geekjourneyx/sondar

[Credential-related source omitted]

[1.0.0]: https://github.com/geekjourneyx/sondar/releases/tag/v1.0.0

Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>

You should have received a copy of the GNU Affero General Public License     along with this program.  If not, see <https://www.gnu.org/licenses/>.

along with this program.  If not, see <https://www.gnu.org/licenses/>.

if any, to sign a "copyright disclaimer" for the program, if necessary. For more information on this, and how to apply and follow the GNU AGPL, see <https://www.gnu.org/licenses/>.

<https://www.gnu.org/licenses/>.

Executable file

rm -rf bin dist

<p align="center">   <a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="./LICENSE"><img src="https://img.shields.io/badge/license-AGPL--3.0-7D858F" alt="AGPL 3.0 License"></a>

发现问题或漏报，请提交 [GitHub Issue](https://github.com/geekjourneyx/sondar/issues)。

"signal_id": "sig-YYYYMMDD-001",   "captured_at": "YYYY-MM-DDTHH:MM:SSZ",   "sources": ["https://example.com/source"],

"captured_at": "YYYY-MM-DDTHH:MM:SSZ",   "sources": ["https://example.com/source"],   "entities": ["repo-or-company-or-model"],

"sources": ["https://example.com/source"],

{       "claim": "Specific claim supported by the source.",       "source": "https://example.com/source",

"claim": "Specific claim supported by the source.",       "source": "https://example.com/source",       "confidence": 0.8

"source": "https://example.com/source",

<svg xmlns="http://www.w3.org/2000/svg"

Executable file

aihot:     enabled: true     base_url: https://aihot.virxact.com

enabled: true     base_url: https://aihot.virxact.com     user_agent: "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://aihot.virxact.com

user_agent: "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

hnrss:     enabled: true     base_url: https://hnrss.org

enabled: true     base_url: https://hnrss.org     user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://hnrss.org

user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

ishell:     enabled: true     base_url: https://ishell.online

enabled: true     base_url: https://ishell.online     user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://ishell.online

user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

aihot:     enabled: true     base_url: https://aihot.virxact.com

enabled: true     base_url: https://aihot.virxact.com     user_agent: "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://aihot.virxact.com

user_agent: "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

hnrss:     enabled: true     base_url: https://hnrss.org

enabled: true     base_url: https://hnrss.org     user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://hnrss.org

user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

ishell:     enabled: true     base_url: https://ishell.online

enabled: true     base_url: https://ishell.online     user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://ishell.online

user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

- agent usage and cost surfaces: [steipete/CodexBar](https://github.com/steipete/CodexBar), [steipete/tokentally](https://github.com/steipete/tokentally), [steipete/VibeMeter](https://github.com/steipete/VibeMeter)

- agent operating tools: [steipete/agent-scripts](https://github.com/steipete/agent-scripts), [steipete/oracle](https://github.com/steipete/oracle), [steipete/agent-rules](https://github.com/steipete/agent-rules)

- local/browser/MCP bridges: [steipete/macos-automator-mcp](https://github.com/steipete/macos-automator-mcp), [steipete/conduit-mcp](https://github.com/steipete/conduit-mcp), [steipete/sweetlink](https://github.com/steipete/sweetlink)

- personal data for agents: [steipete/birdclaw](https://github.com/steipete/birdclaw), [steipete/summarize](https://github.com/steipete/summarize)

- maintainer dashboards: [steipete/RepoBar](https://github.com/steipete/RepoBar), [steipete/ReleaseBar](https://github.com/steipete/ReleaseBar), [steipete/stats-store](https://github.com/steipete/stats-store)

| Builder | Why They Match | Monitor | |---|---|---| | [steipete](https://github.com/steipete) | Baseline builder. Ships Codex/Claude Code usage, MCP, local control, OpenClaw-adjacent, and maintainer workflow tools. | New repos, starred rep

|---|---|---| | [steipete](https://github.com/steipete) | Baseline builder. Ships Codex/Claude Code usage, MCP, local control, OpenClaw-adjacent, and maintainer workflow tools. | New repos, starred repos, releases, issue pain in CodexBar/or

| [steipete](https://github.com/steipete) | Baseline builder. Ships Codex/Claude Code usage, MCP, local control, OpenClaw-adjacent, and maintainer workflow tools. | New repos, starred repos, releases, issue pain in CodexBar/oracle/agent-scr

| [musistudio](https://github.com/musistudio) | Builds model routing and Claude Code infrastructure. [claude-code-router](https://github.com/musistudio/claude-code-router) has high issue volume and active releases. | Provider compatibility,

| [mvanhorn](https://github.com/mvanhorn) | Builder of AI-first research/CLI tooling. [cli-printing-press](https://github.com/mvanhorn/cli-printing-press) and last-30-days style tools suggest signal-mining infrastructure. | AI-agent-first C

| [Yeachan-Heo](https://github.com/Yeachan-Heo) | Ships coding-agent enhancement layers: [oh-my-codex](https://github.com/Yeachan-Heo/oh-my-codex), [oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode). | Hooks, agent teams, H

| [can1357](https://github.com/can1357) | Low-level/security background plus terminal coding-agent work: [oh-my-pi](https://github.com/can1357/oh-my-pi). | Agent terminal UX, LSP/tool harness, browser/subagent workflow, sandbox primitives. 

| [pwrdrvr](https://github.com/pwrdrvr) | Builds channel-controlled desktop agents and GitHub issue mining. | Telegram/Discord/Slack/Feishu/Lark agent control, GitHub embeddings/clustering. |

| [vivekchand](https://github.com/vivekchand) | Builds [clawmetry](https://github.com/vivekchand/clawmetry), observability and governance for OpenClaw, Codex, Claude Code, and other runtimes. | Trace/replay, risk scoring, audit trail, gover

| [nk3750](https://github.com/nk3750) | Small follower count but direct OpenClaw observability/guardrails work via [clawlens](https://github.com/nk3750/clawlens). | Guardrails, audit dashboard, issue/request activity around OpenClaw safety.

| [chrysb](https://github.com/chrysb) | Ships OpenClaw setup harness [alphaclaw](https://github.com/chrysb/alphaclaw). | Private deployment, installation pain, reliability/setup support. |

| [obra](https://github.com/obra) | Builds agent skill systems and workflow discipline through [superpowers](https://github.com/obra/superpowers). | Skill distribution, compatibility, workflow rules, team usage. |

| [addyosmani](https://github.com/addyosmani) | Builds agent-skill and quality/safety material around web and AI engineering. | Agent skills, quality gates, prompt-injection/security content. |

| [simonw](https://github.com/simonw) | Tool-heavy AI builder with LLM ecosystem infrastructure and public signal mining. | LLM CLI plugins, model feeds, package stats, reproducible AI tooling. |

| [antirez](https://github.com/antirez) | Local inference and low-level model tooling. | Local model runtime, GGUF tooling, DeepSeek/Qwen/voice model experiments. |

hnrss:     enabled: true     base_url: https://hnrss.org

enabled: true     base_url: https://hnrss.org     user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://hnrss.org

user_agent: "sondar-hnrss-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

const defaultIshellBaseURL = "https://ishell.online"

<section class="feed"><ol class="story-list" start="1"> <li class="story" value="1"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div>

<li class="story" value="1"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div> <p class="story-description">团队使用 Claude Code，并讨论权限和审计。</p>

<div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div>

</div></li> <li class="story" value="2"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div>

<li class="story" value="2"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div> <p class="story-description">第二条策展摘要。</p>

<div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div>

</div></li> <li class="story" value="3"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div>

<li class="story" value="3"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div> </div></li>

<div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div>

func TestParseIshellItemsNormalizesHomepageStories(t *testing.T) { 	items, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

items, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

t.Fatalf("unexpected source mapping: %#v", first) 	} 	if first.URL != "https://example.com/post?a=1" {

} 	if first.URL != "https://example.com/post?a=1" { 		t.Fatalf("unexpected normalized URL: %q", first.URL)

if first.URL != "https://example.com/post?a=1" {

func TestParseIshellItemsIgnoresRelativeTimeForContentHash(t *testing.T) { 	first, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

first, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

} 	laterHTML := strings.Replace(ishellFixture, "5 小时前", "6 小时前", 1) 	second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/")

laterHTML := strings.Replace(ishellFixture, "5 小时前", "6 小时前", 1) 	second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/") 	if err != nil {

second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/")

func TestParseIshellItemsRejectsZeroValidStories(t *testing.T) { 	_, err := parseIshellItems([]byte(`<section class="feed"><ol class="story-list"></ol></section>`), "2026-07-24T08:00:00Z", "https://ishell.online/")

_, err := parseIshellItems([]byte(`<section class="feed"><ol class="story-list"></ol></section>`), "2026-07-24T08:00:00Z", "https://ishell.online/")

const defaultIshellBaseURL = "https://ishell.online"

state := openTestState(t) 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://example.com/items",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://example.com/items", 		RunKey: "aihot:changes", StartedAt: "2026-07-24T08:00:00Z",

SourceType: "aihot", Locator: "https://example.com/items",

item := SourceItem{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "stable", 		URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "stable", 		URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first", 		ItemKind: "curated_attention", CapturedAt: "2026-07-24T08:00:00Z",

URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first",

} 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "ishell", Locator: "https://ishell.online/",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "ishell", Locator: "https://ishell.online/", 		RunKey: "ishell:first", StartedAt: "2026-07-24T08:00:00Z",

SourceType: "ishell", Locator: "https://ishell.online/",

_, err = state.SaveSourceItems([]SourceItem{{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "ishell", ExternalID: "one", 		URL: "https://example.com/one", Title: "One", CanonicalText: "One",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "ishell", ExternalID: "one", 		URL: "https://example.com/one", Title: "One", CanonicalText: "One", 		ItemKind: "curated_article", CapturedAt: "2026-07-24T08:00:00Z",

URL: "https://example.com/one", Title: "One", CanonicalText: "One",

} 	current = strings.Replace(ishellFixture, `<ol class="story-list" start="1">`, 		`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://ex

current = strings.Replace(ishellFixture, `<ol class="story-list" start="1">`, 		`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://examp

`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://example.com/new-agent">Claude Code enterprise permission</a></div><p class="story-des

SELECT evidence_type, evidence_strength, actor_type, provenance_json 		FROM evidence 		WHERE source LIKE 'https://example.com/new-agent%'`,

FROM evidence 		WHERE source LIKE 'https://example.com/new-agent%'`, 	).Scan(&evidenceType, &strength, &actorType, &provenance); err != nil {

WHERE source LIKE 'https://example.com/new-agent%'`,

ishell:     enabled: true     base_url: https://ishell.online

enabled: true     base_url: https://ishell.online     user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://ishell.online

user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

printf '%s\n'    'version: 2'    'sources:'    '  ishell:'    '    enabled: true'    '    base_url: https://ishell.online'

'  ishell:' \   '    enabled: true' \   '    base_url: https://ishell.online' \

'    enabled: true' \   '    base_url: https://ishell.online' \   '    user_agent: "sondar-ishell-smoke/0.1 (+https://github.com/geekjourneyx/sondar)"' \

'    base_url: https://ishell.online' \

'    user_agent: "sondar-ishell-smoke/0.1 (+https://github.com/geekjourneyx/sondar)"' \

<p align="center">   <a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="./LICENSE"><img src="https://img.shields.io/badge/license-MIT-7D858F" alt="MIT License"></a>

发现问题或漏报，请提交 [GitHub Issue](https://github.com/geekjourneyx/sondar/issues)。

<svg xmlns="http://www.w3.org/2000/svg"

<p align="center">   <a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="https://go.dev/"><img src="https://img.shields.io/badge/Go-1.26-00ADD8?logo=go&amp;logoColor=white" alt="Go 1.26"></a>

<a href="./CHANGELOG.md"><img src="https://img.shields.io/badge/release-v1.0.0-F2B84B" alt="Release v1.0.0"></a>

<a href="./LICENSE"><img src="https://img.shields.io/badge/license-MIT-7D858F" alt="MIT License"></a>

git rm assets/banner.webp

**Date:** 2026-07-24   **Status:** Approved direction; implementation not started   **Scope:** Add `https://ishell.online/` as a source while removing duplicate and irrelevant source-item signals.

**Scope:** Add `https://ishell.online/` as a source while removing duplicate and irrelevant source-item signals.

The design is based on a live inspection of `https://ishell.online/` on 2026-07-24:

ishell:     enabled: true     base_url: https://ishell.online

enabled: true     base_url: https://ishell.online     user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

base_url: https://ishell.online

user_agent: "sondar-ishell-sync/0.1 (+https://github.com/geekjourneyx/sondar)"

- `base_url` defaults to `https://ishell.online`.

Executable file

const defaultAIHOTBaseURL = "https://aihot.virxact.com"

Executable file

data, err := defaultFetchURLWithHeaders(server.URL, map[string]string{ 		"User-Agent": "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)",

"User-Agent": "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)",

t.Fatalf("unexpected body: %s", string(data)) 	} 	if seenUA != "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)" {

} 	if seenUA != "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)" { 		t.Fatalf("expected configured UA, got %q", seenUA)

if seenUA != "sondar-aihot-sync/0.1 (+https://github.com/geekjourneyx/sondar)" {

"title": "Anthropic 发布 Claude Opus 4.7,1M 上下文窗口正式上线", 	    "title_en": "Anthropic Releases Claude Opus 4.7 with 1M Context Window", 	    "url": "https://www.anthropic.com/news/claude-opus-4-7",

"title_en": "Anthropic Releases Claude Opus 4.7 with 1M Context Window", 	    "url": "https://www.anthropic.com/news/claude-opus-4-7", 	    "permalink": "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

"url": "https://www.anthropic.com/news/claude-opus-4-7",

"permalink": "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

t.Fatalf("unexpected source identity: %#v", item) 	} 	if item.URL != "https://www.anthropic.com/news/claude-opus-4-7" {

} 	if item.URL != "https://www.anthropic.com/news/claude-opus-4-7" { 		t.Fatalf("expected original URL, got %q", item.URL)

if item.URL != "https://www.anthropic.com/news/claude-opus-4-7" {

t.Fatalf("expected original URL, got %q", item.URL) 	} 	if item.Permalink != "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3" {

} 	if item.Permalink != "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3" { 		t.Fatalf("expected permalink, got %q", item.Permalink)

if item.Permalink != "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3" {

server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { 		requests = append(requests, r.URL.String()) 		if r.Header.Get("User-Agent") != "sondar-test/1.0 (+https://example.com/contact)" {

requests = append(requests, r.URL.String()) 		if r.Header.Get("User-Agent") != "sondar-test/1.0 (+https://example.com/contact)" { 			t.Fatalf("missing configured user agent: %q", r.Header.Get("User-Agent"))

if r.Header.Get("User-Agent") != "sondar-test/1.0 (+https://example.com/contact)" {

switch r.URL.Path { 		case "/api/public/fingerprint": 			_, _ = w.Write([]byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`))

case "/api/public/fingerprint": 			_, _ = w.Write([]byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`)) 		case "/api/public/items":

_, _ = w.Write([]byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`))

t.Fatalf("unexpected query: %s", r.URL.RawQuery) 			} 			_, _ = w.Write([]byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss",

} 			_, _ = w.Write([]byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss","permalink":"https://aihot.virxact.com/items/cm9abc4

_, _ = w.Write([]byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss","permalink":"https://aihot.virxact.com/items/cm9abc456def

items, fp, err := FetchAIHOTItems(AIHOTConfig{ 		Enabled: true, BaseURL: server.URL, UserAgent: "sondar-test/1.0 (+https://example.com/contact)",

Enabled: true, BaseURL: server.URL, UserAgent: "sondar-test/1.0 (+https://example.com/contact)",

Executable file

Executable file

Executable file

Executable file

Executable file

snap := RepoSnapshot{ 		FullName:    "example/browser-agent", 		URL:         "https://github.com/example/browser-agent",

FullName:    "example/browser-agent", 		URL:         "https://github.com/example/browser-agent", 		Description: "Browser automation agent for development teams",

URL:         "https://github.com/example/browser-agent",

} 	evidence := []Evidence{ 		{Claim: "Fresh repository.", Source: "https://example.com/repo", Supports: []string{"novelty", "urgency"}},

evidence := []Evidence{ 		{Claim: "Fresh repository.", Source: "https://example.com/repo", Supports: []string{"novelty", "urgency"}}, 		{Claim: "A user reports deployment pain.", Source: "https://example.com/issue", Supports: []string{"adop

{Claim: "Fresh repository.", Source: "https://example.com/repo", Supports: []string{"novelty", "urgency"}},

{Claim: "A user reports deployment pain.", Source: "https://example.com/issue", Supports: []string{"adoption_velocity", "commercial_relevance", "evidence_quality"}},

scores, 		"WATCH", 		[]Evidence{{Claim: "Repository exists.", Source: "https://example.com/repo"}},

"WATCH", 		[]Evidence{{Claim: "Repository exists.", Source: "https://example.com/repo"}}, 	)

[]Evidence{{Claim: "Repository exists.", Source: "https://example.com/repo"}},

evidence := []Evidence{{ 		Claim:    "GitHub snapshot describes a browser video editor.", 		Source:   "https://github.com/owner/video-editor",

Claim:    "GitHub snapshot describes a browser video editor.", 		Source:   "https://github.com/owner/video-editor", 		Supports: []string{"commercial_relevance"},

Source:   "https://github.com/owner/video-editor",

scores, 		"WATCH", 		[]Evidence{{Claim: "GitHub snapshot.", Source: "https://github.com/owner/agent-ui"}},

"WATCH", 		[]Evidence{{Claim: "GitHub snapshot.", Source: "https://github.com/owner/agent-ui"}}, 	)

[]Evidence{{Claim: "GitHub snapshot.", Source: "https://github.com/owner/agent-ui"}},

scores, 		"WATCH", 		[]Evidence{{Claim: "AIHOT source item.", Source: "https://example.com/launch"}},

"WATCH", 		[]Evidence{{Claim: "AIHOT source item.", Source: "https://example.com/launch"}}, 	)

[]Evidence{{Claim: "AIHOT source item.", Source: "https://example.com/launch"}},

Executable file

const defaultHNRSSBaseURL = "https://hnrss.org"

Executable file

capturedAt := "2026-07-08T12:00:00Z" 	body := []byte(`{ 	  "version": "https://jsonfeed.org/version/1",

body := []byte(`{ 	  "version": "https://jsonfeed.org/version/1", 	  "title": "Hacker News - Newest: \"AI\"",

"version": "https://jsonfeed.org/version/1",

"title": "Hacker News - Newest: \"AI\"", 	  "home_page_url": "https://news.ycombinator.com/newest", 	  "items": [{

"home_page_url": "https://news.ycombinator.com/newest",

"items": [{ 	    "id": "https://news.ycombinator.com/item?id=48831168", 	    "title": "Cinchor - Control what an AI agent can do, and prove what it did",

"id": "https://news.ycombinator.com/item?id=48831168",

"title": "Cinchor - Control what an AI agent can do, and prove what it did", 	    "content_html": "<p>Article URL: <a href=\"https://cinchor.com\">https://cinchor.com</a></p><p>Comments URL: <a href=\"https://news.ycombinator.com/item?id=48

"content_html": "<p>Article URL: <a href=\"https://cinchor.com\">https://cinchor.com</a></p><p>Comments URL: <a href=\"https://news.ycombinator.com/item?id=48831168\">https://news.ycombinator.com/item?id=48831168</a></p><p>Points: 12</p><p>

"url": "https://cinchor.com",

"external_url": "https://news.ycombinator.com/item?id=48831168",

"date_published": "2026-07-08T12:39:06Z", 	    "author": {"name": "foh_quarters", "url": "https://news.ycombinator.com/user?id=foh_quarters"} 	  }]

"author": {"name": "foh_quarters", "url": "https://news.ycombinator.com/user?id=foh_quarters"}

} 	item := items[0] 	if item.SourceType != "hnrss" || item.ExternalID != "https://news.ycombinator.com/item?id=48831168" {

item := items[0] 	if item.SourceType != "hnrss" || item.ExternalID != "https://news.ycombinator.com/item?id=48831168" { 		t.Fatalf("unexpected source identity: %#v", item)

if item.SourceType != "hnrss" || item.ExternalID != "https://news.ycombinator.com/item?id=48831168" {

t.Fatalf("unexpected source identity: %#v", item) 	} 	if item.URL != "https://cinchor.com" || item.Permalink != "https://news.ycombinator.com/item?id=48831168" {

} 	if item.URL != "https://cinchor.com" || item.Permalink != "https://news.ycombinator.com/item?id=48831168" { 		t.Fatalf("unexpected URLs: %#v", item)

if item.URL != "https://cinchor.com" || item.Permalink != "https://news.ycombinator.com/item?id=48831168" {

server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { 		seen = append(seen, r.URL.String()) 		if r.Header.Get("User-Agent") != "sondar-hnrss-test/1.0 (+https://example.com/contact)" {

seen = append(seen, r.URL.String()) 		if r.Header.Get("User-Agent") != "sondar-hnrss-test/1.0 (+https://example.com/contact)" { 			t.Fatalf("missing configured user agent: %q", r.Header.Get("User-Agent"))

if r.Header.Get("User-Agent") != "sondar-hnrss-test/1.0 (+https://example.com/contact)" {

t.Fatalf("unexpected query: %s", r.URL.RawQuery) 		} 		_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News - Newest","items":[{"id":"https://news.ycombinator.com/item?id=1","title":"AI agent control","con

} 		_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News - Newest","items":[{"id":"https://news.ycombinator.com/item?id=1","title":"AI agent control","content_html":"<p>Points: 5</p><p># Comments: 2</p>","

_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News - Newest","items":[{"id":"https://news.ycombinator.com/item?id=1","title":"AI agent control","content_html":"<p>Points: 5</p><p># Comments: 2</p>","url"

Enabled:   true, 		BaseURL:   server.URL, 		UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)",

BaseURL:   server.URL, 		UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)", 		Feeds: []HNRSSFeedConfig{{

UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)",

t.Fatal(err) 	} 	if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=1" {

} 	if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=1" { 		t.Fatalf("unexpected items: %#v", items)

if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=1" {

t.Fatalf("unexpected path %s", r.URL.Path) 		} 		_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=2","title":"Show HN: AI workflow tool","

} 		_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=2","title":"Show HN: AI workflow tool","content_html":"<p>Points: 7</p><p># Comments:

_, _ = w.Write([]byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=2","title":"Show HN: AI workflow tool","content_html":"<p>Points: 7</p><p># Comments: 3</

Enabled:   true, 		BaseURL:   server.URL, 		UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)",

BaseURL:   server.URL, 		UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)", 		Feeds: []HNRSSFeedConfig{

UserAgent: "sondar-hnrss-test/1.0 (+https://example.com/contact)",

t.Fatal("expected partial feed error") 	} 	if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=2" {

} 	if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=2" { 		t.Fatalf("expected partial successful item, got %#v", items)

if len(items) != 1 || items[0].ExternalID != "https://news.ycombinator.com/item?id=2" {

Executable file

const defaultIshellBaseURL = "https://ishell.online"

Executable file

<section class="feed"><ol class="story-list" start="1"> <li class="story" value="1"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div>

<li class="story" value="1"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div> <p class="story-description">团队使用 Claude Code，并讨论权限和审计。</p>

<div class="story-title-row"><a class="story-title" href="https://Example.com/post?a=1#top">Claude Code 团队部署实践</a></div>

</div></li> <li class="story" value="2"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div>

<li class="story" value="2"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div> <p class="story-description">第二条策展摘要。</p>

<div class="story-title-row"><a class="story-title" href="https://example.com/post?a=1">同一原文的第二个中文策展标题</a></div>

</div></li> <li class="story" value="3"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div>

<li class="story" value="3"><div class="story-content"> <div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div> </div></li>

<div class="story-title-row"><a class="story-title" href="https://example.com/incomplete">缺少摘要的无效条目</a></div>

func TestParseIshellItemsNormalizesHomepageStories(t *testing.T) { 	items, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

items, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

t.Fatalf("unexpected source mapping: %#v", first) 	} 	if first.URL != "https://example.com/post?a=1" {

} 	if first.URL != "https://example.com/post?a=1" { 		t.Fatalf("unexpected normalized URL: %q", first.URL)

if first.URL != "https://example.com/post?a=1" {

func TestParseIshellItemsIgnoresRelativeTimeForContentHash(t *testing.T) { 	first, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

first, err := parseIshellItems([]byte(ishellFixture), "2026-07-24T08:00:00Z", "https://ishell.online/")

} 	laterHTML := strings.Replace(ishellFixture, "5 小时前", "6 小时前", 1) 	second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/")

laterHTML := strings.Replace(ishellFixture, "5 小时前", "6 小时前", 1) 	second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/") 	if err != nil {

second, err := parseIshellItems([]byte(laterHTML), "2026-07-24T09:00:00Z", "https://ishell.online/")

func TestParseIshellItemsRejectsZeroValidStories(t *testing.T) { 	_, err := parseIshellItems([]byte(`<section class="feed"><ol class="story-list"></ol></section>`), "2026-07-24T08:00:00Z", "https://ishell.online/")

_, err := parseIshellItems([]byte(`<section class="feed"><ol class="story-list"></ol></section>`), "2026-07-24T08:00:00Z", "https://ishell.online/")

Executable file

Executable file

Evidence: []Evidence{{ 			Claim:      "The repository was created inside the seven-day discovery window.", 			Source:     "https://github.com/owner/browser-agent",

Claim:      "The repository was created inside the seven-day discovery window.", 			Source:     "https://github.com/owner/browser-agent", 			Confidence: 0.8,

Source:     "https://github.com/owner/browser-agent",

"E1", 		"The repository was created inside the seven-day discovery window.", 		"https://github.com/owner/browser-agent",

"The repository was created inside the seven-day discovery window.", 		"https://github.com/owner/browser-agent", 		"supports=novelty,adoption_velocity,evidence_quality,urgency",

"https://github.com/owner/browser-agent",

func TestRenderReportShowsObservedSourceCoverage(t *testing.T) { 	signals := []Signal{ 		{Entities: []string{"owner/repo"}, Sources: []string{"https://github.com/owner/repo"}, Decision: "IGNORE", Scores: map[string]int{}},

signals := []Signal{ 		{Entities: []string{"owner/repo"}, Sources: []string{"https://github.com/owner/repo"}, Decision: "IGNORE", Scores: map[string]int{}}, 		{Entities: []string{"aihot: launch"}, Decision: "IGNORE", Scores: map[string]int{

{Entities: []string{"owner/repo"}, Sources: []string{"https://github.com/owner/repo"}, Decision: "IGNORE", Scores: map[string]int{}},

Executable file

"signal_id":      "sig-20260623-001", 		"captured_at":    "2026-06-23T09:00:00Z", 		"sources":        []string{"https://github.com/example/router/issues/12"},

"captured_at":    "2026-06-23T09:00:00Z", 		"sources":        []string{"https://github.com/example/router/issues/12"}, 		"entities":       []string{"example/router"},

"sources":        []string{"https://github.com/example/router/issues/12"},

Evidence: []Evidence{{ 			Claim:      "A new repository was created in the seven-day discovery window.", 			Source:     "https://github.com/example/browser-agent",

Claim:      "A new repository was created in the seven-day discovery window.", 			Source:     "https://github.com/example/browser-agent", 			Confidence: 0.8,

Source:     "https://github.com/example/browser-agent",

Executable file

seeds = append(seeds, RepoSnapshot{ 			FullName:  repo, 			URL:       "https://github.com/" + repo,

FullName:  repo, 			URL:       "https://github.com/" + repo, 			Discovery: DiscoveryContext{Source: "seed"},

URL:       "https://github.com/" + repo,

discovered = append(discovered, RepoSnapshot{ 			FullName:  repo, 			URL:       "https://github.com/" + repo,

FullName:  repo, 			URL:       "https://github.com/" + repo, 			Discovery: DiscoveryContext{Source: "trending"},

URL:       "https://github.com/" + repo,

Executable file

ctx := EvidenceContext{ 		ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"}, 			{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

}, 		BuyerEvidence: []BuyerEvidence{ 			{Kind: "buyer_pain", Actor: "ops team", Claim: "needs deployment automation", Source: "https://example.com/buyer"},

BuyerEvidence: []BuyerEvidence{ 			{Kind: "buyer_pain", Actor: "ops team", Claim: "needs deployment automation", Source: "https://example.com/buyer"}, 		},

{Kind: "buyer_pain", Actor: "ops team", Claim: "needs deployment automation", Source: "https://example.com/buyer"},

ctx := EvidenceContext{ 		ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"}, 			{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

Number: 42, 					Title:  "Production self-host install blocked by SSO auth setup", 					URL:    "https://github.com/openclaw/openclaw/issues/42",

Title:  "Production self-host install blocked by SSO auth setup", 					URL:    "https://github.com/openclaw/openclaw/issues/42", 				},

URL:    "https://github.com/openclaw/openclaw/issues/42",

Number: 43, 					Title:  "Enterprise team asks for managed onboarding", 					URL:    "https://github.com/openclaw/openclaw/issues/43",

Title:  "Enterprise team asks for managed onboarding", 					URL:    "https://github.com/openclaw/openclaw/issues/43", 				},

URL:    "https://github.com/openclaw/openclaw/issues/43",

Number: 7, 					Title:  "Plugin question", 					URL:    "https://github.com/openclaw/openclaw/issues/7",

Title:  "Plugin question", 					URL:    "https://github.com/openclaw/openclaw/issues/7", 				},

URL:    "https://github.com/openclaw/openclaw/issues/7",

Number: 8, 					Title:  "Product team migration guide", 					URL:    "https://github.com/openclaw/openclaw/issues/8",

Title:  "Product team migration guide", 					URL:    "https://github.com/openclaw/openclaw/issues/8", 				},

URL:    "https://github.com/openclaw/openclaw/issues/8",

Number: 9, 					Title:  "Internal auth install question", 					URL:    "https://github.com/openclaw/openclaw/issues/9",

Title:  "Internal auth install question", 					URL:    "https://github.com/openclaw/openclaw/issues/9", 				},

URL:    "https://github.com/openclaw/openclaw/issues/9",

Number: 10, 					Title:  "Product migration failed", 					URL:    "https://github.com/openclaw/openclaw/issues/10",

Title:  "Product migration failed", 					URL:    "https://github.com/openclaw/openclaw/issues/10", 				},

URL:    "https://github.com/openclaw/openclaw/issues/10",

ctx := EvidenceContext{ 		ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"}, 			{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

}, 		BuyerEvidence: []BuyerEvidence{ 			{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"},

BuyerEvidence: []BuyerEvidence{ 			{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"}, 		},

{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"},

ctx := EvidenceContext{ 		ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"}, 			{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

}, 		BuyerEvidence: []BuyerEvidence{ 			{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"},

BuyerEvidence: []BuyerEvidence{ 			{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"}, 		},

{Kind: "costly_issue_behavior", Actor: "github_issue_author", Claim: "blocked production install", Source: "https://example.com/issue"},

ctx := EvidenceContext{ 		ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

ExternalResults: []ExternalResult{ 			{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"}, 			{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

{Title: "OpenClaw deployment article", URL: "https://example.com/openclaw"},

{Title: "OpenClaw Windows coverage", URL: "https://example.com/windows"},

item := SourceItem{ 		ID: 99, SourceType: "aihot", ExternalID: "cm9abc456def789ghi012jkl3", 		URL: "https://openai.com/blog/gpt-oss", Permalink: "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

ID: 99, SourceType: "aihot", ExternalID: "cm9abc456def789ghi012jkl3", 		URL: "https://openai.com/blog/gpt-oss", Permalink: "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3", 		SourceName: "OpenAI Blog", Title: "OpenAI 开源 GPT-OSS-7

URL: "https://openai.com/blog/gpt-oss", Permalink: "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

} 	current = strings.Replace(ishellFixture, `<ol class="story-list" start="1">`, 		`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://ex

current = strings.Replace(ishellFixture, `<ol class="story-list" start="1">`, 		`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://examp

`<ol class="story-list" start="1"><li class="story" value="0"><div class="story-content"><div class="story-title-row"><a class="story-title" href="https://example.com/new-agent">Claude Code enterprise permission</a></div><p class="story-des

SELECT evidence_type, evidence_strength, actor_type, provenance_json 		FROM evidence 		WHERE source LIKE 'https://example.com/new-agent%'`,

FROM evidence 		WHERE source LIKE 'https://example.com/new-agent%'`, 	).Scan(&evidenceType, &strength, &actorType, &provenance); err != nil {

WHERE source LIKE 'https://example.com/new-agent%'`,

defer func() { fetchURLWithHeaders = oldFetch }() 	fetchURLWithHeaders = func(rawURL string, headers map[string]string) ([]byte, error) { 		if headers["User-Agent"] != "sondar-test/1.0 (+https://example.com/contact)" {

fetchURLWithHeaders = func(rawURL string, headers map[string]string) ([]byte, error) { 		if headers["User-Agent"] != "sondar-test/1.0 (+https://example.com/contact)" { 			t.Fatalf("unexpected UA: %#v", headers)

if headers["User-Agent"] != "sondar-test/1.0 (+https://example.com/contact)" {

} 		if strings.Contains(rawURL, "/fingerprint") { 			return []byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`), nil

if strings.Contains(rawURL, "/fingerprint") { 			return []byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`), nil 		}

return []byte(`{"selected":"f1-test","all":"f1-all","docs":"https://aihot.virxact.com/agent"}`), nil

} 		if strings.Contains(rawURL, "/items") { 			return []byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss","permalink":"https

if strings.Contains(rawURL, "/items") { 			return []byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss","permalink":"https://a

return []byte(`{"count":1,"hasNext":false,"nextCursor":null,"items":[{"id":"cm9abc456def789ghi012jkl3","title":"OpenAI 开源 GPT-OSS-70B","url":"https://openai.com/blog/gpt-oss","permalink":"https://aihot.virxact.com/items/cm9abc456def789ghi01

aihot:     enabled: true     base_url: https://aihot.test

enabled: true     base_url: https://aihot.test     user_agent: "sondar-test/1.0 (+https://example.com/contact)"

base_url: https://aihot.test

user_agent: "sondar-test/1.0 (+https://example.com/contact)"

defer func() { fetchURLWithHeaders = oldFetch }() 	fetchURLWithHeaders = func(rawURL string, headers map[string]string) ([]byte, error) { 		if headers["User-Agent"] != "sondar-hnrss-test/1.0 (+https://example.com/contact)" {

fetchURLWithHeaders = func(rawURL string, headers map[string]string) ([]byte, error) { 		if headers["User-Agent"] != "sondar-hnrss-test/1.0 (+https://example.com/contact)" { 			t.Fatalf("unexpected UA: %#v", headers)

if headers["User-Agent"] != "sondar-hnrss-test/1.0 (+https://example.com/contact)" {

t.Fatalf("unexpected URL: %s", rawURL) 		} 		return []byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=48831262","title":"Show HN: GUI tool for AI agent de

} 		return []byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=48831262","title":"Show HN: GUI tool for AI agent desktop automation","content_html":"<p>Arti

return []byte(`{"version":"https://jsonfeed.org/version/1","title":"Hacker News: Show HN","items":[{"id":"https://news.ycombinator.com/item?id=48831262","title":"Show HN: GUI tool for AI agent desktop automation","content_html":"<p>Article 

hnrss:     enabled: true     base_url: https://hnrss.test

enabled: true     base_url: https://hnrss.test     user_agent: "sondar-hnrss-test/1.0 (+https://example.com/contact)"

base_url: https://hnrss.test

user_agent: "sondar-hnrss-test/1.0 (+https://example.com/contact)"

Evidence: []Evidence{{ 			Claim:      "AIHOT source item.", 			Source:     "https://openai.com/blog/gpt-oss",

Claim:      "AIHOT source item.", 			Source:     "https://openai.com/blog/gpt-oss", 			Confidence: 0.45,

Source:     "https://openai.com/blog/gpt-oss",

"artifact_launch", 		"curated_index", 		"https://openai.com/blog/gpt-oss",

"curated_index", 		"https://openai.com/blog/gpt-oss", 	} {

"https://openai.com/blog/gpt-oss",

ctx := EvidenceContext{ 		BuilderStars: []BuilderStar{ 			{Builder: "simonw", Repo: "mdn/mcp", URL: "https://github.com/mdn/mcp"},

BuilderStars: []BuilderStar{ 			{Builder: "simonw", Repo: "mdn/mcp", URL: "https://github.com/mdn/mcp"}, 			{Builder: "jxnl", Repo: "mnfst/manifest", URL: "https://github.com/mnfst/manifest"},

{Builder: "simonw", Repo: "mdn/mcp", URL: "https://github.com/mdn/mcp"},

{Builder: "jxnl", Repo: "mnfst/manifest", URL: "https://github.com/mnfst/manifest"},

}, 		ExternalResults: []ExternalResult{ 			{Title: "Claude Code cost routing roundup", URL: "https://example.com/generic", Snippet: "general model routing discussion"},

ExternalResults: []ExternalResult{ 			{Title: "Claude Code cost routing roundup", URL: "https://example.com/generic", Snippet: "general model routing discussion"}, 			{Title: "Manifest provider routing setup", URL: "https://example.com/mani

{Title: "Claude Code cost routing roundup", URL: "https://example.com/generic", Snippet: "general model routing discussion"},

{Title: "Manifest provider routing setup", URL: "https://example.com/manifest", Snippet: "mnfst/manifest provider preset"},

t.Fatalf("expected only repo-matching builder star, got %#v", scoped.BuilderStars) 	} 	if len(scoped.ExternalResults) != 1 || scoped.ExternalResults[0].URL != "https://example.com/manifest" {

} 	if len(scoped.ExternalResults) != 1 || scoped.ExternalResults[0].URL != "https://example.com/manifest" { 		t.Fatalf("expected only repo-matching external result, got %#v", scoped.ExternalResults)

if len(scoped.ExternalResults) != 1 || scoped.ExternalResults[0].URL != "https://example.com/manifest" {

func TestBuildSignalUsesObservableMetric(t *testing.T) { 	signal := buildSignal( 		RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"},

signal := buildSignal( 		RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"}, 		nil,

RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"},

func TestBuildSignalUsesConfiguredWatchExpiry(t *testing.T) { 	signal := buildSignal( 		RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"},

signal := buildSignal( 		RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"}, 		nil,

RepoSnapshot{FullName: "owner/repo", URL: "https://github.com/owner/repo"},

RepoSnapshot{ 			FullName:    "owner/agent-skills", 			URL:         "https://github.com/owner/agent-skills",

FullName:    "owner/agent-skills", 			URL:         "https://github.com/owner/agent-skills", 			Description: "Agent skills registry and marketplace for Claude Code",

URL:         "https://github.com/owner/agent-skills",

map[string]int{"novelty": 2, "adoption_velocity": 2, "commercial_relevance": 3, "evidence_quality": 2, "urgency": 2}, 		`buyer_evidence=1, discovery_query="agent skills", artifact_terms=agent,skill,skills, Total score 11.`, 		EvidenceContex

`buyer_evidence=1, discovery_query="agent skills", artifact_terms=agent,skill,skills, Total score 11.`, 		EvidenceContext{BuyerEvidence: []BuyerEvidence{{Claim: "Team asks how to install skills.", Source: "https://example.com/issue", Confid

EvidenceContext{BuyerEvidence: []BuyerEvidence{{Claim: "Team asks how to install skills.", Source: "https://example.com/issue", Confidence: 0.7}}},

RepoSnapshot{ 			FullName:    "owner/codex-model-dump", 			URL:         "https://github.com/owner/codex-model-dump",

FullName:    "owner/codex-model-dump", 			URL:         "https://github.com/owner/codex-model-dump", 			Description: "Codex model weights and benchmark notes",

URL:         "https://github.com/owner/codex-model-dump",

snap := RepoSnapshot{ 		FullName:    "builders/opentag", 		URL:         "https://github.com/builders/opentag",

FullName:    "builders/opentag", 		URL:         "https://github.com/builders/opentag", 		Description: "Open-source @agent mentions for Slack and GitHub. Routes tagged requests to Codex and Claude Code.",

URL:         "https://github.com/builders/opentag", 		Description: "Open-source @agent mentions for Slack and GitHub. Routes tagged requests to Codex and Claude Code.", 		Stargazers:  371,

snap := RepoSnapshot{ 		FullName:    "noise/codex-orange-book", 		URL:         "https://github.com/noise/codex-orange-book",

FullName:    "noise/codex-orange-book", 		URL:         "https://github.com/noise/codex-orange-book", 		Description: "Codex guide from install to examples, unofficial PDF download",

URL:         "https://github.com/noise/codex-orange-book", 		Description: "Codex guide from install to examples, unofficial PDF download", 		Stargazers:  2375,

snap := RepoSnapshot{ 		FullName:  "noise/repo-qwdkp0n8", 		URL:       "https://github.com/noise/repo-qwdkp0n8",

FullName:  "noise/repo-qwdkp0n8", 		URL:       "https://github.com/noise/repo-qwdkp0n8", 		CreatedAt: "2026-06-30T03:31:02Z",

URL:       "https://github.com/noise/repo-qwdkp0n8",

snap := RepoSnapshot{ 		FullName:    "blackhorse/sandbox", 		URL:         "https://github.com/blackhorse/sandbox",

FullName:    "blackhorse/sandbox", 		URL:         "https://github.com/blackhorse/sandbox", 		Description: "Hermetic environments for long-running autonomous tasks",

URL:         "https://github.com/blackhorse/sandbox",

Source:      "bocha_web", 		Title:       "Teams ask pricing for agent workflow automation", 		URL:         "https://example.com/agent-pricing",

Title:       "Teams ask pricing for agent workflow automation", 		URL:         "https://example.com/agent-pricing", 		Snippet:     "enterprise team pricing and workflow automation pain",

URL:         "https://example.com/agent-pricing",

t.Fatalf("external-only signal must not STRIKE: %#v", signal) 	} 	if signal.Sources[0] != "https://example.com/agent-pricing" {

} 	if signal.Sources[0] != "https://example.com/agent-pricing" { 		t.Fatalf("expected external source URL, got %#v", signal.Sources)

if signal.Sources[0] != "https://example.com/agent-pricing" {

"pushedAt":"2026-06-29T08:00:00Z", 				"updatedAt":"2026-06-29T08:00:00Z", 				"url":"https://github.com/owner/repo",

"updatedAt":"2026-06-29T08:00:00Z", 				"url":"https://github.com/owner/repo", 				"repositoryTopics":[{"name":"agent"}]

"url":"https://github.com/owner/repo",

"pushedAt":"2026-07-30T08:00:00Z", 				"updatedAt":"2026-07-30T08:00:00Z", 				"url":"https://github.com/owner/shared",

"updatedAt":"2026-07-30T08:00:00Z", 				"url":"https://github.com/owner/shared", 				"repositoryTopics":[{"name":"agent"}]

"url":"https://github.com/owner/shared",

SignalID:      "sig-overflow", 			CapturedAt:    "2026-06-29T09:00:00Z", 			Sources:       []string{"https://github.com/owner/overflow"},

CapturedAt:    "2026-06-29T09:00:00Z", 			Sources:       []string{"https://github.com/owner/overflow"}, 			Evidence:      []Evidence{{Claim: "x", Source: "https://github.com/owner/overflow", Confidence: 0.7}},

Sources:       []string{"https://github.com/owner/overflow"},

Evidence:      []Evidence{{Claim: "x", Source: "https://github.com/owner/overflow", Confidence: 0.7}},

SignalID:      "sig-ignore", 			CapturedAt:    "2026-06-29T09:00:00Z", 			Sources:       []string{"https://github.com/owner/ignore"},

CapturedAt:    "2026-06-29T09:00:00Z", 			Sources:       []string{"https://github.com/owner/ignore"}, 			Evidence:      []Evidence{{Claim: "x", Source: "https://github.com/owner/ignore", Confidence: 0.7}},

Sources:       []string{"https://github.com/owner/ignore"},

Evidence:      []Evidence{{Claim: "x", Source: "https://github.com/owner/ignore", Confidence: 0.7}},

CreatedAt:       "2026-06-27T09:00:00Z", 				UpdatedAt:       "2026-06-29T09:00:00Z", 				URL:             "https://github.com/topic/repo",

UpdatedAt:       "2026-06-29T09:00:00Z", 				URL:             "https://github.com/topic/repo", 			}}

URL:             "https://github.com/topic/repo",

CreatedAt:       "2026-06-24T09:00:00Z", 				UpdatedAt:       "2026-06-29T09:00:00Z", 				URL:             "https://github.com/query/repo",

UpdatedAt:       "2026-06-29T09:00:00Z", 				URL:             "https://github.com/query/repo", 			}}

URL:             "https://github.com/query/repo",

CreatedAt:       "2026-07-29T09:00:00Z", 			UpdatedAt:       "2026-07-30T09:00:00Z", 			URL:             "https://github.com/query/black-horse",

UpdatedAt:       "2026-07-30T09:00:00Z", 			URL:             "https://github.com/query/black-horse", 		}}

URL:             "https://github.com/query/black-horse",

Executable file

Executable file

Executable file

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType:   "aihot", 		Locator:      "https://aihot.virxact.com/api/public/items?mode=selected",

SourceType:   "aihot", 		Locator:      "https://aihot.virxact.com/api/public/items?mode=selected", 		RunKey:       "aihot:selected:2026-07-08T12:00:00Z",

Locator:      "https://aihot.virxact.com/api/public/items?mode=selected",

SourceType:     "aihot", 		ExternalID:     "cm9abc456def789ghi012jkl3", 		URL:            "https://www.anthropic.com/news/claude-opus-4-7",

ExternalID:     "cm9abc456def789ghi012jkl3", 		URL:            "https://www.anthropic.com/news/claude-opus-4-7", 		Permalink:      "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

URL:            "https://www.anthropic.com/news/claude-opus-4-7",

Permalink:      "https://aihot.virxact.com/items/cm9abc456def789ghi012jkl3",

state := openTestState(t) 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items", 		RunKey: "aihot:test", StartedAt: "2026-07-08T12:00:00Z", MetadataJSON: "{}",

SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items",

item := SourceItem{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "same", 		URL: "https://example.com/original", Title: "First", CanonicalText: "First text",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "same", 		URL: "https://example.com/original", Title: "First", CanonicalText: "First text", 		ItemKind: "artifact_launch", CapturedAt: "2026-07-08T12:00:00Z",

URL: "https://example.com/original", Title: "First", CanonicalText: "First text",

state := openTestState(t) 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://example.com/items",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://example.com/items", 		RunKey: "aihot:changes", StartedAt: "2026-07-24T08:00:00Z",

SourceType: "aihot", Locator: "https://example.com/items",

item := SourceItem{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "stable", 		URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "stable", 		URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first", 		ItemKind: "curated_attention", CapturedAt: "2026-07-24T08:00:00Z",

URL: "https://example.com/story", Title: "Story", CanonicalText: "Story first",

} 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "ishell", Locator: "https://ishell.online/",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "ishell", Locator: "https://ishell.online/", 		RunKey: "ishell:first", StartedAt: "2026-07-24T08:00:00Z",

SourceType: "ishell", Locator: "https://ishell.online/",

_, err = state.SaveSourceItems([]SourceItem{{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "ishell", ExternalID: "one", 		URL: "https://example.com/one", Title: "One", CanonicalText: "One",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "ishell", ExternalID: "one", 		URL: "https://example.com/one", Title: "One", CanonicalText: "One", 		ItemKind: "curated_article", CapturedAt: "2026-07-24T08:00:00Z",

URL: "https://example.com/one", Title: "One", CanonicalText: "One",

state := openTestState(t) 	run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items",

run, err := state.StartSourceRun(SourceRunInput{ 		SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items", 		RunKey: "aihot:evidence", StartedAt: "2026-07-08T12:00:00Z", MetadataJSON: "{}",

SourceType: "aihot", Locator: "https://aihot.virxact.com/api/public/items",

item := SourceItem{ 		SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "item-1", 		URL: "https://example.com/original", Title: "Model launch", CanonicalText: "Model launch",

SourceID: run.SourceID, RunID: run.RunID, SourceType: "aihot", ExternalID: "item-1", 		URL: "https://example.com/original", Title: "Model launch", CanonicalText: "Model launch", 		ItemKind: "artifact_launch", CapturedAt: "2026-07-08T12:00:0

URL: "https://example.com/original", Title: "Model launch", CanonicalText: "Model launch",

signal.Evidence = []Evidence{{ 		Claim:          "AIHOT curated artifact launch.", 		Source:         "https://example.com/original",

Claim:          "AIHOT curated artifact launch.", 		Source:         "https://example.com/original", 		Confidence:     0.45,

Source:         "https://example.com/original",

Executable file

var fetchURL = defaultFetchURL var fetchURLWithHeaders = defaultFetchURLWithHeaders var httpClient = &http.Client{Timeout: 10 * time.Second}

var fetchURLWithHeaders = defaultFetchURLWithHeaders var httpClient = &http.Client{Timeout: 10 * time.Second} var commandTimeout = 20 * time.Second

var httpClient = &http.Client{Timeout: 10 * time.Second}

} 	if payload.URL == "" { 		payload.URL = "https://github.com/" + fullName

if payload.URL == "" { 		payload.URL = "https://github.com/" + fullName 	}

payload.URL = "https://github.com/" + fullName

rawURL := item.URL 		if rawURL == "" { 			rawURL = "https://github.com/" + fullName

if rawURL == "" { 			rawURL = "https://github.com/" + fullName 		}

rawURL = "https://github.com/" + fullName

return nil, nil 	} 	rawURL := "https://github.com/trending"

} 	rawURL := "https://github.com/trending" 	if strings.TrimSpace(language) != "" {

rawURL := "https://github.com/trending"

Executable file

} 	_ = json.Unmarshal([]byte(topicsJSON), &snap.Topics) 	snap.URL = "https://github.com/" + snap.FullName

_ = json.Unmarshal([]byte(topicsJSON), &snap.Topics) 	snap.URL = "https://github.com/" + snap.FullName 	return &snap, nil

snap.URL = "https://github.com/" + snap.FullName

) 		VALUES(?, ?, ?, ?, ?, '{}')`, 		repo, capturedAt, snap.ReadmeSHA, "https://github.com/"+repo+"#readme", string(payload))

VALUES(?, ?, ?, ?, ?, '{}')`, 		repo, capturedAt, snap.ReadmeSHA, "https://github.com/"+repo+"#readme", string(payload)) 	return err

repo, capturedAt, snap.ReadmeSHA, "https://github.com/"+repo+"#readme", string(payload))

Executable file

current.Evidence = append(current.Evidence, Evidence{ 		Claim:      "new independent buyer clue", 		Source:     "https://example.com/buyer",

Claim:      "new independent buyer clue", 		Source:     "https://example.com/buyer", 		Confidence: 0.8,

Source:     "https://example.com/buyer",

SignalID:   id, 		CapturedAt: "2026-06-29T09:00:00Z", 		Sources:    []string{"https://github.com/example/repo"},

CapturedAt: "2026-06-29T09:00:00Z", 		Sources:    []string{"https://github.com/example/repo"}, 		Entities:   []string{"example/repo", "thesis"},

Sources:    []string{"https://github.com/example/repo"},

Summary:    "test signal", 		Evidence: []Evidence{ 			{Claim: "snapshot", Source: "https://github.com/example/repo", Confidence: 0.7},

Evidence: []Evidence{ 			{Claim: "snapshot", Source: "https://github.com/example/repo", Confidence: 0.7}, 		},

{Claim: "snapshot", Source: "https://github.com/example/repo", Confidence: 0.7},

Executable file

Executable file

"captured_at": "2026-06-23T09:00:00Z",   "sources": [     "https://github.com/example/router/issues/12",

"sources": [     "https://github.com/example/router/issues/12",     "https://x.com/example/status/123",

"https://github.com/example/router/issues/12",

"https://x.com/example/status/123",

"https://pypi.org/project/example-router/"

{       "claim": "Three independent users requested Qwen provider support.",       "source": "https://github.com/example/router/issues/12",

"claim": "Three independent users requested Qwen provider support.",       "source": "https://github.com/example/router/issues/12",       "confidence": 0.8

"source": "https://github.com/example/router/issues/12",

"signal_id": "sig-20260623-eval-harness",   "captured_at": "2026-06-23T10:00:00Z",   "sources": ["https://github.com/example/eval-harness"],

"captured_at": "2026-06-23T10:00:00Z",   "sources": ["https://github.com/example/eval-harness"],   "entities": ["example/eval-harness"],

"sources": ["https://github.com/example/eval-harness"],

{       "claim": "Maintainer added three model comparison scripts in one day.",       "source": "https://github.com/example/eval-harness/commits/main",

"claim": "Maintainer added three model comparison scripts in one day.",       "source": "https://github.com/example/eval-harness/commits/main",       "confidence": 0.6,

"source": "https://github.com/example/eval-harness/commits/main",

"signal_id": "sig-20260623-awesome-list",   "captured_at": "2026-06-23T11:00:00Z",   "sources": ["https://github.com/example/awesome-ai-tools"],

"captured_at": "2026-06-23T11:00:00Z",   "sources": ["https://github.com/example/awesome-ai-tools"],   "entities": ["example/awesome-ai-tools"],

"sources": ["https://github.com/example/awesome-ai-tools"],

{       "claim": "Stars increased but there are no issues, buyers, or original artifacts.",       "source": "https://github.com/example/awesome-ai-tools",

"claim": "Stars increased but there are no issues, buyers, or original artifacts.",       "source": "https://github.com/example/awesome-ai-tools",       "confidence": 0.7

"source": "https://github.com/example/awesome-ai-tools",

"signal_id": "sig-20260623-fake-agent",   "captured_at": "2026-06-23T12:00:00Z",   "sources": ["https://github.com/example/agent-wrapper"],

"captured_at": "2026-06-23T12:00:00Z",   "sources": ["https://github.com/example/agent-wrapper"],   "entities": ["example/agent-wrapper"],

"sources": ["https://github.com/example/agent-wrapper"],

{       "claim": "README and code are copied from two older repos.",       "source": "https://github.com/example/agent-wrapper",

"claim": "README and code are copied from two older repos.",       "source": "https://github.com/example/agent-wrapper",       "confidence": 0.9

"source": "https://github.com/example/agent-wrapper",

{   "$schema": "http://json-schema.org/draft-07/schema#",

"$schema": "http://json-schema.org/draft-07/schema#",

#!/usr/bin/env bash

#!/usr/bin/env bash

rm -rf "$PACKAGE_DIR"

rm -f "$ARCHIVE"

Input: "Find real AI builders like https://github.com/steipete and monitor what they are building."

{       "id": 1,       "prompt": "https://github.com/steipete 帮我找真正类似 Peter 的 AI Builder，并把他们正在构建和关注的事监控起来。",

"id": 1,       "prompt": "https://github.com/steipete 帮我找真正类似 Peter 的 AI Builder，并把他们正在构建和关注的事监控起来。",       "expected_output": "Defines the seed builder pattern, identifies builders with shipped artifacts, updates or proposes Sondar watchli

"prompt": "https://github.com/steipete 帮我找真正类似 Peter 的 AI Builder，并把他们正在构建和关注的事监控起来。",