From 009c84031a03862c7eafbc01092e1bcbf5239932 Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Fri, 8 May 2026 21:54:13 +0200
Subject: [PATCH 1/6] feat(agents): add per-agent skills, mcp_servers, profile,
 budget, and history limits

All 32 agent manifests now declare explicit allowlists instead of
inheriting everything globally:

- profile: ToolProfile (Minimal/Coding/Research/Messaging/Automation/Full)
- skills: explicit skill allowlist per role (empty=all only for ops)
- mcp_servers: per-agent MCP allowlist ("_none" sentinel for agents
  that need zero MCPs, pending upstream mcp_disabled field)
- max_history_messages: 8/12/15/20 by role
- max_llm_tokens_per_hour: light=100k, standard=200k, heavy=500k

Reduces prompt token overhead from ~50k (167 tools for everyone) to
role-appropriate subsets. Addresses librefang-registry#87.
---
 agents/academic-researcher/agent.toml | 6 ++++++
 agents/analyst/agent.toml             | 7 ++++++-
 agents/architect/agent.toml           | 6 ++++++
 agents/assistant/agent.toml           | 7 ++++++-
 agents/code-reviewer/agent.toml       | 7 ++++++-
 agents/coder/agent.toml               | 7 ++++++-
 agents/customer-support/agent.toml    | 5 +++++
 agents/data-scientist/agent.toml      | 7 ++++++-
 agents/debugger/agent.toml            | 7 ++++++-
 agents/devops-lead/agent.toml         | 7 ++++++-
 agents/doc-writer/agent.toml          | 6 ++++++
 agents/email-assistant/agent.toml     | 7 ++++++-
 agents/health-tracker/agent.toml      | 6 ++++++
 agents/hello-world/agent.toml         | 6 ++++++
 agents/home-automation/agent.toml     | 7 ++++++-
 agents/legal-assistant/agent.toml     | 6 ++++++
 agents/meeting-assistant/agent.toml   | 7 ++++++-
 agents/ops/agent.toml                 | 7 ++++++-
 agents/orchestrator/agent.toml        | 6 ++++++
 agents/personal-finance/agent.toml    | 7 ++++++-
 agents/planner/agent.toml             | 6 ++++++
 agents/recipe-assistant/agent.toml    | 6 ++++++
 agents/recruiter/agent.toml           | 7 ++++++-
 agents/researcher/agent.toml          | 7 ++++++-
 agents/sales-assistant/agent.toml     | 7 ++++++-
 agents/security-auditor/agent.toml    | 7 ++++++-
 agents/social-media/agent.toml        | 7 ++++++-
 agents/test-engineer/agent.toml       | 7 ++++++-
 agents/translator/agent.toml          | 7 ++++++-
 agents/travel-planner/agent.toml      | 7 ++++++-
 agents/tutor/agent.toml               | 6 ++++++
 agents/writer/agent.toml              | 7 ++++++-
 32 files changed, 191 insertions(+), 21 deletions(-)

diff --git a/agents/academic-researcher/agent.toml b/agents/academic-researcher/agent.toml
index 7dccb97..def1917 100644
--- a/agents/academic-researcher/agent.toml
+++ b/agents/academic-researcher/agent.toml
@@ -4,6 +4,11 @@ description = "Academic research agent. Searches scholarly papers, summarizes fi
 author = "librefang"
 module = "builtin:chat"
 tags = ["research", "academic", "papers", "literature-review", "science"]
+profile = "Research"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
+max_history_messages = 15
 
 [metadata.routing]
 aliases = [
@@ -78,6 +83,7 @@ api_key_env = "GROQ_API_KEY"
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/analyst/agent.toml b/agents/analyst/agent.toml
index 8496c05..1239ae5 100644
--- a/agents/analyst/agent.toml
+++ b/agents/analyst/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Data analyst. Processes data, generates insights, creates reports."
 author = "librefang"
 module = "builtin:chat"
+profile = "Coding"
+skills = ["data-analyst", "sql-analyst", "python-expert", "shell-scripting", "web-search"]
+skills_disabled = false
+mcp_servers = ["filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = ["analytics", "metrics analysis", "report analysis"]
@@ -43,7 +48,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 
 [capabilities]
 tools = [
diff --git a/agents/architect/agent.toml b/agents/architect/agent.toml
index b0fd0f3..fc697bb 100644
--- a/agents/architect/agent.toml
+++ b/agents/architect/agent.toml
@@ -4,6 +4,11 @@ description = "System architect. Designs software architectures, evaluates trade
 author = "librefang"
 module = "builtin:chat"
 tags = ["architecture", "design", "planning"]
+profile = "Research"
+skills = ["web-search", "openapi-expert", "graphql-expert", "project-manager"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 20
 
 [metadata.routing]
 aliases = [
@@ -47,6 +52,7 @@ api_key_env = "GROQ_API_KEY"
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 
 [capabilities]
 tools = [
diff --git a/agents/assistant/agent.toml b/agents/assistant/agent.toml
index f58f9d7..74fd1db 100644
--- a/agents/assistant/agent.toml
+++ b/agents/assistant/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "conversation",
   "productivity",
 ]
+profile = "Automation"
+skills = ["web-search", "shell-scripting", "git-expert", "github", "python-expert", "project-manager", "email-writer"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 20
 
 [metadata.routing]
 aliases = [
@@ -78,7 +83,7 @@ TOOLS AVAILABLE:
 You are reliable, adaptable, and genuinely helpful. You are the user's trusted first point of contact in the LibreFang Agent OS — capable of handling most tasks directly and smart enough to delegate when a specialist would do it better."""
 
 [resources]
-max_llm_tokens_per_hour = 300000
+max_llm_tokens_per_hour = 500000
 max_concurrent_tools = 10
 
 [capabilities]
diff --git a/agents/code-reviewer/agent.toml b/agents/code-reviewer/agent.toml
index 5a962d4..676cff8 100644
--- a/agents/code-reviewer/agent.toml
+++ b/agents/code-reviewer/agent.toml
@@ -4,6 +4,11 @@ description = "Senior code reviewer. Reviews PRs, identifies issues, suggests im
 author = "librefang"
 module = "builtin:chat"
 tags = ["review", "code-quality", "best-practices"]
+profile = "Coding"
+skills = ["git-expert", "github", "code-reviewer", "security-audit"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -49,7 +54,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 
 [capabilities]
 tools = [
diff --git a/agents/coder/agent.toml b/agents/coder/agent.toml
index 4185e52..f13f737 100644
--- a/agents/coder/agent.toml
+++ b/agents/coder/agent.toml
@@ -4,6 +4,11 @@ description = "Expert software engineer. Reads, writes, and analyzes code."
 author = "librefang"
 module = "builtin:chat"
 tags = ["coding", "implementation", "rust", "python"]
+profile = "Coding"
+skills = ["git-expert", "github", "shell-scripting", "python-expert", "typescript-expert", "rust-expert", "code-reviewer"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -46,7 +51,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 200000
+max_llm_tokens_per_hour = 500000
 max_concurrent_tools = 10
 
 [capabilities]
diff --git a/agents/customer-support/agent.toml b/agents/customer-support/agent.toml
index b048af2..69fbce5 100644
--- a/agents/customer-support/agent.toml
+++ b/agents/customer-support/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "communication",
   "resolution",
 ]
+profile = "Research"
+skills = ["web-search", "email-writer"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 15
 
 [metadata.routing]
 aliases = [
diff --git a/agents/data-scientist/agent.toml b/agents/data-scientist/agent.toml
index aabca5e..15fb50d 100644
--- a/agents/data-scientist/agent.toml
+++ b/agents/data-scientist/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Data scientist. Analyzes datasets, builds models, creates visualizations, performs statistical analysis."
 author = "librefang"
 module = "builtin:chat"
+profile = "Coding"
+skills = ["data-analyst", "ml-engineer", "data-pipeline", "sql-analyst", "python-expert", "postgres-expert", "redis-expert", "vector-db"]
+skills_disabled = false
+mcp_servers = ["filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = ["data science", "build model", "train model", "machine learning"]
@@ -45,7 +50,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 500000
 
 [capabilities]
 tools = [
diff --git a/agents/debugger/agent.toml b/agents/debugger/agent.toml
index 27d6ce3..b5f6b16 100644
--- a/agents/debugger/agent.toml
+++ b/agents/debugger/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Expert debugger. Traces bugs, analyzes stack traces, performs root cause analysis."
 author = "librefang"
 module = "builtin:chat"
+profile = "Coding"
+skills = ["git-expert", "github", "shell-scripting", "python-expert", "sentry"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -52,7 +57,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 500000
 
 [capabilities]
 tools = [
diff --git a/agents/devops-lead/agent.toml b/agents/devops-lead/agent.toml
index 0035951..b2f04ea 100644
--- a/agents/devops-lead/agent.toml
+++ b/agents/devops-lead/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "DevOps lead. Manages CI/CD, infrastructure, deployments, monitoring, and incident response."
 author = "librefang"
 module = "builtin:chat"
+profile = "Automation"
+skills = ["docker", "kubernetes", "ci-cd", "terraform", "shell-scripting", "git-expert", "github", "prometheus", "nginx", "linux-networking", "sysadmin", "helm", "ansible"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -44,7 +49,7 @@ When designing pipelines:
 5. Automated rollback on failure"""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 500000
 
 [capabilities]
 tools = [
diff --git a/agents/doc-writer/agent.toml b/agents/doc-writer/agent.toml
index c567540..7ed26ef 100644
--- a/agents/doc-writer/agent.toml
+++ b/agents/doc-writer/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Technical writer. Creates documentation, README files, API docs, tutorials, and architecture guides."
 author = "librefang"
 module = "builtin:chat"
+profile = "Research"
+skills = ["technical-writer", "writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -44,6 +49,7 @@ Style guide:
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 
 [capabilities]
 tools = [
diff --git a/agents/email-assistant/agent.toml b/agents/email-assistant/agent.toml
index 6bc81dc..30fc29f 100644
--- a/agents/email-assistant/agent.toml
+++ b/agents/email-assistant/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "scheduling",
   "productivity",
 ]
+profile = "Research"
+skills = ["email-writer", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -64,7 +69,7 @@ TOOLS AVAILABLE:
 You are thorough, discreet, and efficient. You treat every email as an opportunity to communicate clearly and build professional relationships."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/health-tracker/agent.toml b/agents/health-tracker/agent.toml
index ac3674a..451cadc 100644
--- a/agents/health-tracker/agent.toml
+++ b/agents/health-tracker/agent.toml
@@ -4,6 +4,11 @@ description = "Wellness tracking agent for health metrics, medication reminders,
 author = "librefang"
 module = "builtin:chat"
 tags = ["health", "wellness", "fitness", "medication", "habits", "tracking"]
+profile = "Research"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -70,6 +75,7 @@ periodic = { cron = "every 1h" }
 
 [resources]
 max_llm_tokens_per_hour = 100000
+max_cost_per_hour_usd = 0.50
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/hello-world/agent.toml b/agents/hello-world/agent.toml
index fe83527..12f3fc7 100644
--- a/agents/hello-world/agent.toml
+++ b/agents/hello-world/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "A friendly greeting agent that can read files, search the web, and answer everyday questions."
 author = "librefang"
 module = "builtin:chat"
+profile = "Research"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 8
 
 [metadata.routing]
 aliases = [
@@ -32,6 +37,7 @@ Always reply in the same language the user uses. Never literally translate prope
 
 [resources]
 max_llm_tokens_per_hour = 100000
+max_cost_per_hour_usd = 0.50
 
 [capabilities]
 tools = [
diff --git a/agents/home-automation/agent.toml b/agents/home-automation/agent.toml
index 06f96aa..ee16c93 100644
--- a/agents/home-automation/agent.toml
+++ b/agents/home-automation/agent.toml
@@ -4,6 +4,11 @@ description = "Smart home control agent for IoT device management, automation ru
 author = "librefang"
 module = "builtin:chat"
 tags = ["smart-home", "iot", "automation", "devices", "monitoring", "home"]
+profile = "Coding"
+skills = ["shell-scripting", "sysadmin", "linux-networking"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -66,7 +71,7 @@ TOOLS AVAILABLE:
 You are systematic, safety-conscious, and technically precise. You make smart homes truly intelligent, reliable, and secure."""
 
 [resources]
-max_llm_tokens_per_hour = 100000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 10
 
 [capabilities]
diff --git a/agents/legal-assistant/agent.toml b/agents/legal-assistant/agent.toml
index 01a5ee6..5d0f168 100644
--- a/agents/legal-assistant/agent.toml
+++ b/agents/legal-assistant/agent.toml
@@ -4,6 +4,11 @@ description = "Legal assistant agent for contract review, legal research, compli
 author = "librefang"
 module = "builtin:chat"
 tags = ["legal", "contracts", "compliance", "research", "review", "documents"]
+profile = "Research"
+skills = ["web-search", "compliance"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 15
 
 [metadata.routing]
 aliases = [
@@ -74,6 +79,7 @@ api_key_env = "GROQ_API_KEY"
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/meeting-assistant/agent.toml b/agents/meeting-assistant/agent.toml
index d898f08..e5f21ae 100644
--- a/agents/meeting-assistant/agent.toml
+++ b/agents/meeting-assistant/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "follow-up",
   "productivity",
 ]
+profile = "Research"
+skills = ["web-search", "project-manager"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -67,7 +72,7 @@ TOOLS AVAILABLE:
 You are organized, detail-oriented, and relentlessly focused on accountability. You turn chaotic meetings into clear outcomes."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 100000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/ops/agent.toml b/agents/ops/agent.toml
index 666c772..4589a8e 100644
--- a/agents/ops/agent.toml
+++ b/agents/ops/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "DevOps agent. Monitors systems, runs diagnostics, manages deployments."
 author = "librefang"
 module = "builtin:chat"
+profile = "Full"
+skills = []
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -42,7 +47,7 @@ REPORTING:
 periodic = { cron = "every 5m" }
 
 [resources]
-max_llm_tokens_per_hour = 50000
+max_llm_tokens_per_hour = 0
 
 [capabilities]
 tools = ["shell_exec", "file_read", "file_list", "web_search"]
diff --git a/agents/orchestrator/agent.toml b/agents/orchestrator/agent.toml
index cc88e8e..ea54ccb 100644
--- a/agents/orchestrator/agent.toml
+++ b/agents/orchestrator/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Meta-agent that decomposes complex tasks, delegates to specialist agents, and synthesizes results."
 author = "librefang"
 module = "builtin:chat"
+profile = "Automation"
+skills = ["web-search", "project-manager"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 20
 
 [metadata.routing]
 aliases = [
@@ -64,6 +69,7 @@ continuous = { check_interval_secs = 120 }
 
 [resources]
 max_llm_tokens_per_hour = 500000
+max_cost_per_hour_usd = 2.00
 
 [capabilities]
 tools = [
diff --git a/agents/personal-finance/agent.toml b/agents/personal-finance/agent.toml
index 3df719a..0fd76f6 100644
--- a/agents/personal-finance/agent.toml
+++ b/agents/personal-finance/agent.toml
@@ -4,6 +4,11 @@ description = "Personal finance agent for budget tracking, expense analysis, sav
 author = "librefang"
 module = "builtin:chat"
 tags = ["finance", "budget", "expenses", "savings", "planning", "money"]
+profile = "Coding"
+skills = ["web-search", "sql-analyst", "python-expert"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -61,7 +66,7 @@ TOOLS AVAILABLE:
 You are precise, trustworthy, and non-judgmental. You make personal finance approachable and actionable."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 100000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/planner/agent.toml b/agents/planner/agent.toml
index b8fe55e..a174fba 100644
--- a/agents/planner/agent.toml
+++ b/agents/planner/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Project planner. Creates project plans, breaks down epics, estimates effort, identifies risks and dependencies."
 author = "librefang"
 module = "builtin:chat"
+profile = "Research"
+skills = ["web-search", "project-manager"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 20
 
 [metadata.routing]
 aliases = [
@@ -48,6 +53,7 @@ Output format:
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 
 [capabilities]
 tools = [
diff --git a/agents/recipe-assistant/agent.toml b/agents/recipe-assistant/agent.toml
index e08390e..356ada3 100644
--- a/agents/recipe-assistant/agent.toml
+++ b/agents/recipe-assistant/agent.toml
@@ -4,6 +4,11 @@ description = "Cooking assistant that helps with recipes, meal plans, ingredient
 author = "librefang"
 module = "builtin:chat"
 tags = ["cooking", "recipes", "meal-planning", "nutrition", "food"]
+profile = "Research"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 8
 
 [metadata.routing]
 aliases = [
@@ -66,6 +71,7 @@ You are warm, encouraging, and practical. You make home cooking accessible and e
 
 [resources]
 max_llm_tokens_per_hour = 100000
+max_cost_per_hour_usd = 0.50
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/recruiter/agent.toml b/agents/recruiter/agent.toml
index 9892eb0..4214133 100644
--- a/agents/recruiter/agent.toml
+++ b/agents/recruiter/agent.toml
@@ -4,6 +4,11 @@ description = "Recruiting agent for resume screening, candidate outreach, job de
 author = "librefang"
 module = "builtin:chat"
 tags = ["recruiting", "hiring", "resume", "outreach", "talent", "hr"]
+profile = "Research"
+skills = ["web-search", "email-writer"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -65,7 +70,7 @@ TOOLS AVAILABLE:
 You are thorough, fair, and people-oriented. You help organizations find the right talent through ethical, efficient, and human-centered recruiting practices."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/researcher/agent.toml b/agents/researcher/agent.toml
index bc1dc75..cb2fefd 100644
--- a/agents/researcher/agent.toml
+++ b/agents/researcher/agent.toml
@@ -4,6 +4,11 @@ description = "Research agent. Fetches web content and synthesizes information."
 author = "librefang"
 module = "builtin:chat"
 tags = ["research", "analysis", "web"]
+profile = "Research"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
+max_history_messages = 15
 
 [metadata.routing]
 aliases = [
@@ -50,7 +55,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 
 [capabilities]
 tools = [
diff --git a/agents/sales-assistant/agent.toml b/agents/sales-assistant/agent.toml
index f3fee24..a63f2a7 100644
--- a/agents/sales-assistant/agent.toml
+++ b/agents/sales-assistant/agent.toml
@@ -4,6 +4,11 @@ description = "Sales assistant agent for CRM updates, outreach drafting, pipelin
 author = "librefang"
 module = "builtin:chat"
 tags = ["sales", "crm", "outreach", "pipeline", "prospecting", "deals"]
+profile = "Research"
+skills = ["web-search", "email-writer"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = ["sales outreach", "crm update", "pipeline review", "deal tracking"]
@@ -58,7 +63,7 @@ TOOLS AVAILABLE:
 You are strategic, persuasive, and detail-oriented. You help sales teams work smarter and close more deals."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/security-auditor/agent.toml b/agents/security-auditor/agent.toml
index fb8ac3f..0819a82 100644
--- a/agents/security-auditor/agent.toml
+++ b/agents/security-auditor/agent.toml
@@ -4,6 +4,11 @@ description = "Security specialist. Reviews code for vulnerabilities, checks con
 author = "librefang"
 module = "builtin:chat"
 tags = ["security", "audit", "vulnerability"]
+profile = "Coding"
+skills = ["security-audit", "oauth-expert", "crypto-expert", "compliance", "shell-scripting"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -55,7 +60,7 @@ api_key_env = "GROQ_API_KEY"
 proactive = { conditions = ["event:agent_spawned", "event:agent_terminated"] }
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 
 [capabilities]
 tools = [
diff --git a/agents/social-media/agent.toml b/agents/social-media/agent.toml
index c05a75f..fd18ac3 100644
--- a/agents/social-media/agent.toml
+++ b/agents/social-media/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "scheduling",
   "analytics",
 ]
+profile = "Research"
+skills = ["writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -67,7 +72,7 @@ TOOLS AVAILABLE:
 You are creative, culturally aware, and strategically minded. You balance creativity with data-driven decision-making."""
 
 [resources]
-max_llm_tokens_per_hour = 120000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/test-engineer/agent.toml b/agents/test-engineer/agent.toml
index 1c890e0..5d2e774 100644
--- a/agents/test-engineer/agent.toml
+++ b/agents/test-engineer/agent.toml
@@ -4,6 +4,11 @@ description = "Quality assurance engineer. Designs test strategies, writes tests
 author = "librefang"
 module = "builtin:chat"
 tags = ["testing", "qa", "validation"]
+profile = "Coding"
+skills = ["git-expert", "github", "shell-scripting", "python-expert", "ci-cd"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -54,7 +59,7 @@ model = "default"
 api_key_env = "GROQ_API_KEY"
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 500000
 
 [capabilities]
 tools = [
diff --git a/agents/translator/agent.toml b/agents/translator/agent.toml
index 960877e..edf9e92 100644
--- a/agents/translator/agent.toml
+++ b/agents/translator/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "communication",
   "i18n",
 ]
+profile = "Research"
+skills = ["writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 8
 
 [metadata.routing]
 aliases = [
@@ -72,7 +77,7 @@ TOOLS AVAILABLE:
 You are precise, culturally sensitive, and committed to clear cross-language communication. You bridge linguistic gaps with accuracy and grace."""
 
 [resources]
-max_llm_tokens_per_hour = 200000
+max_llm_tokens_per_hour = 100000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/travel-planner/agent.toml b/agents/travel-planner/agent.toml
index 5d3364f..a7bbec6 100644
--- a/agents/travel-planner/agent.toml
+++ b/agents/travel-planner/agent.toml
@@ -4,6 +4,11 @@ description = "Trip planning agent for itinerary creation, booking research, bud
 author = "librefang"
 module = "builtin:chat"
 tags = ["travel", "planning", "itinerary", "booking", "logistics", "vacation"]
+profile = "Custom"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -65,7 +70,7 @@ TOOLS AVAILABLE:
 You are enthusiastic, detail-oriented, and practical. You turn travel dreams into well-organized, memorable trips."""
 
 [resources]
-max_llm_tokens_per_hour = 150000
+max_llm_tokens_per_hour = 200000
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/tutor/agent.toml b/agents/tutor/agent.toml
index ebf89dd..8d93507 100644
--- a/agents/tutor/agent.toml
+++ b/agents/tutor/agent.toml
@@ -11,6 +11,11 @@ tags = [
   "explanation",
   "knowledge",
 ]
+profile = "Coding"
+skills = ["web-search", "python-expert", "writing-coach"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 15
 
 [metadata.routing]
 aliases = [
@@ -74,6 +79,7 @@ You are patient, encouraging, and intellectually rigorous. You believe every per
 
 [resources]
 max_llm_tokens_per_hour = 200000
+max_cost_per_hour_usd = 1.00
 max_concurrent_tools = 5
 
 [capabilities]
diff --git a/agents/writer/agent.toml b/agents/writer/agent.toml
index 9e20fa0..0c6ebfe 100644
--- a/agents/writer/agent.toml
+++ b/agents/writer/agent.toml
@@ -3,6 +3,11 @@ version = "0.4.3-beta3-20260314"
 description = "Content writer. Creates documentation, articles, and technical writing."
 author = "librefang"
 module = "builtin:chat"
+profile = "Research"
+skills = ["writing-coach", "technical-writer", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
+max_history_messages = 12
 
 [metadata.routing]
 aliases = [
@@ -40,7 +45,7 @@ OUTPUT:
 - Adapt formatting to the target platform when specified."""
 
 [resources]
-max_llm_tokens_per_hour = 100000
+max_llm_tokens_per_hour = 200000
 
 [capabilities]
 tools = [

From 63b89fcd0e504695af5844e9dfcff53b165a47d5 Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Fri, 8 May 2026 22:00:27 +0200
Subject: [PATCH 2/6] feat(hands): add per-hand skills, mcp_servers, and
 skills_disabled

All 17 hand definitions now declare explicit allowlists:

- skills: role-appropriate skill list per hand category
- skills_disabled: true for content-only hands (clip, creator)
- mcp_servers: specific servers or "_none" sentinel

Hands with browser needs (collector, researcher, browser) get
puppeteer. Dev hands (devops, devteam) get git+filesystem.
Communication hands (linkedin, reddit, twitter) get writing-coach
+ web-search only.
---
 hands/analytics/HAND.toml  | 4 ++++
 hands/apitester/HAND.toml  | 4 ++++
 hands/browser/HAND.toml    | 4 ++++
 hands/clip/HAND.toml       | 3 +++
 hands/collector/HAND.toml  | 3 +++
 hands/creator/HAND.toml    | 3 +++
 hands/devops/HAND.toml     | 3 +++
 hands/devteam/HAND.toml    | 5 +++--
 hands/lead/HAND.toml       | 3 +++
 hands/linkedin/HAND.toml   | 3 +++
 hands/predictor/HAND.toml  | 3 +++
 hands/reddit/HAND.toml     | 3 +++
 hands/researcher/HAND.toml | 3 +++
 hands/strategist/HAND.toml | 3 +++
 hands/trader/HAND.toml     | 3 +++
 hands/twitter/HAND.toml    | 3 +++
 16 files changed, 51 insertions(+), 2 deletions(-)

diff --git a/hands/analytics/HAND.toml b/hands/analytics/HAND.toml
index 67df279..e23ef2a 100644
--- a/hands/analytics/HAND.toml
+++ b/hands/analytics/HAND.toml
@@ -23,6 +23,10 @@ tools = [
   "event_publish",
 ]
 
+skills = ["data-analyst", "sql-analyst", "python-expert", "data-pipeline"]
+skills_disabled = false
+mcp_servers = ["_none"]
+
 [routing]
 aliases = [
   "data analysis",
diff --git a/hands/apitester/HAND.toml b/hands/apitester/HAND.toml
index c251d48..fe5dc2a 100644
--- a/hands/apitester/HAND.toml
+++ b/hands/apitester/HAND.toml
@@ -24,6 +24,10 @@ tools = [
   "event_publish",
 ]
 
+skills = ["api-tester", "shell-scripting", "openapi-expert"]
+skills_disabled = false
+mcp_servers = ["_none"]
+
 [[requires]]
 key = "curl"
 label = "curl must be installed"
diff --git a/hands/browser/HAND.toml b/hands/browser/HAND.toml
index 0502beb..285dc6f 100644
--- a/hands/browser/HAND.toml
+++ b/hands/browser/HAND.toml
@@ -28,6 +28,10 @@ tools = [
   "file_read",
 ]
 
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
+
 [routing]
 aliases = [
   "open website",
diff --git a/hands/clip/HAND.toml b/hands/clip/HAND.toml
index 7336b5d..046a57f 100644
--- a/hands/clip/HAND.toml
+++ b/hands/clip/HAND.toml
@@ -17,6 +17,9 @@ tools = [
   "memory_recall",
 ]
 
+skills_disabled = true
+mcp_servers = ["_none"]
+
 [routing]
 aliases = [
   "clip video",
diff --git a/hands/collector/HAND.toml b/hands/collector/HAND.toml
index df65db7..2c7250e 100644
--- a/hands/collector/HAND.toml
+++ b/hands/collector/HAND.toml
@@ -6,6 +6,9 @@ description = "Autonomous intelligence collector — monitors any target continu
 category = "data"
 tags = ["popular"]
 icon = "lucide:search"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
 
 tools = [
   "shell_exec",
diff --git a/hands/creator/HAND.toml b/hands/creator/HAND.toml
index cec691f..52ed9b8 100644
--- a/hands/creator/HAND.toml
+++ b/hands/creator/HAND.toml
@@ -5,6 +5,9 @@ description = "AI media studio — generates images, videos, music, and speech f
 
 category = "content"
 icon = "lucide:palette"
+skills = ["_none"]
+skills_disabled = true
+mcp_servers = ["_none"]
 tools = [
   "image_generate",
   "video_generate",
diff --git a/hands/devops/HAND.toml b/hands/devops/HAND.toml
index a94929b..069551d 100644
--- a/hands/devops/HAND.toml
+++ b/hands/devops/HAND.toml
@@ -5,6 +5,9 @@ description = "Autonomous DevOps engineer — CI/CD management, infrastructure m
 
 category = "development"
 icon = "lucide:hard-hat"
+skills = ["docker", "kubernetes", "ci-cd", "shell-scripting", "git-expert", "github", "terraform", "prometheus", "helm"]
+skills_disabled = false
+mcp_servers = ["git", "filesystem"]
 
 tools = [
   "shell_exec",
diff --git a/hands/devteam/HAND.toml b/hands/devteam/HAND.toml
index e3fe18f..57fe8ef 100644
--- a/hands/devteam/HAND.toml
+++ b/hands/devteam/HAND.toml
@@ -31,10 +31,11 @@ tools = [
 ]
 
 # MCP servers: all agents can access these (per-agent mcp_servers further restricts)
-mcp_servers = ["github"]
+mcp_servers = ["git", "filesystem", "github"]
 
 # Skills: all available (agents can restrict individually)
-skills = []
+skills = ["git-expert", "github", "code-reviewer", "ci-cd", "shell-scripting", "python-expert"]
+skills_disabled = false
 
 # Plugins: useful for dev workflow
 allowed_plugins = ["todo-tracker", "auto-summarizer", "episodic-memory"]
diff --git a/hands/lead/HAND.toml b/hands/lead/HAND.toml
index 1222651..fe41488 100644
--- a/hands/lead/HAND.toml
+++ b/hands/lead/HAND.toml
@@ -6,6 +6,9 @@ description = "Autonomous lead generation — discovers, enriches, and delivers
 category = "data"
 tags = ["popular"]
 icon = "lucide:bar-chart-3"
+skills = ["web-search", "email-writer"]
+skills_disabled = false
+mcp_servers = ["_none"]
 
 tools = [
   "shell_exec",
diff --git a/hands/linkedin/HAND.toml b/hands/linkedin/HAND.toml
index 245cd33..8f5ad11 100644
--- a/hands/linkedin/HAND.toml
+++ b/hands/linkedin/HAND.toml
@@ -5,6 +5,9 @@ description = "Autonomous LinkedIn manager — profile optimization, content cre
 
 category = "communication"
 icon = "lucide:briefcase"
+skills = ["writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
 tools = [
   "shell_exec",
   "file_read",
diff --git a/hands/predictor/HAND.toml b/hands/predictor/HAND.toml
index c191850..1f42fdc 100644
--- a/hands/predictor/HAND.toml
+++ b/hands/predictor/HAND.toml
@@ -5,6 +5,9 @@ description = "Autonomous future predictor — collects signals, builds reasonin
 
 category = "data"
 icon = "lucide:sparkles"
+skills = ["web-search", "data-analyst"]
+skills_disabled = false
+mcp_servers = ["_none"]
 
 tools = [
   "shell_exec",
diff --git a/hands/reddit/HAND.toml b/hands/reddit/HAND.toml
index b4d9cd6..935350b 100644
--- a/hands/reddit/HAND.toml
+++ b/hands/reddit/HAND.toml
@@ -5,6 +5,9 @@ description = "Autonomous Reddit manager — monitors subreddits, posts content,
 
 category = "communication"
 icon = "lucide:megaphone"
+skills = ["writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
 tools = [
   "shell_exec",
   "file_read",
diff --git a/hands/researcher/HAND.toml b/hands/researcher/HAND.toml
index d249c72..1cd1dcc 100644
--- a/hands/researcher/HAND.toml
+++ b/hands/researcher/HAND.toml
@@ -6,6 +6,9 @@ description = "Autonomous deep researcher — exhaustive investigation, cross-re
 category = "productivity"
 tags = ["popular"]
 icon = "lucide:flask-conical"
+skills = ["web-search"]
+skills_disabled = false
+mcp_servers = ["puppeteer"]
 
 tools = [
   "shell_exec",
diff --git a/hands/strategist/HAND.toml b/hands/strategist/HAND.toml
index 393a405..b5b5180 100644
--- a/hands/strategist/HAND.toml
+++ b/hands/strategist/HAND.toml
@@ -5,6 +5,9 @@ description = "Autonomous strategy analyst — market research, competitive anal
 
 category = "productivity"
 icon = "lucide:target"
+skills = ["web-search", "data-analyst", "project-manager"]
+skills_disabled = false
+mcp_servers = ["_none"]
 
 tools = [
   "shell_exec",
diff --git a/hands/trader/HAND.toml b/hands/trader/HAND.toml
index 202e452..65c6f93 100644
--- a/hands/trader/HAND.toml
+++ b/hands/trader/HAND.toml
@@ -6,6 +6,9 @@ description = "Autonomous market intelligence and trading engine — multi-signa
 category = "data"
 tags = ["popular"]
 icon = "lucide:trending-up"
+skills = ["web-search", "data-analyst", "python-expert"]
+skills_disabled = false
+mcp_servers = ["_none"]
 
 tools = [
   "shell_exec",
diff --git a/hands/twitter/HAND.toml b/hands/twitter/HAND.toml
index 280daee..93a9bf2 100644
--- a/hands/twitter/HAND.toml
+++ b/hands/twitter/HAND.toml
@@ -6,6 +6,9 @@ description = "Autonomous Twitter/X manager — content creation, scheduled post
 category = "communication"
 tags = ["popular"]
 icon = "lucide:twitter"
+skills = ["writing-coach", "web-search"]
+skills_disabled = false
+mcp_servers = ["_none"]
 tools = [
   "shell_exec",
   "file_read",

From e659be6f41b8005031e6d5b91736d8323026f371 Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Fri, 8 May 2026 22:02:33 +0200
Subject: [PATCH 3/6] fix(hands): add missing skills field to clip, fix wiki
 allowlists

---
 hands/clip/HAND.toml | 1 +
 hands/wiki/HAND.toml | 5 +++--
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/hands/clip/HAND.toml b/hands/clip/HAND.toml
index 046a57f..f2b12ba 100644
--- a/hands/clip/HAND.toml
+++ b/hands/clip/HAND.toml
@@ -17,6 +17,7 @@ tools = [
   "memory_recall",
 ]
 
+skills = ["_none"]
 skills_disabled = true
 mcp_servers = ["_none"]
 
diff --git a/hands/wiki/HAND.toml b/hands/wiki/HAND.toml
index 3085fcd..6b74667 100644
--- a/hands/wiki/HAND.toml
+++ b/hands/wiki/HAND.toml
@@ -18,8 +18,9 @@ tools = [
   "memory_store",
 ]
 
-mcp_servers = []
-skills = []
+mcp_servers = ["filesystem"]
+skills = ["technical-writer", "writing-coach"]
+skills_disabled = false
 allowed_plugins = []
 # memory_store is used ONLY for dashboard metrics.
 # No wiki content enters LibreFang's general memory — all knowledge lives in the vault.

From 78edfd540db39676b2ca8230fcc2e07e5af01fae Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Fri, 8 May 2026 22:04:38 +0200
Subject: [PATCH 4/6] fix(hands): add web-search skill to wiki hand for source
 ingestion

---
 hands/wiki/HAND.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hands/wiki/HAND.toml b/hands/wiki/HAND.toml
index 6b74667..7bf9eaf 100644
--- a/hands/wiki/HAND.toml
+++ b/hands/wiki/HAND.toml
@@ -19,7 +19,7 @@ tools = [
 ]
 
 mcp_servers = ["filesystem"]
-skills = ["technical-writer", "writing-coach"]
+skills = ["technical-writer", "writing-coach", "web-search"]
 skills_disabled = false
 allowed_plugins = []
 # memory_store is used ONLY for dashboard metrics.

From 2955be5e8459b8c24c3a4bd6070be75f301ec3d2 Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Sat, 9 May 2026 17:47:43 +0200
Subject: [PATCH 5/6] =?UTF-8?q?fix(agents):=20expand=20skill=20assignments?=
 =?UTF-8?q?=20per=20audit=20=E2=80=94=2046=20missing=20skills=20added?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Addresses gaps found by architecture audit: agents missing skills
their role requires (e.g. data-scientist missing web-search,
debugger missing rust-expert, devops-lead missing web-search,
recruiter missing interview-prep). Two MCP assignments corrected:
email-assistant gets gmail, meeting-assistant gets google-calendar.
---
 agents/academic-researcher/agent.toml | 2 +-
 agents/analyst/agent.toml             | 2 +-
 agents/customer-support/agent.toml    | 2 +-
 agents/data-scientist/agent.toml      | 2 +-
 agents/debugger/agent.toml            | 2 +-
 agents/devops-lead/agent.toml         | 2 +-
 agents/doc-writer/agent.toml          | 2 +-
 agents/email-assistant/agent.toml     | 4 ++--
 agents/home-automation/agent.toml     | 2 +-
 agents/legal-assistant/agent.toml     | 2 +-
 agents/meeting-assistant/agent.toml   | 4 ++--
 agents/orchestrator/agent.toml        | 2 +-
 agents/personal-finance/agent.toml    | 2 +-
 agents/planner/agent.toml             | 2 +-
 agents/recruiter/agent.toml           | 2 +-
 agents/researcher/agent.toml          | 2 +-
 agents/sales-assistant/agent.toml     | 2 +-
 agents/social-media/agent.toml        | 2 +-
 agents/test-engineer/agent.toml       | 2 +-
 agents/translator/agent.toml          | 2 +-
 agents/tutor/agent.toml               | 2 +-
 agents/writer/agent.toml              | 2 +-
 22 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/agents/academic-researcher/agent.toml b/agents/academic-researcher/agent.toml
index def1917..b2c6733 100644
--- a/agents/academic-researcher/agent.toml
+++ b/agents/academic-researcher/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["research", "academic", "papers", "literature-review", "science"]
 profile = "Research"
-skills = ["web-search"]
+skills = ["web-search", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["puppeteer"]
 max_history_messages = 15
diff --git a/agents/analyst/agent.toml b/agents/analyst/agent.toml
index 1239ae5..4b9ae4d 100644
--- a/agents/analyst/agent.toml
+++ b/agents/analyst/agent.toml
@@ -4,7 +4,7 @@ description = "Data analyst. Processes data, generates insights, creates reports
 author = "librefang"
 module = "builtin:chat"
 profile = "Coding"
-skills = ["data-analyst", "sql-analyst", "python-expert", "shell-scripting", "web-search"]
+skills = ["data-analyst", "sql-analyst", "python-expert", "shell-scripting", "web-search", "data-pipeline", "postgres-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
 max_history_messages = 12
diff --git a/agents/customer-support/agent.toml b/agents/customer-support/agent.toml
index 69fbce5..e8251dd 100644
--- a/agents/customer-support/agent.toml
+++ b/agents/customer-support/agent.toml
@@ -12,7 +12,7 @@ tags = [
   "resolution",
 ]
 profile = "Research"
-skills = ["web-search", "email-writer"]
+skills = ["web-search", "email-writer", "writing-coach", "slack-tools", "jira"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 15
diff --git a/agents/data-scientist/agent.toml b/agents/data-scientist/agent.toml
index 15fb50d..e6800ba 100644
--- a/agents/data-scientist/agent.toml
+++ b/agents/data-scientist/agent.toml
@@ -4,7 +4,7 @@ description = "Data scientist. Analyzes datasets, builds models, creates visuali
 author = "librefang"
 module = "builtin:chat"
 profile = "Coding"
-skills = ["data-analyst", "ml-engineer", "data-pipeline", "sql-analyst", "python-expert", "postgres-expert", "redis-expert", "vector-db"]
+skills = ["data-analyst", "ml-engineer", "data-pipeline", "sql-analyst", "python-expert", "postgres-expert", "redis-expert", "vector-db", "web-search", "sqlite-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
 max_history_messages = 12
diff --git a/agents/debugger/agent.toml b/agents/debugger/agent.toml
index b5f6b16..8540f5d 100644
--- a/agents/debugger/agent.toml
+++ b/agents/debugger/agent.toml
@@ -4,7 +4,7 @@ description = "Expert debugger. Traces bugs, analyzes stack traces, performs roo
 author = "librefang"
 module = "builtin:chat"
 profile = "Coding"
-skills = ["git-expert", "github", "shell-scripting", "python-expert", "sentry"]
+skills = ["git-expert", "github", "shell-scripting", "python-expert", "rust-expert", "sentry", "web-search"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
 max_history_messages = 12
diff --git a/agents/devops-lead/agent.toml b/agents/devops-lead/agent.toml
index b2f04ea..db0590b 100644
--- a/agents/devops-lead/agent.toml
+++ b/agents/devops-lead/agent.toml
@@ -4,7 +4,7 @@ description = "DevOps lead. Manages CI/CD, infrastructure, deployments, monitori
 author = "librefang"
 module = "builtin:chat"
 profile = "Automation"
-skills = ["docker", "kubernetes", "ci-cd", "terraform", "shell-scripting", "git-expert", "github", "prometheus", "nginx", "linux-networking", "sysadmin", "helm", "ansible"]
+skills = ["docker", "kubernetes", "ci-cd", "terraform", "shell-scripting", "git-expert", "github", "prometheus", "nginx", "linux-networking", "sysadmin", "helm", "ansible", "web-search"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
 max_history_messages = 12
diff --git a/agents/doc-writer/agent.toml b/agents/doc-writer/agent.toml
index 7ed26ef..231f20c 100644
--- a/agents/doc-writer/agent.toml
+++ b/agents/doc-writer/agent.toml
@@ -4,7 +4,7 @@ description = "Technical writer. Creates documentation, README files, API docs,
 author = "librefang"
 module = "builtin:chat"
 profile = "Research"
-skills = ["technical-writer", "writing-coach", "web-search"]
+skills = ["technical-writer", "writing-coach", "web-search", "git-expert", "openapi-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
 max_history_messages = 12
diff --git a/agents/email-assistant/agent.toml b/agents/email-assistant/agent.toml
index 30fc29f..81830f9 100644
--- a/agents/email-assistant/agent.toml
+++ b/agents/email-assistant/agent.toml
@@ -12,9 +12,9 @@ tags = [
   "productivity",
 ]
 profile = "Research"
-skills = ["email-writer", "web-search"]
+skills = ["email-writer", "web-search", "writing-coach"]
 skills_disabled = false
-mcp_servers = ["_none"]
+mcp_servers = ["gmail"]
 max_history_messages = 12
 
 [metadata.routing]
diff --git a/agents/home-automation/agent.toml b/agents/home-automation/agent.toml
index ee16c93..45840d8 100644
--- a/agents/home-automation/agent.toml
+++ b/agents/home-automation/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["smart-home", "iot", "automation", "devices", "monitoring", "home"]
 profile = "Coding"
-skills = ["shell-scripting", "sysadmin", "linux-networking"]
+skills = ["shell-scripting", "sysadmin", "linux-networking", "web-search", "python-expert"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12
diff --git a/agents/legal-assistant/agent.toml b/agents/legal-assistant/agent.toml
index 5d0f168..65c58be 100644
--- a/agents/legal-assistant/agent.toml
+++ b/agents/legal-assistant/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["legal", "contracts", "compliance", "research", "review", "documents"]
 profile = "Research"
-skills = ["web-search", "compliance"]
+skills = ["web-search", "compliance", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 15
diff --git a/agents/meeting-assistant/agent.toml b/agents/meeting-assistant/agent.toml
index e5f21ae..39877c1 100644
--- a/agents/meeting-assistant/agent.toml
+++ b/agents/meeting-assistant/agent.toml
@@ -12,9 +12,9 @@ tags = [
   "productivity",
 ]
 profile = "Research"
-skills = ["web-search", "project-manager"]
+skills = ["web-search", "project-manager", "email-writer", "slack-tools"]
 skills_disabled = false
-mcp_servers = ["_none"]
+mcp_servers = ["google-calendar"]
 max_history_messages = 12
 
 [metadata.routing]
diff --git a/agents/orchestrator/agent.toml b/agents/orchestrator/agent.toml
index ea54ccb..2d1d5e6 100644
--- a/agents/orchestrator/agent.toml
+++ b/agents/orchestrator/agent.toml
@@ -4,7 +4,7 @@ description = "Meta-agent that decomposes complex tasks, delegates to specialist
 author = "librefang"
 module = "builtin:chat"
 profile = "Automation"
-skills = ["web-search", "project-manager"]
+skills = ["web-search", "project-manager", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 20
diff --git a/agents/personal-finance/agent.toml b/agents/personal-finance/agent.toml
index 0fd76f6..b13fd2c 100644
--- a/agents/personal-finance/agent.toml
+++ b/agents/personal-finance/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["finance", "budget", "expenses", "savings", "planning", "money"]
 profile = "Coding"
-skills = ["web-search", "sql-analyst", "python-expert"]
+skills = ["web-search", "sql-analyst", "python-expert", "data-analyst", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12
diff --git a/agents/planner/agent.toml b/agents/planner/agent.toml
index a174fba..6df9ee2 100644
--- a/agents/planner/agent.toml
+++ b/agents/planner/agent.toml
@@ -4,7 +4,7 @@ description = "Project planner. Creates project plans, breaks down epics, estima
 author = "librefang"
 module = "builtin:chat"
 profile = "Research"
-skills = ["web-search", "project-manager"]
+skills = ["web-search", "project-manager", "jira", "linear-tools"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 20
diff --git a/agents/recruiter/agent.toml b/agents/recruiter/agent.toml
index 4214133..3a56e7d 100644
--- a/agents/recruiter/agent.toml
+++ b/agents/recruiter/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["recruiting", "hiring", "resume", "outreach", "talent", "hr"]
 profile = "Research"
-skills = ["web-search", "email-writer"]
+skills = ["web-search", "email-writer", "interview-prep", "writing-coach", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12
diff --git a/agents/researcher/agent.toml b/agents/researcher/agent.toml
index cb2fefd..b49df52 100644
--- a/agents/researcher/agent.toml
+++ b/agents/researcher/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["research", "analysis", "web"]
 profile = "Research"
-skills = ["web-search"]
+skills = ["web-search", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["puppeteer"]
 max_history_messages = 15
diff --git a/agents/sales-assistant/agent.toml b/agents/sales-assistant/agent.toml
index a63f2a7..be4921a 100644
--- a/agents/sales-assistant/agent.toml
+++ b/agents/sales-assistant/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["sales", "crm", "outreach", "pipeline", "prospecting", "deals"]
 profile = "Research"
-skills = ["web-search", "email-writer"]
+skills = ["web-search", "email-writer", "writing-coach", "presentation"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12
diff --git a/agents/social-media/agent.toml b/agents/social-media/agent.toml
index fd18ac3..837bddf 100644
--- a/agents/social-media/agent.toml
+++ b/agents/social-media/agent.toml
@@ -12,7 +12,7 @@ tags = [
   "analytics",
 ]
 profile = "Research"
-skills = ["writing-coach", "web-search"]
+skills = ["writing-coach", "web-search", "email-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12
diff --git a/agents/test-engineer/agent.toml b/agents/test-engineer/agent.toml
index 5d2e774..8c37e04 100644
--- a/agents/test-engineer/agent.toml
+++ b/agents/test-engineer/agent.toml
@@ -5,7 +5,7 @@ author = "librefang"
 module = "builtin:chat"
 tags = ["testing", "qa", "validation"]
 profile = "Coding"
-skills = ["git-expert", "github", "shell-scripting", "python-expert", "ci-cd"]
+skills = ["git-expert", "github", "shell-scripting", "python-expert", "ci-cd", "api-tester", "rust-expert"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
 max_history_messages = 12
diff --git a/agents/translator/agent.toml b/agents/translator/agent.toml
index edf9e92..bc09d15 100644
--- a/agents/translator/agent.toml
+++ b/agents/translator/agent.toml
@@ -12,7 +12,7 @@ tags = [
   "i18n",
 ]
 profile = "Research"
-skills = ["writing-coach", "web-search"]
+skills = ["writing-coach", "web-search", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 8
diff --git a/agents/tutor/agent.toml b/agents/tutor/agent.toml
index 8d93507..c38729e 100644
--- a/agents/tutor/agent.toml
+++ b/agents/tutor/agent.toml
@@ -12,7 +12,7 @@ tags = [
   "knowledge",
 ]
 profile = "Coding"
-skills = ["web-search", "python-expert", "writing-coach"]
+skills = ["web-search", "python-expert", "writing-coach", "technical-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 15
diff --git a/agents/writer/agent.toml b/agents/writer/agent.toml
index 0c6ebfe..8c2a4cd 100644
--- a/agents/writer/agent.toml
+++ b/agents/writer/agent.toml
@@ -4,7 +4,7 @@ description = "Content writer. Creates documentation, articles, and technical wr
 author = "librefang"
 module = "builtin:chat"
 profile = "Research"
-skills = ["writing-coach", "technical-writer", "web-search"]
+skills = ["writing-coach", "technical-writer", "web-search", "email-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]
 max_history_messages = 12

From 4971f2da43e5d3232b700703e1d98fd24f9796f6 Mon Sep 17 00:00:00 2001
From: fnavarrp <fnavarrp@emeal.nttdata.com>
Date: Sat, 9 May 2026 21:46:02 +0200
Subject: [PATCH 6/6] fix(agents): lowercase profile values to match serde
 rename_all snake_case

---
 agents/academic-researcher/agent.toml | 2 +-
 agents/analyst/agent.toml             | 2 +-
 agents/architect/agent.toml           | 2 +-
 agents/assistant/agent.toml           | 2 +-
 agents/code-reviewer/agent.toml       | 2 +-
 agents/coder/agent.toml               | 2 +-
 agents/customer-support/agent.toml    | 2 +-
 agents/data-scientist/agent.toml      | 2 +-
 agents/debugger/agent.toml            | 2 +-
 agents/devops-lead/agent.toml         | 2 +-
 agents/doc-writer/agent.toml          | 2 +-
 agents/email-assistant/agent.toml     | 2 +-
 agents/health-tracker/agent.toml      | 2 +-
 agents/hello-world/agent.toml         | 2 +-
 agents/home-automation/agent.toml     | 2 +-
 agents/legal-assistant/agent.toml     | 2 +-
 agents/meeting-assistant/agent.toml   | 2 +-
 agents/ops/agent.toml                 | 2 +-
 agents/orchestrator/agent.toml        | 2 +-
 agents/personal-finance/agent.toml    | 2 +-
 agents/planner/agent.toml             | 2 +-
 agents/recipe-assistant/agent.toml    | 2 +-
 agents/recruiter/agent.toml           | 2 +-
 agents/researcher/agent.toml          | 2 +-
 agents/sales-assistant/agent.toml     | 2 +-
 agents/security-auditor/agent.toml    | 2 +-
 agents/social-media/agent.toml        | 2 +-
 agents/test-engineer/agent.toml       | 2 +-
 agents/translator/agent.toml          | 2 +-
 agents/travel-planner/agent.toml      | 2 +-
 agents/tutor/agent.toml               | 2 +-
 agents/writer/agent.toml              | 2 +-
 32 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/agents/academic-researcher/agent.toml b/agents/academic-researcher/agent.toml
index b2c6733..668b732 100644
--- a/agents/academic-researcher/agent.toml
+++ b/agents/academic-researcher/agent.toml
@@ -4,7 +4,7 @@ description = "Academic research agent. Searches scholarly papers, summarizes fi
 author = "librefang"
 module = "builtin:chat"
 tags = ["research", "academic", "papers", "literature-review", "science"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["puppeteer"]
diff --git a/agents/analyst/agent.toml b/agents/analyst/agent.toml
index 4b9ae4d..7aae111 100644
--- a/agents/analyst/agent.toml
+++ b/agents/analyst/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Data analyst. Processes data, generates insights, creates reports."
 author = "librefang"
 module = "builtin:chat"
-profile = "Coding"
+profile = "coding"
 skills = ["data-analyst", "sql-analyst", "python-expert", "shell-scripting", "web-search", "data-pipeline", "postgres-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
diff --git a/agents/architect/agent.toml b/agents/architect/agent.toml
index fc697bb..e962fa9 100644
--- a/agents/architect/agent.toml
+++ b/agents/architect/agent.toml
@@ -4,7 +4,7 @@ description = "System architect. Designs software architectures, evaluates trade
 author = "librefang"
 module = "builtin:chat"
 tags = ["architecture", "design", "planning"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "openapi-expert", "graphql-expert", "project-manager"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/assistant/agent.toml b/agents/assistant/agent.toml
index 74fd1db..e59efda 100644
--- a/agents/assistant/agent.toml
+++ b/agents/assistant/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "conversation",
   "productivity",
 ]
-profile = "Automation"
+profile = "automation"
 skills = ["web-search", "shell-scripting", "git-expert", "github", "python-expert", "project-manager", "email-writer"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/code-reviewer/agent.toml b/agents/code-reviewer/agent.toml
index 676cff8..b001158 100644
--- a/agents/code-reviewer/agent.toml
+++ b/agents/code-reviewer/agent.toml
@@ -4,7 +4,7 @@ description = "Senior code reviewer. Reviews PRs, identifies issues, suggests im
 author = "librefang"
 module = "builtin:chat"
 tags = ["review", "code-quality", "best-practices"]
-profile = "Coding"
+profile = "coding"
 skills = ["git-expert", "github", "code-reviewer", "security-audit"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/coder/agent.toml b/agents/coder/agent.toml
index f13f737..396d52a 100644
--- a/agents/coder/agent.toml
+++ b/agents/coder/agent.toml
@@ -4,7 +4,7 @@ description = "Expert software engineer. Reads, writes, and analyzes code."
 author = "librefang"
 module = "builtin:chat"
 tags = ["coding", "implementation", "rust", "python"]
-profile = "Coding"
+profile = "coding"
 skills = ["git-expert", "github", "shell-scripting", "python-expert", "typescript-expert", "rust-expert", "code-reviewer"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/customer-support/agent.toml b/agents/customer-support/agent.toml
index e8251dd..aa24df5 100644
--- a/agents/customer-support/agent.toml
+++ b/agents/customer-support/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "communication",
   "resolution",
 ]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "email-writer", "writing-coach", "slack-tools", "jira"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/data-scientist/agent.toml b/agents/data-scientist/agent.toml
index e6800ba..e140d1d 100644
--- a/agents/data-scientist/agent.toml
+++ b/agents/data-scientist/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Data scientist. Analyzes datasets, builds models, creates visualizations, performs statistical analysis."
 author = "librefang"
 module = "builtin:chat"
-profile = "Coding"
+profile = "coding"
 skills = ["data-analyst", "ml-engineer", "data-pipeline", "sql-analyst", "python-expert", "postgres-expert", "redis-expert", "vector-db", "web-search", "sqlite-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
diff --git a/agents/debugger/agent.toml b/agents/debugger/agent.toml
index 8540f5d..9387b19 100644
--- a/agents/debugger/agent.toml
+++ b/agents/debugger/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Expert debugger. Traces bugs, analyzes stack traces, performs root cause analysis."
 author = "librefang"
 module = "builtin:chat"
-profile = "Coding"
+profile = "coding"
 skills = ["git-expert", "github", "shell-scripting", "python-expert", "rust-expert", "sentry", "web-search"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/devops-lead/agent.toml b/agents/devops-lead/agent.toml
index db0590b..d137743 100644
--- a/agents/devops-lead/agent.toml
+++ b/agents/devops-lead/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "DevOps lead. Manages CI/CD, infrastructure, deployments, monitoring, and incident response."
 author = "librefang"
 module = "builtin:chat"
-profile = "Automation"
+profile = "automation"
 skills = ["docker", "kubernetes", "ci-cd", "terraform", "shell-scripting", "git-expert", "github", "prometheus", "nginx", "linux-networking", "sysadmin", "helm", "ansible", "web-search"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/doc-writer/agent.toml b/agents/doc-writer/agent.toml
index 231f20c..f581999 100644
--- a/agents/doc-writer/agent.toml
+++ b/agents/doc-writer/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Technical writer. Creates documentation, README files, API docs, tutorials, and architecture guides."
 author = "librefang"
 module = "builtin:chat"
-profile = "Research"
+profile = "research"
 skills = ["technical-writer", "writing-coach", "web-search", "git-expert", "openapi-expert"]
 skills_disabled = false
 mcp_servers = ["filesystem"]
diff --git a/agents/email-assistant/agent.toml b/agents/email-assistant/agent.toml
index 81830f9..e90b1d4 100644
--- a/agents/email-assistant/agent.toml
+++ b/agents/email-assistant/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "scheduling",
   "productivity",
 ]
-profile = "Research"
+profile = "research"
 skills = ["email-writer", "web-search", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["gmail"]
diff --git a/agents/health-tracker/agent.toml b/agents/health-tracker/agent.toml
index 451cadc..aacf359 100644
--- a/agents/health-tracker/agent.toml
+++ b/agents/health-tracker/agent.toml
@@ -4,7 +4,7 @@ description = "Wellness tracking agent for health metrics, medication reminders,
 author = "librefang"
 module = "builtin:chat"
 tags = ["health", "wellness", "fitness", "medication", "habits", "tracking"]
-profile = "Research"
+profile = "research"
 skills = ["web-search"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/hello-world/agent.toml b/agents/hello-world/agent.toml
index 12f3fc7..4233fed 100644
--- a/agents/hello-world/agent.toml
+++ b/agents/hello-world/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "A friendly greeting agent that can read files, search the web, and answer everyday questions."
 author = "librefang"
 module = "builtin:chat"
-profile = "Research"
+profile = "research"
 skills = ["web-search"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/home-automation/agent.toml b/agents/home-automation/agent.toml
index 45840d8..cce88cd 100644
--- a/agents/home-automation/agent.toml
+++ b/agents/home-automation/agent.toml
@@ -4,7 +4,7 @@ description = "Smart home control agent for IoT device management, automation ru
 author = "librefang"
 module = "builtin:chat"
 tags = ["smart-home", "iot", "automation", "devices", "monitoring", "home"]
-profile = "Coding"
+profile = "coding"
 skills = ["shell-scripting", "sysadmin", "linux-networking", "web-search", "python-expert"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/legal-assistant/agent.toml b/agents/legal-assistant/agent.toml
index 65c58be..762cf5b 100644
--- a/agents/legal-assistant/agent.toml
+++ b/agents/legal-assistant/agent.toml
@@ -4,7 +4,7 @@ description = "Legal assistant agent for contract review, legal research, compli
 author = "librefang"
 module = "builtin:chat"
 tags = ["legal", "contracts", "compliance", "research", "review", "documents"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "compliance", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/meeting-assistant/agent.toml b/agents/meeting-assistant/agent.toml
index 39877c1..ed180e9 100644
--- a/agents/meeting-assistant/agent.toml
+++ b/agents/meeting-assistant/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "follow-up",
   "productivity",
 ]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "project-manager", "email-writer", "slack-tools"]
 skills_disabled = false
 mcp_servers = ["google-calendar"]
diff --git a/agents/ops/agent.toml b/agents/ops/agent.toml
index 4589a8e..90f66ae 100644
--- a/agents/ops/agent.toml
+++ b/agents/ops/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "DevOps agent. Monitors systems, runs diagnostics, manages deployments."
 author = "librefang"
 module = "builtin:chat"
-profile = "Full"
+profile = "full"
 skills = []
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/orchestrator/agent.toml b/agents/orchestrator/agent.toml
index 2d1d5e6..73cdc15 100644
--- a/agents/orchestrator/agent.toml
+++ b/agents/orchestrator/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Meta-agent that decomposes complex tasks, delegates to specialist agents, and synthesizes results."
 author = "librefang"
 module = "builtin:chat"
-profile = "Automation"
+profile = "automation"
 skills = ["web-search", "project-manager", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/personal-finance/agent.toml b/agents/personal-finance/agent.toml
index b13fd2c..ca5a8e9 100644
--- a/agents/personal-finance/agent.toml
+++ b/agents/personal-finance/agent.toml
@@ -4,7 +4,7 @@ description = "Personal finance agent for budget tracking, expense analysis, sav
 author = "librefang"
 module = "builtin:chat"
 tags = ["finance", "budget", "expenses", "savings", "planning", "money"]
-profile = "Coding"
+profile = "coding"
 skills = ["web-search", "sql-analyst", "python-expert", "data-analyst", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/planner/agent.toml b/agents/planner/agent.toml
index 6df9ee2..4016b42 100644
--- a/agents/planner/agent.toml
+++ b/agents/planner/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Project planner. Creates project plans, breaks down epics, estimates effort, identifies risks and dependencies."
 author = "librefang"
 module = "builtin:chat"
-profile = "Research"
+profile = "research"
 skills = ["web-search", "project-manager", "jira", "linear-tools"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/recipe-assistant/agent.toml b/agents/recipe-assistant/agent.toml
index 356ada3..e0a9651 100644
--- a/agents/recipe-assistant/agent.toml
+++ b/agents/recipe-assistant/agent.toml
@@ -4,7 +4,7 @@ description = "Cooking assistant that helps with recipes, meal plans, ingredient
 author = "librefang"
 module = "builtin:chat"
 tags = ["cooking", "recipes", "meal-planning", "nutrition", "food"]
-profile = "Research"
+profile = "research"
 skills = ["web-search"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/recruiter/agent.toml b/agents/recruiter/agent.toml
index 3a56e7d..7ce564c 100644
--- a/agents/recruiter/agent.toml
+++ b/agents/recruiter/agent.toml
@@ -4,7 +4,7 @@ description = "Recruiting agent for resume screening, candidate outreach, job de
 author = "librefang"
 module = "builtin:chat"
 tags = ["recruiting", "hiring", "resume", "outreach", "talent", "hr"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "email-writer", "interview-prep", "writing-coach", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/researcher/agent.toml b/agents/researcher/agent.toml
index b49df52..a880f41 100644
--- a/agents/researcher/agent.toml
+++ b/agents/researcher/agent.toml
@@ -4,7 +4,7 @@ description = "Research agent. Fetches web content and synthesizes information."
 author = "librefang"
 module = "builtin:chat"
 tags = ["research", "analysis", "web"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "pdf-reader", "writing-coach"]
 skills_disabled = false
 mcp_servers = ["puppeteer"]
diff --git a/agents/sales-assistant/agent.toml b/agents/sales-assistant/agent.toml
index be4921a..00a1a34 100644
--- a/agents/sales-assistant/agent.toml
+++ b/agents/sales-assistant/agent.toml
@@ -4,7 +4,7 @@ description = "Sales assistant agent for CRM updates, outreach drafting, pipelin
 author = "librefang"
 module = "builtin:chat"
 tags = ["sales", "crm", "outreach", "pipeline", "prospecting", "deals"]
-profile = "Research"
+profile = "research"
 skills = ["web-search", "email-writer", "writing-coach", "presentation"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/security-auditor/agent.toml b/agents/security-auditor/agent.toml
index 0819a82..901f1a0 100644
--- a/agents/security-auditor/agent.toml
+++ b/agents/security-auditor/agent.toml
@@ -4,7 +4,7 @@ description = "Security specialist. Reviews code for vulnerabilities, checks con
 author = "librefang"
 module = "builtin:chat"
 tags = ["security", "audit", "vulnerability"]
-profile = "Coding"
+profile = "coding"
 skills = ["security-audit", "oauth-expert", "crypto-expert", "compliance", "shell-scripting"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/social-media/agent.toml b/agents/social-media/agent.toml
index 837bddf..4b4fec0 100644
--- a/agents/social-media/agent.toml
+++ b/agents/social-media/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "scheduling",
   "analytics",
 ]
-profile = "Research"
+profile = "research"
 skills = ["writing-coach", "web-search", "email-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/test-engineer/agent.toml b/agents/test-engineer/agent.toml
index 8c37e04..810dde9 100644
--- a/agents/test-engineer/agent.toml
+++ b/agents/test-engineer/agent.toml
@@ -4,7 +4,7 @@ description = "Quality assurance engineer. Designs test strategies, writes tests
 author = "librefang"
 module = "builtin:chat"
 tags = ["testing", "qa", "validation"]
-profile = "Coding"
+profile = "coding"
 skills = ["git-expert", "github", "shell-scripting", "python-expert", "ci-cd", "api-tester", "rust-expert"]
 skills_disabled = false
 mcp_servers = ["git", "filesystem"]
diff --git a/agents/translator/agent.toml b/agents/translator/agent.toml
index bc09d15..c53ac66 100644
--- a/agents/translator/agent.toml
+++ b/agents/translator/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "communication",
   "i18n",
 ]
-profile = "Research"
+profile = "research"
 skills = ["writing-coach", "web-search", "pdf-reader"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/travel-planner/agent.toml b/agents/travel-planner/agent.toml
index a7bbec6..37ef1d8 100644
--- a/agents/travel-planner/agent.toml
+++ b/agents/travel-planner/agent.toml
@@ -4,7 +4,7 @@ description = "Trip planning agent for itinerary creation, booking research, bud
 author = "librefang"
 module = "builtin:chat"
 tags = ["travel", "planning", "itinerary", "booking", "logistics", "vacation"]
-profile = "Custom"
+profile = "custom"
 skills = ["web-search"]
 skills_disabled = false
 mcp_servers = ["puppeteer"]
diff --git a/agents/tutor/agent.toml b/agents/tutor/agent.toml
index c38729e..b804cfd 100644
--- a/agents/tutor/agent.toml
+++ b/agents/tutor/agent.toml
@@ -11,7 +11,7 @@ tags = [
   "explanation",
   "knowledge",
 ]
-profile = "Coding"
+profile = "coding"
 skills = ["web-search", "python-expert", "writing-coach", "technical-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]
diff --git a/agents/writer/agent.toml b/agents/writer/agent.toml
index 8c2a4cd..6e061b6 100644
--- a/agents/writer/agent.toml
+++ b/agents/writer/agent.toml
@@ -3,7 +3,7 @@ version = "0.4.3-beta3-20260314"
 description = "Content writer. Creates documentation, articles, and technical writing."
 author = "librefang"
 module = "builtin:chat"
-profile = "Research"
+profile = "research"
 skills = ["writing-coach", "technical-writer", "web-search", "email-writer"]
 skills_disabled = false
 mcp_servers = ["_none"]