Reviewed coding tools ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.
AI coding & developer tools
Most cited domains in AI developer tools answers
27.8%
reddit.com ranks first
Cited answer coverage
94
Sites ranked
Sep 16
Snapshot recorded
2026 · Rotating schedule
36
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 94 sites by cited answer coverage
reddit.com leads at 27.8%; the middle of the board sits at 2.8%.
- Ahead of second place
- 8.3%
- Held by the top three
- 16%
- Middle of the board
- 2.8%
- Below half the leader
- 90 of 94
The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
answers citing it: 1 on 71 of 94 rows · engines: 1 on 73 of 94 rows · 36 checks behind each row.
Compare brands
One brand against up to three competitors, answer by answer
22.2%
of these answers name or cite Cursor
8 of 36 answers
22.2%
Its share of the compared brands' appearances
0
Answers citing its own site
0 links to its domains
3 of 3
Model APIs that name it
| Brand | Named or cited | Against primary | Share of compared | Mentions | Answers citing it | Links to its site | Model APIs |
|---|---|---|---|---|---|---|---|
| Claude Codeanthropic.com | 33.3%12 of 36 | +11.1 pts | 33.3% | 18 | 1 | 1 | 3 of 3 |
| GitHub Copilotgithub.com | 22.2%8 of 36 | 0.0 pts | 22.2% | 9 | 3 | 3 | 2 of 3 |
| OpenAI Codexopenai.com | 22.2%8 of 36 | 0.0 pts | 22.2% | 12 | 1 | 1 | 2 of 3 |
| Cursorcursor.com | 22.2%8 of 36 | Primary | 22.2% | 23 | 0 | 0 | 3 of 3 |
Every answer
Which compared brands each answer names
| Question | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01What are the best AI coding agents for making reliable changes across a large existing codebase?Recommendation | GitHub CopilotClaude CodeOpenAI Codex 6 sources eaf93ada | None named 0 sources 555e3304 | CursorGitHub CopilotClaude CodeOpenAI Codex 9 sources 7f315bbc |
| 02Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.Recommendation | CursorGitHub CopilotClaude Code 6 sources 3fa10002 | Cursor 8 sources 8ffe46cf | CursorClaude Code 7 sources c555d628 |
| 03Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?Recommendation | CursorGitHub Copilot, cited 1Claude CodeOpenAI Codex 5 sources c6a0809b | None named 0 sources 84f02a91 | CursorGitHub Copilot, cited 1Claude CodeOpenAI Codex 9 sources 0d3c726e |
| 04Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.Recommendation | Claude Code 5 sources 0909743a | None named 0 sources d7b20aa8 | Claude Code, cited 1OpenAI Codex, cited 1 6 sources b33b5ce3 |
| 05Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?Recommendation | None named 5 sources 334b5119 | None named 0 sources cec70fe5 | None named 7 sources 5bd541e0 |
| 06What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?Recommendation | Claude CodeOpenAI Codex 5 sources 859c93a6 | Claude Code 5 sources a4e054ab | None named 9 sources 1848e8e8 |
| 07Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.Recommendation | None named 6 sources fd0f3959 | None named 0 sources d603a838 | None named 7 sources 160295b9 |
| 08Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?Recommendation | GitHub Copilot 4 sources 4fb46748 | None named 0 sources 08f41297 | None named 8 sources 1bc3b2d5 |
| 09Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.Commercial comparison | CursorGitHub CopilotClaude CodeOpenAI Codex 6 sources f0becf7c | None named 0 sources 5f3f6cae | None named 9 sources 7b966814 |
| 10How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?Commercial comparison | GitHub Copilot, cited 1 8 sources ff9821fa | None named 0 sources fde3a2b8 | CursorClaude CodeOpenAI Codex 7 sources f32071d6 |
| 11Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.Commercial comparison | None named 0 sources 0a252c73 | None named 0 sources affba09d | None named 0 sources 71738fcc |
| 12Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?Commercial comparison | None named 5 sources 9fb4d395 | None named 0 sources 3f0078c5 | None named 3 sources a647010e |
Sources
The sites these answers cite
| Site | Answers citing it | Distinct pages | Model APIs | Best position |
|---|---|---|---|---|
| reddit.com | 10 | 9 | 3 | 1 |
| youtube.com | 7 | 7 | 3 | 1 |
| augmentcode.com | 7 | 5 | 2 | 3 |
| medium.com | 6 | 5 | 3 | 1 |
| linkedin.com | 4 | 4 | 2 | 2 |
| dev.to | 4 | 4 | 3 | 4 |
| mightybot.ai | 4 | 1 | 2 | 2 |
| mindstudio.ai | 3 | 3 | 2 | 1 |
| truefoundry.com | 3 | 3 | 2 | 1 |
| arxiv.org | 3 | 3 | 2 | 2 |
| coderabbit.ai | 3 | 2 | 2 | 1 |
| lumenalta.com | 3 | 2 | 2 | 1 |
| kodesage.ai | 2 | 3 | 2 | 2 |
| builder.io | 2 | 2 | 2 | 1 |
| daily.dev | 2 | 2 | 2 | 1 |
| greptile.com | 2 | 2 | 2 | 2 |
| facebook.com | 2 | 2 | 1 | 3 |
| github.com | 2 | 2 | 2 | 5 |
| artificialanalysis.ai | 2 | 1 | 1 | 1 |
| vellum.ai | 2 | 1 | 2 | 1 |
What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.ai-developer-tools-2026-07-27 / 4-ai-developer-tools-2026-07-27-models-64232fd32583
Why this rank
tessl.io on Most-cited domains in AI Developer Tools answers
Some explanation inputs are unavailable. Not published: the evidence frozen with this snapshot.
Ranks URL-derived citation hostnames in the complete public prompt benchmark without additional provider calls.
59
Rank on this board
2.778 percent
Score
36
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Answer coverage | 2.777778 | 2.778 |
Moved up since the previous snapshot
+21 places- Position numerator6 to 3-3
- Best position6 to 3-3
- Mean position6 to 3-3
- Median position6 to 3-3
- Answer denominator36 to 360
- Engine denominator3 to 30
- Position denominator1 to 10
- Answer coverage2.778 to 2.7780
- Cited answer1 to 10
- Distinct URL1 to 10
- Engine breadth1 to 10
Where each number comes from
7 public recordsCited-answer coverageAnswer coverage · observed Sep 16, 2026, 12:00 AM UTC2.778 percent100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Best citation positionBest position · observed Sep 16, 2026, 12:00 AM UTC3 position100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["9ad60133-5350-4963-8119-24b96a7efb7e","f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","01707889-2052-4c7b-b303-c1db67ba48d6","26b3c7d6-060f-41e2-9a67-31f1b7f0b55a","a761aedb-183b-46cf-ab69-962db6b4b8f2","95332732-5cbe-461c-98d1-d943f678a6a7","a732afcd-7014-479d-be4e-e0df7ad745e7","e531f716-cf72-4ae7-bc74-02ff3bc5fa80","fd3e235c-44e2-4f3e-883a-7d3b612d5191","96fbb270-3eb5-438b-b458-6f8f7efef9eb","e313c13b-ab49-4b93-b868-f3c6baeae67c","dbf68a16-0663-41e7-b4b6-2b9f0e6acde4","aa5d1e4f-a78b-4ff3-8f93-8ef0260a419c","5bd36090-bda9-4893-8528-8684b0358fc3","7e78b28c-2c78-4b2d-a107-8ac4a52638b1","986eaa34-8d5d-4bd6-b247-817ca58b60bf","5107394f-7b87-4550-8e9d-7fd9a51fea52","d38ee55d-659f-4f1c-93b6-bf53306d9f05","3b3e303c-d5c2-48f1-a403-b833f5a1edc5","d33160eb-2ae1-48f0-9c91-523c2e65401d","252a9bd9-13ab-4c6c-a2ef-7eece444f4f1","41f83e11-9f57-4474-a2a2-ba28e05549f2","d4f17644-2ee0-4fbf-adee-72bea2921b93","654e7d9b-8225-485e-bb80-5b21978f43fd","ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","789e9509-8a15-4866-b77e-8f95a414f6d1","499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","7660c84b-ac1e-42e4-bc70-ef81353dcc04","cdcb49c6-ac2e-479d-8ff2-d770fdf9cc25","dc56e3b9-f53f-4519-88d6-319a81a66fb4","3c78de8b-8cc2-49db-8b40-162147eea6f0","fb30ef34-c165-4b80-a13f-2b13636ec346","a20a6513-7f3d-4e20-a05b-87fe45765b04"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Cited answersCited answer · observed Sep 16, 2026, 12:00 AM UTC1 answers100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["9ad60133-5350-4963-8119-24b96a7efb7e","f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","01707889-2052-4c7b-b303-c1db67ba48d6","26b3c7d6-060f-41e2-9a67-31f1b7f0b55a","a761aedb-183b-46cf-ab69-962db6b4b8f2","95332732-5cbe-461c-98d1-d943f678a6a7","a732afcd-7014-479d-be4e-e0df7ad745e7","e531f716-cf72-4ae7-bc74-02ff3bc5fa80","fd3e235c-44e2-4f3e-883a-7d3b612d5191","96fbb270-3eb5-438b-b458-6f8f7efef9eb","e313c13b-ab49-4b93-b868-f3c6baeae67c","dbf68a16-0663-41e7-b4b6-2b9f0e6acde4","aa5d1e4f-a78b-4ff3-8f93-8ef0260a419c","5bd36090-bda9-4893-8528-8684b0358fc3","7e78b28c-2c78-4b2d-a107-8ac4a52638b1","986eaa34-8d5d-4bd6-b247-817ca58b60bf","5107394f-7b87-4550-8e9d-7fd9a51fea52","d38ee55d-659f-4f1c-93b6-bf53306d9f05","3b3e303c-d5c2-48f1-a403-b833f5a1edc5","d33160eb-2ae1-48f0-9c91-523c2e65401d","252a9bd9-13ab-4c6c-a2ef-7eece444f4f1","41f83e11-9f57-4474-a2a2-ba28e05549f2","d4f17644-2ee0-4fbf-adee-72bea2921b93","654e7d9b-8225-485e-bb80-5b21978f43fd","ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","789e9509-8a15-4866-b77e-8f95a414f6d1","499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","7660c84b-ac1e-42e4-bc70-ef81353dcc04","cdcb49c6-ac2e-479d-8ff2-d770fdf9cc25","dc56e3b9-f53f-4519-88d6-319a81a66fb4","3c78de8b-8cc2-49db-8b40-162147eea6f0","fb30ef34-c165-4b80-a13f-2b13636ec346","a20a6513-7f3d-4e20-a05b-87fe45765b04"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsDistinct URL · observed Sep 16, 2026, 12:00 AM UTC1 URLs100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["9ad60133-5350-4963-8119-24b96a7efb7e","f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","01707889-2052-4c7b-b303-c1db67ba48d6","26b3c7d6-060f-41e2-9a67-31f1b7f0b55a","a761aedb-183b-46cf-ab69-962db6b4b8f2","95332732-5cbe-461c-98d1-d943f678a6a7","a732afcd-7014-479d-be4e-e0df7ad745e7","e531f716-cf72-4ae7-bc74-02ff3bc5fa80","fd3e235c-44e2-4f3e-883a-7d3b612d5191","96fbb270-3eb5-438b-b458-6f8f7efef9eb","e313c13b-ab49-4b93-b868-f3c6baeae67c","dbf68a16-0663-41e7-b4b6-2b9f0e6acde4","aa5d1e4f-a78b-4ff3-8f93-8ef0260a419c","5bd36090-bda9-4893-8528-8684b0358fc3","7e78b28c-2c78-4b2d-a107-8ac4a52638b1","986eaa34-8d5d-4bd6-b247-817ca58b60bf","5107394f-7b87-4550-8e9d-7fd9a51fea52","d38ee55d-659f-4f1c-93b6-bf53306d9f05","3b3e303c-d5c2-48f1-a403-b833f5a1edc5","d33160eb-2ae1-48f0-9c91-523c2e65401d","252a9bd9-13ab-4c6c-a2ef-7eece444f4f1","41f83e11-9f57-4474-a2a2-ba28e05549f2","d4f17644-2ee0-4fbf-adee-72bea2921b93","654e7d9b-8225-485e-bb80-5b21978f43fd","ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","789e9509-8a15-4866-b77e-8f95a414f6d1","499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","7660c84b-ac1e-42e4-bc70-ef81353dcc04","cdcb49c6-ac2e-479d-8ff2-d770fdf9cc25","dc56e3b9-f53f-4519-88d6-319a81a66fb4","3c78de8b-8cc2-49db-8b40-162147eea6f0","fb30ef34-c165-4b80-a13f-2b13636ec346","a20a6513-7f3d-4e20-a05b-87fe45765b04"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthEngine breadth · observed Sep 16, 2026, 12:00 AM UTC1 engines100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["9ad60133-5350-4963-8119-24b96a7efb7e","f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","01707889-2052-4c7b-b303-c1db67ba48d6","26b3c7d6-060f-41e2-9a67-31f1b7f0b55a","a761aedb-183b-46cf-ab69-962db6b4b8f2","95332732-5cbe-461c-98d1-d943f678a6a7","a732afcd-7014-479d-be4e-e0df7ad745e7","e531f716-cf72-4ae7-bc74-02ff3bc5fa80","fd3e235c-44e2-4f3e-883a-7d3b612d5191","96fbb270-3eb5-438b-b458-6f8f7efef9eb","e313c13b-ab49-4b93-b868-f3c6baeae67c","dbf68a16-0663-41e7-b4b6-2b9f0e6acde4","aa5d1e4f-a78b-4ff3-8f93-8ef0260a419c","5bd36090-bda9-4893-8528-8684b0358fc3","7e78b28c-2c78-4b2d-a107-8ac4a52638b1","986eaa34-8d5d-4bd6-b247-817ca58b60bf","5107394f-7b87-4550-8e9d-7fd9a51fea52","d38ee55d-659f-4f1c-93b6-bf53306d9f05","3b3e303c-d5c2-48f1-a403-b833f5a1edc5","d33160eb-2ae1-48f0-9c91-523c2e65401d","252a9bd9-13ab-4c6c-a2ef-7eece444f4f1","41f83e11-9f57-4474-a2a2-ba28e05549f2","d4f17644-2ee0-4fbf-adee-72bea2921b93","654e7d9b-8225-485e-bb80-5b21978f43fd","ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","789e9509-8a15-4866-b77e-8f95a414f6d1","499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","7660c84b-ac1e-42e4-bc70-ef81353dcc04","cdcb49c6-ac2e-479d-8ff2-d770fdf9cc25","dc56e3b9-f53f-4519-88d6-319a81a66fb4","3c78de8b-8cc2-49db-8b40-162147eea6f0","fb30ef34-c165-4b80-a13f-2b13636ec346","a20a6513-7f3d-4e20-a05b-87fe45765b04"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mean citation positionMean position · observed Sep 16, 2026, 12:00 AM UTC3 position100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Median citation positionMedian position · observed Sep 16, 2026, 12:00 AM UTC3 position100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
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- A
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- fresh
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