{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_tpundgjjzf3q","handle":"remind-mcp-2","url":"https://wellknown.network/agents/remind-mcp-2","links":{"self":"https://wellknown.network/agents/remind-mcp-2/record.json","html":"https://wellknown.network/agents/remind-mcp-2","markdown":"https://wellknown.network/agents/remind-mcp-2/record.md","api":"https://wellknown.network/api/v1/agents/remind-mcp-2","status":"https://wellknown.network/api/v1/agents/remind-mcp-2/status","claim":"https://wellknown.network/agents/remind-mcp-2/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/remind-mcp-2/claim.json","badge":"https://wellknown.network/agents/remind-mcp-2/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:remind-mcp-2","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"remind-mcp","summary":"Agent-driven memory layer for LLMs with temporal facts, semantic retrieval, and structured curation","description":"# Remind\n\n[![PyPI version](https://img.shields.io/pypi/v/remind-mcp.svg)](https://pypi.org/project/remind-mcp/)\n[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)\n[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](LICENSE)\n\nAgent-driven memory layer for LLMs. Remind is a deterministic memory substrate with temporal facts, semantic retrieval, and structured curation — the calling agent is the only intelligence.\n\n**[Documentation](https://sandst1.github.io/remind/)** · **[Examples](https://sandst1.github.io/remind/examples/)** · **[Changelog](https://sandst1.github.io/remind/reference/changelog)**\n\n![Remind Architecture](docs/architecture.png)\n\n## Quick start\n\n```bash\npip install remind-mcp\n```\n\n**No configuration required** — Remind uses local embeddings by default (fastembed, no API key).\n\n```bash\nremind remember \"This project uses React with TypeScript\"\nremind remember \"Chose PostgreSQL for the database\" -t decision\nremind remember \"Cache TTL is 600 seconds\" -t fact -e concept:caching\nremind recall \"What tech stack are we using?\"\n```\n\n## How it works\n\nRemind stores **episodes** (raw experiences) and **concepts** (generalized knowledge). You capture and curate memories explicitly using CLI commands or MCP tools.\n\nFor **facts** (`-t fact`), Remind automatically:\n1. Creates a `Fact` row with validity tracking\n2. Assigns it to a cluster based on entity overlap (Jaccard similarity)\n3. Detects potential collisions with existing facts — same-cluster collisions and cross-cluster related facts are returned with ready-to-paste `apply` commands\n\nFor any `remember` call, the output also surfaces the **top-5 nearest episodes and concepts** semantically, so you can catch contradictions before they go unnoticed.\n\nFor **patterns and concepts**, you use `remind apply` to create them from episodes:\n\n```bash\nremind apply << 'EOF'\nconcept from=ep:11,ep:12 title=\"Retry-with-backoff for resilience\" \"Exponential…","publisher":null,"homepage":null,"repository":null,"version":"0.13.2","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:remind-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"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":0.848,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"provenance":"derived"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":0.779,"provenance":"derived"}],"categories":["data","dev","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":"remind-mcp","registry":"pypi","observedAt":"2026-09-10T11:28:23.072Z","publishedAt":"2026-08-10T06:31:24.112769Z","latestVersion":"0.13.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"remind-mcp","url":"https://pypi.org/project/remind-mcp/","firstSeenAt":"2026-09-10T11:26:42.669Z","fetchedAt":"2026-09-10T11:26:42.669Z","normalizedAt":"2026-09-10T11:26:42.669Z"}]},"firstSeenAt":"2026-09-10T11:26:42.669Z","updatedAt":"2026-09-10T11:28:23.072Z"}