Compass · Lens Report

State of Agentic Software Development coverage

This is a Lens Report covering Agentic Software Development — a measurement of how the technology press covered the 40 topics in this lens, between May 2025 and Aug 2026, across 22,788 articles. Measured as of 18 Aug 2026.

New here? How to read this report

Compass reads a curated panel of technology outlets — the same panel, read at the same steady pace, month after month — and counts and classifies what the press publishes about the topics in this lens: how much attention each drew, what kinds of stories ran, which way coverage is moving, and what was covered together. Every figure below is a measurement of that coverage — not a ranking of the products, and not advice — and each one opens to the dated articles behind it. Read it the way you'd read a market summary: the pattern is the product; the conclusions stay yours.

The read in 60 seconds
  • Most-covered topicGitHub — 18.3% of the lens's coverage
  • Fastest-gainingFable 5 — gaining coverage
  • Attention concentrationThe top 3 topics hold 35% of the coverage — broadly spread
  • Most distinctive pairingGoogle AI Studio + Antigravity — covered together in 49 articles
What not to over-read: this measures press coverage — not adoption, revenue, or quality.
The measured read

Across the full history of the Agentic Software Development lens—from May 2025 through August 2026—attention was broadly spread by subject but narrow in treatment because cooling leaders coexisted with gains across multiple editorial routes while launches and announcements dominated press framing.

Full history 40 topics 22,788 articles
  • GitHub leads with 18.3% of coverage but is cooling, while Model Context Protocol is steady at 8.2%, so scale and stability sit with different subjects.
  • Launch stories account for 48% of coverage and news and updates for 38%, so two story forms dominate editorial treatment.
  • The press presents 59% of reported work at announcement, 33% at launch and 6% at results, so coverage emphasizes claimed progress before outcome-led reporting.
  • Neutral framing accounts for 82% of articles, compared with 13% promotional and 5% critical or skeptical combined, so tonal variety is much narrower than subject variety.
  • Partnership and benchmark stories receive 5% and 4% of coverage, so relationships and comparisons remain side frames rather than organizing themes.
  • Regulation and restructuring each account for 1% of coverage, so they barely shape the lens's editorial agenda.
What Compass measured

This report describes how the technology press covered the 40 topics and companies in this lens over full history — which drew the most coverage, which are gaining or cooling, what's covered together, and how concentrated attention is. It measures coverage patterns, not the products themselves.

Coverage leaders

The 22,788 articles span 40 subjects, so the press agenda extends well beyond a handful of recurring names. Attention in this lens is broadly spread—the three most-covered topics hold about 35% of the set's coverage, spread across roughly 14 effective players, an equivalent count that accounts for uneven attention.

TopicTypeShare of coverageDirection
GitHub organization 18.3% cooling
Claude Code product 8.6% cooling
Model Context Protocol technology 8.2% steady
Copilot product 8.1% cooling
AI agents technology 5.9% cooling
Codex product 5.2% cooling
Google DeepMind organization 5.1% steady
Perplexity company 5% cooling
agentic AI technology 4.5% steady
Cursor product 4.3% steady
GitHub Copilot product 3% gaining
Fable 5 model 1.7% gaining
Moonshot AI company 1.5% gaining
Antigravity product 1.5% gaining
Google AI Studio product 1.4% cooling
LangChain organization 1.3% gaining
Momentum shifts

GitHub, Claude Code and Copilot are cooling; Codex, AI agents and Canvas move in the same direction, so cooling is distributed rather than isolated around one leader. Gains divide between Fable 5, Moonshot AI and Antigravity inside the named clusters and Gemini Spark, GPT-5.6 and Amazon Bedrock AgentCore outside them, which is why edge attention is fragmenting across several editorial routes.

Gaining coverage
  • Fable 5gaining coverage
  • Gemini Sparkgaining coverage
  • GPT-5.6gaining coverage
  • Moonshot AIgaining coverage
  • Amazon Bedrock AgentCoregaining coverage
  • Antigravitygaining coverage
  • Blockgaining coverage
  • GitHub Copilotgaining coverage
Cooling
  • GitHubcooling
  • Codexcooling
  • Claude Codecooling
  • AI agentscooling
  • Canvascooling
  • Copilotcooling
  • Google AI Studiocooling
  • Perplexitycooling
Coverage mix over time

How the lens's coverage is divided among its topics, month by month — and how concentrated attention is across the set.

② Share of coverage over time
Each topic's share of this set's topic mentions, period by period (monthly). Absolute counts rise for everyone in a hot category, so share is what reveals whose grip is tightening or loosening. Each column sums to 100%, with the rest of the set folded into Others. One article can name several members of a set — a product family and one of its models, say — so it counts once toward each: read the bands one at a time rather than adding them together.
25%50%75%May 25Aug 25Nov 25Feb 26May 26Aug 26
GitHub 18.3% Claude Code 8.6% Model Context Protocol 8.2% Copilot 8.1% AI agents 5.9% Codex 5.2% Google DeepMind 5.1% Perplexity 5%Others 35.7%
Top-3 concentration latest month 35.3%

Broadening — across the last three measured months the top three have held 33.2% of this set's coverage, down 8.9 points from 42.1% at the start of the window. More names are sharing the conversation.

Every value here is a dated measurement of coverage within this set, drawn from the Enginerds corpus — the same panel of sources, read at the same steady pace, month after month. It reflects how much the press writes about each topic, not revenue, adoption, or market share. The conclusion stays yours.

What the coverage is made of

Pooled across the whole lens: the kinds of stories the press runs, how far the reported work has progressed (as the press itself describes it), and the press framing.

By story type
Launch48%
News & updates38%
Partnership5%
Benchmark4%
Regulation1%
Restructuring1%
Everything else3%
By claim stage (as reported)
Announcement59%
Launch33%
Results6%
Speculation2%
By press framing
Neutral82%
Promotional13%
Critical4%
Skeptical1%

Story type is a share of the 15,520 classified coverage items classified on that axis; claim stage of the same number; press framing of the 14,879 whose framing could be read — vendor and primary-source items carry none.

Covered together

Many of the most distinctive pairings—subjects covered together more often than their individual coverage levels would suggest—run through the Gemini CLI cluster, so that grouping supplies several recurring editorial routes. Across the full record rather than only the lens period, Claude Code and Cursor are covered together in 320 articles, Google AI Studio and Antigravity in 49, and Antigravity and Gemini CLI in 33, giving the larger cluster multiple entry points. On that same full-record basis, Fable 5 and Moonshot AI share 40 articles while Moonshot AI and Zhipu AI share 24, so the smaller cluster forms a compact second frame for edge coverage.

Ranked by how distinctive each pairing is — how much more often the two run together than their separate coverage would suggest — so a pair above another can carry fewer shared articles. "Covered together" is a measurement of shared coverage across Compass's full measured record — not only this report's window — and not a partnership, endorsement, or equivalence.

Coverage clusters

Groups of topics the press tends to cover together — the shape of the domain's coverage neighborhoods.

Gemini CLI cluster
Gemini CLICursorAntigravityClaude CodeGoogle AI StudioModel Context ProtocolAmazon Q DeveloperKiroGitHub Copilot CLIGemini APIGemini 3.5 FlashBlockCodexGitHub CopilotWindsurf
Moonshot AI cluster
Moonshot AIZhipu AIFable 5
What to watch

The clustered gaining edge splits between the larger Gemini CLI grouping and the compact Moonshot AI grouping, so recurring editorial routes do not point to a single center. Three other gainers sit outside either grouping, making the balance between clustered and unclustered attention the clearest marker of consolidation versus continued fragmentation.

Topics in this lens · 40

The full set this report measures, ranked by share of the lens's coverage. Share is of the coverage inside the set — not market share, adoption, or importance.

GitHub organization
Claude Code product
Model Context Protocol technology
Copilot product
AI agents technology
Codex product
Google DeepMind organization
Perplexity company
agentic AI technology
Cursor product
GitHub Copilot product
Fable 5 model
Show all 40 topics
Moonshot AI company
Antigravity product
Google AI Studio product
LangChain organization
Amazon Bedrock AgentCore product
MCP servers technology
Canvas product
Deep Research product
Gemini CLI product
Kiro product
Windsurf technology
Block company
Gemini API product
n8n product
Replit company
JetBrains company
GPT-5.6 model
DataRobot company
Stack Overflow organization
Amazon Q Developer product
GitHub Copilot CLI product
Zhipu AI company
Gemini Spark product
Agent Builder technology
Gemini 3.5 Flash model
Agent Mode product
Muse Spark model
ChatGPT Agent product
Representative cited sources
Show all 32 cited sources
Briefing

Coverage is broadly spread across subjects but narrow in form because launches and announcements dominate while cooling leaders coexist with gains split between recurring clusters and subjects outside them.

Methodology

Every figure is drawn from the Enginerds corpus — a curated panel of technology outlets, each read at the same steady pace over time — and is a measurement of coverage within this lens: article counts, each topic's share of the set's coverage over time, the direction of that coverage, and which topics are covered together. Shares are of the coverage inside the set, with the denominator made explicit. Titles are shown as published; inclusion is not endorsement.

What this report does not claim. Compass measures coverage patterns in the technology press. It does not predict outcomes, rank technologies by merit or importance, or recommend what to buy, build, or invest in. Coverage is not the same as real-world significance.

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Built on a curated technology press corpus

Compass measures a dated, source-linked corpus of technology coverage — a curated panel of 140+ outlets, specialist publications, and primary sources, each read at the same steady pace, month after month. Every measurement opens back to the cited articles behind it.

View the corpus methodology →
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