agent 团队以 spec 驱动并编排，包含完整 CI/CD、GitOps 和供应链安全。Enterprise-grade digital payment platform: Java 21 / Spring Boot 3 microservices, Kafka event-driven, hexagonal (ports & adapters) architecture, spec-driven and orchestrated by a team of specialized AI agents. Includes full CI/CD, GitOps, and supply-chain security.

AI 驱动的 Monorepo 2026：设计系统、React 应用、Fastify API 与 Pulumi IaC。AI-Powered Monorepo 2026: Design System, React Apps, Fastify APIs & Pulumi IaC

CI 验证的科学领域 Agent Skill——69 个研究级 Skill，覆盖科学写作、机器学习、数据分析、量子计算与研究数据库。无死链、无虚假 Skill、无厂商广告。兼容 Claude Code / Cursor / Codex。CI-validated Agent Skills for science - 69 research-grade skills for scientific writing, ML, data analysis, quantum computing, and research databases. No dead links, no phantom skills, no vendor ads. Claude Code / Cursor / Codex compatible.

自动化 Python 兼容性补丁工具，将 Google Scholar PDF Reader 从 Chromium 移植到基于 Firefox 的浏览器，并使用 IndexedDB 集成自定义离线论文数据库。Automated Python compatibility patcher to port Google Scholar PDF Reader from Chromium to Firefox-based browsers, integrating a custom offline paper database using IndexedDB.

arXiv 论文的端到端推荐引擎：流式接入开放快照，使用量化 ONNX 模型对标题与摘要进行 embedding，构建 FAISS 向量索引，通过 FastAPI 服务提供推荐，并在 Streamlit 面板中交互探索。End-to-end recommendation engine for arXiv research papers: stream an open snapshot, embed titles + abstracts with a quantized ONNX model, build a FAISS vector index, serve recommendations through a FastAPI service, and explore them in a Streamlit dashboard.

本地化 MCP 数据平台。自然语言问题按规则分派到向量搜索、NL2SQL、知识图谱三条通道并行查询，通过 RRF 融合后由本地 LLM 基于证据作答。无需调用外部 API。온프렘 MCP 데이터 플랫폼. 자연어 질문을 벡터검색·NL2SQL·지식그래프 3레인으로 규칙 기반 분기해 병렬 조회하고 RRF로 융합, 로컬 LLM이 근거 기반으로 답한다. 외부 API 호출 없음.

面向 Claude Code / Codex 的 Agent Skill：为系统评价与 Meta 分析构建可复现、可按 PRISMA-S 报告的检索策略 —— 通过 NCBI API 获取 MeSH、主题词+自由词检索式、单行记录数、召回率校验、多数据库语法。Agent Skill for Claude Code / Codex: build reproducible, PRISMA-S-reportable search strategies for systematic reviews & meta-analyses — MeSH via NCBI API, subject-heading + free-text lines, per-line record counts, recall check, multi-database syntax. 系统评价/Meta分析检索策略构建 skill

AI agents 的身份、记忆与协作平台——通过 CLI、MCP 和 Go 服务器提供事实、记忆、密钥管理及 agent 间消息传递。Identity, memory & collaboration platform for AI agents — facts, memories, secrets, and inter-agent messaging via a CLI, MCP, and a Go server.

数据在被构建成有意义的东西之前只是噪声——将原始数据转化为真正可用的系统，涵盖欺诈检测、RAG pipeline、计算机视觉追踪器以及数据仓库等领域。FAST NUCES 数据科学本科生，在"搞坏东西"和"交付产品"之间反复横跳。持续构建，持续学习，欢迎合作和实习交流Data is noise until someone builds something meaningful out of it, turn raw data into systems that actually work, from fraud detection and rag pipelines to computer vision trackers and data warehouses. DS undergrad at FAST NUCES, somewhere between breaking things and shipping them. always building, always learning, open to collabs and interns

学术知识图谱系统——符号驱动的研究发现，配合轻量级向量检索。Academic knowledge graph system — symbol-driven research discovery with lightweight vector retrieval

可移植契约与 local-first 运行时，覆盖规范数据、检索、持久执行及面向 agent 的 AI。Portable contracts and local-first runtimes for canonical data, retrieval, durable execution, and agent-facing AI.

文献引用管理器，作为学士学位论文的一部分开发Bibliographic citation manager, that was created as a part of a Bachelor's thesis

企业知识智能平台：基于权限感知的搜索、助手与 agent，覆盖公司现有工具栈。Enterprise knowledge intelligence platform. Permission aware search, assistant and agents over the tools a company already runs.

用于系统综述检索的交互式工具：PICO 构建器、数据库语法转换器与邻近算子构建器。Interactive tools for systematic review searching: PICO builder, database syntax converter, and proximity-operator builder.

一款个人知识引擎，注重综合而非简单转录——每个声明都附带回到原始来源的引用。为 LLM agent 提供写入时综合 + 带引用的检索能力。A personal knowledge engine that synthesizes instead of transcribes — every claim carries a citation back to its source. Write-time synthesis + cited retrieval for LLM agents.