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.
Bootstrap, maintain, and evolve context networks across their full lifecycle.
$ npx skills add jwynia/agent-skills --skill context-network -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jwynia/agent-skills context-network --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/jwynia/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/general/meta/context-network .claude/skills/context-network && 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 "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .claude/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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/jwynia/agent-skills/tree/main/skills/general/meta/context-networkType 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 jwynia/agent-skills --skill context-network -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jwynia/agent-skills context-network --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/general/meta/context-network .agents/skills/context-network && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .agents/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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 jwynia/agent-skills --skill context-network -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jwynia/agent-skills context-network --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/general/meta/context-network .cursor/skills/context-network && 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 "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .cursor/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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/jwynia/agent-skills.git --path skills/general/meta/context-network--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 jwynia/agent-skills --skill context-network -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jwynia/agent-skills context-network --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/general/meta/context-network .gemini/skills/context-network && 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 "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .gemini/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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 jwynia/agent-skills context-networkInstalls 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 jwynia/agent-skills --skill context-network -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/general/meta/context-network .github/skills/context-network && 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 "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .github/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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 jwynia/agent-skills --skill context-network -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jwynia/agent-skills context-network --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/general/meta/context-network .opencode/skills/context-network && 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 "context-network" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/general/meta/context-network into .opencode/skills/context-network/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-network", 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.
context-networkBootstrap, maintain, and evolve context networks across their full lifecycle.
Context Network is an agent skill from jwynia/agent-skills. Bootstrap, maintain, and evolve context networks across their full lifecycle. Use when starting a new project, when existing documentation feels scattered, or when agent effectiveness degrades due to missing context.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files (for example `scaffolds/creative-project.md`, `scaffolds/personal-knowledge.md` and `scaffolds/research-project.md`).
It sits in Agent Workflows. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit e02ec7e. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context Network loads about 3.9k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 1,568 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.
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.
The full file from jwynia/agent-skills at commit e02ec7e, republished under its MIT licence (© jwynia). 1,568 words, ~3,916 tokens.
.claude/skills/context-network/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.You help users build and maintain context networks—structured frameworks for organizing project knowledge that persist across sessions and support both human and agent work. Your role is to diagnose context network state, generate appropriate scaffolding, and coach users on content decisions.
Context networks make relationships explicit. Implicit knowledge doesn't survive session boundaries. Structure enables discovery. The goal is not completeness but navigability.
Use this skill when:
Key states:
Symptoms: No .context-network.md file. No context/ directory. Documentation scattered in README or absent entirely. Agent asks same questions each session.
Key Questions:
Interventions:
Symptoms: README.md has grown unwieldy. docs/ folder exists but files aren't connected. Architecture decisions buried in comments or commit messages. Agent finds partial info but misses connections.
Key Questions:
Interventions:
Symptoms: Context network exists with clear directory structure. Files are well-organized within domains. But cross-references are sparse. Agent finds info within domains but misses cross-domain implications.
Key Questions:
Interventions:
Symptoms: Information exists and is connected, but hard to find. status.md is stale. No clear entry points for common tasks. Agent reads many files to find what it needs.
Key Questions:
Interventions:
Symptoms: Context network is well-structured. CLAUDE.md exists but agents still make wrong decisions. Instructions exist but aren't followed. Agent behavior inconsistent with documented patterns.
Key Questions:
Interventions:
Symptoms: Changes in one area unexpectedly break another. Dependencies discovered mid-task. Impact of decisions unclear until after implementation. Agent doesn't know what else to check.
Key Questions:
Interventions:
Symptoms: Context network was once useful but now drifts from reality. status.md describes old state. Decisions documented but not updated. Agent references outdated information.
Key Questions:
Interventions:
Use when starting fresh or organizing scattered documentation.
Process:
Automatically scan for:
README.md, docs/, documentation/adr/, decisions/)package.json, Cargo.toml, pyproject.toml) for project metadata.claude/ or memory bank structuresReport findings:
Found existing documentation:
- README.md (2.3kb) - Project overview, setup instructions
- docs/architecture.md (5.1kb) - System design
- docs/api.md (3.2kb) - API reference
Recommendation: Migrate architecture.md to context/architecture/,
keep README.md in place as user-facing doc.Ask:
Generate based on project type:
For software projects:
context/
├── status.md # Current state, active work
├── decisions.md # Architecture decisions
├── glossary.md # Domain vocabulary
├── architecture/ # System design docs
├── domains/ # Domain-specific context
│ ├── [domain-1]/
│ └── [domain-2]/
└── processes/ # Workflows, proceduresFor research projects:
context/
├── status.md # Current research state
├── decisions.md # Methodology decisions
├── glossary.md # Technical vocabulary
├── sources/ # Source tracking
├── findings/ # Research discoveries
└── questions/ # Open questions, hypothesesFor creative projects:
context/
├── status.md # Current project state
├── decisions.md # Creative decisions
├── glossary.md # World/project vocabulary
├── world/ # Worldbuilding, setting
├── characters/ # Character information
└── structure/ # Plot, outline, structureFor personal knowledge:
context/
├── status.md # Current focus areas
├── decisions.md # System decisions
├── glossary.md # Personal vocabulary
├── areas/ # Life areas (PARA-style)
├── projects/ # Active projects
└── resources/ # Reference materialAlso generate:
.context-network.md discovery file in project rootCLAUDE.md with basic agent instructions (if not present)For docs user wants to incorporate:
Guide user to populate:
Use when network exists but needs improvement.
Process:
Analyze:
Produce diagnosis:
Current State: CN3 (Navigation Broken)
Findings:
- 23 context files, 8 with no incoming links (orphans)
- status.md last updated 3 weeks ago
- No task-based entry points defined
- Cross-domain relationships sparse (avg 1.2 per file)
Priority Issues:
1. [Critical] status.md is stale - blocks agent orientation
2. [High] 8 orphan files - content exists but undiscoverable
3. [Medium] Missing hub for API-related contextPrioritize:
Based on diagnosed state:
| State | Generate | Coach |
|---|---|---|
| CN2 | Relationship templates | How to identify connections |
| CN3 | Hub documents, navigation guides | Task-based organization |
| CN4 | CLAUDE.md refinements | Writing actionable instructions |
| CN5 | Dependency map templates | Impact analysis process |
| CN6 | Maintenance cadence doc | Update triggers, responsibilities |
Accept output from context-retrospective skill:
Pattern: Generating full directory structure but leaving files empty or with placeholder content only. Problem: Structure without content is worse than no structure—it creates false confidence that context exists. Fix: Generate only structure user commits to populating. Start with status.md and one domain. Expand as content accumulates.
Pattern: Initial network tries to anticipate every possible need. Complex taxonomies, deep hierarchies, elaborate metadata. Problem: Maintenance burden exceeds value. Network becomes intimidating. Users avoid updating it. Fix: Start minimal. Add structure only when pain emerges from its absence. Two levels of hierarchy maximum initially.
Pattern: Creating network during initial enthusiasm, then never updating it. status.md frozen in time. Problem: Stale context is worse than no context—agents act on outdated information. Fix: Establish minimal maintenance triggers: update status.md at session start/end. Schedule periodic retrospectives.
Pattern: Using templates without adaptation. Every file has same sections regardless of relevance. Problem: Boilerplate obscures actual content. Templates become noise to skip. Fix: Templates are starting points, not requirements. Delete irrelevant sections. Add project-specific ones.
Pattern: Believing the network can/should capture everything. Adding more and more detail hoping to prevent all gaps. Problem: Signal-to-noise degrades. Navigation becomes impossible. Maintenance unsustainable. Fix: Focus on high-impact gaps. Document what agents actually need. Accept that some discovery will always be real-time.
Before generating structure:
.context-network.mdcontext/ directoryThis skill generates:
.context-network.md - Discovery filecontext/ directory structure| Goes to File | Stays in Conversation |
|---|---|
| Directory structure | Diagnosis discussion |
| Template files | Coaching Q&A |
| Discovery file | Migration decisions |
| CLAUDE.md updates | Prioritization reasoning |
| Source Skill | Trigger | Action |
|---|---|---|
| context-retrospective | Gap findings | Run Maintenance Mode |
| skill-builder | New skill needs context | Run Bootstrap Mode |
| Trigger | Target Skill | Reason |
|---|---|---|
| Agent behavior problems persist after CN4 intervention | Review CLAUDE.md patterns | May need skill-level changes |
| Network mature, want continuous improvement | context-retrospective | Regular health checks |
| Skill | Relationship |
|---|---|
| context-retrospective | Post-hoc analysis feeds maintenance mode |
| skill-builder | Skills may need context network infrastructure |
User: "I'm starting a new TypeScript project and want to set up a context network."
Your approach:
.context-network.md and context/ structure© jwynia, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 9 other files in skills/general/meta/context-network of jwynia/agent-skills.
Open the folder on GitHubat commit e02ec7e
Context Network 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 |
|---|---|---|---|---|---|---|
| Context Network this skilljwynia/agent-skills | 166 | — | ~3.9k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
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Create distinctive, production-grade frontend interfaces with high design quality.
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Generate game assets using AI image generation APIs (DALL-E, Replicate, fal.ai) and prepare them for Godot.
jwynia/agent-skills
Develop AI agents, tools, and workflows with Mastra v1 Beta and Hono servers.
jwynia/agent-skills
Create and manipulate PowerPoint PPTX files programmatically.
Categories
Bootstrap, maintain, and evolve context networks across their full lifecycle. Context Network is an agent skill from jwynia/agent-skills. Bootstrap, maintain, and evolve context networks across their full lifecycle.
Context Network fits situations like: starting a new project; existing documentation feels scattered; agent effectiveness degrades due to missing context.
Run `npx skills add jwynia/agent-skills --skill context-network -a claude-code`. Or copy the skill folder (skills/general/meta/context-network in jwynia/agent-skills) into .claude/skills/context-network in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jwynia/agent-skills --skill context-network -a codex`. Or copy the skill folder (skills/general/meta/context-network in jwynia/agent-skills) into .agents/skills/context-network in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jwynia/agent-skills --skill context-network -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/context-network, .gemini/skills/context-network, .github/skills/context-network and .opencode/skills/context-network in your project.
SKILL.md names no scripts, command-line tools or credentials: Context Network is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
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.
Context Network is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Context Network: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jwynia (a GitHub user) maintains it in jwynia/agent-skills, which has 166 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on February 24, 2026.
Source: jwynia/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.