{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_npcqavdr7cqn","handle":"skill-retrieval-mcp","url":"https://wellknown.network/agents/skill-retrieval-mcp","links":{"self":"https://wellknown.network/agents/skill-retrieval-mcp/record.json","html":"https://wellknown.network/agents/skill-retrieval-mcp","markdown":"https://wellknown.network/agents/skill-retrieval-mcp/record.md","api":"https://wellknown.network/api/v1/agents/skill-retrieval-mcp","status":"https://wellknown.network/api/v1/agents/skill-retrieval-mcp/status","claim":"https://wellknown.network/agents/skill-retrieval-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/skill-retrieval-mcp/claim.json","badge":"https://wellknown.network/agents/skill-retrieval-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:skill-retrieval-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"skill-retrieval-mcp","summary":"Lightweight MCP Server for RAG-based skill retrieval","description":"# skill-retrieval-mcp\n\n[![PyPI](https://img.shields.io/pypi/v/skill-retrieval-mcp.svg)](https://pypi.org/project/skill-retrieval-mcp/)\n[![Python](https://img.shields.io/pypi/pyversions/skill-retrieval-mcp.svg)](https://pypi.org/project/skill-retrieval-mcp/)\n[![License](https://img.shields.io/pypi/l/skill-retrieval-mcp.svg)](https://github.com/JayCheng113/skill-retrieval-mcp/blob/main/LICENSE)\n[![CI](https://github.com/JayCheng113/skill-retrieval-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/JayCheng113/skill-retrieval-mcp/actions/workflows/ci.yml)\n\nSemantic search over a licence-vetted corpus of 374 agent skills, served to your\ncoding agent over MCP. Runs locally, answers in single-digit milliseconds, makes\nzero API calls.\n\nWorks with **Claude Code**, **Codex CLI**, **Gemini CLI**, **Cursor**, **OpenClaw**,\n**Hermes**, and any MCP-compatible agent.\n\n```\nYou: \"Deploy this service to GKE\"\n\n─── Step 1: the agent searches ───────────────────────────────────────\n\nAgent: search_skills(\"deploy a containerised service on kubernetes\")   ← 6ms\n     → 5 results (summaries only, no full instructions):\n       1. \"gke-service-networking\"   (0.56) - Gateway API, Ingress, Cloud Armor, NEGs, managed SSL\n       2. \"gke-workload-scaling\"     (0.51) - HPA and VPA for GKE workloads\n       3. \"gke-manifest-generation\"  (0.51) - Production-ready Kubernetes YAML for Autopilot/Standard\n       4. \"gke-app-onboarding\"       (0.46) - Containerizing and deploying an app to GKE for the first time\n       5. \"gke-basics\"               (0.44) - Cluster provisioning, credentials, Autopilot vs Standard\n\n─── Step 2: it reads the descriptions and picks #4, not #1 ───────────\n\nAgent: get_skill(\"gke-app-onboarding\")\n     → gets the full guide: containerization, manifests, migration path\n     → writes the Dockerfile and deployment.yaml\n\n─── Step 3: a new need emerges mid-task ──────────────────────────────\n\nAgent: # the service has to survive traffic spikes — search again\n       search_skil…","publisher":null,"homepage":"https://github.com/JayCheng113/skill-retrieval-mcp","repository":"https://github.com/JayCheng113/skill-retrieval-mcp","version":"0.3.1","license":null,"protocols":["mcp"],"tags":["mcp","skill-retrieval","rag","ai-agents","faiss"],"pricing":null,"endpoints":[{"url":"pypi:skill-retrieval-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"skill-retrieval-mcp","registry":"pypi","observedAt":"2026-09-10T12:23:33.071Z","publishedAt":"2026-08-27T06:40:14.697640Z","latestVersion":"0.3.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"skill-retrieval-mcp","url":"https://pypi.org/project/skill-retrieval-mcp/","firstSeenAt":"2026-09-10T12:22:24.973Z","fetchedAt":"2026-09-10T12:22:24.973Z","normalizedAt":"2026-09-10T12:22:24.973Z"}]},"firstSeenAt":"2026-09-10T12:22:24.973Z","updatedAt":"2026-09-10T12:23:33.071Z"}