로컬 MCP 플러그인: agent가 새 작업을 받으면 로컬에 설치된 모든 skill(사용자 레벨/플러그인 레벨/프로젝트 레벨)에서 Top-N 추천을 검색합니다. 추천만 하고 실행하지 않습니다.
인덱싱 방법은 SkillRouter(arXiv 2603.22455)에서 가져왔습니다: all-field 분할 멀티벡터(name+description 하나의 벡터 + 본문 약 800자 청크 각각 하나의 벡터), 쿼리는 각 청크에 대해 코사인을 계산하고 skill 점수는 max-pool을 사용합니다.
도구 | 용도 |
| 작업 시작 전 가장 관련성 높은 skill을 검색; score, tier(auto/prompt/skip, 참고값), 호출명과 경로를 반환 |
| skill 설치/삭제 후 인덱스를 증분 재구성(mtime diff), 세션 재시작 불필요 |
Related MCP server: skills-mcp-server
claude mcp add fastroute -- node /absolute/path/to/fastroute/dist/index.js데이터 디렉터리 ~/.fastroute(FASTROUTE_DATA_DIR로 재정의 가능): fastroute.db, config.json, models/
embedding 모델: Xenova/paraphrase-multilingual-MiniLM-L12-v2(q8, 약 135MB), 도구를 처음 호출할 때 인터넷에서 다운로드하며 기본적으로 ModelScope 미러(FASTROUTE_EMBEDDING_HOST로 https://huggingface.co 지정 가능)를 사용; 이미 ~/.knowyoubetter/models 캐시가 있으면 바로 재사용
모델은 필수 의존성: 오프라인이고 캐시가 없으면 도구는 오류와 다운로드 안내를 반환하며, 어휘 폴백 없음
config.json에서 재정의 가능: chunkSize(800), autoThreshold(0.9), promptThreshold(0.6), topK(5), userSkillsDir, pluginCacheDir, projectSkillsEnabled
chunkSize 변경 후 기존 인덱스는 자동으로 다시 분할되지 않음: ~/.fastroute/fastroute.db를 삭제한 다음 reindex_skills를 호출해야 함
npm install
npm test # 单测 + 集成（fake embedder，不联网）
npm run test:real # 真实 embedding 冒烟（首次下载模型）
npm run eval # distractor 评测：Hit@1/Hit@5/MRR
npm run build
npx @modelcontextprotocol/inspector node dist/index.jsThis server cannot be deployed
Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
MCP Server for an Agent Task Marketplace
The CustomGPT.ai MCP server is a fully managed, RAG-powered endpoint that connects large language models with private knowledge bases and external data sources. It provides tools for retrieval-augmented generation queries (send_message), data ingestion (upload_file), and source listing, enabling AI agents to query private documents like PDFs with high accuracy and real-time citations.
Fastio gives your team and AI agents a workspace for each project, bringing source files, comments and new work together. Connect a compatible MCP client to find files, answer questions from project material, and save results where the team can review and use them. \ Sign in through Fastio and choose the workspaces the connection can reach. Read Only connections expose read tools; Read & Write connections also allow changes. \ • **Files and folders:** browse, read, upload, and organize files, with version history and trash. • **Search:** find files by keyword; search file content and meaning when Deep Indexing is enabled and files have been processed. • **Metadata:** read, set, and search metadata fields, including extracted fields where available. • **Shares:** create and manage shares for sending or collecting files. • **Comments and members:** read and add comments, and manage workspace membership within your permissions. • **Activity:** search workspace events to see what changed. \ Hosted by Fastio, with no server installation required. \ • **Claude and most MCP clients:** https://mcp.fast.io/mcp/tools • **ChatGPT:** https://mcp.fast.io/mcp/operations • **ChatGPT and Codex:** Fastio plugin • **Claude Code, Cursor and similar coding agents:** https://mcp.fast.io/mcp/code • **Setup and client-specific capabilities:** https://mcp.fast.io/docs \ Paid plans. Monthly plans include a trial of up to 30 days. A card is required, and billing begins when the trial ends or trial credits run out, whichever comes first. No free plan.
