{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_4jxjfxprch8a","handle":"isa-mcp","url":"https://wellknown.network/agents/isa-mcp","links":{"self":"https://wellknown.network/agents/isa-mcp/record.json","html":"https://wellknown.network/agents/isa-mcp","markdown":"https://wellknown.network/agents/isa-mcp/record.md","api":"https://wellknown.network/api/v1/agents/isa-mcp","status":"https://wellknown.network/api/v1/agents/isa-mcp/status","claim":"https://wellknown.network/agents/isa-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/isa-mcp/claim.json","badge":"https://wellknown.network/agents/isa-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/isa-mcp/history","tools":"https://wellknown.network/api/v1/agents/isa-mcp/tools"},"ard":{"identifier":"urn:air::server:isa-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"isa-mcp","summary":"isA MCP - AI-powered Model Context Protocol management CLI and client library","description":"# isA_MCP - Intelligent MCP Server\n\n## Project Overview\n\n**isA_MCP** is an enterprise-grade, intelligent MCP (Model Context Protocol) server built with **Contract-Driven (CDD)** and **Test-Driven (TDD)** methodologies. It provides **Auto-Discovery**, **Hierarchical Semantic Search**, and **Skill-Based Classification** within a microservices architecture.\n\n### Core Features\n\n- **Auto-Discovery** - Scans and registers tools, prompts, and resources from the filesystem\n- **Skill-Based Hierarchical Search** - Two-stage search: find relevant skills, then find matching tools via Qdrant\n- **Graceful Search Degradation** - Uses semantic search by default and falls back to lexical mode when the ISA Model dependency is unavailable\n- **Real-time Progress (SSE)** - Server-Sent Events for streaming progress on long-running tasks\n- **Human-in-the-Loop (HIL)** - Four interaction modes: Authorization, Input, Review, and Combined\n- **Server Aggregation** - Connect and aggregate tools from external MCP servers\n- **Standalone Enterprise Servers** - Dedicated MCP servers for API gateway, database, filesystem, and message queue operations\n- **Enterprise Security** - JWT authentication, multi-tenant isolation, audit logging\n- **Kubernetes-Ready** - Helm charts, Docker images, multi-environment configs\n- **Hot Reload** - Development mode with automatic code change detection\n\n## System Capabilities\n\n| Component | Count | Description |\n|-----------|-------|-------------|\n| **Tools** | 200+ | Data analysis, web search, AI services, file operations, and more |\n| **Prompts** | 38 | RAG search, workflow orchestration, content generation |\n| **Resources** | 51 | Guardrails, knowledge graphs, skill catalogs, process definitions |\n| **Services** | 12+ | Tool, Search, Skill, Sync, Aggregator, Marketplace, and more |\n\n## Architecture\n\n```mermaid\ngraph TB\n    subgraph \"Client Layer\"\n        C1[Desktop Client]\n        C2[IDE Extension]\n        C3[Custom Client]\n    end\n\n    subgraph \"MCP Server\"\n     …","publisher":null,"homepage":"https://github.com/xenoISA/isA_MCP#readme","repository":"https://github.com/xenoISA/isA_MCP/issues","version":"1.0.6","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","ai","llm","claude","skills","remotion","video","tools","agents"],"pricing":null,"endpoints":[{"url":"pypi:isa-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"security.identity","name":"Identity & Access","confidence":0.917,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.882,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.836,"provenance":"derived"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":0.825,"provenance":"derived"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"}],"categories":["ai","data","dev","infra","knowledge","security"],"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":"isa-mcp","registry":"pypi","observedAt":"2026-09-15T21:22:06.999Z","publishedAt":"2026-08-24T16:02:10.291878Z","latestVersion":"1.0.6"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"isa-mcp","url":"https://pypi.org/project/isa-mcp/","firstSeenAt":"2026-09-09T22:22:03.568Z","fetchedAt":"2026-09-15T21:20:24.636Z","normalizedAt":"2026-09-15T21:20:24.636Z"}]},"firstSeenAt":"2026-09-09T22:22:03.568Z","updatedAt":"2026-09-15T21:22:06.999Z"}