CaviraOSS/LongMemory

최근 기록된 소스 활동: 2026년 8월 31일 16:13

SkillsMP 카탈로그 업데이트: 2026년 11월 5일 19:57

수집된 skills: 3

GitHub 스타: 4,565
GitHub 포크: 513

AI 어시스턴트로 설치

이 프롬프트를 복사해 사용 중인 AI 어시스턴트에 입력하세요.

Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/CaviraOSS/LongMemory.

저장소 README

README 원본 파일: README.md

README 원본 보기

README 전체 펼치기

# LongMemory > **Durable, temporal, governed memory for AI agents. Not just RAG. Not just a vector database. Local-first and self-hosted.** [![npm](https://img.shields.io/npm/v/longmemory.svg)](https://www.npmjs.com/package/longmemory) [![PyPI](https://img.shields.io/pypi/v/longmemory-sdk.svg)](https://pypi.org/project/longmemory-sdk/) [![VS Code](https://img.shields.io/badge/VS%20Code-LongMemory-007ACC?logo=visualstudiocode)](https://marketplace.visualstudio.com/items?itemName=CaviraOSS.longmemory-vscode) [![Container](https://img.shields.io/badge/GHCR-longmemory-2496ED?logo=docker)](https://github.com/CaviraOSS/LongMemory/pkgs/container/longmemory) [![License](https://img.shields.io/github/license/CaviraOSS/LongMemory)](LICENSE) ![LongMemory dashboard](.github/longmemory.gif) LongMemory is a cognitive memory engine for LLM applications and autonomous agents. - Durable local-first storage with SQLite - Immutable content, provenance, and temporal truth - Strict, historical, associative, grounded, and multilingual recall - Explainable evidence selection and token-bounded context - Governed project memory, Skills, Chat Memory, LLM-Wiki, and CodeGraph - One TypeScript engine across npm, CLI, HTTP, MCP, dashboard, and VS Code - Native integrations for agent hosts, automation tools, and Python frameworks Your model stays stateless. **Your application stops being amnesiac.** --- ## 1. Use It in 10 Seconds ### Install as a library ```bash npm install longmemory ``` ```ts import { createMemory } from 'longmemory'; const memory = await createMemory(); await memory.ingest({ user_id: 'alice', text: 'I prefer TypeScript for backend services', }); const result = await memory.recall({ text: 'What language does Alice prefer?', mode: 'strict', }); console.log(result); await memory.close(); ``` No service or external database is required for in-memory use. For optional evidence-grounded answers with your own model, use the exported `answer_from_evidence` adapter. It accepts authorized evidence, validates cited excerpts, and makes at most one model call; ordinary recall is unchanged. See [docs/answering.md](docs/answering.md) for policies, limits, and integration. ### Persist with SQLite ```ts const memory = await createMemory({ store: 'sqlite', db_path: './longmemory.db', tenant_id: 'acme', user_id: 'alice', }); ``` Reopening the same database restores nodes, worlds, entities, edges, temporal history, grounding, and lifecycle state. ### Install the CLI ```bash npm install --global longmemory longmemory init longmemory recall "current project priorities" --mode associative ``` ### Call a self-hosted server from Python ```bash pip install longmemory-sdk ``` ```python from longmemory import LongMemory memory = LongMemory( "http://127.0.0.1:7331", api_key="change-me", user_id="alice", ) memory.ingest("I prefer TypeScript") result = memory.recall("What language do I prefer?", mode="strict") ``` The Python package is a zero-dependency HTTP client. The Hydrograph engine remains in the self-hosted TypeScript service. See [docs/python-sdk.md](docs/python-sdk.md). --- ## 2. Run as a Service ### From source ```bash git clone https://github.com/CaviraOSS/LongMemory.git cd LongMemory corepack enable pnpm install --frozen-lockfile pnpm build pnpm start ``` The API listens on `http://127.0.0.1:7331` by default. ### Docker ```bash docker run --rm \ -p 7331:7331 \ -v longmemory-data:/data \ -e LONGMEMORY_API_KEY=change-me \ ghcr.io/caviraoss/longmemory:latest ``` ### Docker Compose ```bash cp .env.example .env docker compose up --build -d longmemory ``` Include the dashboard: ```bash docker compose --profile ui up --build -d ``` - API and MCP: `http://127.0.0.1:7331` - Dashboard: `http://127.0.0.1:3000` - Health: `http://127.0.0.1:7331/health` --- ## 3. Why LongMemory Most systems called memory are retrieval pipelines: 1. Split text into chunks. 2. Embed the chunks. 3. Return the nearest vectors. That does not establish what was true at a particular time, whether a new fact superseded an old one, which source is authoritative, who may see it, or why a result belongs in context. LongMemory models those concerns directly: - **Temporal truth:** recorded time and valid time are separate. - **Immutable memory:** content, vectors, hashes, and provenance are not rewritten by recall or decay. - **Executable graph:** typed relationships participate in recall and explanation. - **Governance:** project, tenant, user, team, role, agent, task, and framework scope are enforced. - **Lifecycle:** deterministic decay, explicit reinforcement, consolidation, compression, and reconsolidation. - **Evidence:** recall is bounded by relevance, contradictions, grounding, permissions, and token cost. See [Why.md](Why.md) for the design rationale. --- ## 4. Recall Modes ```ts const strict = await memory.recall({ text: 'What is the current deployment region?', mode: 'strict', }); const historical = await memory.recall({ text: 'What was the deployment region in January?', mode: 'historical', valid_time: Date.UTC(2026, 0, 15), }); const associative = await memory.recall({ text: 'Incidents related to the payment migration', mode: 'associative', }); const grounded = await memory.recall({ text: 'Which production endpoint is currently live?', mode: 'world_grounded', }); ``` Strict recall applies temporal, contradiction, contract, confidence, and grounding gates. Historical recall preserves superseded truth. Associative recall follows semantic, lexical, entity, activation, and graph signals. World-grounded recall requires current external evidence. --- ## 5. Features - **Hydrograph memory substrate** with immutable nodes, executable edges, worlds, entities, facets, and traces. - **Temporal reasoning** with point-in-time truth, event ordering, supersession, and stale-evidence controls. - **Multilingual memory** with script detection, code switching, transliteration, and cross-language embeddings. - **Project memory** for architecture, decisions, tasks, conventions, failures, handoffs, and code impact. - **Governed assets** for Chat Memory, Skills, LLM-Wiki, and CodeGraph with lifecycle and ACL policy. - **Session porter** for Claude Code, Codex, OpenCode, Gemini CLI, Copilot Chat, Cline, and raw harness logs. - **Connectors** for repositories, local files, Markdown, web content, feeds, cloud documents, and provider APIs. - **Embeddings** through OpenAI-compatible APIs, Gemini, AWS Bedrock, Ollama, Siray, and local HTTP models. - **Operational surfaces** through HTTP, MCP, dashboard, VS Code, n8n, and framework-native MCP clients. - **Auditable benchmarks** for LongMemEval, LoCoMo, BEAM, retrieval quality, temporal behavior, and latency. --- ## 6. MCP and Agent Integrations Start local stdio MCP: ```bash longmemory mcp --db .longmemory/project.db --project current ``` Expose authenticated Streamable HTTP MCP: ```bash LONGMEMORY_API_KEY=change-me longmemory serve --mcp-http ``` LongMemory exposes 13 high-level governed tools plus readable resources and agent workflow prompts. Tool arguments cannot override server-bound runtime identity. Installable integrations include: - Claude Code plugin - Codex and ChatGPT desktop plugin - Gemini CLI extension - Agent Plugins 1.0 bundle for OpenClaw and compatible hosts - n8n community node usable as an AI Agent tool - Cline, Continue, and LibreChat configuration packs - Dify and Flowise native MCP setup - CrewAI, AutoGen, LangGraph/LangChain, OpenAI Agents SDK, and PydanticAI examples See [integrations/README.md](integrations/README.md) and [docs/mcp.md](docs/mcp.md). --- ## 7. Temporal and Project Memory ```ts import { createProjectMemory } from 'longmemory'; const projects = await createProjectMemory({ tenant_id: 'cavira', organization_id: 'CaviraOSS', project_id: 'longmemory', name: 'LongMemory', store: 'sqlite', db_path: './longmemory.db', }); await projects.ingestProjectEvent('longmemory', { kind: 'decision', topic: 'persistence', text: 'Use SQLite for local-first persistence', source_type: 'architecture_note', }); const context = await projects.getProjectContext('longmemory', 'prepare the next release'); ``` Project context combines relevant architecture, current decisions, open tasks, failures, code facts, matched Skills, conflicts, and governed asset loadouts under one token budget. --- ## 8. CLI ```bash longmemory init longmemory tui longmemory status --memories 20 --json longmemory ingest "Remember the rollback procedure" --type procedure longmemory recall "What is the rollback procedure?" --mode associative longmemory memory list --limit 50 longmemory project context "prepare the next release" longmemory maintenance decay --all longmemory maintenance reinforce <memory-id> longmemory skill match "run the release checklist" --agent reviewer longmemory asset loadout "prepare the release" --agent reviewer --framework codex longmemory code impact createMemory longmemory detect longmemory session discover --from claude-code longmemory port --from claude-code --to longmemory --all longmemory session wiki --from gemini-cli --all --name "Project knowledge" longmemory serve --mcp-http ``` Finite commands emit stable JSON outside a TTY or when `--json` is supplied. The session porter reads supported coding-agent stores without modifying them. See [docs/cli.md](docs/cli.md). --- ## 9. Dashboard and VS Code The Next.js dashboard provides health, memory browsing, ingestion, search, project selection, activity, decay, settings, timelines, and memory-aware chat through a same-origin API proxy. ```bash pnpm --dir dashboard build pnpm --dir dashboard start ``` The VS Code extension provides an activity-bar browser, status bar, recall, project context, explanation, reinforcement, explicit decay, session import, and reviewed AI-change capture. ```bash pnpm extension:package ``` The generated package is `apps/vscode-extension/longmemory-vscode-0.2.0.vsix`. --- ## 10. Architecture ```mermaid graph TB INPUT[Events, documents, sessions] --> INGEST[Immutable ingest pipeline] INGEST --> GRAPH[(Hydrograph)] GRAPH --> STRICT[Strict and historical recall] GRAPH --> ASSOC[Associative recall] GRAPH --> GROUND[World-grounded recall] GRAPH --> PROJECT[Project memory and governed assets] GRAPH --> SQLITE[(SQLite)] STRICT --> CONTEXT[Explainable bounded context] ASSOC --> CONTEXT GROUND --> CONTEXT PROJECT --> MCP[MCP tools, resources, prompts] CONTEXT --> API[Library, CLI, HTTP] MCP --> AGENTS[Agents, IDEs, automation] API --> UI[Dashboard and VS Code] ``` Read [ARCHITECTURE.md](ARCHITECTURE.md) and [docs/architecture.md](docs/architecture.md) for subsystem details. --- ## 11. Deployment Options | Platform | Configuration | What it deploys | | -------------- | ---------------------- | ----------------------------------------- | | Docker | `Dockerfile` | API and Streamable HTTP MCP | | Docker Compose | `docker-compose.yml` | API/MCP plus optional dashboard | | Heroku | `app.json` | Containerized API/MCP | | Railway | `railway.json` | Containerized API/MCP | | Render | `render.yaml` | API/MCP with persistent disk | | DigitalOcean | `.do/spec.yaml` | App Platform API/MCP service | | Vercel | `vercel.json` | Dashboard; configure `LONGMEMORY_API_URL` | | Windows | `start-longmemory.ps1` | Background local API/MCP process | For hosted API deployments, set `LONGMEMORY_API_KEY`, mount persistent storage at `/data`, and terminate TLS at the platform edge. Vercel hosts only the stateless dashboard and requires a separately deployed LongMemory API. --- ## 12. Benchmarks ```bash pnpm bench pnpm bench:ci pnpm bench:full ``` The benchmark harness publishes explicit manifests, dataset completion, evidence metrics, answer judgments, temporal categories, latency percentiles, and N/A reasons. Official scorecards fail closed on incomplete datasets or semantic embedding fallback. See [benchmarks/README.md](benchmarks/README.md). --- ## 13. Migration Import supported SQLite, JSON, or JSONL memory: ```bash longmemory migrate \ --from ./legacy.db \ --to ./longmemory.db \ --report ./migration-report.json ``` Import coding-agent conversations as governed Chat Memory: ```bash longmemory port --from codex --to longmemory --all ``` See [MIGRATION.md](MIGRATION.md) and [docs/migration.md](docs/migration.md). Legacy package migration: ```bash npm uninstall openmemory-js && npm install longmemory pip uninstall openmemory-py && pip install longmemory-sdk ``` `openmemory-js@2` and `openmemory-py@2` are forwarding bridges for existing installations. New applications should use `longmemory` and `longmemory-sdk` directly. PyPI's unrelated `longmemory` name is owned by another project, so the official distribution is `longmemory-sdk` while the import remains `longmemory`. --- ## 14. Release and Operations ```bash corepack enable pnpm install --frozen-lockfile pnpm release:check pnpm pack pnpm extension:package ``` `release:check` validates branding, types, integration manifests, the benchmark smoke gate, the root build, extension build, and dashboard production build. Useful Make targets: ```bash make install make build make check make docker-up make dashboard ``` --- ## 15. Security LongMemory is local-first, but network deployment still requires explicit controls: - Protect API and MCP routes with `LONGMEMORY_API_KEY`. - Restrict allowed origins and terminate TLS at the edge. - Keep connector and embedding credentials outside repository files. - Treat recalled content as untrusted evidence, not authorization. - Preserve server-bound user, project, agent, and framework identity. Report vulnerabilities privately as described in [SECURITY.md](SECURITY.md). --- ## 16. Contributing Issues and pull requests are welcome. Read [CONTRIBUTING.md](CONTRIBUTING.md), [GOVERNANCE.md](GOVERNANCE.md), and [CODE_OF_CONDUCT.md](CODE_OF_CONDUCT.md) before contributing. - Issues: https://github.com/CaviraOSS/LongMemory/issues - Discussions: https://github.com/CaviraOSS/LongMemory/discussions - Changelog: [CHANGELOG.md](CHANGELOG.md) --- ## 17. License LongMemory is licensed under the [Apache License 2.0](LICENSE). The separately published n8n community node uses MIT as required by n8n's strict package validator. ## Contributors  <table> <tbody> <tr> <td align="center"> <a href="https://github.com/nullure"> <img src="https://avatars.githubusercontent.com/u/81895400?v=4" width="100;" alt="nullure"/> Morven </a> </td> <td align="center"> <a href="https://github.com/dontbanmeplz"> <img src="https://avatars.githubusercontent.com/u/59851616?v=4" width="100;" alt="dontbanmeplz"/> Chis </a> </td> <td align="center"> <a href="https://github.com/amihos"> <img src="https://avatars.githubusercontent.com/u/35190548?v=4" width="100;" alt="amihos"/> Hossein Amirkhalili </a> </td> <td align="center"> <a href="https://github.com/DKB0512"> <img src="https://avatars.githubusercontent.com/u/23116307?v=4" width="100;" alt="DKB0512"/> DKB </a> </td> <td align="center"> <a href="https://github.com/stevo1403"> <img src="https://avatars.githubusercontent.com/u/34807365?v=4" width="100;" alt="stevo1403"/> Stephen Adebayo </a> </td> <td align="center"> <a href="https://github.com/mameikagou"> <img src="https://avatars.githubusercontent.com/u/116348059?v=4" width="100;" alt="mameikagou"/> mrlonely </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/haosenwang1018"> <img src="https://avatars.githubusercontent.com/u/167664334?v=4" width="100;" alt="haosenwang1018"/> Sense_wang </a> </td> <td align="center"> <a href="https://github.com/recabasic"> <img src="https://avatars.githubusercontent.com/u/102372274?v=4" width="100;" alt="recabasic"/> Elvoro </a> </td> <td align="center"> <a href="https://github.com/zfaustk"> <img src="https://avatars.githubusercontent.com/u/4340287?v=4" width="100;" alt="zfaustk"/> Clio </a> </td> <td align="center"> <a href="https://github.com/suyua9"> <img src="https://avatars.githubusercontent.com/u/273297082?v=4" width="100;" alt="suyua9"/> suyua9 </a> </td> <td align="center"> <a href="https://github.com/vincenzopalazzo"> <img src="https://avatars.githubusercontent.com/u/17150045?v=4" width="100;" alt="vincenzopalazzo"/> Vincenzo Palazzo </a> </td> <td align="center"> <a href="https://github.com/msris108"> <img src="https://avatars.githubusercontent.com/u/43115330?v=4" width="100;" alt="msris108"/> Sriram M </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/fparrav"> <img src="https://avatars.githubusercontent.com/u/9319430?v=4" width="100;" alt="fparrav"/> Felipe Parra </a> </td> <td align="center"> <a href="https://github.com/DoKoB0512"> <img src="https://avatars.githubusercontent.com/u/123281216?v=4" width="100;" alt="DoKoB0512"/> DoKoB0512 </a> </td> <td align="center"> <a href="https://github.com/whiterabb17"> <img src="https://avatars.githubusercontent.com/u/90134688?v=4" width="100;" alt="whiterabb17"/> MistrHyde </a> </td> <td align="center"> <a href="https://github.com/octo-patch"> <img src="https://avatars.githubusercontent.com/u/266937838?v=4" width="100;" alt="octo-patch"/> Octopus </a> </td> <td align="center"> <a href="https://github.com/therexone"> <img src="https://avatars.githubusercontent.com/u/27387245?v=4" width="100;" alt="therexone"/> Ayush Singh </a> </td> <td align="center"> <a href="https://github.com/kishan0725"> <img src="https://avatars.githubusercontent.com/u/36665975?v=4" width="100;" alt="kishan0725"/> Kishan Lal </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/pc-quiknode"> <img src="https://avatars.githubusercontent.com/u/126496711?v=4" width="100;" alt="pc-quiknode"/> Peter Chung </a> </td> <td align="center"> <a href="https://github.com/muhammad-fiaz"> <img src="https://avatars.githubusercontent.com/u/75434191?v=4" width="100;" alt="muhammad-fiaz"/> Muhammad Fiaz </a> </td> <td align="center"> <a href="https://github.com/jasonkneen"> <img src="https://avatars.githubusercontent.com/u/502002?v=4" width="100;" alt="jasonkneen"/> Jason Kneen </a> </td> <td align="center"> <a href="https://github.com/Hchunjun"> <img src="https://avatars.githubusercontent.com/u/11238835?v=4" width="100;" alt="Hchunjun"/> shan </a> </td> <td align="center"> <a href="https://github.com/naabakkcrypto"> <img src="https://avatars.githubusercontent.com/u/258882739?v=4" width="100;" alt="naabakkcrypto"/> Naabakk </a> </td> <td align="center"> <a href="https://github.com/mikemikimike"> <img src="https://avatars.githubusercontent.com/u/186855910?v=4" width="100;" alt="mikemikimike"/> mikemikimike </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/mgajewskik"> <img src="https://avatars.githubusercontent.com/u/47600161?v=4" width="100;" alt="mgajewskik"/> Maciej Gajewski </a> </td> <td align="center"> <a href="https://github.com/ajitam"> <img src="https://avatars.githubusercontent.com/u/672661?v=4" width="100;" alt="ajitam"/> Matija Urh </a> </td> <td align="center"> <a href="https://github.com/machj8968-lab"> <img src="https://avatars.githubusercontent.com/u/274563644?v=4" width="100;" alt="machj8968-lab"/> machj8968-lab </a> </td> <td align="center"> <a href="https://github.com/buyua9"> <img src="https://avatars.githubusercontent.com/u/274236111?v=4" width="100;" alt="buyua9"/> buyua9 </a> </td> <td align="center"> <a href="https://github.com/aziham"> <img src="https://avatars.githubusercontent.com/u/94932043?v=4" width="100;" alt="aziham"/> Hamza </a> </td> <td align="center"> <a href="https://github.com/RockinPaul"> <img src="https://avatars.githubusercontent.com/u/3741448?v=4" width="100;" alt="RockinPaul"/> Paul Zarudnev </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/oantoshchenko"> <img src="https://avatars.githubusercontent.com/u/1749531?v=4" width="100;" alt="oantoshchenko"/> Oleksandr Antoshchenko </a> </td> <td align="center"> <a href="https://github.com/lwsinclair"> <img src="https://avatars.githubusercontent.com/u/2829939?v=4" width="100;" alt="lwsinclair"/> Lawrence Sinclair </a> </td> <td align="center"> <a href="https://github.com/jungdaesuh"> <img src="https://avatars.githubusercontent.com/u/78460559?v=4" width="100;" alt="jungdaesuh"/> jungdaesuh </a> </td> <td align="center"> <a href="https://github.com/josephgoksu"> <img src="https://avatars.githubusercontent.com/u/6523823?v=4" width="100;" alt="josephgoksu"/> Joseph Goksu </a> </td> <td align="center"> <a href="https://github.com/EikoocS"> <img src="https://avatars.githubusercontent.com/u/80829508?v=4" width="100;" alt="EikoocS"/> EikoocS </a> </td> <td align="center"> <a href="https://github.com/Dhravya"> <img src="https://avatars.githubusercontent.com/u/63950637?v=4" width="100;" alt="Dhravya"/> Dhravya Shah </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/dflor003"> <img src="https://avatars.githubusercontent.com/u/103017?v=4" width="100;" alt="dflor003"/> Danil Flores </a> </td> <td align="center"> <a href="https://github.com/DAESA24"> <img src="https://avatars.githubusercontent.com/u/173488786?v=4" width="100;" alt="DAESA24"/> DAESA24 </a> </td> <td align="center"> <a href="https://github.com/ammesonb"> <img src="https://avatars.githubusercontent.com/u/2522710?v=4" width="100;" alt="ammesonb"/> Brett Ammeson </a> </td> <td align="center"> <a href="https://github.com/auto-pr-bot"> <img src="https://avatars.githubusercontent.com/u/245575329?v=4" width="100;" alt="auto-pr-bot"/> auto-pr-bot </a> </td> <td align="center"> <a href="https://github.com/anush008"> <img src="https://avatars.githubusercontent.com/u/46051506?v=4" width="100;" alt="anush008"/> Anush </a> </td> <td align="center"> <a href="https://github.com/annelchavez-11594"> <img src="https://avatars.githubusercontent.com/u/271067077?v=4" width="100;" alt="annelchavez-11594"/> Annel Chavez </a> </td> </tr> <tr> <td align="center"> <a href="https://github.com/atao2004"> <img src="https://avatars.githubusercontent.com/u/148929819?v=4" width="100;" alt="atao2004"/> Anna Tao </a> </td> </tr> <tbody> </table>

저장소 README를 불러오는 중…

이 저장소의 skills

기타 컴퓨터 관련 직업

직업 카테고리 1개 · 100% 분류됨

skill

직업 분류

설명

업데이트

longmemory

기타 컴퓨터 관련 직업

Use durable project memory before, during, and after meaningful Claude Code work.

원문 언어: 영어

2026-08-31

longmemory

기타 컴퓨터 관련 직업

Use durable project memory before, during, and after meaningful Codex work.

원문 언어: 영어

2026-08-31

longmemory

기타 컴퓨터 관련 직업

Use durable project memory before, during, and after meaningful agent work.

원문 언어: 영어

2026-08-31

수집된 skill 3개 중 3개를 표시합니다.