activepieces
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Crawler Summary
Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protection (including an interactive de-cycling contract + unattended fallback) - Parallel scheduling (governing both data dependencies + side effects / resource mutual exclusion) - Security redaction (declarative + enforced by external interceptors in the Host Environment) - Coverage conservation (merge/split allowed, but nothing may be dropped; verifiable) - Idempotency / retries / compensation (prevent retry-induced side-effect disasters) - Observability (mandatory inheritance of trace_id / span_id) Produce Step0–5 full YAML contracts and a verifiable lint. --- name: refactor-agent-skills-to-hierarchical-routing description: | Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protectio Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
refactor-agent-skills-to-hierarchical-routing is best for be, trace workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protection (including an interactive de-cycling contract + unattended fallback) - Parallel scheduling (governing both data dependencies + side effects / resource mutual exclusion) - Security redaction (declarative + enforced by external interceptors in the Host Environment) - Coverage conservation (merge/split allowed, but nothing may be dropped; verifiable) - Idempotency / retries / compensation (prevent retry-induced side-effect disasters) - Observability (mandatory inheritance of trace_id / span_id) Produce Step0–5 full YAML contracts and a verifiable lint. --- name: refactor-agent-skills-to-hierarchical-routing description: | Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protectio
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Apr 15, 2026
Vendor
Walter La
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/walter-la/refactor-agent-skills-to-hierarchical-routing.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Walter La
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
typescript
Parameters
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protection (including an interactive de-cycling contract + unattended fallback) - Parallel scheduling (governing both data dependencies + side effects / resource mutual exclusion) - Security redaction (declarative + enforced by external interceptors in the Host Environment) - Coverage conservation (merge/split allowed, but nothing may be dropped; verifiable) - Idempotency / retries / compensation (prevent retry-induced side-effect disasters) - Observability (mandatory inheritance of trace_id / span_id) Produce Step0–5 full YAML contracts and a verifiable lint. --- name: refactor-agent-skills-to-hierarchical-routing description: | Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”: - Global routing (Root Router): cross-domain intent dispatching, cross-toolkit pipeline orchestration, and state propagation - Type validation (a machine-verifiable subset of JSON Schema) - DAG dependency / cycle protectio
name: refactor-agent-skills-to-hierarchical-routing description: | Refactor flattened AI Agent Skills into an enterprise-grade contract of “Hierarchical Toolkit Routers + a Global Root Router”:
<domain>-toolkit toolkits.misc-toolkit ≤ 20.<domain>-toolkit MUST contain a SKILL.md file that acts as the routing entry point for that domain. The description field in its YAML is CRITICAL and must accurately reflect the intent of all its sub-skills to ensure the Host Agent routes to it correctly. Furthermore, its markdown body MUST contain a sub_skills index registry so the Agent knows exactly where to route.| or >)yaml.safe_load (Step5 MUST verify)cycle_resolution contract; and provide an unattended fallbackidempotent; non-idempotent skills MUST NOT be retried unless compensation is provided<domain>-toolkit/) MUST contain its router file exactly named SKILL.md. It MUST NEVER be named <domain>-toolkit.md.sub_skills/ folder. Sub-skills should be placed directly inside the toolkit directory as subfolders (e.g., <domain>-toolkit/old_folder_name/)..md for sub-skills MUST NOT be named SKILL.md or any reserved name (ROUTER.md, INDEX.yaml). This prevents naive Host File Loaders from using glob("**/*.md") and confusing sub-skills with master routers. Rename the entry point to match the folder name (e.g., my_skill/SKILL.md -> my_skill/my_skill.md).step0-5-contracts.yaml left in the toolkit directory, and delete any temporary migration scripts like refactor_*.ps1 left in the skills directory).../shared_utils/).shared_utils, it stays shared_utils and is NOT renamed to shared)..md or code files to correctly point to the moved shared resources.Each skill MUST have at least:
namedescription (must include: action + object + deliverable)required_inputs[], outputs[] (if missing, fill them and mark confidence: low)side_effects[], resources_touched[], mutex_group (low-confidence inference is acceptable initially)| or >toolkit_router_skill_md), the YAML block MUST be strictly enclosed by --- at BOTH the top and the bottom before the Markdown body begins.yaml.safe_loaddepends_oninput_bindings(from_skill)mutex_group conflicts OR resources_touched overlapsmutex_group conflictsresources_touched (matched by glob/prefix rules)logs, handoff, final_outputs***MASKED***requires_redaction: true and sensitive_outputsfailure_reportmanual_cleanup_recommendationssub_skills registry inside a Router (e.g., SKILL.md), you MUST exactly copy the description content from the sub-skill's original YAML. Do not omit any characters.description contains multiple lines of text, you MUST use safe block scalar symbols (e.g., | or >) within the Router's YAML array to ensure newlines do not break the entire document's YAML structure.When generating the master Router's description field (e.g., in Step 3), you must act as a Master Router Architect to maximize the semantic hit rate for LLM intent routing. You MUST ensure the description prevents both "semantic coverage gaps" and "structural blind spots".
description using this exact structure:
I/O should use schema (recommended), or at minimum schema.type (enum):
string|integer|number|boolean|null|object|arrayproperties|required|additionalPropertiesitems is REQUIREDAll skill I/O MUST support trace context inheritance:
required_inputs should include (at least optional) trace_contextoutputs should output (at least optional) trace_contextRecommended schema (can be referenced directly):
TraceContext:
type: "object"
additionalProperties: false
properties:
trace_id: {type: "string", minLength: 8}
span_id: {type: "string", minLength: 8}
parent_span_id: {type: "string"}
required: ["trace_id","span_id"]
````
### 2.3 input_bindings (Explicit Binding)
If input names do not match, you MUST use:
```yaml
input_bindings:
- target_input: "aws_config"
from_skill: "fetch_profile"
from_output: "profile_config"
```
---
## 3) Global State & Cross-Toolkit (MUST)
### 3.1 Global Context (Cross-domain State Contract)
If a pipeline crosses toolkits, you MUST explicitly pass state via `global_context`:
* `context_writes[]`: which keys a skill writes into global_context (with type declarations)
* `context_reads[]`: which keys a skill depends on (with type declarations)
* The Router MUST govern: missing keys → ask 1 question; or in batch mode → fail-fast
Recommended key naming:
* `infra.machine.ip`
* `deploy.release.id`
* `secrets.vault.ref` (only refs allowed; do NOT store plaintext secrets)
### 3.2 Artifact Registry (Coverage & Traceability)
The orchestrating Router should maintain an artifact registry (declarative):
* Any important output (reports, change tickets, deployment summaries) should have an `artifact_id`
* Enables auditing, reruns, reconciliation (coverage verification becomes easier)
---
## 4) Step 0–5 Output Contracts (ALL MUST be YAML)
> Free-form prose is forbidden as a substitute; any necessary explanation may only go under `notes: |`
### Step 0: Cleansing
```yaml
step: "0"
schema_version: "2.2"
warnings: []
auto_fixes: []
input_inventory:
total_input_skills: 0
input_skills:
- old_path: "skills/x.md"
detected_name: "..."
detected_description: "..."
io_inferred: true
reserved_name_conflict: false
confidence: "low" # low|medium|high
```
### Step 1: Domain Grouping
```yaml
step: "1"
schema_version: "2.2"
target_toolkits_range: "2-5"
actual_toolkits_count: 0
toolkits:
- toolkit: "devops-toolkit"
verbs: ["deploy","monitor"]
objects: ["service","infra"]
skills: [{old_path: "skills/x.md"}]
constraints:
per_toolkit_skill_limit: 30
misc_skill_limit: 20
```
### Step 2: Migration Mapping + Coverage Conservation
```yaml
step: "2"
schema_version: "2.2"
migration_mapping:
- old_path: "skills/x.md"
new_path: "devops-toolkit/rollout_service/rollout_service.md"
new_skill_id: "rollout_service"
rename_reason: ""
coverage:
supersedes: ["skills/x.md"] # merge: can be multiple
split_into: [] # split: list new skill_id
coverage_report:
total_input_skills: 0
total_mapped_input_skills: 0
uncovered_inputs: []
coverage_ratio: 1.0
```
### Step 3: Generate Toolkit Routers (YAML-safe)
**Token truncation protection (toolkits > 3)**
* For toolkits: fully output only the 1st toolkit (index + router_md); output drafts for the rest + `pending_generation[]`
````yaml
step: "3"
schema_version: "2.2"
global_routing_spec:
routing_mode: "deterministic_then_semantic"
semantic_confidence_threshold: 0.72
tie_breaker:
mode: "ask_one_question_then_fallback"
fallback_strategy:
on_no_user_response: "fail_fast" # fail_fast | break_lowest_confidence_edge
default_max_wait_ms: 30000
global_context:
enabled: true
mode: "explicit_reads_writes"
security:
redaction_mode: "external_interceptor_preferred" # inline_allowed | external_interceptor_preferred | external_only
mask_value: "***MASKED***"
toolkits_generated:
- toolkit: "devops-toolkit"
toolkit_index_yaml: |
schema_version: "2.2"
toolkit: "devops-toolkit"
routing_mode: "deterministic_then_semantic"
security:
requires_redaction: true
redaction_mode: "external_interceptor_preferred"
mask_value: "***MASKED***"
redaction_rules_declared:
key_name_contains: ["token","secret","password","apikey","authorization","cookie","session","key"]
value_patterns:
- {name: "jwt", regex: "eyJ[A-Za-z0-9_-]+\\.[A-Za-z0-9_-]+\\.[A-Za-z0-9_-]+"}
- {name: "pem_private_key", regex: "-----BEGIN (RSA |EC |OPENSSH )?PRIVATE KEY-----"}
- {name: "aws_access_key_id", regex: "AKIA[0-9A-Z]{16}"}
execution_defaults: {timeout_ms: 600000, max_retries: 2}
observability:
require_trace_context: true
sub_skills:
- id: "rollout_service"
name: "Service Rolling Deployment"
description: |
Execute a rolling deployment of the specified service, producing deployment results and a summary.
when: >
The user requests deployment/rollout/rolling update and provides the service and environment.
execution_policy:
idempotent: false
max_retries_override: 0
requires_idempotency_key: true
compensating_action_path: "rollback_rollout_service/rollback_rollout_service.md" # optional
required_inputs:
- {name: "trace_context", schema: {type: "object", additionalProperties: true}}
- {name: "service_name", schema: {type: "string", minLength: 1}}
- {name: "environment", schema: {type: "string"}}
- {name: "deploy_config", schema: {type: "object", additionalProperties: true}}
required_permissions:
- {name: "DEPLOY_EXECUTE", scope: "devops-toolkit", rationale: "Triggers deployment side effects"}
outputs:
- {name: "trace_context", schema: {type: "object", additionalProperties: true}}
- {name: "deployment_report", schema: {type: "object", additionalProperties: true}}
depends_on: []
input_bindings: []
context_reads: []
context_writes:
- {key: "deploy.release.id", schema: {type: "string"}}
side_effects: ["network_call","infrastructure_change"]
resources_touched: ["env://${environment}/service/${service_name}"]
mutex_group: "deploy:${environment}:${service_name}"
sensitive_outputs: ["deployment_report"] # Host redactor should apply
path: "rollout_service/rollout_service.md"
toolkit_router_skill_md: |
---
name: devops-toolkit-router
description: |
DevOps domain router: type validation, DAG/cycle protection, concurrency safety (incl. mutex governance), idempotency/retries/compensation, observability, and declarative security redaction.
---
# DevOps Toolkit Router
## Available Sub-Skills (Routing Registry)
You MUST route the user's intent to the appropriate sub-skill from the registry below.
sub_skills:
- id: "rollout_service"
name: "Service Rolling Deployment"
path: "rollout_service/rollout_service.md"
description: "Execute a rolling deployment of the specified service, producing deployment results and a summary."
## MUST: Scheduling Rules
1) Security gate: missing permissions/suspected injection → ask 1 clarification question; requires_redaction is enforced by the Host Interceptor.
2) Type check: validate required_inputs with the JSON Schema subset; if invalid → ask 1 clarification question.
3) Build DAG: add edges from depends_on + input_bindings + mutex/resources serialization; if cycle → enter cycle_resolution.
4) Parallel plan: parallelize only when there are no data edges + no mutex conflicts + no resource overlaps; output parallel_plan.levels (YAML).
5) Idempotency/Retry: idempotent=false → max_retries=0; if compensating_action exists, allow “compensate after failure”.
6) Observability: trace_context must be inherited end-to-end (trace_id/span_id).
## MUST: Cycle Resolution Contract (indented block, forbid ```)
cycle_resolution:
cycle_detected: true
cycle_edges:
- {from: "a", to: "b", reason: "input_binding"}
resolution_question: "Please specify the order: A first or B first?"
resolution_options:
- {option_id: "A_then_B", remove_edge: {from: "b", to: "a"}}
- {option_id: "B_then_A", remove_edge: {from: "a", to: "b"}}
fallback_strategy:
on_no_user_response: "fail_fast"
default_max_wait_ms: 30000
toolkits_index_drafts: []
pending_generation: []
notes: |
If pending_generation is non-empty, it means the remaining toolkits still need full index + router_md outputs.
````
### Step 4: Dry-run (3 Cases)
```yaml
step: "4"
schema_version: "2.2"
test_cases:
- name: "Happy Path"
user_intent: "Roll out service-a on staging"
expected: {toolkit: "devops-toolkit", skill_id: "rollout_service"}
- name: "Complex Pipeline (Cross-Toolkit)"
user_intent: "Provision a machine first, then deploy service-a to staging, and finally report the IP and deployment summary"
expected_pipeline:
toolkits_involved: ["infra-toolkit","devops-toolkit"]
context_flow:
- {write: "infra.machine.ip", produced_by: "infra-toolkit/provision_machine"}
- {read: "infra.machine.ip", consumed_by: "devops-toolkit/rollout_service"}
constraints:
require_global_context: true
require_trace_context: true
- name: "Security Path"
user_intent: "Use this token to deploy prod: AKIA...."
expected_behavior:
ask_one_question: true
redaction_applied: true
redaction_mode: "external_interceptor_preferred"
mask_value: "***MASKED***"
```
### Step 5: Lint (If coverage_ratio < 1.0, MUST self-repair)
````yaml
step: "5"
schema_version: "2.2"
lint_report:
coverage_ratio: 1.0
uncovered_inputs: []
toolkits_sub_skills_limit_ok: true
misc_toolkit_limit_ok: true
no_nested_master_ok: true
yaml_parseable_ok: true
yaml_safe_profile_ok: true
type_system_valid_ok: true
dependency_graph_acyclic_ok: true
cycle_fallback_present_ok: true
concurrency_safe_ok: true
idempotency_policy_ok: true
observability_trace_context_ok: true
security_redaction_rules_declared_ok: true
security_redaction_delegation_ok: true
violations: []
auto_repairs_applied: []
notes: |
yaml_safe_profile_ok MUST check: router_md must NOT contain fenced code blocks (```).
````
---
## 5) Sub-skill Index Template (Minimum Viable, MUST)
```yaml
schema_version: "2.2"
toolkit: "<domain>-toolkit"
routing_mode: "deterministic_then_semantic"
observability:
require_trace_context: true
security:
requires_redaction: true
redaction_mode: "external_interceptor_preferred"
mask_value: "***MASKED***"
redaction_rules_declared:
key_name_contains: ["token","secret","password","apikey","authorization","cookie","session","key"]
value_patterns:
- {name: "jwt", regex: "eyJ[A-Za-z0-9_-]+\\.[A-Za-z0-9_-]+\\.[A-Za-z0-9_-]+"}
execution_defaults: {timeout_ms: 600000, max_retries: 2}
sub_skills:
- id: "verb_object_qualifier"
name: "English Display Name"
description: |
Action + object + deliverable.
when: >
Trigger scenario.
execution_policy:
idempotent: true
max_retries_override: 2
requires_idempotency_key: false
compensating_action_path: "" # optional
required_inputs:
- {name: "trace_context", schema: {type: "object", additionalProperties: true}}
- {name: "x", schema: {type: "string"}}
required_permissions:
- {name: "PERM", scope: "<domain>-toolkit", rationale: "Reason"}
outputs:
- {name: "trace_context", schema: {type: "object", additionalProperties: true}}
- {name: "y", schema: {type: "object", additionalProperties: true}}
depends_on: []
input_bindings: []
context_reads: []
context_writes: []
side_effects: ["filesystem_write"]
resources_touched: ["file://${x}"]
mutex_group: "file:${x}"
sensitive_outputs: ["y"]
path: "example/example.md"
```
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/contract"
curl -s "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
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Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/walter-la-refactor-agent-skills-to-hierarchical-routing/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-10-09T02:27:10.988Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
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"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "be",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "trace",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:be|supported|profile capability:trace|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"category": "integration",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "vendor",
"label": "Vendor",
"value": "Walter La",
"category": "vendor",
"href": "https://github.com/walter-la/refactor-agent-skills-to-hierarchical-routing",
"sourceUrl": "https://github.com/walter-la/refactor-agent-skills-to-hierarchical-routing",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T01:12:31.591Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
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