{"id":121669,"date":"2026-11-03T09:24:44","date_gmt":"2026-11-03T01:24:44","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121669.html"},"modified":"2026-11-03T09:24:44","modified_gmt":"2026-11-03T01:24:44","slug":"%e7%bc%96%e7%a8%8bagent%e8%ae%b0%e5%bf%86%e5%ae%8c%e5%85%a8%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8emcp%e8%ae%b0%e5%bf%86%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%88%b0claude-code%e6%8f%92%e4%bb%b6%ef%bc%8cawesome-ag","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121669.html","title":{"rendered":"\u7f16\u7a0bAgent\u8bb0\u5fc6\u5b8c\u5168\u6307\u5357\uff1a\u4eceMCP\u8bb0\u5fc6\u670d\u52a1\u5668\u5230Claude Code\u63d2\u4ef6\uff0cAwesome-Agent-Memory\u6536\u5f5550+\u672c\u5730\u65b9\u6848"},"content":{"rendered":"<h3 class=\"gcb-project-title\">\u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011Awesome-Agent-Memory<\/h3>\n<p class=\"gcb-project-desc\">Curated systems, benchmarks, and papers etc. on memory for LLMs\/MLLMs &#8212; long-term context, retrieval, and reasoning.<\/p>\n<p>    <span class=\"gcb-project-addr-label\">\u9879\u76ee\u5730\u5740&#xff1a;<\/span><br \/>\n    <span class=\"gcb-project-addr-link\">https:\/\/gitcode.com\/gh_mirrors\/aw\/Awesome-Agent-Memory<\/span> <\/p>\n<p>  <span class=\"gcb-project-btn\"> <span class=\"gcb-project-btn-main\">\u70b9\u51fb\u67e5\u770b<\/span> <span class=\"gcb-project-btn-sub\">\u514d\u8d39\u4e0b\u8f7d<\/span> <\/span> <\/p>\n<p>Awesome-Agent-Memory \u662f\u4e00\u4efd\u9762\u5411 Agent \u8bb0\u5fc6&#xff08;Agent Memory&#xff09; \u7684\u5f00\u6e90\u7cbe\u9009\u8d44\u6e90\u5e93&#xff0c;\u7cfb\u7edf\u6536\u5f55\u4e86 100&#043; \u4e2a\u8bb0\u5fc6\u65b9\u6848\u3001\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u8bba\u6587&#xff0c;\u8986\u76d6 MCP \u8bb0\u5fc6\u670d\u52a1\u5668\u3001Claude Code \u63d2\u4ef6\u3001\u672c\u5730\u8bb0\u5fc6\u5e93\u7b49\u4e3b\u6d41\u5f62\u6001&#xff0c;\u7531 Bloo-Mind AI \u4e0e TeleAI \u56e2\u961f\u7ef4\u62a4&#xff0c;\u91c7\u7528 Apache 2.0 \u8bb8\u53ef\u3002\u65e0\u8bba\u4f60\u662f\u60f3\u7ed9\u7f16\u7a0b Agent \u52a0\u4e00\u5c42\u6301\u4e45\u8bb0\u5fc6&#xff0c;\u8fd8\u662f\u60f3\u8ddf\u8fdb LLM \u957f\u671f\u8bb0\u5fc6\u7814\u7a76&#xff0c;\u8fd9\u4efd\u6e05\u5355\u90fd\u80fd\u5e2e\u4f60\u5feb\u901f\u5165\u95e8\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103012443-6ae937db84a97.png\" alt=\"Awesome-Agent-Memory \u7684 Agent \u8bb0\u5fc6\u8d44\u6e90\u5e93\u5b98\u65b9\u9884\u89c8\u56fe\" \/><\/p>\n<h3>&#x1f9e0; \u4e3a\u4ec0\u4e48\u7f16\u7a0b Agent \u9700\u8981\u8bb0\u5fc6\u5c42<\/h3>\n<p>\u7528 Claude Code\u3001Cursor \u8fd9\u7c7b\u7f16\u7a0b Agent \u65f6&#xff0c;\u4f60\u53ef\u80fd\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u5468\u8ba9 Agent \u4fee\u590d\u8fc7\u7684 bug&#xff0c;\u8fd9\u5468\u6362\u4e2a\u4f1a\u8bdd\u53c8\u72af\u4e00\u904d&#xff1b;<\/li>\n<li>\u9879\u76ee\u7ea6\u5b9a\u5199\u8fdb\u4e86\u804a\u5929\u8bb0\u5f55&#xff0c;\u6362\u53f0\u7535\u8111\u5c31\u5f97\u4ece\u5934\u4ea4\u4ee3&#xff1b;<\/li>\n<li>\u4e0a\u4e0b\u6587\u7a97\u53e3\u8d8a\u6eda\u8d8a\u957f&#xff0c;Token \u6210\u672c\u8d8a\u6765\u8d8a\u9ad8&#xff0c;\u5173\u952e\u4fe1\u606f\u53cd\u800c\u88ab&#034;\u6324\u51fa\u53bb&#034;\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u672c\u8d28\u90fd\u4e00\u6837&#xff1a;Agent \u6ca1\u6709\u8de8\u4f1a\u8bdd\u7684\u957f\u671f\u8bb0\u5fc6\u3002Agent \u8bb0\u5fc6\u5c42\u7684\u4f5c\u7528&#xff0c;\u5c31\u662f\u628a\u5bf9\u8bdd\u4e2d\u4ea7\u751f\u7684\u4e8b\u5b9e\u3001\u504f\u597d\u3001\u4ee3\u7801\u51b3\u7b56\u6c89\u6dc0\u4e0b\u6765&#xff0c;\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u6309\u9700\u53ec\u56de&#xff0c;\u4ece\u800c\u964d\u4f4e\u91cd\u590d\u6c9f\u901a\u6210\u672c\u3001\u907f\u514d\u91cd\u590d\u8e29\u5751\u3002<\/p>\n<p>Awesome-Agent-Memory \u6b63\u662f\u56f4\u7ed5\u8fd9\u4ef6\u4e8b\u5efa\u7acb\u7684\u4e00\u5f20&#034;\u5730\u56fe&#034;&#xff1a;\u4ece\u53ef\u76f4\u63a5\u4e0a\u624b\u7684\u5f00\u6e90\u4ea7\u54c1&#xff0c;\u5230\u8bc4\u6d4b\u57fa\u51c6&#xff0c;\u518d\u5230\u5b66\u672f\u8bba\u6587&#xff0c;\u5168\u90e8\u6309\u7c7b\u522b\u6574\u7406\u3002<\/p>\n<h3>&#x1f5fa;\ufe0f \u8d44\u6e90\u5e93\u4f7f\u7528\u6307\u5357&#xff1a;Start Here \u5bfc\u822a\u56fe<\/h3>\n<p>\u6253\u5f00 README.md \u6700\u4e0a\u65b9\u7684 Start Here \u8868\u683c&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u6309\u9700\u6c42\u8df3\u8f6c&#xff1a;<\/p>\n<table>\n<tr>\u4f60\u7684\u76ee\u6807\u5bf9\u5e94\u677f\u5757<\/tr>\n<tbody>\n<tr>\n<td>\u7ed9\u6b63\u5728\u6784\u5efa\u7684 Agent \u52a0\u8bb0\u5fc6\u5c42<\/td>\n<td>&#x1f4bf; Products&#xff08;\u4ea7\u54c1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u9009\u4e00\u4e2a\u57fa\u51c6\u6765\u8bc4\u6d4b\u8bb0\u5fc6\u7cfb\u7edf<\/td>\n<td>&#x1f4cf; Benchmarks&#xff08;\u57fa\u51c6&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5feb\u901f\u5efa\u7acb\u9886\u57df\u8ba4\u77e5<\/td>\n<td>&#x1f4d6; Tutorials \u00b7 &#x1f4da; Surveys<\/td>\n<\/tr>\n<tr>\n<td>\u8ddf\u8fdb\u8bb0\u5fc6\u67b6\u6784\u7814\u7a76<\/td>\n<td>&#x1f524; \u975e\u53c2\u6570\u8bb0\u5fc6 \u00b7 &#x1f522; \u53c2\u6570\u8bb0\u5fc6<\/td>\n<\/tr>\n<tr>\n<td>\u6784\u5efa\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u7684 Agent<\/td>\n<td>&#x1f4c8; Memory for Agent Evolution<\/td>\n<\/tr>\n<tr>\n<td>\u9632\u8303\u8bb0\u5fc6\u6295\u6bd2\u4e0e\u6ee5\u7528<\/td>\n<td>&#x1f512; Memory Security &amp; Defense<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4efd\u6e05\u5355\u6709\u51e0\u70b9\u503c\u5f97\u6ce8\u610f\u7684\u7b5b\u9009\u89c4\u5219&#xff08;\u89c1 README.md&#xff09;&#xff1a;<\/p>\n<ul>\n<li>&#x1f4ca; \u5f00\u6e90\u4ea7\u54c1\u6309 star \u6570\u6392\u5e8f&#xff0c;\u662f\u5ba2\u89c2\u6d41\u884c\u5ea6\u4fe1\u53f7\u800c\u975e\u8d28\u91cf\u6392\u540d&#xff1b;<\/li>\n<li>\u52a0\u7c97\u6761\u76ee\u8868\u793a\u6709\u516c\u5f00\u53ef\u590d\u73b0\u4ee3\u7801&#xff1b;<\/li>\n<li>\u4e0d\u8db3 100 star \u7684\u9879\u76ee\u653e\u5728\u6298\u53e0\u7684 Emerging projects \u533a&#xff0c;\u8fbe\u6807\u540e\u5347\u5165\u4e3b\u699c&#xff1b;<\/li>\n<li>\u5931\u6d3b\u6216\u88ab\u8d28\u7591\u7684\u9879\u76ee\u79fb\u5165 Archival \u533a\u5e76\u6807\u6ce8\u72b6\u6001\u4e0e\u6838\u9a8c\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<p>\u514b\u9686\u4ed3\u5e93\u672c\u5730\u9605\u8bfb&#xff1a;<\/p>\n<p>git clone https:\/\/gitcode.com\/gh_mirrors\/aw\/Awesome-Agent-Memory<\/p>\n<h3>&#x1f4e6; 50&#043; \u672c\u5730 Agent \u8bb0\u5fc6\u65b9\u6848&#xff1a;MCP \u8bb0\u5fc6\u670d\u52a1\u5668\u4e0e Claude Code \u63d2\u4ef6\u7cbe\u9009<\/h3>\n<p>\u4ea7\u54c1\u677f\u5757&#xff08;README.md&#xff09;\u5171\u6536\u5f55 100&#043; \u4e2a\u5f00\u6e90\u9879\u76ee&#xff0c;\u53e6\u6709 20&#043; \u95ed\u6e90\u4ea7\u54c1\u5b58\u6863\u3002\u4e0b\u9762\u6309\u96c6\u6210\u5f62\u6001\u6311\u51fa\u4e0e\u7f16\u7a0b Agent \u6700\u76f8\u5173\u7684\u51e0\u7c7b\u3002<\/p>\n<h4>MCP \u8bb0\u5fc6\u670d\u52a1\u5668&#xff1a;\u4e00\u4e2a\u534f\u8bae\u63a5\u5165\u4efb\u610f Agent<\/h4>\n<p>MCP&#xff08;Model Context Protocol&#xff09;\u8bb0\u5fc6\u670d\u52a1\u5668\u662f\u5f53\u4e0b\u6700&#034;\u901a\u7528&#034;\u7684\u5f62\u6001\u2014\u2014Claude\u3001Cursor\u3001Codex \u7b49\u652f\u6301 MCP \u7684\u5ba2\u6237\u7aef\u90fd\u80fd\u76f4\u63a5\u6302\u8f7d&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6848\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>engram<\/td>\n<td>\u65e0 Agent \u7ed1\u5b9a\u7684\u5355\u4e2a Go \u4e8c\u8fdb\u5236&#xff0c;SQLite &#043; FTS5&#xff0c;\u540c\u65f6\u63d0\u4f9b MCP\u3001HTTP API\u3001CLI \u4e0e TUI<\/td>\n<\/tr>\n<tr>\n<td>Vestige<\/td>\n<td>\u57fa\u4e8e\u8ffd\u52a0\u65e5\u5fd7 Strata&#xff0c;\u5e26\u95e8\u63a7\u5199\u5165\u3001FSRS \u9057\u5fd8\u8870\u51cf\u548c\u5de5\u5177\u8c03\u7528\u524d\u7f6e\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td>projectmem<\/td>\n<td>\u672c\u5730\u4f18\u5148\u7684\u4e8b\u4ef6\u6eaf\u6e90\u8bb0\u5fc6&#xff0c;\u901a\u8fc7 MCP \u63d0\u4f9b\u8ffd\u52a0\u5f0f\u4e8b\u4ef6\u65e5\u5fd7&#xff0c;\u63d0\u4ea4\u524d\u62e6\u622a&#034;\u91cd\u590d\u5931\u8d25\u7684\u4fee\u590d&#034;<\/td>\n<\/tr>\n<tr>\n<td>OMEGA<\/td>\n<td>\u5355\u4e2a MCP \u670d\u52a1\u5668\u66b4\u9732 25 \u4e2a\u8bb0\u5fc6\u5de5\u5177<\/td>\n<\/tr>\n<tr>\n<td>Mnemory<\/td>\n<td>\u652f\u6301\u4e8b\u5b9e\u3001\u504f\u597d\u3001\u60c5\u666f\u7b49\u591a\u7c7b\u578b\u8bb0\u5fc6&#xff0c;\u5e26 TTL \u4e0e\u7528\u6237\/Agent \u4f5c\u7528\u57df<\/td>\n<\/tr>\n<tr>\n<td>Memorix<\/td>\n<td>\u57fa\u4e8e SQLite \u7684\u8de8 Agent \u9879\u76ee\u8bb0\u5fc6&#xff0c;\u533a\u5206\u89c2\u5bdf\u3001\u63a8\u7406\u3001git \u6d3e\u751f\u4e8b\u5b9e\u7b49\u7c7b\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>Claude Code \u4e0e\u7f16\u7a0b Agent \u63d2\u4ef6&#xff1a;\u9879\u76ee\u7ea7\u8bb0\u5fc6<\/h4>\n<p>\u5982\u679c\u4e3b\u529b\u662f Claude Code \u6216\u7c7b\u4f3c\u7f16\u7a0b Agent&#xff0c;\u8fd9\u7c7b&#034;\u8d34\u5730&#034;\u65b9\u6848\u66f4\u7701\u4e8b&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6848\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>Claude-Mem<\/td>\n<td>\u901a\u8fc7 hook \u6355\u83b7\u4f1a\u8bdd\u5e76\u538b\u7f29\u4e3a\u53ef\u68c0\u7d22\u89c2\u5bdf&#xff0c;\u518d\u6ce8\u5165\u540e\u7eed\u4f1a\u8bdd&#xff1b;\u652f\u6301 Claude Code\u3001Codex\u3001Cursor \u7b49\u591a\u4e2a\u5bbf\u4e3b<\/td>\n<\/tr>\n<tr>\n<td>elephant<\/td>\n<td>Claude Code \u63d2\u4ef6&#xff0c;\u628a\u4ed3\u5e93\u7ea7\u8bb0\u5fc6\u63d0\u4ea4\u5230 ELEPHANT.md&#xff0c;\u53e6\u6709\u5168\u5c40\u8de8\u4ed3\u5e93\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>Memov<\/td>\n<td>\u57fa\u4e8e Git \u7684\u53ef\u8ffd\u6eaf\u8bb0\u5fc6\u5c42&#xff0c;\u4e13\u4e3a Claude Code \u8bbe\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>CodeAlmanac<\/td>\n<td>\u4ed3\u5e93\u672c\u5730 Markdown wiki&#xff0c;\u4fdd\u7559\u9879\u76ee\u5bf9\u8bdd\u3001\u51b3\u7b56\u4e0e\u5b9e\u73b0\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td>deja<\/td>\n<td>\u5bf9 20 \u4e2a\u7f16\u7a0b Agent \u5df2\u843d\u76d8\u7684\u4f1a\u8bdd\u8bb0\u5f55\u505a\u4e8b\u540e\u7d22\u5f15&#xff0c;\u672c\u5730 BM25 \u53ec\u56de&#xff0c;\u7d22\u5f15\u65f6\u62b9\u53bb\u51ed\u636e<\/td>\n<\/tr>\n<tr>\n<td>skillmem<\/td>\n<td>\u8bb0\u5f55\u4efb\u52a1&#034;\u600e\u4e48\u89e3\u51b3\u7684&#034;&#xff0c;\u6709\u6548\u6280\u80fd\u5f3a\u5316\u3001\u5176\u4f59\u8870\u51cf&#xff0c;SQLite &#043; FTS5<\/td>\n<\/tr>\n<tr>\n<td>notebook.py<\/td>\n<td>\u5355\u6587\u4ef6 Python \u5de5\u5177&#xff0c;\u628a Claude Code \u4f1a\u8bdd\u8bb0\u5fc6\u5b58\u4e3a\u53ef\u7f16\u8f91 Markdown<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u901a\u7528\u8bb0\u5fc6\u5c42\u4e0e\u5168\u672c\u5730\u65b9\u6848<\/h4>\n<table>\n<tr>\u65b9\u6848\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>Mem0<\/td>\n<td>\u6700\u6d41\u884c\u7684\u901a\u7528\u8bb0\u5fc6\u5c42\u4e4b\u4e00&#xff1b;\u5176 API \u517c\u5bb9\u66ff\u4ee3\u54c1 TeleMem \u4e5f\u4e00\u5e76\u5217\u51fa<\/td>\n<\/tr>\n<tr>\n<td>Hindsight<\/td>\n<td>\u4ece\u4ea4\u4e92\u53cd\u9988\u4e2d\u5b66\u4e60\u3001\u968f\u65f6\u95f4\u63d0\u5347\u53ec\u56de\u8d28\u91cf<\/td>\n<\/tr>\n<tr>\n<td>OpenViking<\/td>\n<td>\u7edf\u4e00\u8bb0\u5fc6\u3001\u77e5\u8bc6 RAG \u4e0e\u6280\u80fd\u7684\u4e0a\u4e0b\u6587\u6570\u636e\u5e93&#xff0c;\u5185\u7f6e MCP \u670d\u52a1\u5668<\/td>\n<\/tr>\n<tr>\n<td>Zep (Graphiti)<\/td>\n<td>\u5b9e\u65f6\u65f6\u5e8f\u77e5\u8bc6\u56fe\u8c31<\/td>\n<\/tr>\n<tr>\n<td>Letta (\u524d MemGPT)<\/td>\n<td>\u5206\u5c42\u8bb0\u5fc6\u7684\u72b6\u6001\u5316 Agent \u5e73\u53f0&#xff0c;\u53ef\u81ea\u6211\u6539\u8fdb<\/td>\n<\/tr>\n<tr>\n<td>TencentDB Agent Memory<\/td>\n<td>4 \u5c42\u6e10\u8fdb\u5f0f\u7ba1\u7ebf&#xff0c;\u96f6\u5916\u90e8 API \u4f9d\u8d56&#xff0c;\u5b8c\u5168\u672c\u5730<\/td>\n<\/tr>\n<tr>\n<td>Compartment<\/td>\n<td>\u79bb\u7ebf\u3001\u9759\u6001\u52a0\u5bc6\u7684\u5411\u91cf\u8bb0\u5fc6&#xff0c;\u652f\u6301 MCP \/ Python \/ CLI<\/td>\n<\/tr>\n<tr>\n<td>Mem9<\/td>\n<td>\u9762\u5411 OpenClaw \u7b49\u7f16\u7a0b Agent \u7684\u672c\u5730\u79c1\u6709\u8bb0\u5fc6\u4e2d\u67a2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4a1; \u9009\u578b\u63d0\u793a&#xff1a;\u6e05\u5355\u5bf9\u6bcf\u4e2a\u65b9\u6848\u90fd\u6807\u6ce8\u4e86 code \/ docs \/ paper \/ blog \u94fe\u63a5&#xff0c;\u4e14\u63cf\u8ff0\u4fdd\u6301\u5ba2\u89c2\u4e8b\u5b9e\u53e3\u5f84&#xff0c;\u65b9\u4fbf\u4f60\u6a2a\u5411\u5bf9\u6bd4\u540e\u518d\u505a\u51b3\u5b9a\u3002<\/p>\n<h3>\u2696\ufe0f 5 \u6b65\u9009\u51fa\u9002\u5408\u7684 Agent \u8bb0\u5fc6\u65b9\u6848<\/h3>\n<li>\u5148\u5b9a&#034;\u8bb0\u4ec0\u4e48&#034;&#xff1a;\u4f1a\u8bdd\u4e8b\u5b9e\u3001\u7528\u6237\u504f\u597d\u3001\u4ee3\u7801\u51b3\u7b56\u3001\u8fd8\u662f\u9879\u76ee\u77e5\u8bc6&#xff1f;\u7c7b\u578b\u4e0d\u540c&#xff0c;\u9002\u914d\u7684\u5b58\u50a8\u7ed3\u6784&#xff08;KV\u3001SQLite\u3001Markdown\u3001\u56fe\u8c31&#xff09;\u5b8c\u5168\u4e0d\u540c&#xff1b;<\/li>\n<li>\u51b3\u5b9a\u672c\u5730\u8fd8\u662f\u4e91\u7aef&#xff1a;\u654f\u611f\u9879\u76ee\u4f18\u5148 local-first \u65b9\u6848&#xff08;\u5982 TencentDB Agent Memory\u3001Compartment\u3001OpenMemory&#xff09;&#xff0c;\u56e2\u961f\u5171\u4eab\u573a\u666f\u518d\u8003\u8651\u6258\u7ba1\u670d\u52a1&#xff1b;<\/li>\n<li>\u770b\u96c6\u6210\u534f\u8bae&#xff1a;MCP \u670d\u52a1\u5668\u63a5\u5165\u9762\u6700\u5e7f&#xff1b;hook \/ \u63d2\u4ef6\u7c7b\u4e0e\u7279\u5b9a\u5bbf\u4e3b&#xff08;Claude Code\u3001Cursor&#xff09;\u7ed1\u5b9a\u66f4\u6df1\u4f46\u4f53\u9a8c\u66f4\u987a\u6ed1&#xff1b;<\/li>\n<li>\u67e5\u53ec\u56de\u7b56\u7565&#xff1a;\u7eaf\u5411\u91cf\u3001BM25 \u8fd8\u662f\u6df7\u5408\u68c0\u7d22&#xff1f;\u662f\u5426\u652f\u6301\u65f6\u95f4\u8870\u51cf\u3001\u6eaf\u6e90\u4e0e\u66f4\u6b63&#xff1f;\u6e05\u5355\u4e2d\u591a\u6570\u65b9\u6848\u4f1a\u660e\u786e\u8bf4\u660e&#xff1b;<\/li>\n<li>\u7528\u57fa\u51c6\u9a8c\u8bc1&#xff1a;\u522b\u53ea\u770b\u5ba3\u4f20\u6570\u5b57&#xff0c;\u9009\u4e00\u4e2a\u57fa\u51c6\u5b9e\u6d4b&#xff08;\u89c1\u4e0b\u4e00\u8282&#xff09;\u3002<\/li>\n<h3>&#x1f4cf; \u57fa\u51c6\u4e0e\u7efc\u8ff0&#xff1a;\u5982\u4f55\u68c0\u9a8c\u8bb0\u5fc6\u662f\u5426\u771f\u7684\u6709\u6548<\/h3>\n<p>\u6e05\u5355\u7684\u57fa\u51c6\u677f\u5757&#xff08;README.md&#xff09;\u6309\u7eaf\u6587\u672c\u3001\u591a\u6a21\u6001\u3001\u52a8\u6001\u73af\u5883\u4e09\u7c7b\u7ec4\u7ec7&#xff0c;\u65b0\u624b\u5efa\u8bae\u4ece\u8fd9\u51e0\u4e2a\u5165\u624b&#xff1a;<\/p>\n<table>\n<tr>\u57fa\u51c6\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>Agent Memory Leaderboard<\/td>\n<td>\u516c\u5f00\u8bc4\u6d4b\u5e73\u53f0&#xff0c;\u6587\u672c\u8bb0\u5fc6\u4e0e\u7f16\u7a0b Agent \u8bb0\u5fc6\u53cc\u8d5b\u9053<\/td>\n<\/tr>\n<tr>\n<td>LongMemEval<\/td>\n<td>\u804a\u5929\u52a9\u624b\u957f\u671f\u4ea4\u4e92\u8bb0\u5fc6\u7684\u6807\u51c6\u8bc4\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>LoCoMo<\/td>\n<td>\u8d85\u957f\u671f\u5bf9\u8bdd\u8bb0\u5fc6\u7684\u7ecf\u5178\u6570\u636e\u96c6<\/td>\n<\/tr>\n<tr>\n<td>BEAM<\/td>\n<td>\u767e\u4e07 Token \u7ea7\u957f\u7a0b\u8bb0\u5fc6\u538b\u529b\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>HaluMem<\/td>\n<td>\u4e13\u95e8\u8bc4\u6d4b\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5e7b\u89c9\u95ee\u9898<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u60f3\u7cfb\u7edf\u6027\u5165\u95e8&#xff0c;\u53ef\u770b Tutorials \u533a\u7684 Agent Memory Techniques&#xff08;30 \u4e2a\u53ef\u8fd0\u884c Jupyter notebook&#xff09;\u548c 20&#043; \u7bc7 Surveys \u7efc\u8ff0&#xff08;README.md&#xff09;&#xff1b;\u6e05\u5355\u672c\u8eab\u4e5f\u6e90\u81ea\u7ef4\u62a4\u8005\u7684 SIGIR-AP 2025 \u6559\u7a0b\u300aConversational Agents: From RAG to LTM\u300b\u3002<\/p>\n<h3>&#x1f512; \u8bb0\u5fc6\u5b89\u5168\u4e0e\u9879\u76ee\u7ec6\u8282<\/h3>\n<ul>\n<li>\u5b89\u5168\u677f\u5757&#xff08;README.md&#xff09;\u6536\u5f55\u4e86\u8bb0\u5fc6\u6295\u6bd2\u653b\u9632\u7814\u7a76&#xff0c;\u5982 OWASP \u7684 Agent Memory Guard \u8fd0\u884c\u65f6\u9632\u5fa1\u5c42\u2014\u2014\u7ed9 Agent \u4e0a\u8bb0\u5fc6\u524d&#xff0c;\u503c\u5f97\u5148\u770b\u4e00\u773c&#034;\u600e\u4e48\u9632&#034;&#xff1b;<\/li>\n<li>&#x1f4dc; \u8bb8\u53ef\u4e0e\u5f15\u7528&#xff1a;\u9879\u76ee\u91c7\u7528 Apache 2.0&#xff08;LICENSE&#xff09;&#xff0c;\u5f15\u7528\u5143\u6570\u636e\u5728 CITATION.cff&#xff1b;<\/li>\n<li>&#x1f91d; \u8d21\u732e\u6307\u5357\u89c1 CONTRIBUTING.md&#xff0c;\u6b22\u8fce\u63d0\u4ea4\u65b0\u6761\u76ee\u3001\u4fee\u6b63\u94fe\u63a5&#xff1b;<\/li>\n<li>&#x1f4c8; star \u5386\u53f2\u56fe\u7531 scripts\/gen_star_history.py \u6bcf\u5468\u81ea\u52a8\u751f\u6210&#xff0c;\u6392\u540d\u6821\u9a8c\u903b\u8f91\u5728 scripts\/check_star_order.py&#xff0c;\u4fdd\u8bc1\u699c\u5355\u6392\u5e8f\u5ba2\u89c2\u53ef\u4fe1\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;\u7ed9 Agent \u88c5\u8bb0\u5fc6&#xff0c;\u5148\u67e5 Awesome-Agent-Memory\u2014\u2014\u6309&#034;\u5f62\u6001&#xff08;MCP \/ \u63d2\u4ef6 \/ \u5e93&#xff09;\u2192 \u90e8\u7f72\u4f4d\u7f6e&#xff08;\u672c\u5730 \/ \u4e91\u7aef&#xff09;\u2192 \u68c0\u7d22\u7b56\u7565&#034;\u4e09\u6b65\u8fc7\u6ee4&#xff0c;\u57fa\u672c\u5c31\u80fd\u5728 100&#043; 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