memesh SKILL.md skillA

memesh from pcircle-ai/memesh is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pcircle-ai/memesh/memesh@git:20261102.6ffb608

Pins git:20261102.6ffb608 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pcircle-ai/memesh
Path
skills/memesh/SKILL.md
Versions recorded
40
Latest version
git:20261102.6ffb608, committed Nov 2, 2026
First version recorded
Aug 31, 2026
Size
30,127 bytes
Repository stars
16
License
MIT

Use MeMesh to remember, recall, and manage AI knowledge across sessions, and to exchange task-focused messages with local agents. Triggers when the user asks to remember something, recall past decisions, forget outdated info, learn from mistakes, analyze work patterns, contact another agent, or handle a memesh_message or memesh_message_notice notification. Also triggers when the user asks "what do you remember", "where did we leave off", or wants to catch up on a project; when a session starts…

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

# MeMesh — AI Memory Management

Persistent memory for AI agents. Load the saved project context at session start so decisions and relevant work history need less rediscovery; verify any handoff against current files and the user's request.

## How to Access (auto-detect)

```
1. MCP tools available? (remember, recall, forget, learn in your tool list)
   → YES: use MCP tools directly (fastest, structured I/O)
   → NO: continue to step 2

2. CLI available? Run: memesh status
   → Works: use CLI commands below
   → "command not found": Run: npx @pcircle/memesh status
   → Works: use npx @pcircle/memesh <command> for all commands below
```

All examples below use CLI. MCP tools accept the same parameters as JSON objects.

Over MCP, `remember`, `learn` and `recall` also take `project`: a project id, or `false` for a memory that belongs to no project. Omitted, the call uses the project the session is bound to (the client's workspace root, or `MEMESH_PROJECT_ROOT`); a call that needs a project and finds none is refused with `workspace_unavailable`.

## All 12 MCP tools

| Tool | Purpose |
|---|---|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pcircle-ai/memesh/memesh@sha256:ddba4b49790e7c31

The line at the top of this page pins the label git:20261102.6ffb608, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_i25v7din5wpxy4id.svg)](https://markdownregistry.com/a/art_i25v7din5wpxy4id)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 40 versions of this file, between Aug 31, 2026 and Nov 2, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261102.6ffb608 latest2026-11-02 6ffb608 30,127 BA view · diff
git:20261101.57f02f82026-11-01 57f02f8 29,878 BA view · diff
git:20261101.f3ba3a22026-11-01 f3ba3a2 28,717 BA view · diff
git:20261018.647f1ff2026-10-18 647f1ff 28,369 BA view · diff
git:20261018.e1a32332026-10-18 e1a3233 28,368 BA view · diff
git:20261018.8ee64bd2026-10-18 8ee64bd 28,009 BA view · diff
git:20261006.05acbaa2026-10-06 05acbaa 27,019 BA view · diff
git:20261005.4a6ca922026-10-05 4a6ca92 26,707 BA view · diff
git:20261005.7d0829f2026-10-05 7d0829f 26,470 BA view · diff
git:20261005.1733efc2026-10-05 1733efc 26,021 BA view · diff
git:20261005.c72cab92026-10-05 c72cab9 25,854 BA view · diff
git:20261004.74b9da92026-10-04 74b9da9 25,745 BA view · diff
git:20260928.c6da01e2026-09-28 c6da01e 24,457 BA view · diff
git:20260928.f323e3d2026-09-28 f323e3d 23,593 BA view · diff
git:20260928.cc34a742026-09-28 cc34a74 23,582 BA view · diff
git:20260928.9eefa342026-09-28 9eefa34 23,564 BA view · diff
git:20260927.84075592026-09-27 8407559 23,553 BA view · diff
git:20260927.de6143a2026-09-27 de6143a 23,595 BA view · diff
git:20260925.0f972ce2026-09-25 0f972ce 23,234 BA view · diff
git:20260924.6aaf3172026-09-24 6aaf317 22,696 BA view · diff
git:20260921.66880592026-09-21 6688059 21,850 BA view · diff
git:20260921.ade53192026-09-21 ade5319 21,665 BA view · diff
git:20260921.fd9cdd02026-09-21 fd9cdd0 21,453 BA view · diff
git:20260920.310bae12026-09-20 310bae1 21,331 BA view · diff
git:20260912.b81f87a2026-09-12 b81f87a 20,669 BA view · diff
git:20260912.2b4cdba2026-09-12 2b4cdba 20,532 BA view · diff
git:20260912.d868cd82026-09-12 d868cd8 20,479 BA view · diff
git:20260912.0b7afce2026-09-12 0b7afce 20,428 BA view · diff
git:20260912.475822c2026-09-12 475822c 20,238 BA view · diff
git:20260912.0100b9c2026-09-12 0100b9c 19,225 BA view · diff
git:20260907.2e0f6b32026-09-07 2e0f6b3 19,172 BA view · diff
git:20260907.fe7161c2026-09-07 fe7161c 18,928 BA view · diff
git:20260907.d4abc1c2026-09-07 d4abc1c 18,513 BA view · diff
git:20260907.7ee79612026-09-07 7ee7961 18,244 BA view · diff
git:20260906.50bf2392026-09-06 50bf239 18,099 BA view · diff
git:20260903.9ffcbc02026-09-03 9ffcbc0 17,731 BA view · diff
git:20260902.b37ab622026-09-02 b37ab62 17,535 BA view · diff
git:20260901.0457e812026-09-01 0457e81 17,342 BA view · diff
git:20260901.978dbc72026-09-01 978dbc7 17,217 BA view · diff
git:20260831.abb0ae12026-08-31 abb0ae1 16,352 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (30127 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

GitHub

pcircle-ai/memesh · 16 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_i25v7din5wpxy4id
GET https://markdownregistry.com/api/v1/resolve?ref=pcircle-ai/memesh/memesh
GET https://markdownregistry.com/api/v1/blob/ddba4b49790e7c31c378ae55a013164cdbbf43a9d03c7d8eafd74a9f2fee8705

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.

More from pcircle-ai/memesh

AGENTS.md AGENTS.md file
pcircle-ai/memesh · AGENTS.md
git:20261102.6ffb608 · audit A · 16 stars
CLAUDE.md CLAUDE.md file
pcircle-ai/memesh · CLAUDE.md
git:20261018.647f1ff · audit A · 16 stars
memesh-review SKILL.md skill
pcircle-ai/memesh · skills/memesh-review/SKILL.md · Review and optimize the MeMesh memory database. Analyzes health score, finds stale or noisy memories, shows work…
git:20261018.647f1ff · audit A · 16 stars

Every file in pcircle-ai/memesh

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