From 16d989bbcded22e432e1ca682a7c4979f0be72c7 Mon Sep 17 00:00:00 2001
From: Parth Sharma <109902593+parthshr370@users.noreply.github.com>
Date: Mon, 15 Dec 2025 22:03:23 +0530
Subject: [PATCH] [docs] Series of docs for mem0-mcp (#3831)
---
.../frameworks/gemini-3-with-mem0-mcp.mdx | 18 +-
docs/core-concepts/memory-operations/add.mdx | 4 +
.../memory-operations/delete.mdx | 4 +
.../memory-operations/search.mdx | 4 +
.../memory-operations/update.mdx | 4 +
docs/docs.json | 15 +-
docs/images/smithery-mem0-mcp.png | Bin 0 -> 435911 bytes
docs/integrations.mdx | 10 +
docs/integrations/camel-ai.mdx | 144 ++++++++++
docs/platform/features/mcp-integration.mdx | 249 ++++++++++++++++++
docs/platform/features/platform-overview.mdx | 4 +-
docs/platform/mem0-mcp.mdx | 232 ++++++++++++++++
docs/platform/overview.mdx | 5 +-
docs/platform/quickstart.mdx | 4 +
14 files changed, 679 insertions(+), 18 deletions(-)
create mode 100644 docs/images/smithery-mem0-mcp.png
create mode 100644 docs/integrations/camel-ai.mdx
create mode 100644 docs/platform/features/mcp-integration.mdx
create mode 100644 docs/platform/mem0-mcp.mdx
diff --git a/docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx b/docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx
index 928a713c2..de51f1e2f 100644
--- a/docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx
+++ b/docs/cookbooks/frameworks/gemini-3-with-mem0-mcp.mdx
@@ -6,7 +6,7 @@ description: "Create snappy, smart, memory-aware agents by pairing Gemini 3 with
Gemini 3, when paired with mem0-mcp-server, works in synergy to create snappy, smart, memory-aware agents.
- You'll build a Gemini 3 agent that automatically stores user preferences and retrieves relevant context without manual memory management.
+ This is the primary example of MCP integration - the same patterns work with Claude Desktop, Cursor, or any MCP-compatible client.
## MCP Server Tools
@@ -232,15 +232,15 @@ You've successfully built a Gemini 3 agent with persistent memory using Mem0's M
\ No newline at end of file
diff --git a/docs/core-concepts/memory-operations/add.mdx b/docs/core-concepts/memory-operations/add.mdx
index 43d478f8f..e20086327 100644
--- a/docs/core-concepts/memory-operations/add.mdx
+++ b/docs/core-concepts/memory-operations/add.mdx
@@ -157,6 +157,10 @@ Add memory whenever your agent learns something useful:
- A new entity is introduced
- A user gives feedback or clarification
+
+ **MCP Alternative**: With Mem0 MCP, AI agents can add memories automatically based on context.
+
+
Storing this context allows the agent to reason better in future interactions.
diff --git a/docs/core-concepts/memory-operations/delete.mdx b/docs/core-concepts/memory-operations/delete.mdx
index c96e1014e..4e55a4b9a 100644
--- a/docs/core-concepts/memory-operations/delete.mdx
+++ b/docs/core-concepts/memory-operations/delete.mdx
@@ -154,6 +154,10 @@ memory.delete_all(user_id="alice")
- Clean up memories after session expiration or retention deadlines.
- Comply with privacy legislation (GDPR, CCPA) and internal policies.
+
+ **MCP Alternative**: With Mem0 MCP, AI agents can delete their own memories when data becomes irrelevant or at user request.
+
+
## Method comparison
| Method | Use when | IDs required | Filters |
diff --git a/docs/core-concepts/memory-operations/search.mdx b/docs/core-concepts/memory-operations/search.mdx
index 0d7f0cf4c..e4fa9f9ef 100644
--- a/docs/core-concepts/memory-operations/search.mdx
+++ b/docs/core-concepts/memory-operations/search.mdx
@@ -213,6 +213,10 @@ client.search("preferences", filters={
- **Tune parameters**: Adjust `top_k` for result count, `threshold` for relevance cutoff
- **Enable reranking**: Use `rerank=True` (default) when you have a reranker configured
+
+ **MCP Alternative**: With Mem0 MCP, AI agents can search their own memories proactively when needed.
+
+
### More Details
For the full list of filter logic, comparison operators, and optional search parameters, see the
diff --git a/docs/core-concepts/memory-operations/update.mdx b/docs/core-concepts/memory-operations/update.mdx
index 0dea0752c..b53b6b562 100644
--- a/docs/core-concepts/memory-operations/update.mdx
+++ b/docs/core-concepts/memory-operations/update.mdx
@@ -134,6 +134,10 @@ memory.update(
- Immutable memories must be deleted and re-added instead of updated.
- Pair updates with feedback signals (thumbs up/down) to self-heal memories automatically.
+
+ **MCP Alternative**: With Mem0 MCP, AI agents can update their own memories when users correct information.
+
+
## Managed vs OSS differences
| Capability | Mem0 Platform | Mem0 OSS |
diff --git a/docs/docs.json b/docs/docs.json
index 5befd49e5..302b151a3 100644
--- a/docs/docs.json
+++ b/docs/docs.json
@@ -9,6 +9,11 @@
"dark": "#9C58FA"
},
"favicon": "/logo/favicon.png",
+ "logo": {
+ "light": "/logo/light.svg",
+ "dark": "/logo/dark.svg",
+ "href": "https://app.mem0.ai/"
+ },
"navigation": {
"versions": [
{
@@ -36,6 +41,7 @@
"icon": "rocket",
"pages": [
"platform/overview",
+ "platform/mem0-mcp",
"platform/platform-vs-oss",
"platform/quickstart"
]
@@ -97,7 +103,8 @@
"pages": [
"platform/features/webhooks",
"platform/features/feedback-mechanism",
- "platform/features/group-chat"
+ "platform/features/group-chat",
+ "platform/features/mcp-integration"
]
}
]
@@ -383,6 +390,7 @@
"integrations/crewai",
"integrations/autogen",
"integrations/agno",
+ "integrations/camel-ai",
"integrations/openai-agents-sdk",
"integrations/google-ai-adk",
"integrations/mastra",
@@ -724,11 +732,6 @@
}
]
},
- "logo": {
- "light": "/logo/light.svg",
- "dark": "/logo/dark.svg",
- "href": "https://app.mem0.ai/"
- },
"background": {
"color": {
"light": "#fff",
diff --git a/docs/images/smithery-mem0-mcp.png b/docs/images/smithery-mem0-mcp.png
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