Topic
Developer Tools
52 stories on this topic, newest first.
ToolsExplainer
What Google's Deep Review can check in a technical document
Automated critique is useful when a flagged issue becomes a checkable claim. A practical guide to mathematical gaps, experimental mismatches and the evidence behind the tool.
ToolsAnalysis
GPT-6.1 Terra and the shift from reading screens to acting on them
Terra targets visual reasoning and computer use. Four different task types explain why recognising a screen is only the start of useful application work.
ToolsAnalysis
Why OpenAI rebuilt the machinery behind Git
Coding agents multiply branches, pushes and checkouts. Pando's design shows why source-control capacity depends on coordination and reuse as much as storage.
ToolsExplainer
Is LiteLLM written in Rust? What the codebase and migration tracker show
LiteLLM Rust, checked: the repo is 3.11% Rust, the migration tracker shows 24% of Major APIs, and Chat Completions still runs on Python.
ToolsExplainer
Peak RSS vs memory at rest: reading LiteLLM's '9x less memory' figure
LiteLLM's homepage labels its memory figure 'memory at rest', but the data is peak RSS. What the files show, why Bifrost sat near 282 MB, and how to read RSS.
ToolsComparison
LiteLLM Rust vs LiteLLM Python vs Bifrost: what the data means for teams running LiteLLM today
In LiteLLM's own sweep the Python LiteLLM proxy adds 546 ms of p99 at c=64 and serves 179.8 RPS, and main:latest still runs chat routes on Python.
ToolsExplainer
Throughput vs latency: why LiteLLM Rust and Bifrost tie at 2,722 vs 2,719 RPS
Throughput vs latency for LLM gateways: why 2,722 vs 2,719 requests per second is a tie, how RPS and p99 interact, and how to read a throughput tile.
ResearchAnalysis
Developer tools drew half of all stated AI deal money from 9% of deals
We analysed 189 AI deals since January 2025. Developer tools took $76.3B of the $153.6B in stated prices, one deal is 39% of it, and only 16 prices came from the companies.
ToolsSurvey
Best Claude Code skills in 2026: 11 tested and ranked for production AI teams
The best Claude Code skills for teams shipping production AI, test-installed on 28 October 2026: governance, cost, security, MCP and observability, plus five Anthropic and Vercel picks.
Bifrost's MCP gateway upgrades target tool bloat, per-user auth and REST APIs
Bifrost v2.3.1 turns OpenAPI documents into MCP servers and adds gateway-side tool search, capping three months of releases aimed at the problems MCP hits at 600 tools rather than six.
Bifrost's Warp puts a plain-language analyst inside the AI gateway
Bifrost v2.3.0 adds Warp, a dashboard assistant that answers questions about gateway logs, spend and latency, plus semantic log search, both scoped to what the person asking may see.
ToolsExplainer
Claude Code enterprise rollout: a phased plan with budgets, managed settings and logs
How to roll Claude Code, Codex, Cursor and Copilot out to an engineering organisation: managed-settings.json, per-developer budgets, Bedrock residency, MCP allowlists, CI keys.
ToolsExplainer
Codex skills: how Agent Skills work in OpenAI Codex, and which ones to install
Where OpenAI Codex discovers skills, how $skill and implicit invocation work, how skills differ from AGENTS.md, and how to add skills to Codex with npx skills add -a codex.
ToolsExplainer
Cursor skills: how Agent Skills work in Cursor, and the six worth installing
How Cursor skills work as of October 2026: where SKILL.md folders live, how the agent picks one, rules vs skills vs MCP, and how to install skills with npx skills add.
ToolsExplainer
LLM observability: what to capture, how to trace agents, and which tools fit
A working guide to LLM observability: the per-call record, OpenTelemetry GenAI conventions, agent traces, PII redaction, Prometheus alerts, production evals and the tools for each job.
ToolsExplainer
MCP best practices: tool budgets, permissions and approvals for real agent teams
Ten MCP best practices for the 2026-07-28 spec, each with a bad and good example and a check: tool budgets, naming, least privilege, approvals, transports, logs and tests.
ToolsExplainer
OWASP LLM Top 10 (2026): every risk, the vulnerable code and the fix
The 2026 OWASP LLM Top 10 reorders the list and renames one entry. Each risk with a vulnerable pattern, the Python or TypeScript fix, and an LLM security checklist.
ToolsExplainer
Claude skills marketplace: when to use public ones and when to run your own
A Claude skills marketplace is the catalogue your agents install skills from. How public ones work, and how to run a private one with versions, review and one-step rollback.
ToolsExplainer
skills.sh and npx skills add: the complete guide to installing agent skills
What skills.sh is, who runs it, and every skills CLI command tested: how npx skills add resolves repos, scope, agent targeting, symlinks, skills-lock.json, telemetry and security review.
ToolsExplainer
The definitive guide to Atlassian MCP: setup, auth, admin controls and limits
Atlassian's hosted MCP server gives AI clients Jira, Confluence, Bitbucket and more at mcp.atlassian.com/v2/mcp. How to connect it, how OAuth and API tokens differ, what admins control and where it stops.
ToolsExplainer
Claude API keys: how to create, scope, secure and rotate them
A Claude API key is a sk-ant secret from the Claude Console. Key types, workspaces, headers, limits, expiry, leaks, Claude Code precedence and cloud auth, as of October 2026.
ToolsExplainer
Claude --dangerously-skip-permissions: a practical guide to what it bypasses
What Claude Code's --dangerously-skip-permissions flag skips, the checks that survive it, real incident patterns, and safe recipes for containers, sandboxes and CI.
ToolsExplainer
Claude API platform admin: roles, workspaces and the Admin API explained
How to administer the Claude Developer Platform: Console roles, workspaces and their limits, Admin API keys and curl calls, usage and Claude Code reports, SSO and data retention.
ModelsExplainer
Claude Sonnet 5.5: a practical guide to price, effort, benchmarks and migration
Anthropic's mid-tier model costs $2 in and $10 out per million tokens with a 1M context. What changed from Sonnet 5, when to pick it over Opus 5.5 or Haiku 5.5, and how to migrate.
ToolsExplainer
Model Context Protocol: the definitive guide to how MCP works in 2026
A spec-level reference to MCP: history and governance, every revision up to 2026-07-28, the stateless request model, each primitive, transports, extensions, SDK tiers and the limits.
ToolsExplainer
Slack MCP server: the definitive guide to tools, setup and security
Slack's hosted MCP server lets Claude, Cursor and coding agents search, read and post in Slack as the signed-in user. Tools, scopes, setup, rate limits, risks and governance.
ToolsExplainer
What is an MCP server? Meaning, anatomy and how to vet one
An MCP server is the program that hands an AI app its tools, resources and prompts. What it is and is not, stdio versus HTTP, a working server in TypeScript and Python, and the trust checks.
ToolsExplainer
What is MCP? A practical guide to connecting AI apps to your tools
MCP is the open protocol that lets Claude, VS Code and Cursor call your files, repos and SaaS tools. What it is, why it exists, and the exact config to connect your first servers safely.
ToolsExplainer
A2A vs MCP: what each protocol does and when you need both
A2A vs MCP as of October 2026: MCP connects a model to tools, A2A lets one agent hand a task to another. Architecture, auth, transport and how they fit.
ModelsComparison
Best LLM for coding in October 2026: ten models ranked on the evidence
Opus 5.5, GPT-6.1 Sol, Gemini 4 Argon and seven more ranked on Terminal-Bench 4.0, DeepSWE and cost per task, with each score's harness and source.
ToolsExplainer
Claude Code pricing: every plan, its usage limits and a developer's real monthly cost
Claude Code pricing as of October 2026: Pro, Max, Team and Enterprise seats, API and cloud rates, how usage limits work, and worked costs per developer.
ToolsExplainer
Claude Code Router explained: running Claude Code on GPT, Gemini and local models
How Claude Code Router uses ANTHROPIC_BASE_URL to run Claude Code on other models: setup, routing rules, tool-call and caching caveats, and when a gateway fits.
ToolsExplainer
Claude Skills explained: how Agent Skills work in Claude Code, apps and the API
Claude Skills are folders of instructions and scripts that agents load on demand. How SKILL.md works, where skills run, how to write one, and skills vs MCP.
ToolsComparison
Codex vs Claude Code in October 2026: models, sandboxes, pricing and which to pick
Codex vs Claude Code compared on models, sandboxing, MCP, hooks, subagents, plan limits and admin controls, with a decision guide for developers and teams.
ToolsComparison
Cursor vs Claude Code in October 2026: IDE agent or terminal agent?
Cursor vs Claude Code compared on workflow, models, cloud agents, context, MCP, skills, team controls and pricing after Cursor's move to The X Subscription.
ToolsExplainer
MCP security and authentication: how the OAuth flow works and where attacks land
MCP security under the 2026-07-28 spec: how OAuth 2.1 authentication works step by step, the attacks it does not stop, and a hardening checklist for teams.
ToolsComparison
OpenRouter alternatives in 2026: where teams go after a hosted aggregator
Seven OpenRouter alternatives ranked for October 2026: why teams leave a hosted aggregator, what OpenRouter still does well, and where self-hosting pays off.
ToolsComparison
Top 5 AI gateways for Claude Code, Codex CLI and Cursor in 2026
Five AI gateways ranked as a Claude Code proxy and Codex or Cursor endpoint, on per-developer keys, budgets, model swapping, MCP tools and loop limits.
ToolsComparison
Top 5 AI gateways for multimodal workloads in 2026
Five AI gateways ranked on multimodal LLM traffic: which proxy speech, transcription, images, realtime audio and batch, and how they cache, meter and fail over.
ToolsComparison
Top 5 AI gateways for Anthropic, OpenAI and Gemini in 2026
An LLM router for OpenAI, Anthropic and Gemini must translate three API dialects. Five gateways ranked on native SDKs, reasoning, caching and failover.
ToolsComparison
Top 10 agent orchestration frameworks in 2026, ranked for production
Ten code-first frameworks for single- and multi-agent systems, ranked on orchestration model, durable state, human approval, MCP and A2A support, language reach and licence.
ToolsComparison
Top 10 MCP gateways in 2026, compared for enterprise agent teams
Ten MCP gateways ranked on per-user OAuth, tool-level access control, audit, guardrails on tool calls, observability, LLM routing, deployment and licence, from each vendor's documentation.
ToolsComparison
Top 10 MCP servers in 2026, and how to run them safely
GitHub, Playwright, Context7, Atlassian, Notion, Slack, Sentry, Supabase, Stripe and Figma ranked on maintenance, transport, auth, tool scoping and security record, read from each vendor's docs.
ToolsComparison
Top 10 MCP servers for coding agents in 2026, ranked on what they cost and what they risk
GitHub, Context7, Playwright, Chrome DevTools, Sentry and five more MCP servers ranked for Claude Code, Cursor, Codex and Copilot, with measured tool-definition token costs and injection risks.
ToolsComparison
Ten open-source AI gateways you can self-host in 2026, ranked
Bifrost, LiteLLM, Kuadrant, Agent Router, APISIX, Higress, Kong, MLflow, Plano and New API ranked on licence, what the free tier holds back, footprint, MCP, governance and air-gapped fit.
ToolsComparison
Top 10 open-source MCP gateways you can self-host in 2026
Ten MCP gateways you can run on your own infrastructure, ranked on what the free tier actually includes: OAuth, per-tool access control, audit, guardrails, deployment and community health.
Bifrost now routes TypeSafe's Jev, with a decisions API and LLM fallbacks
Bifrost v2.2.2 adds TypeSafe as a provider. Jev's official SDKs work by changing one base URL, and a new /v1/decisions endpoint brings virtual keys, budgets, logs and fallbacks to decision calls.
ToolsComparison
LiteLLM alternatives in 2026: why teams switch and where they go
LiteLLM alternatives compared: why teams outgrow the Python proxy, six gateways ranked with Bifrost first, and a config-by-config path for migrating off LiteLLM.
ToolsExplainer
MCP gateway explained: what it does and when agent teams need one
An MCP gateway puts one governed endpoint between agents and the MCP servers they call. How tool filtering, upstream auth, audit and token control work, and where the risks sit.
ToolsExplainer
What is an AI gateway? How it works, when you need one and how to choose
An AI gateway sits between applications and model providers to handle keys, budgets, failover, caching, guardrails and logs. How the request path works, and when a team actually needs one.
ToolsComparison
Five LLM gateways compared: failover, governance, MCP and where each one fits
Bifrost, LiteLLM, Kong, Cloudflare and Vercel AI Gateway compared on overhead, error semantics, budgets, guardrails, MCP routing, deployment and licence, read from each vendor's own documentation.
ToolsSurvey
Agent frameworks in 2026: four camps, two protocols and how to choose
Nine frameworks and two protocols compared on control flow, durable state, multi-agent topology, tool support, hosting and evaluation hooks, with recommendations keyed to constraints.
