MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Load the Nowledge Mem Working Memory briefing at Proma session start, after a break, or when recent context would help the current task.
Install Read Working Memory
$ npx skills add nowledge-co/community --skill read-working-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nowledge-co/community read-working-memory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .claude/skills/read-working-memory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .claude/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memoryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add nowledge-co/community --skill read-working-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nowledge-co/community read-working-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .agents/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .agents/skills/read-working-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .agents/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nowledge-co/community --skill read-working-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nowledge-co/community read-working-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .cursor/skills/read-working-memory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .cursor/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/nowledge-co/community.git --path nowledge-mem-proma-plugin/skills/read-working-memory--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add nowledge-co/community --skill read-working-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nowledge-co/community read-working-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .gemini/skills/read-working-memory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .gemini/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install nowledge-co/community read-working-memoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add nowledge-co/community --skill read-working-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .github/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .github/skills/read-working-memory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .github/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nowledge-co/community --skill read-working-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nowledge-co/community read-working-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/nowledge-mem-proma-plugin/skills/read-working-memory .opencode/skills/read-working-memory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "read-working-memory" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-proma-plugin/skills/read-working-memory into .opencode/skills/read-working-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "read-working-memory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
read-working-memory- GitHub stars
- 185
- Token cost
- ~661 tokens
- SKILL.md length
- 313 words
- Files
- 1
- Skills in repo
- 52
- Repo updated
- First seen
- Licence
- None found
At a glance
Load the Nowledge Mem Working Memory briefing at Proma session start, after a break, or when recent context would help the current task.
- Works in 5 steps: Read Context Bundle or Working Memory… → Reference context naturally — "you were… → If Context Bundle was already loaded and… → …
- Agent Workflows work in your project
- SKILL.md covers When to Use, Usage, Content and Guidance, plus 1 more section
- Calls pip
What it does
Read Working Memory is an agent skill from nowledge-co/community. Load the Nowledge Mem Working Memory briefing at Proma session start, after a break, or when recent context would help the current task.
Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. It works with Model Context Protocol. The repository describes itself as: Community Repo for Nowledge Labs Products.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/read-working-memory”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read Context Bundle or Working Memory once at session start — don't re-read every turn
- Reference context naturally — "you were working on X" not "your working memory shows X"
- If Context Bundle was already loaded and includes Working Memory, do not read Working Memory again
- Share only pertinent parts; don't dump the entire briefing
- Cross-tool continuity: insights from Codex, Claude Code, or other tools also appear here
What it can do on your machine
Read from SKILL.md and the folder at commit 0567734. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Read Working Memory loads about 661 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 313 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 313 words (~661 tokens).
“Read Context Bundle for full Proma startup context when available: owner identity, AI Identity, active scope, active rules, and Working Memory. Read Working Memory alone when you only need current priorities.”
- name
- read-working-memory
Files
Just SKILL.md in nowledge-mem-proma-plugin/skills/read-working-memory of nowledge-co/community.
Open the folder on GitHubat commit 0567734
Compare with similar skills
Read Working Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Read Working Memory this skillnowledge-co/community | 185 | — | ~661 | Automated safety check: Pass | None | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Fastmcp Client CLIPrefectHQ/fastmcp | 28k | 1 repos | ~823 | Automated safety check: Pass | Apache-2.0 | |
| MemPalace Memory SearchMemPalace/mempalace | 59k | — | ~1.4k | Automated safety check: Pass | MIT |
Similar skills
- Official
MCP Server Builder
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
- Official
MCP Integration for Plugins
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
Fastmcp Client CLI
PrefectHQ/fastmcp
Query and invoke tools on MCP servers using fastmcp list and fastmcp call.
MemPalace Memory Search
MemPalace/mempalace
Mines project files and conversation exports into a local, searchable memory palace and recalls past work by semantic search through the mempalace CLI.
Crush Configuration
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
More from nowledge-co/community
All 52 skills in this repoSave Thread
nowledge-co/community
Save the current Codex session so the user can find it later or resume from another tool.
Check Integration
nowledge-co/community
Check Nowledge Mem setup, detect your agent, and guide native connector setup.
Distill Memory
nowledge-co/community
Save key decisions, procedures, or learnings so the user never has to rediscover them.
Explore Graph
nowledge-co/community
Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their…
Save Handoff
nowledge-co/community
Save a concise handoff summary between OpenHands worker agents or when the user explicitly requests a task checkpoint.
Save Thread
nowledge-co/community
Save the real Claude Code or Grok Build session messages only when the user explicitly requests it.
Related
Works with
Categories
Questions about Read Working Memory
What does Read Working Memory do?
Load the Nowledge Mem Working Memory briefing at Proma session start, after a break, or when recent context would help the current task. Read Working Memory is an agent skill from nowledge-co/community. Load the Nowledge Mem Working Memory briefing at Proma session start, after a break, or when recent context would help the current task.
When should I use Read Working Memory?
Read Working Memory fits situations like: agent Workflows work in your project.
How do I install Read Working Memory in Claude Code?
Run `npx skills add nowledge-co/community --skill read-working-memory -a claude-code`. Or copy the skill folder (nowledge-mem-proma-plugin/skills/read-working-memory in nowledge-co/community) into .claude/skills/read-working-memory in your project. Claude Code loads it when a task matches its description.
How do I install Read Working Memory in Codex?
Run `npx skills add nowledge-co/community --skill read-working-memory -a codex`. Or copy the skill folder (nowledge-mem-proma-plugin/skills/read-working-memory in nowledge-co/community) into .agents/skills/read-working-memory in your project. Codex loads it when a task matches its description.
Can I use Read Working Memory in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nowledge-co/community --skill read-working-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/read-working-memory, .gemini/skills/read-working-memory, .github/skills/read-working-memory and .opencode/skills/read-working-memory in your project.
What does Read Working Memory need to run?
Going by SKILL.md and its folder, Read Working Memory needs the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Read Working Memory access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Read Working Memory safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Read Working Memory use?
No licence was found for Read Working Memory or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Read Working Memory use?
About 661 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Read Working Memory?
Skills that share tags, products or a category with Read Working Memory: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Fastmcp Client CLI (PrefectHQ/fastmcp, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Read Working Memory?
nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 185 GitHub stars. The repository holds 52 skills in this directory. The repository was last updated on October 8, 2026.
Source: nowledge-co/community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.