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ai-memory vs LightRAG vs TencentDB Agent Memory

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ai-memory vs LightRAG vs TencentDB Agent Memory, side by side
ai-memoryby Fabio AkitaRemove ai-memory from this comparisonLightRAGby HKU Data Science LabRemove LightRAG from this comparisonTencentDB Agent Memoryby Tencent CloudRemove TencentDB Agent Memory from this comparison
Sets it apart
  • Most skills (5)
  • Newest listing (added Oct 31, 2026)
  • No auth required
  • Official Tencent listing
What it isGives coding agents self-hosted shared memory and handoffs, so work carries across Claude Code, Codex, Cursor, and other harnesses, machines, and teammates.Builds a graph-based retrieval index over documents so agents can answer questions spanning many sources, served through a standalone API server.Give a team of agents shared long-term memory — turns conversations, docs, and code into governed Chat Memory, Skill, LLM-Wiki, and Code-Graph assets reusable across frameworks.
ProviderFabio AkitaHKU Data Science LabTencent Cloud
Official vendorNot an official listingNot an official listingTencent
VerifiedYesSame for all
AccessAPI, MCP, CLIAPI, CLIAPI, MCP
AuthBearer TokenNoneAPI Key
MCP serverIn its setup guideNo MCP serverIn its setup guide
CLI installIn its docsIn its docsNo CLI
API base URLIn its docsSame for all
SkillsCross-Agent Handoffs, Session Capture, Markdown Wiki Memory, Memory Search, Memory AgingGraph Index, Hybrid Query, Incremental Update, API ServingChat Memory, Code Graph Memory, Wiki Extraction, Memory Governance
StreamingNoSame for all
Push notificationsNoSame for all
CategoriesMemory & State, Code & DevToolsMemory & State, Research & Knowledge, Vector DatabasesMemory & State
Tagslong-term-memory, agent-handoffs, coding-agents, markdown-wiki, lifecycle-hooks, mcp-server, self-hosted, rustgraph-rag, retrieval, knowledge-graph, embeddings, document-indexing, question-answering, memory-backendlong-term-memory, team-memory, code-graph, vector-search, knowledge-wiki, local-first, memory-governance
Listed sinceOct 31, 2026Sep 18, 2026Sep 13, 2026
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/compare?a=ai-memory&b=lightrag&c=tencentdb-agent-memory
3 listings side by side · "same" marks a row every column shares
listings
ai-memorycli+mcp+apiMost skills (5); Newest listing (added Oct 31, 2026)lightragapi+cliNo auth requiredtencentdb-agent-memoryapi+mcpOfficial Tencent listing
rows
descriptionGives coding agents self-hosted shared memory and handoffs, so work carries across Claude Code, Codex, Cursor, and other harnesses, machines, and teammates. | Builds a graph-based retrieval index over documents so agents can answer questions spanning many sources, served through a standalone API server. | Give a team of agents shared long-term memory — turns conversations, docs, and code into governed Chat Memory, Skill, LLM-Wiki, and Code-Graph assets reusable across frameworks.
providerFabio Akita | HKU Data Science Lab | Tencent Cloud
officialNot an official listing | Not an official listing | Tencent
verified (same)Yes
accessAPI, MCP, CLI | API, CLI | API, MCP
authBearer Token | None | API Key
mcpIn its setup guide | No MCP server | In its setup guide
cliIn its docs | In its docs | No CLI
api (same)In its docs
skillsCross-Agent Handoffs, Session Capture, Markdown Wiki Memory, Memory Search, Memory Aging | Graph Index, Hybrid Query, Incremental Update, API Serving | Chat Memory, Code Graph Memory, Wiki Extraction, Memory Governance
streaming (same)No
push (same)No
categoriesMemory & State, Code & DevTools | Memory & State, Research & Knowledge, Vector Databases | Memory & State
tagslong-term-memory, agent-handoffs, coding-agents, markdown-wiki, lifecycle-hooks, mcp-server, self-hosted, rust | graph-rag, retrieval, knowledge-graph, embeddings, document-indexing, question-answering, memory-backend | long-term-memory, team-memory, code-graph, vector-search, knowledge-wiki, local-first, memory-governance
addedOct 31, 2026 | Sep 18, 2026 | Sep 13, 2026
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