AI Tool Integrations

AI Tool Integrations¶
Context works with any AI tool that can read files. This guide covers setup for popular AI coding assistants.
Claude Code (Full Integration)¶
Claude Code has the deepest integration via the ctx plugin.
Setup¶
- Install ctx and initialize your project:
- Install the ctx plugin in Claude Code:
# From the ctx repository
claude /plugin install ./internal/tpl/claude
# Or from the marketplace
claude /plugin marketplace add ActiveMemory/ctx
claude /plugin install ctx@activememory-ctx
This gives you:
| Component | Purpose |
|---|---|
.context/ |
All context files |
CLAUDE.md |
Bootstrap instructions |
| Plugin hooks | Lifecycle automation |
| Plugin skills | Agent Skills |
How It Works¶
graph TD
A[Session Start] --> B[Claude reads CLAUDE.md]
B --> C[PreToolUse hook runs]
C --> D[ctx agent loads context]
D --> E[Work happens]
E --> F[Session End]
- Session start: Claude reads
CLAUDE.md, which tells it to check.context/ - First tool use:
PreToolUsehook runsctx agentand emits the context packet (subsequent invocations within the cooldown window are silent) - Next session: Claude reads context files and continues with context
Plugin Hooks¶
The ctx plugin provides lifecycle hooks implemented as Go subcommands
(ctx system *):
| Hook | Event | Purpose |
|---|---|---|
ctx system block-non-path-ctx |
PreToolUse (Bash) | Block ./ctx or go run: force $PATH install |
ctx system check-context-size |
UserPromptSubmit | Nudge context assessment as sessions grow |
ctx system check-journal |
UserPromptSubmit | Remind to export/enrich journal entries |
ctx system check-persistence |
UserPromptSubmit | Remind to persist learnings/decisions |
ctx system post-commit |
PostToolUse (Bash) | Nudge context capture and QA after git commits |
ctx system cleanup-tmp |
SessionEnd | Remove stale temp files (older than 15 days) |
A catch-all PreToolUse hook also runs ctx agent on every tool use
(with cooldown) to autoload context.
Hook Configuration¶
The plugin's hooks.json wires everything automatically — no manual
configuration in settings.local.json needed:
{
"hooks": {
"PreToolUse": [
{
"matcher": "Bash",
"hooks": [
{ "type": "command", "command": "ctx system block-non-path-ctx" }
]
},
{
"matcher": ".*",
"hooks": [
{ "type": "command", "command": "ctx agent --budget 4000 2>/dev/null || true" }
]
}
],
"PostToolUse": [
{
"matcher": "Bash",
"hooks": [
{ "type": "command", "command": "ctx system post-commit" }
]
}
],
"UserPromptSubmit": [
{
"hooks": [
{ "type": "command", "command": "ctx system check-context-size" },
{ "type": "command", "command": "ctx system check-persistence" },
{ "type": "command", "command": "ctx system check-journal" }
]
}
],
"SessionEnd": [
{
"hooks": [
{ "type": "command", "command": "ctx system cleanup-tmp" }
]
}
]
}
}
Customizing Token Budget and Cooldown¶
Edit the PreToolUse command to change the token budget or cooldown:
"command": "ctx agent --budget 8000 --session $PPID 2>/dev/null || true"
"command": "ctx agent --budget 4000 --cooldown 5m --session $PPID 2>/dev/null || true"
The --session $PPID flag isolates the cooldown per session — $PPID resolves
to the Claude Code process PID, so concurrent sessions don't interfere.
The default cooldown is 10 minutes; use --cooldown 0 to disable it.
Verifying Setup¶
- Start a new Claude Code session
- Ask: "Do you remember?"
- Claude should cite specific context:
- Current tasks from
.context/TASKS.md; - Recent decisions or learnings;
- Recent session history from
ctx recall.
- Current tasks from
Troubleshooting¶
| Issue | Solution |
|---|---|
| Context not loading | Check ctx is in PATH: which ctx |
| Hook errors | Verify plugin is installed: claude /plugin list |
Manual Context Load¶
If hooks aren't working, manually load context:
Agent Skills¶
The ctx plugin ships Agent Skills following the agentskills.io specification.
These are invoked in Claude Code with /skill-name.
Context Skills¶
| Skill | Description |
|---|---|
/ctx-status |
Show context summary (tasks, decisions, learnings) |
/ctx-agent |
Get AI-optimized context packet |
/ctx-drift |
Detect and fix context drift (structural + semantic) |
/ctx-alignment-audit |
Audit doc claims against playbook instructions |
/ctx-reflect |
Review session and suggest what to persist |
Context Persistence Skills¶
| Command | Description |
|---|---|
/ctx-add-task |
Add a task to TASKS.md |
/ctx-add-learning |
Add a learning to LEARNINGS.md |
/ctx-add-decision |
Add a decision with context/rationale/consequences |
/ctx-add-convention |
Add a coding convention to CONVENTIONS.md |
/ctx-archive |
Archive completed tasks |
Session History Skills¶
| Command | Description |
|---|---|
/ctx-recall |
Browse AI session history |
/ctx-journal-enrich |
Enrich a journal entry with frontmatter/tags |
/ctx-journal-enrich-all |
Batch-enrich all unenriched journal entries |
Blogging Skills¶
Blogging is a Better Way of Creating Release Notes
The blogging workflow can also double as generating release notes:
AI reads your git commit history and creates a "narrative", which is essentially what a release note is for.
| Command | Description |
|---|---|
/ctx-blog |
Generate blog post from recent activity |
/ctx-blog-changelog |
Generate blog post from commit range with theme |
Development Skills¶
| Command | Description |
|---|---|
/ctx-loop |
Generate a Ralph Loop iteration script |
/ctx-prompt-audit |
Analyze session logs for vague prompts |
Usage Examples¶
/ctx-status
/ctx-add-learning "Token refresh requires explicit cache invalidation"
/ctx-journal-enrich twinkly-stirring-kettle
Skills support partial matching where applicable (e.g., session slugs).
Cursor IDE¶
Cursor can use context files through its system prompt or by reading files directly.
Setup¶
Configuration¶
Add to Cursor settings (.cursor/settings.json):
// split to multiple lines for readability
{
"ai.systemPrompt": "Read .context/TASKS.md and
.context/CONVENTIONS.md before responding.
Follow rules in .context/CONSTITUTION.md.",
}
Usage¶
- Open your project in Cursor
- Context files are available in the file tree
- Reference them in prompts: "Check .context/DECISIONS.md for our approach to..."
Manual Context Injection¶
For more control, paste context directly:
# Get AI-ready packet
ctx agent --budget 4000 | pbcopy # macOS
ctx agent --budget 4000 | xclip # Linux
Paste into Cursor's chat.
Aider¶
Aider works well with context files through its --read flag.
Setup¶
Configuration¶
Create .aider.conf.yml:
read:
- .context/CONSTITUTION.md
- .context/TASKS.md
- .context/CONVENTIONS.md
- .context/DECISIONS.md
Usage¶
# Start Aider (reads context files automatically)
aider
# Or specify files explicitly
aider --read .context/TASKS.md --read .context/CONVENTIONS.md
With Watch Mode¶
Run ctx watch alongside Aider to capture context updates:
# Terminal 1: Run Aider
aider 2>&1 | tee /tmp/aider.log
# Terminal 2: Watch for context updates
ctx watch --log /tmp/aider.log
GitHub Copilot¶
Copilot reads open files for context. Keep context files open or reference them in comments.
Setup¶
Usage Patterns¶
Pattern 1: Keep context files open
Open .context/CONVENTIONS.md in a split pane. Copilot will reference it.
Pattern 2: Reference in comments
// See .context/CONVENTIONS.md for naming patterns
// Following decision in .context/DECISIONS.md: Use PostgreSQL
function getUserById(id: string) {
// Copilot now has context
}
Pattern 3: Paste context into Copilot Chat
Paste output into Copilot Chat for context-aware responses.
Windsurf IDE¶
Windsurf supports custom instructions and file-based context.
Setup¶
Configuration¶
Add to Windsurf settings:
// Split to multiple lines for readability
{
"ai.customInstructions": "Always read .context/CONSTITUTION.md first.
Check .context/TASKS.md for current work.
Follow patterns in .context/CONVENTIONS.md."
}
Usage¶
Context files appear in the file tree. Reference them when chatting:
- "What's in our task list?" → AI reads
.context/TASKS.md - "What convention do we use for naming?" → AI reads
.context/CONVENTIONS.md
Generic Integration¶
For any AI tool that can read files, use these patterns:
Manual Context Loading¶
# Get full context
ctx load
# Get AI-optimized packet
ctx agent --budget 8000
# Get specific file
cat .context/TASKS.md
System Prompt Template¶
You are working on a project with persistent context in .context/
Before responding:
1. Read .context/CONSTITUTION.md - NEVER violate these rules
2. Check .context/TASKS.md for current work
3. Follow .context/CONVENTIONS.md patterns
4. Reference .context/DECISIONS.md for architectural choices
When you learn something new, note it for .context/LEARNINGS.md
When you make a decision, document it for .context/DECISIONS.md
Automated Updates¶
If your AI tool outputs to a log, use ctx watch:
# Watch log file for context-update commands
your-ai-tool 2>&1 | tee /tmp/ai.log &
ctx watch --log /tmp/ai.log
The AI can emit updates like:
<context-update type="complete">implement caching</context-update>
<context-update type="learning"
context="Implementing caching layer"
lesson="Important thing learned today"
application="Apply this insight going forward"
>Caching Insight</context-update>
Context Update Commands¶
The ctx watch command parses update commands from AI output. Use this format:
Supported Types¶
| Type | Target File | Required Attributes |
|---|---|---|
task |
TASKS.md | None |
decision |
DECISIONS.md | context, rationale, consequences |
learning |
LEARNINGS.md | context, lesson, application |
convention |
CONVENTIONS.md | None |
complete |
TASKS.md | None |
Simple Format (tasks, conventions, complete)¶
<context-update type="task">Implement rate limiting</context-update>
<context-update type="convention">Use kebab-case for files</context-update>
<context-update type="complete">rate limiting</context-update>
Structured Format (learnings, decisions)¶
Learnings and decisions support structured attributes for better documentation:
Learning with full structure:
<context-update type="learning"
context="Debugging Claude Code hooks"
lesson="Hooks receive JSON via stdin, not environment variables"
application="Parse JSON stdin with the host language (Go, Python, etc.) — no jq needed"
>Hook Input Format</context-update>
Decision with full structure:
<context-update type="decision"
context="Need a caching layer for API responses"
rationale="Redis is fast, well-supported, and team has experience"
consequences="Must provision Redis infrastructure; team training on Redis patterns"
>Use Redis for caching</context-update>
Learnings require: context, lesson, application attributes.
Decisions require: context, rationale, consequences attributes.
Updates missing required attributes are rejected with an error.
Further Reading¶
- Skills That Fight the Platform — Common pitfalls in skill design that work against the host tool
- The Anatomy of a Skill That Works — What makes a skill reliable: the E/A/R framework and quality gates