{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_up9d8upyfvfm","handle":"memkernel-mcp","url":"https://wellknown.network/agents/memkernel-mcp","links":{"self":"https://wellknown.network/agents/memkernel-mcp/record.json","html":"https://wellknown.network/agents/memkernel-mcp","markdown":"https://wellknown.network/agents/memkernel-mcp/record.md","api":"https://wellknown.network/api/v1/agents/memkernel-mcp","status":"https://wellknown.network/api/v1/agents/memkernel-mcp/status","claim":"https://wellknown.network/agents/memkernel-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/memkernel-mcp/claim.json","badge":"https://wellknown.network/agents/memkernel-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/memkernel-mcp/history","tools":"https://wellknown.network/api/v1/agents/memkernel-mcp/tools"},"ard":{"identifier":"urn:air::server:memkernel-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"memkernel-mcp","summary":"Event-sourced, branchable memory kernel and MCP server for multi-agent coding systems","description":"# MemKernel\n\n<p align=\"center\">\n  <img src=\"https://raw.githubusercontent.com/varadganjoo/MemKernel/main/docs/assets/memkernel-banner.webp\" alt=\"MemKernel. Project memory for coding agents.\" width=\"960\">\n</p>\n\n<p align=\"center\">\n  <a href=\"https://github.com/varadganjoo/MemKernel/actions/workflows/ci.yml\"><img src=\"https://github.com/varadganjoo/MemKernel/actions/workflows/ci.yml/badge.svg\" alt=\"CI status\"></a>\n  <a href=\"https://pypi.org/project/memkernel-mcp/\"><img src=\"https://img.shields.io/pypi/v/memkernel-mcp?color=d98452\" alt=\"PyPI version\"></a>\n  <a href=\"https://pypi.org/project/memkernel-mcp/\"><img src=\"https://img.shields.io/pypi/pyversions/memkernel-mcp\" alt=\"Python versions\"></a>\n  <a href=\"LICENSE\"><img src=\"https://img.shields.io/badge/license-MIT-d98452\" alt=\"MIT license\"></a>\n</p>\n\n**Persistent, branchable project memory for coding agents.**\n\nSave a decision in one session and retrieve it in the next. Give cooperating agents\nworking on the same project a shared place for decisions, findings, and blockers.\n\nMemKernel runs locally with Python, SQLite, and MCP. Agents explicitly save and\nretrieve memory through tools; it does not automatically import their chat histories.\n\n[Install](#install) · [Choose your agent](#connect-your-agent) · [Try it](#try-it-in-two-sessions) · [Integration guide](docs/integrations.md) · [Technical reference](docs/reference.md)\n\n**0.3.1 reliability review:** 29 reproduced failure cases fixed, 30 regression cases\nadded, and 189 tests passing in each of two local Python/MCP environments. Existing\ntoken savings are preserved. See the [before/after scorecard and limits](docs/reviews/production-readiness-0.3.1.md),\n[changelog](CHANGELOG.md), and [proposed capability roadmap](docs/roadmap.md).\n\n> **Experimental:** start with a disposable project. Keep secrets and personal data out\n> of memory, and review what agents save. Memory is untrusted input, not authority.\n\n<a id=\"quickstart-three-commands\"></a>\n\n## Install\n\nPython **3.11–…","publisher":{"name":"Varad Ganjoo","url":null},"homepage":"https://github.com/varadganjoo/memkernel/blob/main/docs/integrations.md","repository":"https://github.com/varadganjoo/memkernel/blob/main/docs/integrations.md","version":"0.3.1","license":null,"protocols":["mcp"],"tags":["mcp","agents","memory","event-sourcing","sqlite","llm"],"pricing":null,"endpoints":[{"url":"pypi:memkernel-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.database","name":"Databases","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"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":"memkernel-mcp","registry":"pypi","observedAt":"2026-11-05T22:26:23.017Z","publishedAt":"2026-11-02T06:50:48.526261Z","latestVersion":"0.3.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"memkernel-mcp","url":"https://pypi.org/project/memkernel-mcp/","firstSeenAt":"2026-10-18T16:29:47.671Z","fetchedAt":"2026-11-05T22:24:38.285Z","normalizedAt":"2026-11-05T22:24:38.285Z"}]},"firstSeenAt":"2026-10-18T16:29:47.671Z","updatedAt":"2026-11-05T22:26:23.017Z"}