v1.2.0-beta Graph-Augmented Hybrid Memory Engine beta · Invite/cap controlled · Not GA
LOCAL ALPHA OPENREST APIMCP STDIOPOSTGRES 16DASHBOARDPRIVATE DEPLOY

Lore Context.

AI Agent 記憶、評估與治理的控制平面。

在記憶成為正式環境風險前，看清每個 agent 記住、使用、以及應該忘記的內容。

執行本機 Alpha → View on GitHub ↗
$ pnpm quickstart -- --dry-run --activation-report
Golden clients3
MCP tools11
Demo eval size4
Latencypending
lore › context.ledger local · demo fixture
Demo memories4public fixture
Golden clients3Claude · Cursor · Qwen
Trace rows2retrieved and used
P95 latencypendingnot claimed
sourcememoryevidenceused_in_responsestale_scoresensitivityreview_status
claude-code#a4f1api-contractyes lowapproved
cursor#b2c8pricing-noteyes lowapproved
qwen-code#c9d3deploy-fixyes medflagged
hermes#d1a7private-keyyes highredact
fastgpt#f3c1old-schemano medreview
context.compose()
demo eval
policy pass
trace linked
k 5
gov · gate
memory#a4f1STALESENSITIVE
demo-private · audit_loglocal alpha · public fixture
Multiple coding agents

Share governed context across Claude Code, Cursor, Qwen Code, and local agents.

Audit agent memory

Open a trace and see which rows were retrieved, used, ignored, stale, or risky.

Migrate memory later

Use MIF-style export fields for provenance, supersedes, and contradicts relationships.

01 / PROBLEMThe memory gap

Agent 會記憶，團隊需要證據。

長期記憶正在進入工作流，但多數團隊仍無法說明一次回答背後的稽核路徑。

01
14d agonow

過期記憶

過去的 API 約定可能混入今天的輸出。

02
? doc?user?run?when?

來源不明

事實看似有用，卻不知道來自哪個 session。

03
agent !memory

危險寫入

幻覺、密鑰與敏感上下文可能被寫入共享記憶。

04
pgvecqdrantweav.milvus

後端鎖定

不同向量庫以不同 schema、格式和檢索路徑鎖住資料。

02 / SYSTEMPipeline

Agent 與記憶之間的治理路徑。

Lore 評估檢索、追蹤回答路徑，並將高風險寫入送入治理審查。

System diagram · context plane v0.6read path · policy gate · persist + audit
MCP CLIENTSSDK · STDIOCOMPOSERCONTROLPERSISTENCE claude-codecursorqwen-codehermesdify CALLcontext.query()k:5 · ttl:24h · scope:repo COMPOSEcontext.compose() retrieve() k=12rerank() localpolicy() redact 2trace() linkedreturn 5 / 12 evalrecall@5 · precision · MRRtracespan tree · per-source · p95governancepolicy · redact · review RDStruth · audit · lifecycleQdrant derived index agentmemoryqdrant · weaviate · pgvec
01MCP clients

Lore 暴露 MCP stdio 與 REST 介面，讓查詢、寫入、審查都通過同一治理層。

02context.query

帶來源、新鮮度和策略狀態的排序記憶檢索。

03composer

Lore 評估檢索、追蹤回答路徑，並將高風險寫入送入治理審查。

04eval / trace / governance

調整檢索器、重排器和新鮮度閾值時，觀察 recall、precision、stale-hit 和 latency。

05Postgres + adapter

匯出記憶、來源、嵌入與策略狀態。

03 / FEATURESProduct surfaces

六個產品介面，一條稽核鏈路。

沒有魔法記憶層；每個能力都可檢查、可腳本化、可關閉。

F · 01context.query
› context.query("auth flow", k:5)

Context Query

帶來源、新鮮度和策略狀態的排序記憶檢索。

stdio · httpk=1..32ttl-aware
F · 02eval.run
smoke run → report · public safe

Eval Playground

用種子資料重放並比較檢索設定。

recall@5precision@5MRR
F · 03observability
composeretrievererank

Memory Observability

追蹤每次檢索、寫入、刪除與策略決策。

span treeper-agentp50/p95/p99
F · 04governance
+ memory#a4f1+ scope:repo- secret redactedapproveredactdeferreject

Governance Review

審批、修訂、拒絕或遺忘候選記憶。

policy.loreapprove/rejectdiff view
F · 05export.mif
loremif pack⇆qdrantreplay

Memory Portability

匯出記憶、來源、嵌入與策略狀態。

JSON Lines.lore.tarreplay()
F · 06deploy.local
your networklore-apidashboardpostgres⊘

Private Deployment

用 Docker Compose 和 Postgres 在本機或 VPC 執行。

docker composeair-gappedBYO Postgres
04 / ALPHAShipped this week

v0.6 alpha 已包含的能力。

先真實可用，再持續打磨。以下內容可透過 Docker Compose 在本機執行。

✓Graph-Augmented Hybrid Memory Engine betaPostgres FTS + pgvector hybrid recall, v12 episode/item/chunk schema, Postgres temporal graph, lifecycle propagation, v12 eval gate / production gate1.2.0-beta
✓Cloud Memory Engine betaGoogle sign-in, automatic capture, SQS worker fan-out, RDS truth store, Qdrant hybrid recall, Memory Inbox exceptions, and Evidence Ledger1.1.0-beta
✓REST API + OpenAPI/v1/context, /v1/memory, /v1/eval — documented at /openapi.jsonv0.6.0
✓MCP stdio SDK transportDrop-in for any MCP-compatible clientmcp 0.6
✓Evidence LedgerTrace-centric proof of retrieved, used, ignored, and risky memoryledger
✓Activation reportDry-run and real first-value proof with redacted local evidenceactivation
✓AI-readable docs/llms.txt, /llms-full.txt, canonical metadata, and public-source boundariesllms
✓Public-safe evalShare metrics without raw memory content or dataset messageseval
✓Distribution packMCP registry, agent plugin, marketplace, and launch content draftsdocs
✓Design partner intakeIssue template, intake rubric, and activation scorecardintake
◐Public SaaSHosted multi-tenant sync, billing, and remote MCP HTTP stay out of v0.6roadmap

Build manifest

1.2.0-beta · 04.05.2026
graph beta
v1.2 graph-augmented hybrid memory engine
public release
v1.2.0-beta formal pre-release
runtime
node 22+ · RDS 16 · Qdrant
smoke
passing · production smoke
bundle
static website · Docker images
memory floor
RDS truth · Qdrant index
telemetry
privacy-safe
license
Apache 2.0
# first rungit clone github.com/Lore-Context/lore-context
pnpm install && pnpm quickstart -- --dry-run --activation-report
pnpm openapi:check # release gate
05 / EVALMethodology

在你自己的資料上證明記憶品質。

調整檢索器、重排器和新鮮度閾值時，觀察 recall、precision、stale-hit 和 latency。

prod/smoke-2026-05-04OpenAPI · Hosted MCP · OAuth start · Dashboard · LLM files · no benchmark claimPUBLIC · v1.2.0-beta · memory engine
Recall@51.0004-item smoke dataset vs baseline
Precision@50.200expected with k=5 vs baseline
MRR0.875one query ranked #2 vs baseline
Stale-hit0.000no stale demo rows vs baseline
p95 latencypendingnot measured via MCP vs baseline

What the smoke run proves

pipeline retrieves gold memorypass
Evidence Ledger trace is inspectablepass
stale rows are reported as zeropass
larger dataset still requiredtodo
latency must be measured via direct APItodo

Publication guardrails

4-item datasetsmall
no LOCOMO claimtrue
no p95 claimtrue
raw data archivedyes
methodology firstyes
Use this as methodology, not a benchmark win.Read report →
06 / INTEGRATIONSDrop-in MCP

接入你已經使用的 agent 協議。

Lore 暴露 MCP stdio 與 REST 介面，讓查詢、寫入、審查都通過同一治理層。

CLClaude Codemcp.stdio · alpha
CUCursormcp.stdio · alpha
QWQwen Codemcp.stdio · alpha
OPOpenClawmcp.stdio · alpha
HEHermesmcp.stdio · alpha
DIDifyrest.v1 · alpha
FAFastGPTrest.v1 · planned
RORoo Coderest.v1 · planned
OPOpenWebUIrest.v1 · planned
LOLocal agentsrest.v1 · planned
07 / STARTStart

從本機 Alpha 開始，在擴展前證明記憶品質。

四條命令、種子示範資料，以及驗證 dashboard 渲染的 Playwright smoke。

執行本機 Alpha →查看架構
$ git clone https://github.com/Lore-Context/lore-context
$ cd lore-context
$ pnpm install
$ pnpm quickstart -- --dry-run --activation-report
$ pnpm openapi:check
$ pnpm smoke:dashboardverified · OpenAPI · evidence · smoke passing