recursive-communicator
π―Skillfrom matteocervelli/llms
recursive-communicator skill from matteocervelli/llms
Part of
matteocervelli/llms(33 items)
Installation
git clone https://github.com/matteocervelli/llms.gitpython -m src.tools.doc_fetcher fetch --provider anthropicpython -m src.tools.skill_builder create --name my-skill --template basicpython -m src.tools.command_builder create --name my-commandpython -m src.tools.agent_builder create --name my-agentSkill Details
Auto-activates when managing agent-to-agent communication for validation
Purpose
The recursive-communicator skill provides structured protocols for managing recursive communication loops between the validation orchestrator, validation specialists, and the main feature implementer agent. It handles failure notifications, fix requests, re-validation triggers, and loop termination to ensure validation issues are resolved systematically.
When to Use
This skill auto-activates when you:
- Communicate validation failures to the main agent
- Request fixes from the main agent for validation issues
- Trigger re-validation after main agent fixes
- Manage recursive fix loops (failure β fix β re-check β repeat)
- Track iteration counts in recursive communication
- Prevent deadlocks in recursive loops
- Escalate unresolvable validation issues
- Log communication history for traceability
Provided Capabilities
1. Failure Communication
- Structured Failure Reports: Format validation failures for main agent
- Detailed Error Information: Include file locations, line numbers, error messages
- Suggested Fixes: Provide specialist recommendations for resolving issues
- Priority Tagging: Mark critical vs. non-critical failures
- Context Preservation: Include all relevant context for debugging
2. Fix Request Management
- Clear Fix Requests: Explicitly request main agent to fix specific issues
- Action Items: Provide actionable list of fixes needed
- Deadline Awareness: Track iteration limits (max 5)
- Fix Verification: Confirm when main agent completes fixes
- Re-validation Triggering: Signal specialists to re-check after fixes
3. Re-validation Coordination
- Re-check Signals: Trigger specialist re-validation after fixes
- Iteration Tracking: Increment and track iteration counts
- Status Updates: Communicate re-validation status to all parties
- Loop Continuation: Determine if another iteration needed
- Loop Termination: Identify when to exit recursive loop
4. Deadlock Prevention
- Max Iteration Limits: Enforce maximum 5 iterations per specialist
- Timeout Detection: Identify stalled communication
- Escalation Triggers: Escalate after max iterations or timeout
- User Intervention Requests: Flag when human input needed
- Graceful Degradation: Handle unresolvable issues without blocking workflow
5. Communication Logging
- Message History: Log all communication between agents
- Iteration History: Track all iterations with timestamps
- Fix History: Document all fixes attempted
- Status Transitions: Log status changes (failed β fixing β re-checking β passed)
- Audit Trail: Maintain complete communication audit trail
Usage Guide
Step 1: Detect Validation Failure
When a validation specialist reports failure:
```markdown
Validation Failure Detected
Specialist: test-runner-specialist
Phase: Test Execution
Issue: 3 unit tests failing
Failure Details:
- test_validation_coordinator.py::test_sequential_invocation - AssertionError
- test_validation_coordinator.py::test_failure_tracking - KeyError
- test_validation_coordinator.py::test_workflow_completion - AttributeError
Coverage: 73.2% (target: β₯80%)
Action Required: Activate recursive-communicator skill
```
Step 2: Format Failure Report
Use communication-protocol.md and message-templates.md to format structured report:
Failure Report Structure:
```markdown
Validation Failure Report
Report ID: VFR-{issue-number}-{specialist-name}-{iteration}
Generated: [YYYY-MM-DD HH:MM:SS]
Issue: #{issue-number} - [Feature Name]
Specialist: [Specialist Name]
Phase: [Validation Phase]
Iteration: [Current] / [Max (5)]
---
Failure Summary
Status: β FAILED
Failure Type: [Test Failures / Quality Issues / Security Vulnerabilities / E2E Failures]
Severity: [Critical / High / Medium / Low]
Impact: Blocks progression to [Next Phase]
---
Detailed Failures
#### Failure 1: [Test/Issue Name]
- File: [File path]
- Line: [Line number]
- Error Type: [AssertionError / TypeError / SecurityError / etc.]
- Error Message:
```
[Full error message from specialist]
```
- Context: [Additional context about the failure]
#### Failure 2: [Test/Issue Name]
- File: [File path]
- Line: [Line number]
- Error Type: [Error type]
- Error Message:
```
[Full error message]
```
- Context: [Additional context]
[... Additional failures ...]
---
Suggested Fixes
#### Fix for Failure 1
Recommendation: [Specialist's suggestion for fixing the issue]
Approach: [Specific steps or code changes needed]
Priority: [Critical / High / Medium / Low]
#### Fix for Failure 2
Recommendation: [Specialist's suggestion]
Approach: [Specific steps]
Priority: [Priority level]
[... Additional fix suggestions ...]
---
Required Actions
Main Agent (@feature-implementer-main):
- Review failure details above
- Implement suggested fixes (or alternative approach)
- Verify fixes locally (if possible)
- Signal completion to validation orchestrator
- Await re-validation
Expected Timeline: [Estimated time to fix]
Escalation: If fixes cannot be completed, escalate to user
---
Re-validation Plan
After Fix Completion:
- Validation orchestrator will re-invoke [Specialist Name]
- Specialist will re-run [Tests/Checks]
- IF pass: Proceed to [Next Phase]
- IF fail: Iteration [Current+1] / [Max (5)]
- IF max iterations exceeded: Escalate to user intervention
---
Sent by: Validation Orchestrator (recursive-communicator skill)
Awaiting: Main Agent Fix Completion
```
Step 3: Send Failure Report to Main Agent
Communicate failure report to @feature-implementer-main:
Communication Protocol:
```markdown
Sending Failure Report
To: @feature-implementer-main
From: @validation-orchestrator (via recursive-communicator)
Type: Validation Failure Report
Priority: [High/Medium/Low based on severity]
Message:
---
@feature-implementer-main: Validation failure detected during [Phase] validation.
[Full Failure Report from Step 2]
Please review and fix the above issues. Signal completion when ready for re-validation.
---
Status: Sent
Timestamp: [YYYY-MM-DD HH:MM:SS]
Awaiting Response: Yes
```
Step 4: Wait for Main Agent Fix
Monitor main agent activity:
Waiting State:
```markdown
Awaiting Main Agent Fix
Current Status: Waiting for Fix
Specialist: [Specialist Name] (paused)
Iteration: [Current] / [Max (5)]
Time Elapsed: [MM:SS since failure report sent]
Timeout: 30 minutes (escalate if exceeded)
Main Agent Actions Expected:
- [ ] Review failure report
- [ ] Analyze failure root causes
- [ ] Implement fixes
- [ ] Verify fixes locally (optional)
- [ ] Signal completion to validation orchestrator
Monitoring:
- Check main agent status every 2 minutes
- Log any main agent communications
- Detect timeout if >30 minutes without response
```
Timeout Handling:
```markdown
IF time_elapsed > 30 minutes WITHOUT main agent response:
1. Log timeout event
2. Send reminder to main agent
3. IF still no response after reminder (5 minutes):
a. Escalate to user intervention
b. Flag as "unresponsive"
c. Await user decision (abort / manual fix / extend timeout)
```
Step 5: Receive Fix Completion Signal
When main agent signals fix completion:
Fix Completion Confirmation:
```markdown
Main Agent Fix Completed
Received From: @feature-implementer-main
Timestamp: [YYYY-MM-DD HH:MM:SS]
Fix Duration: [MM:SS from failure report to completion]
Main Agent Report:
[Summary of fixes implemented by main agent]
Fixes Applied:
- Fix 1: [Description of fix]
- Fix 2: [Description of fix]
- [... Additional fixes ...]
Verification:
- [ ] Main agent confirmed fixes applied
- [ ] Files modified: [List of changed files]
- [ ] Ready for re-validation
Next Action: Trigger re-validation (Step 6)
```
Step 6: Trigger Re-validation
Re-invoke specialist for re-check:
Re-validation Trigger:
```markdown
Triggering Re-validation
Specialist: [Specialist Name]
Iteration: [Current+1] / [Max (5)]
Previous Status: Failed
Current Status: Re-checking
Re-invocation:
@[specialist-name] re-check [validation type] for feature #{issue-number}
Iteration: [Current+1] / [Max (5)]
Previous failures: [List of failures from previous iteration]
Fixes applied: [List of fixes from main agent]
Expected Outcomes:
- PASS: All previous failures resolved
- Exit recursive loop
- Proceed to next validation phase
- Log success with iteration count
- FAIL (some/all failures persist):
- Increment iteration count
- Return to Step 1 (detect failure)
- IF iteration <= 5: Repeat recursive loop
- IF iteration > 5: Escalate (Step 7)
Status: Re-validation in Progress
Timestamp: [YYYY-MM-DD HH:MM:SS]
```
Step 7: Handle Re-validation Result
Process specialist re-check output:
Result: PASS β
```markdown
Re-validation Success
Specialist: [Specialist Name]
Iteration: [Final] / [Max (5)]
Status: β PASSED
Previous Failures: [Count] failures
Current Failures: 0 failures
Resolution: All issues fixed by main agent
Iteration History:
- Iteration 1: [X] failures
- Iteration 2: [Y] failures
- ...
- Iteration [Final]: 0 failures (PASS)
Total Fix Time: [HH:MM:SS across all iterations]
Action: Exit recursive loop, proceed to [Next Phase]
Communication: Notify main agent of success
Logging: Log successful resolution and iteration count
```
Result: FAIL β
```markdown
Re-validation Failure (Iteration [Current] / 5)
Specialist: [Specialist Name]
Iteration: [Current] / [Max (5)]
Status: β STILL FAILING
Previous Failures: [Count from previous iteration]
Current Failures: [Count from current iteration]
New Failures: [Count of new failures introduced]
Persistent Failures: [Count still failing]
Analysis:
- Failures resolved: [List]
- Failures persisting: [List]
- New failures introduced: [List]
Decision:
IF iteration < 5:
β Continue recursive loop
β Return to Step 2 (format new failure report)
β Increment iteration: [Current+1] / 5
ELSE (iteration >= 5):
β Max iterations exceeded
β Proceed to Step 8 (escalation)
```
Step 8: Escalate Unresolvable Issues
When max iterations (5) exceeded or timeout occurs:
Escalation Report:
```markdown
Escalation: Unresolvable Validation Issue
Escalation ID: ESC-{issue-number}-{specialist-name}-{timestamp}
Generated: [YYYY-MM-DD HH:MM:SS]
Issue: #{issue-number} - [Feature Name]
Specialist: [Specialist Name]
Phase: [Validation Phase]
Escalation Reason: [Max Iterations Exceeded / Timeout / Deadlock / Other]
---
Escalation Summary
Status: β UNRESOLVABLE (Requires User Intervention)
Total Iterations: [Max (5)]
Total Time: [HH:MM:SS across all iterations]
Persistent Failures: [Count]
---
Iteration History
| Iteration | Failures | Fixes Applied | Result |
|-----------|----------|---------------|--------|
| 1 | [Count] | [Summary] | FAIL |
| 2 | [Count] | [Summary] | FAIL |
| 3 | [Count] | [Summary] | FAIL |
| 4 | [Count] | [Summary] | FAIL |
| 5 | [Count] | [Summary] | FAIL |
Pattern Analysis: [Analysis of why failures persist across iterations]
---
Persistent Failures
[List of failures that remain unresolved after 5 iterations]
#### Failure 1: [Test/Issue Name]
- File: [File path]
- Line: [Line number]
- Error: [Error message]
- Iterations Failed: [1, 2, 3, 4, 5]
- Fixes Attempted:
- Iteration 1: [Fix attempted]
- Iteration 2: [Fix attempted]
- ...
- Why Unresolved: [Analysis of why this failure persists]
[... Additional persistent failures ...]
---
Recommended Actions
Option 1: User Manual Fix
- User reviews failures and provides manual fix
- Validation orchestrator re-runs after user fix
- Risk: Requires user expertise
Option 2: Skip Validation
- Mark validation as "failed but proceeding"
- Document known issues
- Risk: Deploy with known failures
Option 3: Abort Feature
- Stop implementation
- Return feature to design phase
- Risk: Wasted effort on implementation
Option 4: Extend Max Iterations
- Allow additional iterations (e.g., 3 more)
- Continue recursive loop
- Risk: Potentially infinite loop
---
Escalated To: User / Main Orchestrator
Awaiting Decision: [Option 1 / Option 2 / Option 3 / Option 4]
Validation Workflow: PAUSED
---
Sent by: Validation Orchestrator (recursive-communicator skill)
```
Step 9: Log Communication History
Maintain complete audit trail:
Communication Log Entry:
```markdown
Communication Log
Entry ID: LOG-{issue-number}-{specialist-name}-{iteration}-{timestamp}
Participants:
- Validation Orchestrator (@validation-orchestrator)
- Specialist (@[specialist-name])
- Main Agent (@feature-implementer-main)
Communication Flow:
[Timestamp 1] Specialist β Orchestrator: Validation failure detected
- Failures: [Count]
- Details: [Summary]
[Timestamp 2] Orchestrator β Main Agent: Failure report sent (Iteration 1/5)
- Report ID: VFR-{issue-number}-{specialist-name}-1
- Status: Awaiting Fix
[Timestamp 3] Main Agent β Orchestrator: Fix completion signal
- Duration: [MM:SS]
- Fixes: [Summary]
[Timestamp 4] Orchestrator β Specialist: Re-validation triggered (Iteration 2/5)
- Status: Re-checking
[Timestamp 5] Specialist β Orchestrator: Re-validation result (PASS)
- Status: β All failures resolved
- Final iteration: 2/5
[Timestamp 6] Orchestrator β Main Agent: Success notification
- Status: Validation passed
- Proceed to: [Next Phase]
---
Total Messages: 6
Total Iterations: 2
Total Duration: [HH:MM:SS]
Outcome: Success
```
Best Practices
1. Clear Communication
- Use structured message templates (from message-templates.md)
- Include all relevant context (files, lines, errors)
- Provide actionable fix suggestions
- Specify expected outcomes clearly
2. Iteration Tracking
- Always track current/max iterations
- Log every iteration with timestamp
- Document fixes attempted in each iteration
- Analyze patterns across iterations
3. Timeout Management
- Set reasonable timeouts (default: 30 minutes)
- Send reminders before escalation
- Log timeout events
- Escalate gracefully when timeout exceeded
4. Deadlock Prevention
- Enforce strict max iterations (5)
- Detect circular failures (same failure across iterations)
- Escalate when progress stalls
- Provide escape routes (skip validation, user intervention)
5. Comprehensive Logging
- Log all messages between agents
- Track status transitions
- Document fix attempts
- Maintain audit trail for troubleshooting
6. Graceful Escalation
- Provide context when escalating
- Offer multiple resolution options
- Include iteration history and analysis
- Make escalation actionable for user
Resources
communication-protocol.md
Comprehensive protocol for agent-to-agent communication including:
- Message formatting standards
- Communication flow patterns
- Status signaling conventions
- Timeout and escalation procedures
- Error handling protocols
message-templates.md
Pre-defined message templates for common scenarios:
- Failure report template
- Fix request template
- Re-validation trigger template
- Success notification template
- Escalation report template
- Communication log template
Example Usage
Input (Validation Failure)
```markdown
Specialist: test-runner-specialist
Status: FAILED
Failures:
- 3 unit tests failing
- Coverage: 73.2% (target: 80%)
Error Details:
test_validation_coordinator.py::test_sequential_invocation - AssertionError
test_validation_coordinator.py::test_failure_tracking - KeyError
test_validation_coordinator.py::test_workflow_completion - AttributeError
```
Output (Recursive Communication Flow)
```markdown
Recursive Communication: Feature #47 (Iteration 1/5)
Step 1: Failure Detection
Status: β Test failures detected by test-runner-specialist
Failures: 3 tests, coverage below target
Step 2: Failure Report Formatted
Report ID: VFR-47-test-runner-1
Sent To: @feature-implementer-main
Content: Detailed failure report with error messages and fix suggestions
Step 3: Awaiting Fix
Status: Waiting for main agent fix
Elapsed: 00:08:32
Timeout: 30 minutes
Step 4: Fix Completed
Status: Main agent fixed issues
Duration: 00:08:32
Fixes: Implementation logic errors in validation_coordinator.py
Step 5: Re-validation Triggered
Status: Re-invoking test-runner-specialist (Iteration 2/5)
Action: Re-run tests with fixed implementation
Step 6: Re-validation Result
Status: β 1 test still failing (improvement from 3)
Action: Continue to Iteration 2
[Iteration 2 begins... follows same flow]
Final Result (Iteration 3)
Status: β ALL TESTS PASS, Coverage 87.3%
Total Iterations: 3/5
Total Time: 00:24:15
Outcome: Exit recursive loop, proceed to Code Quality phase
```
Integration
This skill is used by:
- validation-orchestrator agent during Phase 5: Validation
- Activates automatically when validation failures occur
- Works in conjunction with validation-coordinator skill for workflow management
- Enables recursive communication pattern between validation specialists and main agent
- Critical for resolving validation issues before deployment
---
Version: 2.0.0
Auto-Activation: Yes (when validation failures occur)
Phase: 5 (Validation)
Created: 2025-10-29
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