{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_qrkqt9qcxnbu","handle":"thought-mcp","url":"https://wellknown.network/agents/thought-mcp","links":{"self":"https://wellknown.network/agents/thought-mcp/record.json","html":"https://wellknown.network/agents/thought-mcp","markdown":"https://wellknown.network/agents/thought-mcp/record.md","api":"https://wellknown.network/api/v1/agents/thought-mcp","status":"https://wellknown.network/api/v1/agents/thought-mcp/status","claim":"https://wellknown.network/agents/thought-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/thought-mcp/claim.json","badge":"https://wellknown.network/agents/thought-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:thought-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"thought-mcp","summary":"THOUGHT — Temporal Hierarchical Object Union & Graph Hybrid Toolkit. A local MCP memory server with bi-temporal graph + vector + temporal layers, a query router, and a consolidation engine.","description":"# THOUGHT\n\n[![PyPI](https://img.shields.io/pypi/v/thought-mcp.svg)](https://pypi.org/project/thought-mcp/)\n[![Python](https://img.shields.io/pypi/pyversions/thought-mcp.svg)](https://pypi.org/project/thought-mcp/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![CI](https://github.com/RNBBarrett/thought-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/RNBBarrett/thought-mcp/actions/workflows/ci.yml)\n[![Docker](https://github.com/RNBBarrett/thought-mcp/actions/workflows/docker.yml/badge.svg)](https://github.com/RNBBarrett/thought-mcp/actions/workflows/docker.yml)\n[![GHCR](https://img.shields.io/badge/ghcr.io-thought--mcp-blue?logo=docker)](https://github.com/RNBBarrett/thought-mcp/pkgs/container/thought-mcp)\n[![Status: Experimental](https://img.shields.io/badge/status-experimental-orange.svg)](#status--contributions)\n[![PRs welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](CONTRIBUTING.md)\n\n**T**emporal **H**ierarchical **O**bject **U**nion & **G**raph **H**ybrid **T**oolkit — a local MCP memory server that gives any LLM a persistent, auditable memory fabric on your own machine.\n\n> OB1 stores your thoughts. Karpathy's wiki compiles your knowledge. **THOUGHT** remembers with provenance, understands relationships, detects contradictions, never forgets what used to be true — and routes every query to the right mathematical structure before touching a single byte of data.\n\n### Status & contributions\n\n**THOUGHT is experimental software.** Expect rough edges, surface changes between minor versions, and the occasional sharp corner — especially in the v0.4 query layer and local-LLM paths. APIs that the README documents are stable enough to build against, but anything described as a \"subset\" or marked \"v0.4+\" is still settling.\n\n**The project aims to improve on existing context / memory systems** for LLM agents. The closest comparables are Mem0, Letta/MemGPT, Zep, and Graphiti — each shipped impressive work; THOU…","publisher":{"name":"Richard Barrett","url":null},"homepage":"https://github.com/RNBBarrett/thought-mcp#readme","repository":"https://github.com/RNBBarrett/thought-mcp/blob/main/CHANGELOG.md","version":"0.5.1","license":null,"protocols":["mcp"],"tags":["agent-memory","ai","anthropic","bi-temporal","claude","claude-code","cypher","embeddings","graphrag","hipporag","knowledge-graph","llm","llm-memory","lm-studio","local-llm","mcp","mcp-server","memory","model-context-protocol","ollama","rag","retrieval-augmented-generation","temporal","vector-search"],"pricing":null,"endpoints":[{"url":"pypi:thought-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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","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":"thought-mcp","registry":"pypi","observedAt":"2026-09-10T14:24:20.207Z","publishedAt":"2026-05-15T20:09:43.256307Z","latestVersion":"0.5.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"thought-mcp","url":"https://pypi.org/project/thought-mcp/","firstSeenAt":"2026-09-10T14:22:19.622Z","fetchedAt":"2026-09-10T14:22:19.622Z","normalizedAt":"2026-09-10T14:22:19.622Z"}]},"firstSeenAt":"2026-09-10T14:22:19.622Z","updatedAt":"2026-09-10T14:24:20.207Z"}