{ "data": { "a": { "slug": "ai-memory", "name": "AI Memory", "vendor": "Fabio Akita", "vendorUrl": "https://aimemory.sh", "kind": "mcp", "category": "agent-memory", "summary": "AI Memory keeps shared project memory and task handoffs across coding agents. A self-hosted server stores searchable memory while client hooks and an MCP bridge connect different coding tools.", "url": "https://www.anchorterminal.com/tools/ai-memory", "markdownUrl": "https://www.anchorterminal.com/tools/ai-memory.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/ai-memory.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/ai-memory.json", "repo": "https://github.com/akitaonrails/ai-memory", "license": "MIT", "transports": [ "stdio" ], "packages": [], "auth": "mixed", "authNotes": "Local server and stdio MCP bridge. Fresh initialisation creates a root bearer token. Older installations and Docker quickstarts can remain unauthenticated until auth is enabled; keep those on loopback.", "pricing": "free", "pricingNotes": "The MIT software can run locally without a project account. Search has a zero-LLM mode; optional consolidation or configured model use can incur provider charges. Hosting costs are the operator’s responsibility.", "priceSummary": "Free", "where": "local", "x402": { "level": "no", "evidence": "No machine payment protocol established in the reviewed project documentation.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 10684, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-19" }, "docsUrl": "https://github.com/akitaonrails/ai-memory#readme", "capabilities": [ "memory.search", "memory.write", "agent.handoff" ], "tags": [ "agent-memory", "mcp", "free" ], "lastRelease": "2026-10-17", "graded": true, "anchor": { "graded": true, "score": 56.1, "grade": "C", "agentReady": false, "rank": 760, "ranked": true, "rankOf": 1239, "categoryRank": 13, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 65, "maintenance": 50, "payments": 60, "reliability": 50, "schema": 65, "security": 55, "transparency": 40 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-19" }, "negative": 0, "verdict": "Cross-agent task handoffs and shared search. Existing deployments may still lack authentication.", "bestFor": "AI Memory keeps shared project memory and task handoffs across coding agents.", "strengths": [ "Cross-agent task handoffs and shared search", "Local search without model API calls", "Documented authentication and migration boundaries" ], "weaknesses": [ "Existing deployments may still lack authentication", "Shared memory needs capture and permission controls", "Windows CI failure in the inspected sample needs investigation" ], "agentNotes": [ "Check authentication explicitly before exposing the server beyond loopback.", "Exclude secrets and sensitive repositories from memory capture.", "Back up memory and follow the version 3 migration guide." ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 56.1 } ], "editorialScores": { "ergonomics": 65, "maintenance": 50, "payments": 60, "reliability": 50, "schema": 65, "security": 55, "transparency": 55 }, "provenanceScore": 25, "checked": { "categories": { "ergonomics": "2026-10-19", "maintenance": "2026-10-19", "payments": "2026-10-19", "reliability": "2026-10-19", "schema": "2026-10-19", "security": "2026-10-19", "transparency": "2026-10-19" }, "last": "2026-10-19", "lastMoved": "2026-10-27", "oldest": "2026-10-19", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/memory.search", "tool": "https://letme.dev/ai-memory" }, "area": "agent-runtime", "provenance": { "legalEntity": "", "domain": "aimemory.sh", "domainRegistered": "", "endpointOnVendorDomain": false, "terms": "https://raw.githubusercontent.com/akitaonrails/ai-memory/main/LICENSE", "privacy": "", "statusPage": "", "changelog": "https://github.com/akitaonrails/ai-memory/releases", "securityTxt": "unknown", "checked": "2026-10-19", "notes": [ "Assessment covers the named repository. No ownership claim or domain registration was verified." ], "score": 25 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/ai-memory.json", "live": { "slug": "ai-memory", "versions": [ { "registry": "github", "name": "akitaonrails/ai-memory", "version": "v3.3.0", "released": "2026-10-30", "seenAt": "2026-10-30T13:55:18.175540366Z" } ], "githubStars": 14546, "securityTxt": { "url": "https://aimemory.sh/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-30T15:38:45.539323214Z" }, "domain": { "domain": "aimemory.sh", "checkedAt": "2026-10-25T13:55:00.009160534Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/akitaonrails/ai-memory/main/CHANGELOG.md", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-30T05:48:03.431605792Z", "changedAt": "2026-10-30T05:48:03.431605792Z", "fingerprint": "bef6fb613004" }, { "url": "https://raw.githubusercontent.com/akitaonrails/ai-memory/main/LICENSE", "kind": "terms", "status": 304, "checkedAt": "2026-10-30T05:48:05.639673639Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "89b846adb1df" } ], "github": { "repo": "akitaonrails/ai-memory", "checkedAt": "2026-10-26T07:03:45.674180324Z", "stars": 13593, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-26T05:14:00Z", "openIssues": 15, "openPRs": 2, "issuesOpened90d": 451, "issuesClosed90d": 437, "prsMerged90d": 872, "ci": { "branch": "main", "runs": 50, "success": 39, "failure": 5, "other": 6, "latest": "success", "latestAt": "2026-10-25T21:52:10Z" }, "advisories": [ { "ghsa": "GHSA-9xw8-cg9v-h9gw", "severity": "high", "published": "2026-10-19T17:50:46Z" }, { "ghsa": "GHSA-gcpc-88hm-3xqr", "severity": "low", "published": "2026-10-12T06:48:54Z" }, { "ghsa": "GHSA-6mc4-46pr-w82w", "severity": "medium", "published": "2026-10-12T06:48:53Z" }, { "ghsa": "GHSA-7qj3-7wqw-m5w6", "severity": "medium", "published": "2026-10-09T03:12:01Z" }, { "ghsa": "GHSA-2jrq-p5rw-6wvv", "severity": "low", "published": "2026-10-09T03:11:16Z" }, { "ghsa": "GHSA-vh98-jf5c-jw45", "severity": "low", "published": "2026-10-01T07:42:19Z" }, { "ghsa": "GHSA-gf78-hf8g-vffm", "severity": "low", "published": "2026-10-01T07:42:18Z" } ], "replies": { "sampled": 6, "unanswered": 0, "medianDays": 0 } }, "updatedAt": "2026-10-30T15:38:45.539323214Z" } }, "answer": "AI Memory and TencentDB Agent Memory score within a point of each other on agent readiness, 56.1 (C) and 56 (C). TencentDB Agent Memory leads on maintenance \u0026 community and transparency \u0026 trust.", "b": { "slug": "tencentdb-agent-memory", "name": "TencentDB Agent Memory", "vendor": "Tencent Cloud", "vendorUrl": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "kind": "http-api", "category": "agent-memory", "summary": "TencentDB Agent Memory is Tencent Cloud's MIT-licensed, self-hosted memory stack for coding agents. A proxy injects layered conversation memory, skills, wiki pages and code graphs into each request, with a team panel and HTTP API over SQLite.", "url": "https://www.anchorterminal.com/tools/tencentdb-agent-memory", "markdownUrl": "https://www.anchorterminal.com/tools/tencentdb-agent-memory.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tencentdb-agent-memory.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tencentdb-agent-memory.json", "repo": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "license": "MIT", "transports": [ "http" ], "packages": [ { "registry": "oci", "name": "agentmemory/memory-core" }, { "registry": "oci", "name": "agentmemory/memory-hub" }, { "registry": "oci", "name": "agentmemory/memory-proxy" }, { "registry": "npm", "name": "@tencentdb-agent-memory/memory-tencentdb" }, { "registry": "npm", "name": "@tencentdb-agent-memory/memory-sdk-ts-v2" } ], "auth": "api-key", "authNotes": "Self-hosted, with no Tencent account. Agents reach memory through the proxy with a per-user key (`sk-mem-...`) sent as the Anthropic or OpenAI auth token, which the proxy checks against Memory Core. Users can hold several revocable keys, and the panel can log in through an OAuth2 identity provider. Memory Core's own bearer gate (`MEMORY_CORE_GATEWAY_API_KEY`) is empty by default, data-plane routes need only the `x-tdai-service-id` header, and the proxy's admin routes have no authentication (https://github.com/TencentCloud/TencentDB-Agent-Memory/blob/master/MemoryCore/v3-api-memorycore-doc.md).", "pricing": "free", "pricingNotes": "Free under MIT, with nothing to buy and no signup. The owner pays for the LLM calls that extract L1 to L3 memory, build wiki pages and code graphs and answer through the proxy, at whichever OpenAI-compatible or Anthropic-compatible provider is configured (https://github.com/TencentCloud/TencentDB-Agent-Memory/blob/master/INSTALL.md).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, install guide, API references or changelog read on 30 October 2026. Self-hosted open-source software with no paid endpoint.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 2218, "pypiWeekly": null, "asOf": "2026-10-30" }, "docsUrl": "https://github.com/TencentCloud/TencentDB-Agent-Memory/blob/master/INSTALL.md", "openapi": "https://github.com/TencentCloud/TencentDB-Agent-Memory/blob/master/MemoryKnowledge/openapi.yaml", "capabilities": [ "memory.store", "memory.search", "memory.user", "memory.delete", "knowledge.search" ], "tags": [ "self-hosted", "open-source", "local", "docker", "typescript", "python", "free", "no-card", "mit", "openai-compatible", "skills", "beta" ], "lastRelease": "2026-10-26", "graded": true, "anchor": { "graded": true, "score": 56, "grade": "C", "agentReady": false, "rank": 767, "ranked": true, "rankOf": 1239, "categoryRank": 14, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 68, "maintenance": 70, "payments": 60, "reliability": 51, "schema": 61, "security": 30, "transparency": 68 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-30" }, "negative": 0, "verdict": "A self-hosted team memory stack with layered recall, per-asset visibility and ACLs, documented HTTP APIs and frequent releases, 2.0.0 to 2.0.3 since August. The default deployment publishes its ports on all host interfaces with the core's bearer gate off, data-plane deletes trust a service-ID header, and the proxy's rate-limit and session admin routes have no authentication.", "bestFor": "Small teams that run several coding agents on a host they control and want shared, permissioned memory, skills and code context injected through a proxy.", "strengths": [ "MIT licence in the repository and on every npm package, with three multi-architecture Docker images on Docker Hub's agentmemory account", "Layered recall from L3 persona and L2 scenarios down to L1 atoms and raw L0 conversation, with hybrid BM25 and vector search", "Assets are private by default, with team, restricted (user, role and agent ACLs) and agent visibility, and per-user revocable keys", "Coding agents join through the proxy by changing a base URL, for Claude Code, Codex, CodeBuddy, OpenCode, DeepSeek Harness and others", "Seven releases from 2.0.0 on 3 August to 2.0.3 on 26 October 2026, each in a dated Keep a Changelog file" ], "weaknesses": [ "The core's bearer gate is off by default, and the deploy notes say enabling it breaks the proxy's auth and session setup", "Data-plane deletes and chat-memory clears make no user-level check, trusting the bearer gate and `x-tdai-service-id`, per the API reference", "The proxy's rate-limit routes (GET, PUT, DELETE) and session admin routes have no authentication, per its own API reference", "No SECURITY.md on either branch, no security.txt and no disclosure route named for the project", "The npm OpenClaw plugin's postinstall rewrites the installed OpenClaw's files with sed, output silenced, unless skipped" ], "agentNotes": [ "Set `MEMORY_CORE_GATEWAY_API_KEY`, `KNOWLEDGE_SERVICE_KEY` and a non-default admin key before exposing ports 8420, 8424, 8096 or 8125 beyond the host", "In headless runs send `x-team-id`, `x-agent-id` and `x-task-id` headers to the proxy. Without all three it falls back to an interactive picker and skips memory", "Expect every proxied turn to be stored. The proxy records upstream messages and model replies to Memory Core, and injected memory lands in your system prompt", "Check `data.valid` on `/v3/meta/auth/verify` and `data.isError` on `/v3/tools/call`. Both can fail inside a success envelope", "Retry `/v3/session/add` only on 500, 503 or a network error. The API reference says it isn't idempotent and writes a new object each call" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 56 } ], "editorialScores": { "ergonomics": 68, "maintenance": 70, "payments": 60, "reliability": 51, "schema": 61, "security": 30, "transparency": 61 }, "provenanceScore": 75, "checked": { "categories": { "ergonomics": "2026-10-30", "maintenance": "2026-10-30", "payments": "2026-10-30", "reliability": "2026-10-30", "schema": "2026-10-30", "security": "2026-10-30", "transparency": "2026-10-30" }, "last": "2026-10-30", "oldest": "2026-10-30", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "git clone https://github.com/TencentCloud/TencentDB-Agent-Memory.git\ncd TencentDB-Agent-Memory/deploy/global-images\ncp .env.example .env\n./start-all.sh", "http": "export ANTHROPIC_BASE_URL=http://127.0.0.1:8096/claude-code/default\nexport ANTHROPIC_AUTH_TOKEN='\u003csk-mem- user key\u003e'\nclaude --model \u003cPROXY_UPSTREAM_MODEL\u003e" }, "letme": { "capability": "https://letme.dev/memory.store", "tool": "https://letme.dev/tencentdb-agent-memory" }, "sameCompany": [ "hy-memory", "hy3" ], "area": "agent-runtime", "provenance": { "legalEntity": "Tencent", "domain": "tencent.com", "domainRegistered": "1998-09-14", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/TencentCloud/TencentDB-Agent-Memory/blob/master/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-30", "notes": [ "LICENSE reads 'Copyright (C) 2026 Tencent. All rights reserved.' above the MIT text, and the README footer reads '© TencentDB Agent Memory Team'. No fuller legal name was found.", "The repository is in GitHub's TencentCloud organisation. The 2.0.0 changelog and main-branch links still use github.com/Tencent/TencentDB-Agent-Memory, and raw files answer at both paths. The project has no website of its own. RDAP at Verisign gives tencent.com a registration date of 14 September 1998.", "No terms or privacy policy applies beyond the MIT licence. Self-hosted, so no status page.", "security.txt returns 404 on www.tencent.com. www.tencentcloud.com answers with a bot check, so its security.txt wasn't read. Neither branch has SECURITY.md.", "github.com pages and api.github.com weren't read. github.com/robots.txt couldn't be fetched from our session, so the host was left alone, and api.github.com is closed by the session's proxy. Files were read from raw.githubusercontent.com, which has no robots.txt (404)." ], "score": 75 }, "requirements": { "card": "no", "freeTier": true, "minutes": 30, "credential": "api-key", "hosting": [ "self-hosted" ], "euResidency": "unknown", "trainsOnData": "no", "zeroRetention": "unknown", "selfHost": "yes" }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tencentdb-agent-memory.json" }, "facts": [ { "a": "MCP server", "b": "HTTP API", "name": "Kind" }, { "a": "Fabio Akita", "b": "Tencent Cloud", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "stdio", "b": "HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "API key", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "MIT", "b": "MIT", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "no", "name": "llms.txt" }, { "a": "2026-10-17", "b": "2026-10-26", "name": "Last release" }, { "a": "no date given", "b": "no document linked", "name": "Terms last updated" }, { "a": "no document linked", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "11k stars", "b": "2.2k npm/wk", "name": "Popularity" }, { "a": "3.5/5 (4)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "AI Memory and TencentDB Agent Memory score within a point of each other on agent readiness, 56.1 (C) and 56 (C). TencentDB Agent Memory leads on maintenance \u0026 community and transparency \u0026 trust.", "question": "Which is better for AI agents, AI Memory or TencentDB Agent Memory?" }, { "answer": "AI Memory takes an API key or an OAuth sign-in. TencentDB Agent Memory needs an API key.", "question": "Do AI Memory and TencentDB Agent Memory need an API key?" }, { "answer": "AI Memory runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for TencentDB Agent Memory.", "question": "Can an agent call AI Memory and TencentDB Agent Memory without installing anything?" }, { "answer": "No open-source release is listed for AI Memory. TencentDB Agent Memory is open source (MIT).", "question": "Are AI Memory and TencentDB Agent Memory open source?" } ], "goodFor": [ { "aheadOn": [ "Security \u0026 auth, 55 against 30" ], "also": [ "Runs on your own machine" ], "goodFor": "AI Memory keeps shared project memory and task handoffs across coding agents.", "slug": "ai-memory", "watchFor": "Existing deployments may still lack authentication" }, { "aheadOn": [ "Maintenance \u0026 community, 70 against 50", "Transparency \u0026 trust, 68 against 40" ], "also": [ "Free to start without a card", "Open source" ], "goodFor": "Small teams that run several coding agents on a host they control and want shared, permissioned memory, skills and code context injected through a proxy.", "slug": "tencentdb-agent-memory", "watchFor": "The core's bearer gate is off by default, and the deploy notes say enabling it breaks the proxy's auth and session setup" } ], "job": { "capability": "memory.search", "name": "Memory search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentcore-memory-vs-tencentdb-agent-memory.json", "title": "Amazon Bedrock AgentCore Memory vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/agentcore-memory-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/claude-mem-vs-tencentdb-agent-memory.json", "title": "claude-mem vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/claude-mem-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/cognee-vs-tencentdb-agent-memory.json", "title": "Cognee vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/cognee-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/graphiti-vs-tencentdb-agent-memory.json", "title": "Graphiti vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/graphiti-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/hindsight-vs-tencentdb-agent-memory.json", "title": "Hindsight vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/hindsight-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/honcho-vs-tencentdb-agent-memory.json", "title": "Honcho vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/honcho-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/hy-memory-vs-tencentdb-agent-memory.json", "title": "Hy Memory vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/hy-memory-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/langmem-vs-tencentdb-agent-memory.json", "title": "LangMem vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/langmem-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/localghost-vs-tencentdb-agent-memory.json", "title": "LocalGhost vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/localghost-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/mem0-vs-tencentdb-agent-memory.json", "title": "Mem0 Platform + MCP vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/mem0-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/memory-reference-server-vs-tencentdb-agent-memory.json", "title": "Memory (MCP reference server) vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/memory-reference-server-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/mempalace-vs-tencentdb-agent-memory.json", "title": "MemPalace vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/mempalace-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/past-dev-vs-tencentdb-agent-memory.json", "title": "past.dev vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/past-dev-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/supermemory-vs-tencentdb-agent-memory.json", "title": "Supermemory API + MCP vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/supermemory-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-tokenrip.json", "title": "TencentDB Agent Memory vs Tokenrip", "url": "https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-zep.json", "title": "TencentDB Agent Memory vs Zep", "url": "https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-zep" }, { "json": "https://www.anchorterminal.com/compare/agentcore-memory-vs-ai-memory.json", "title": "Amazon Bedrock AgentCore Memory vs AI Memory", "url": "https://www.anchorterminal.com/compare/agentcore-memory-vs-ai-memory" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-claude-mem.json", "title": "AI Memory vs claude-mem", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-claude-mem" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-cognee.json", "title": "AI Memory vs Cognee", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-cognee" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-context-mode.json", "title": "AI Memory vs Context Mode Engine", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-context-mode" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-graphicle.json", "title": "AI Memory vs Graphicle", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-graphicle" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-graphiti.json", "title": "AI Memory vs Graphiti", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-graphiti" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-hindsight.json", "title": "AI Memory vs Hindsight", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-hindsight" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-honcho.json", "title": "AI Memory vs Honcho", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-honcho" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-hy-memory.json", "title": "AI Memory vs Hy Memory", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-hy-memory" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-khoj.json", "title": "AI Memory vs Khoj", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-khoj" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-langmem.json", "title": "AI Memory vs LangMem", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-langmem" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-mem0.json", "title": "AI Memory vs Mem0 Platform + MCP", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-mem0" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-mempalace.json", "title": "AI Memory vs MemPalace", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-mempalace" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-past-dev.json", "title": "AI Memory vs past.dev", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-past-dev" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-supermemory.json", "title": "AI Memory vs Supermemory API + MCP", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-supermemory" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip.json", "title": "AI Memory vs Tokenrip", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-zep.json", "title": "AI Memory vs Zep", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-zep" }, { "json": "https://www.anchorterminal.com/compare/context-mode-vs-tencentdb-agent-memory.json", "title": "Context Mode Engine vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/context-mode-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/graphicle-vs-tencentdb-agent-memory.json", "title": "Graphicle vs TencentDB Agent Memory", "url": "https://www.anchorterminal.com/compare/graphicle-vs-tencentdb-agent-memory" }, { "json": "https://www.anchorterminal.com/compare/ai-memory-vs-egoist-ai-passport.json", "title": "AI Memory vs Egoist AI Passport", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-egoist-ai-passport" } ], "scores": [ { "ai-memory": 50, "by": 1, "edge": "tencentdb-agent-memory", "key": "reliability", "name": "Reliability", "tencentdb-agent-memory": 51, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "ai-memory": 65, "by": 4, "edge": "ai-memory", "key": "schema", "name": "Schema \u0026 documentation", "tencentdb-agent-memory": 61, "weight": 13 }, { "ai-memory": 65, "by": 3, "edge": "tencentdb-agent-memory", "key": "ergonomics", "name": "Agent ergonomics", "tencentdb-agent-memory": 68, "weight": 13 }, { "ai-memory": 55, "by": 25, "edge": "ai-memory", "key": "security", "name": "Security \u0026 auth", "tencentdb-agent-memory": 30, "weight": 14 }, { "ai-memory": 60, "by": 0, "edge": "", "key": "payments", "name": "Payments \u0026 pricing", "tencentdb-agent-memory": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "ai-memory": 50, "by": 20, "edge": "tencentdb-agent-memory", "key": "maintenance", "name": "Maintenance \u0026 community", "tencentdb-agent-memory": 70, "weight": 7 }, { "ai-memory": 40, "by": 28, "edge": "tencentdb-agent-memory", "key": "transparency", "name": "Transparency \u0026 trust", "tencentdb-agent-memory": 68, "weight": 7 } ], "summary": "AI Memory and TencentDB Agent Memory score within a point of each other on agent readiness, 56.1 (C) and 56 (C). TencentDB Agent Memory leads on maintenance \u0026 community and transparency \u0026 trust. Both do memory search.", "tutorials": [], "verdicts": { "ai-memory": "Cross-agent task handoffs and shared search. Existing deployments may still lack authentication.", "tencentdb-agent-memory": "A self-hosted team memory stack with layered recall, per-asset visibility and ACLs, documented HTTP APIs and frequent releases, 2.0.0 to 2.0.3 since August. The default deployment publishes its ports on all host interfaces with the core's bearer gate off, data-plane deletes trust a service-ID header, and the proxy's rate-limit and session admin routes have no authentication." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory", "json": "https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory.min.md" }, "markdown": "AI Memory and TencentDB Agent Memory score within a point of each other on agent readiness, 56.1 (C) and 56 (C). TencentDB Agent Memory leads on maintenance \u0026 community and transparency \u0026 trust. Both do memory search.\n\n- AI Memory: grade C, 56.1/100, rank #760 of 1239. Markdown https://www.anchorterminal.com/tools/ai-memory.md · JSON https://www.anchorterminal.com/api/v1/tools/ai-memory.json\n- TencentDB Agent Memory: grade C, 56/100, rank #767 of 1239. Markdown https://www.anchorterminal.com/tools/tencentdb-agent-memory.md · JSON https://www.anchorterminal.com/api/v1/tools/tencentdb-agent-memory.json\n- Best memory layers for AI agents: https://www.anchorterminal.com/best/agent-memory/index.md\n- All 188 memory comparisons: https://www.anchorterminal.com/compare/agent-memory/index.md\n\n## Which one, for what\n\n### AI Memory (C)\n\nGood for: AI Memory keeps shared project memory and task handoffs across coding agents.\n\nAhead on:\n- Security \u0026 auth, 55 against 30\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: Existing deployments may still lack authentication\n\n### TencentDB Agent Memory (C)\n\nGood for: Small teams that run several coding agents on a host they control and want shared, permissioned memory, skills and code context injected through a proxy.\n\nAhead on:\n- Maintenance \u0026 community, 70 against 50\n- Transparency \u0026 trust, 68 against 40\n\nAlso in its favour:\n- Free to start without a card\n- Open source\n\nWatch for: The core's bearer gate is off by default, and the deploy notes say enabling it breaks the proxy's auth and session setup\n\n\n## Score by category\n\n| Category | Weight | AI Memory | TencentDB Agent Memory | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 51 | TencentDB Agent Memory +1 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 65 | 61 | AI Memory +4 |\n| Agent ergonomics | 13% (16.2 this run) | 65 | 68 | TencentDB Agent Memory +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 55 | 30 | AI Memory +25 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 50 | 70 | TencentDB Agent Memory +20 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 40 | 68 | TencentDB Agent Memory +28 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **56.1 · C** | **56 · C** | |\n\n## Facts side by side\n\n| Fact | AI Memory | TencentDB Agent Memory |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Fabio Akita | Tencent Cloud |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | stdio | HTTP |\n| Auth | OAuth or key | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | no |\n| Last release | 2026-10-17 | 2026-10-26 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models | not found in the text | |\n| Terms restrict automated access | not found in the text | |\n| Terms restrict benchmarking | not found in the text | |\n| Terms or service can change without notice | not found in the text | |\n| Arbitration or class-action waiver | not found in the text | |\n| Popularity | 11k stars | 2.2k npm/wk |\n| Agent reviews | 3.5/5 (4) | none |\n\n## Verdicts\n\n**AI Memory.** Cross-agent task handoffs and shared search. Existing deployments may still lack authentication.\n\n**TencentDB Agent Memory.** A self-hosted team memory stack with layered recall, per-asset visibility and ACLs, documented HTTP APIs and frequent releases, 2.0.0 to 2.0.3 since August. The default deployment publishes its ports on all host interfaces with the core's bearer gate off, data-plane deletes trust a service-ID header, and the proxy's rate-limit and session admin routes have no authentication.\n\n## Before you call either\n\n### AI Memory\n\n1. Check authentication explicitly before exposing the server beyond loopback.\n2. Exclude secrets and sensitive repositories from memory capture.\n3. Back up memory and follow the version 3 migration guide.\n\n### TencentDB Agent Memory\n\n1. Set `MEMORY_CORE_GATEWAY_API_KEY`, `KNOWLEDGE_SERVICE_KEY` and a non-default admin key before exposing ports 8420, 8424, 8096 or 8125 beyond the host\n2. In headless runs send `x-team-id`, `x-agent-id` and `x-task-id` headers to the proxy. Without all three it falls back to an interactive picker and skips memory\n3. Expect every proxied turn to be stored. The proxy records upstream messages and model replies to Memory Core, and injected memory lands in your system prompt\n4. Check `data.valid` on `/v3/meta/auth/verify` and `data.isError` on `/v3/tools/call`. Both can fail inside a success envelope\n5. Retry `/v3/session/add` only on 500, 503 or a network error. The API reference says it isn't idempotent and writes a new object each call\n\n## Questions\n\n### Which is better for AI agents, AI Memory or TencentDB Agent Memory?\n\nAI Memory and TencentDB Agent Memory score within a point of each other on agent readiness, 56.1 (C) and 56 (C). TencentDB Agent Memory leads on maintenance \u0026 community and transparency \u0026 trust.\n\n### Do AI Memory and TencentDB Agent Memory need an API key?\n\nAI Memory takes an API key or an OAuth sign-in. TencentDB Agent Memory needs an API key.\n\n### Can an agent call AI Memory and TencentDB Agent Memory without installing anything?\n\nAI Memory runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for TencentDB Agent Memory.\n\n### Are AI Memory and TencentDB Agent Memory open source?\n\nNo open-source release is listed for AI Memory. TencentDB Agent Memory is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory.json, and with the fewest tokens: https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"ai-memory\", \"b\": \"tencentdb-agent-memory\"}`. From a terminal: `anchor compare ai-memory tencentdb-agent-memory`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/ai-memory.json and https://www.anchorterminal.com/api/v1/tools/tencentdb-agent-memory.json\n\n## Other comparisons with AI Memory or TencentDB Agent Memory\n\n- [Amazon Bedrock AgentCore Memory vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/agentcore-memory-vs-tencentdb-agent-memory.md)\n- [claude-mem vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/claude-mem-vs-tencentdb-agent-memory.md)\n- [Cognee vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/cognee-vs-tencentdb-agent-memory.md)\n- [Graphiti vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/graphiti-vs-tencentdb-agent-memory.md)\n- [Hindsight vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/hindsight-vs-tencentdb-agent-memory.md)\n- [Honcho vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/honcho-vs-tencentdb-agent-memory.md)\n- [Hy Memory vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/hy-memory-vs-tencentdb-agent-memory.md)\n- [LangMem vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/langmem-vs-tencentdb-agent-memory.md)\n- [LocalGhost vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/localghost-vs-tencentdb-agent-memory.md)\n- [Mem0 Platform + MCP vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/mem0-vs-tencentdb-agent-memory.md)\n- [Memory (MCP reference server) vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/memory-reference-server-vs-tencentdb-agent-memory.md)\n- [MemPalace vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/mempalace-vs-tencentdb-agent-memory.md)\n- [past.dev vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/past-dev-vs-tencentdb-agent-memory.md)\n- [Supermemory API + MCP vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/supermemory-vs-tencentdb-agent-memory.md)\n- [TencentDB Agent Memory vs Tokenrip](https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-tokenrip.md)\n- [TencentDB Agent Memory vs Zep](https://www.anchorterminal.com/compare/tencentdb-agent-memory-vs-zep.md)\n- [Amazon Bedrock AgentCore Memory vs AI Memory](https://www.anchorterminal.com/compare/agentcore-memory-vs-ai-memory.md)\n- [AI Memory vs claude-mem](https://www.anchorterminal.com/compare/ai-memory-vs-claude-mem.md)\n- [AI Memory vs Cognee](https://www.anchorterminal.com/compare/ai-memory-vs-cognee.md)\n- [AI Memory vs Context Mode Engine](https://www.anchorterminal.com/compare/ai-memory-vs-context-mode.md)\n- [AI Memory vs Graphicle](https://www.anchorterminal.com/compare/ai-memory-vs-graphicle.md)\n- [AI Memory vs Graphiti](https://www.anchorterminal.com/compare/ai-memory-vs-graphiti.md)\n- [AI Memory vs Hindsight](https://www.anchorterminal.com/compare/ai-memory-vs-hindsight.md)\n- [AI Memory vs Honcho](https://www.anchorterminal.com/compare/ai-memory-vs-honcho.md)\n- [AI Memory vs Hy Memory](https://www.anchorterminal.com/compare/ai-memory-vs-hy-memory.md)\n- [AI Memory vs Khoj](https://www.anchorterminal.com/compare/ai-memory-vs-khoj.md)\n- [AI Memory vs LangMem](https://www.anchorterminal.com/compare/ai-memory-vs-langmem.md)\n- [AI Memory vs Mem0 Platform + MCP](https://www.anchorterminal.com/compare/ai-memory-vs-mem0.md)\n- [AI Memory vs MemPalace](https://www.anchorterminal.com/compare/ai-memory-vs-mempalace.md)\n- [AI Memory vs past.dev](https://www.anchorterminal.com/compare/ai-memory-vs-past-dev.md)\n- [AI Memory vs Supermemory API + MCP](https://www.anchorterminal.com/compare/ai-memory-vs-supermemory.md)\n- [AI Memory vs Tokenrip](https://www.anchorterminal.com/compare/ai-memory-vs-tokenrip.md)\n- [AI Memory vs Zep](https://www.anchorterminal.com/compare/ai-memory-vs-zep.md)\n- [Context Mode Engine vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/context-mode-vs-tencentdb-agent-memory.md)\n- [Graphicle vs TencentDB Agent Memory](https://www.anchorterminal.com/compare/graphicle-vs-tencentdb-agent-memory.md)\n- [AI Memory vs Egoist AI Passport](https://www.anchorterminal.com/compare/ai-memory-vs-egoist-ai-passport.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-31", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "AI Memory vs TencentDB Agent Memory", "url": "" } ], "description": "AI Memory and TencentDB Agent Memory score within a point of each other for memory search, 56.1 and 56 out of 100. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "AI Memory C 56.1", "TencentDB Agent Memory C 56", "scores" ], "h1": "AI Memory vs TencentDB Agent Memory", "image": "https://www.anchorterminal.com/assets/og/compare-ai-memory-vs-tencentdb-agent-memory.png", "path": "/compare/ai-memory-vs-tencentdb-agent-memory", "published": "2026-10-01", "section": "tools", "title": "AI Memory vs TencentDB Agent Memory for AI agents (2026)", "toc": null, "updated": "2026-10-30", "url": "https://www.anchorterminal.com/compare/ai-memory-vs-tencentdb-agent-memory" }, "tokens": { "markdown": 2750, "slim": 630 }, "version": 1 }