CAT
/MCP
SkillsMCPMarketplacesDigestToolsAdvertise

This week in Claude

Every Monday: Claude Code, Agent SDK, MCP, and the Anthropic platform moves worth your time.

Skills by Category
Frontend DevelopmentBackend & APIsTesting & QASecurityDevOps & CI/CDGit & Pull RequestsDocumentationCode Review & QualityAI & Agent BuildingSkill Development
MCP Servers by Category
Sales & MarketingWeb & Browser AutomationDatabasesAI & LLM ToolsCloud & InfrastructureCommunication & MessagingDeveloper ToolsDesign & CreativeDocuments & KnowledgeSearch & Web Crawling
Marketplaces by Category
AI Agents & OrchestrationLLM IntegrationDevelopment ToolsFrontend & UIBackend & APIsDatabasesTesting & Code QualityDevOps & CloudSecurity & ComplianceGit & Version Control

Cross AI Tools

Discover Claude Code plugins, extensions, and tools. Automatically updated directory of Anthropic Claude AI marketplaces with development tools, productivity plugins, and integrations.

Resources

  • Browse Skills
  • Browse MCP Servers
  • Browse Marketplaces
  • Plugins Reference

Community

  • About
  • Tools
  • Feedback
  • Privacy Policy
  • Advertise

Built for the Claude Code community with Claude Code by @mertduzgun

Independent project, not affiliated with Anthropic

Trace Forge

mdfifty50-boop/trace-forge-mcp
STDIOregistry active
Summary

Gives Claude write access to create structured execution traces with spans, tool calls, and decision logging. You get six tools: trace_start to begin tracking an agent task, trace_span for nested work units, trace_tool_call to log each tool invocation with duration and cost estimation, trace_decision to record reasoning and alternatives considered, trace_end to finalize with automatic metrics, and get_trace plus search_traces for retrieval. Stores everything locally via stdio transport. Built specifically for EU AI Act Article 14 compliance, which mandates traceability for high-risk AI systems starting August 2026. The only observability MCP that writes data instead of just reading it.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →

trace-forge-mcp

MCP server for writing structured traces, spans, and decisions. The only write-path observability MCP — all 9 existing observability MCPs are read-only.

Built for EU AI Act traceability compliance (Article 14, due August 2026).

Install

npx trace-forge-mcp

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "trace-forge": {
      "command": "npx",
      "args": ["trace-forge-mcp"]
    }
  }
}

From source

git clone https://github.com/mdfifty50-boop/trace-forge-mcp.git
cd trace-forge-mcp
npm install
node src/index.js

Tools

trace_start

Begin a new trace for an agent task.

ParamTypeRequiredDescription
agent_idstringyesUnique agent identifier
task_descriptionstringyesWhat the agent is doing
metadataobjectnoOptional metadata (model, department, priority)

Returns: { trace_id, started_at }

trace_span

Create a span within a trace. Spans can be nested via parent_span_id.

ParamTypeRequiredDescription
trace_idstringyesTrace to attach to
span_namestringyesSpan name (e.g. "research", "validation")
parent_span_idstringnoParent span for nesting
metadataobjectnoOptional span metadata

Returns: { span_id, trace_id }

trace_tool_call

Log a tool call within a trace. Auto-calculates cost estimate from token count.

ParamTypeRequiredDescription
trace_idstringyesTrace this belongs to
span_idstringnoSpan this belongs to
tool_namestringyesTool that was called
argsobjectyesArguments passed
result_previewstringyesResult preview (max 500 chars)
tokens_usednumbernoToken count (enables cost estimation)
duration_msnumberyesCall duration in milliseconds
statusstringyes"success", "error", or "timeout"

Returns: { event_id, logged: true }

trace_decision

Log an agent decision point with reasoning and alternatives considered.

ParamTypeRequiredDescription
trace_idstringyesTrace this belongs to
reasoningstringyesWhy the agent made this decision
alternatives_consideredstring[]yesOther options evaluated
chosen_actionstringyesWhat was decided
confidencenumberyesConfidence 0.0 to 1.0

Returns: { event_id, logged: true }

trace_end

Complete a trace. Auto-calculates total duration, event counts, and span counts.

ParamTypeRequiredDescription
trace_idstringyesTrace to complete
outcomestringyes"success", "failure", "partial", or "timeout"
summarystringnoOptional summary

Returns: { trace_id, duration_ms, events_count, spans_count, tool_calls_count }

get_trace

Retrieve a complete trace tree with all spans, events, tool calls, and decisions.

ParamTypeRequiredDescription
trace_idstringyesTrace ID to retrieve

Returns: Full trace object with nested span tree, all events, and computed totals.

search_traces

Find traces by agent ID and/or status.

ParamTypeDefaultDescription
agent_idstring-Filter by agent
statusstring-Filter by status
limitnumber20Max results (1-100)

Returns: Matching traces sorted by recency with summary stats.

Resources

URIDescription
traces://recentLast 20 traces with summary
traces://statsAggregate statistics (total, avg duration, success rate)

Usage Pattern

1. trace_start — when agent begins a task
2. trace_span — create logical work units (research, generation, validation)
3. During execution:
   - trace_tool_call — after each tool invocation
   - trace_decision — at each decision point
4. trace_end — when task completes
5. get_trace — retrieve full audit trail
6. search_traces — find traces by agent or status

EU AI Act Compliance

Article 14 of the EU AI Act requires high-risk AI systems to maintain traceability of decisions and actions. trace-forge-mcp provides:

  • Structured decision logging with reasoning and alternatives
  • Complete tool call audit trails with timing and cost
  • Hierarchical span trees for complex multi-step tasks
  • Agent identification and task attribution

License

MIT

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Keep your Mac awake
Keep your Mac awake
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Categories
Monitoring & Observability
Registryactive
Packagetrace-forge-mcp
TransportSTDIO
UpdatedApr 24, 2026
View on GitHub

Related Monitoring & Observability MCP Servers

View all →
Mcp Observability

io.github.infoinlet-marketplace/mcp-observability

Observability for incident agents — query Loki (LogQL), Prometheus (PromQL), Elasticsearch.
Monitor

betterdb-inc/monitor

BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
1.1k
Datadog

com.mcparmory/datadog

Monitor infrastructure, manage agents and deployments, track metrics, logs, and events
25
Observability Mcp

thotischner/observability-mcp

Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.
5
Datadog Mcp

io.github.tantiope/datadog-mcp

Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
4
Datadog

io.github.us-all/datadog

Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet
1