Add multimodal lifelong memory to MCP and Python agents with SimpleMem SKILL.md skillA
Add multimodal lifelong memory to MCP and Python agents with SimpleMem from agentskillexchange/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agentskillexchange/skills/Add multimodal lifelong memory to MCP and Python agents with SimpleMem@git:20260710.62afd0fPins git:20260710.62afd0f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agentskillexchange/skills
- Path
skills/add-multimodal-lifelong-memory-to-mcp-and-python-agents-with-simplemem/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260710.62afd0f, committed Jul 10, 2026
- First version recorded
- Jul 10, 2026
- Size
- 2,459 bytes
- Repository stars
- 62
- License
- MIT
Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Add multimodal lifelong memory to MCP and Python agents with SimpleMem Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations. ## Prerequisites SimpleMem Python package or MCP server, MCP-capable client or Python agent runtime, source memory data, and configured model/embedding dependencies for the selected backend ## Installation Use the upstream install or setup path that matches your environment: - git clone https://github.com/aiming-lab/SimpleMem.git - pip install -r requirements.txt - pip install -e . # default: text + multimodal + evolver - pip install -e ".[server]" # + MCP / HTTP server (mcp, fastapi, ...) Requirements and caveats from upstream: - <p><b>Works with any AI platform that supports MCP (text memory) or Python integration (full multimodal)</b></p> - <a href="https://pypi.org/project/simplemem/"><img src="https://img.shields.io/pypi/pyversions/simplemem?style=flat&label=python&labelColor=555&color=3775A9&logo=python&logoColor=white" alt="Python"></a> - python Basic usage or getting-started notes: …
Read the whole file at its exact version.
How to install
mdr add agentskillexchange/skills/Add multimodal lifelong memory to MCP and Python agents with SimpleMem@sha256:4e2609a9aa004a77The line at the top of this page pins the label git:20260710.62afd0f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_bayyv5jeeifvfp4y)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Jul 10, 2026. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260710.62afd0f latest | 2026-07-10 | 62afd0f | 2,459 B | A | view · diff |
| git:20260710.2925510 | 2026-07-10 | 2925510 | 1,825 B | B | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2459 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
agentskillexchange/skills · 62 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bayyv5jeeifvfp4y GET https://markdownregistry.com/api/v1/resolve?ref=agentskillexchange/skills/Add multimodal lifelong memory to MCP and Python agents with SimpleMem GET https://markdownregistry.com/api/v1/blob/4e2609a9aa004a7721fef90dc3913bc58722e03efbe13d163802647e52e8c400
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.