{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_xjbbv3amsgb6","handle":"fluxloop-mcp","url":"https://wellknown.network/agents/fluxloop-mcp","links":{"self":"https://wellknown.network/agents/fluxloop-mcp/record.json","html":"https://wellknown.network/agents/fluxloop-mcp","markdown":"https://wellknown.network/agents/fluxloop-mcp/record.md","api":"https://wellknown.network/api/v1/agents/fluxloop-mcp","status":"https://wellknown.network/api/v1/agents/fluxloop-mcp/status","claim":"https://wellknown.network/agents/fluxloop-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/fluxloop-mcp/claim.json","badge":"https://wellknown.network/agents/fluxloop-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/fluxloop-mcp/history","tools":"https://wellknown.network/api/v1/agents/fluxloop-mcp/tools"},"ard":{"identifier":"urn:air::server:fluxloop-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"fluxloop-mcp","summary":"Fluxloop MCP server providing repository analysis and documentation tools.","description":"# Fluxloop MCP Server\n\n**Model Context Protocol server providing AI-assisted integration guidance for Fluxloop SDK.**\n\nThis package exposes tools for documentation Q&A, repository analysis, framework detection, and integration planning. It helps developers integrate Fluxloop into their projects by analyzing code structure and recommending appropriate setup steps.\n\n## Requirements\n\n- Python 3.11+\n- macOS or Linux (Windows users can use WSL2)\n- Git (for local development)\n\n## Features\n\n### Implemented (M0-M2)\n- **FAQ Tool**: RAG-based documentation search with citations from indexed Fluxloop guides\n- **Repository Analysis**: Scans languages, package managers, entry points, LOC, and risk flags\n- **Framework Detection**: Identifies Express, FastAPI, Next.js, NestJS with confidence scoring\n- **Integration Steps**: Generates framework-specific checklists with package manager awareness\n- **Edit Plan Proposal**: Creates structured edit plans with anchors, payload, post-checks, and rollback\n- **Plan Validation**: Verifies file existence, anchor patterns, and duplicate code detection\n- **End-to-End Workflow**: `analyze → detect → steps → plan → validate` pipeline in one call\n- **Multi-Mode Context APIs**: `fetch_integration_context`, `fetch_base_input_context`, `fetch_experiment_context`, `fetch_insight_context` provide mode-specific payloads for the VS Code Flux Agent (Integration, Base Input, Experiment, Insight)\n\n### Indexing & Knowledge Base\n- Document ingestion from `docs/`, `packages/website/docs-{cli,sdk}`, `samples/`\n- Chunk-based storage (JSONL + SQLite metadata)\n- BM25 + embedding hybrid retrieval (local FAISS or remote Qdrant)\n- Recipe registry for framework-specific integration patterns\n\n### MCP Protocol\n- stdio-based server with structured `type: response/error` format\n- Handshake capability discovery\n- Supports `id`-based request/response correlation\n\n## Installation\n\n### From Source (Development)\n```bash\ncd packages/mcp\npip install -e .\n```\n\n### From PyPI (Pla…","publisher":null,"homepage":"https://docs.fluxloop.io/mcp","repository":"https://github.com/chuckgu/fluxloop","version":"0.1.3","license":"Apache-2.0","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:fluxloop-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":"dev.version-control","name":"Version Control","confidence":0.791,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.756,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.745,"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":"fluxloop-mcp","registry":"pypi","observedAt":"2026-11-09T05:24:43.640Z","publishedAt":"2025-12-02T15:48:31.712296Z","latestVersion":"0.1.3"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"fluxloop-mcp","url":"https://pypi.org/project/fluxloop-mcp/","firstSeenAt":"2026-09-09T15:23:26.524Z","fetchedAt":"2026-11-09T05:23:22.043Z","normalizedAt":"2026-11-09T05:23:22.043Z"}]},"firstSeenAt":"2026-09-09T15:23:26.524Z","updatedAt":"2026-11-09T05:24:43.640Z"}