codex-usage-tracker
★ 196
vs
mcp-context-forge
★ 4.7k
codex-usage-tracker vs mcp-context-forge
codex-usage-tracker: Codex Usage Tracker is a local-first tool that provides a dashboard, CLI, and companion plugin for analyzing OpenAI Codex token usage and costs. It reads local log files, indexes usage data into SQLite, and helps developers understand where their credits are being spent.; mcp-context-forge: ContextForge MCP Gateway is a feature-rich gateway and proxy that unifies diverse AI services including REST, MCP, and Agent-to-Agent (A2A) protocols into a single, clean endpoint. It offers advanced features like federation, virtual servers, robust authentication, rate-limiting, and comprehensive OpenTelemetry observability.
01
TL;DR
codex-usage-trackerObservability · ★ 196
Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs.
mcp-context-forgeObservability · ★ 4.7k
When to choose:
- You need one gateway in front of MCP servers, A2A agents and REST or gRPC services, with federation and virtual servers.
- You want to wrap REST or gRPC services as MCP tools so MCP clients can use non-MCP backends.
- You need multi-tenancy with RBAC, rate limiting, OpenTelemetry tracing and an admin UI, deployed by PyPI, Docker, Compose or Helm.
When to skip:
- You want a small tool: it is broad infrastructure (gateway, registry, proxy, admin UI, multi-tenancy) that you must deploy, secure and operate.
- You are upgrading from before v0.7.0: the README requires following a migration guide.
- You want to find setup steps quickly: the README is over 160,000 characters.
02
Side-by-Side Comparison
Field
codex-usage-trackermcp-context-forgeCategory
Observability
Observability
Stars
★ 196
★ 4.7k
License
MIT
Apache-2.0
Install Command
python -m pip install --user pipx && python -m pipx ensurepath && pipx install codex-usage-tracking && codex-usage-tracker setup
pip install mcp-contextforge-gateway
Updated
1w ago
1d ago
Open Source
Yes
Yes
Tags
Codex Usage Tracking, Token Management, Analytics Dashboard
MCP Gateway, API Proxy, AI Integration
03
Features
codex-usage-tracker01Local-first dashboard with live refresh and various views (Overview, Calls, Threads, Diagnostics).
02Indexes aggregate usage counters and local content evidence into an SQLite database.
03Provides CLI for summaries, queries, CSV export, and support bundles.
04Companion Codex plugin and skills for conversational usage analysis and waste discovery.
05Supports localized UI text for the dashboard, including Simplified Chinese.
mcp-context-forge01Unified Endpoint for diverse AI services (MCP, REST, A2A)
02Federation and Virtualization of APIs (REST/gRPC to MCP)
03Comprehensive Admin UI for management and monitoring
04Robust Authentication, Rate-limiting, and Retries
05Advanced OpenTelemetry Observability
04
Use Cases
codex-usage-tracker↳Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs.
↳Identify threads, models, or subagents that consume the most tokens and contribute to unexpected costs.
↳Optimize usage by identifying high-context, low-cache calls and understanding context bloat in long chats.
↳Use the companion Codex skill to converse with usage data, ask questions, and get recommendations for reducing token waste.
mcp-context-forge↳Consolidating various AI models and services (REST, MCP, A2A) behind a single API gateway for client access.
↳Integrating legacy REST or gRPC APIs into an MCP-compliant ecosystem without rewriting them.
↳Deploying a scalable and observable AI gateway in multi-cluster environments, with built-in security and traffic management.
05
Best For
codex-usage-trackerHidden Gem
mcp-context-forgeEssentialTrending
FAQ
FAQ
What is the difference between codex-usage-tracker and mcp-context-forge?
Both codex-usage-tracker and mcp-context-forge are in the Observability category. codex-usage-tracker has 196 stars, while mcp-context-forge has 4.7k stars.
Which is better, codex-usage-tracker or mcp-context-forge?
The best choice depends on your use case. Choose codex-usage-tracker if Track and analyze OpenAI Codex token usage and estimated costs locally without uploading logs., and mcp-context-forge if Consolidating various AI models and services (REST, MCP, A2A) behind a single API gateway for client access..
Is codex-usage-tracker free or open source?
Yes, codex-usage-tracker is open source on GitHub (MIT).
Is mcp-context-forge free or open source?
Yes, mcp-context-forge is open source on GitHub (Apache-2.0).
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