{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ubrjncpt7q3t","handle":"swarmv-mcp","url":"https://wellknown.network/agents/swarmv-mcp","links":{"self":"https://wellknown.network/agents/swarmv-mcp/record.json","html":"https://wellknown.network/agents/swarmv-mcp","markdown":"https://wellknown.network/agents/swarmv-mcp/record.md","api":"https://wellknown.network/api/v1/agents/swarmv-mcp","status":"https://wellknown.network/api/v1/agents/swarmv-mcp/status","claim":"https://wellknown.network/agents/swarmv-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/swarmv-mcp/claim.json","badge":"https://wellknown.network/agents/swarmv-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/swarmv-mcp/history","tools":"https://wellknown.network/api/v1/agents/swarmv-mcp/tools"},"ard":{"identifier":"urn:air::server:swarmv-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"swarmv-mcp","summary":"MCP server for SwarmV: persistent vector memory for AI agents, limited to what the user may access.","description":"# swarmv-mcp\n\nMCP server for [SwarmV](https://swarmv.dev): gives an AI agent persistent vector memory, limited to what the signed-in user is allowed to see and edit.\n\nTools:\n\n- `read_from_memory` returns the closest records (id, distance, metadata) from the containers the user can view.\n- `write_to_memory` stores a note in a container the user can edit (put the text in `metadata.text`).\n\n## Setup\n\n```bash\npip install swarmv-mcp\n```\n\nAdd it to your MCP client's configuration (Claude Desktop, Cursor and others):\n\n```json\n{\n  \"mcpServers\": {\n    \"swarmv\": {\n      \"command\": \"swarmv-mcp\",\n      \"env\": {\n        \"SWARMV_TOKEN_URL\": \"https://your-backend.example.com/swarmv-token\",\n        \"SWARMV_TOKEN_URL_AUTH\": \"<the signed-in user's session credential>\"\n      }\n    }\n  }\n}\n```\n\nOr without installing first: `\"command\": \"uvx\", \"args\": [\"swarmv-mcp\"]`.\n\n## Credentials\n\nPick one:\n\n| Variables | Use |\n| --- | --- |\n| `SWARMV_TOKEN_URL` (+ optional `SWARMV_TOKEN_URL_AUTH`) | Recommended. Your backend returns `{ \"token\": \"...\" }`, a short-lived user token it minted with your API key. |\n| `SWARMV_USER_TOKEN` | A user token you already have (expires). |\n| `SWARMV_API_KEY` + `SWARMV_USER_ID=user:<id>` | Local development only. Never ship your API key to end users. |\n\nOptional: `SWARMV_DIM` (vector dimensions, default 768), `SWARMV_BASE_URL`.\n\nFull documentation: https://swarmv.dev/docs\n\n## License\n\nMIT","publisher":null,"homepage":"https://swarmv.dev/docs","repository":null,"version":"1.2.1","license":null,"protocols":["mcp"],"tags":["agents","ai","mcp","memory","swarmv","vector"],"pricing":null,"endpoints":[{"url":"pypi:swarmv-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"}],"categories":["data","knowledge"],"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":"swarmv-mcp","registry":"pypi","observedAt":"2026-11-05T22:26:33.926Z","publishedAt":"2026-10-12T00:01:00.507741Z","latestVersion":"1.2.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"swarmv-mcp","url":"https://pypi.org/project/swarmv-mcp/","firstSeenAt":"2026-10-12T14:25:53.810Z","fetchedAt":"2026-11-05T22:25:45.829Z","normalizedAt":"2026-11-05T22:25:45.829Z"}]},"firstSeenAt":"2026-10-12T14:25:53.810Z","updatedAt":"2026-11-05T22:26:33.926Z"}