🎯

recursive-communicator

🎯Skill

from matteocervelli/llms

VibeIndex|
What it does

recursive-communicator skill from matteocervelli/llms

πŸ“¦

Part of

matteocervelli/llms(33 items)

recursive-communicator

Installation

git cloneClone repository
git clone https://github.com/matteocervelli/llms.git
PythonRun Python server
python -m src.tools.doc_fetcher fetch --provider anthropic
PythonRun Python server
python -m src.tools.skill_builder create --name my-skill --template basic
PythonRun Python server
python -m src.tools.command_builder create --name my-command
PythonRun Python server
python -m src.tools.agent_builder create --name my-agent
πŸ“– Extracted from docs: matteocervelli/llms
5Installs
17
-
Last UpdatedNov 17, 2025

Skill Details

SKILL.md

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: ❌ 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):

  1. Review failure details above
  2. Implement suggested fixes (or alternative approach)
  3. Verify fixes locally (if possible)
  4. Signal completion to validation orchestrator
  5. Await re-validation

Expected Timeline: [Estimated time to fix]

Escalation: If fixes cannot be completed, escalate to user

---

Re-validation Plan

After Fix Completion:

  1. Validation orchestrator will re-invoke [Specialist Name]
  2. Specialist will re-run [Tests/Checks]
  3. IF pass: Proceed to [Next Phase]
  4. IF fail: Iteration [Current+1] / [Max (5)]
  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:

  1. PASS: All previous failures resolved

- Exit recursive loop

- Proceed to next validation phase

- Log success with iteration count

  1. 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 βœ…

```markdown

Re-validation Success

Specialist: [Specialist Name]

Iteration: [Final] / [Max (5)]

Status: βœ… 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 ❌

```markdown

Re-validation Failure (Iteration [Current] / 5)

Specialist: [Specialist Name]

Iteration: [Current] / [Max (5)]

Status: ❌ 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:

βœ… Continue recursive loop

βœ… Return to Step 2 (format new failure report)

βœ… 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: βœ… 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: ❌ 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: ❌ 1 test still failing (improvement from 3)

Action: Continue to Iteration 2

[Iteration 2 begins... follows same flow]

Final Result (Iteration 3)

Status: βœ… 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