Panniantong/Agent-Reach

92.9k starsPython Latest
Open on GitHub

What It Calls

Calls external APIs Your API key Free tier

Without a key: Text generation · Speech-to-text (Groq): has a branch that stops with an error without a key.

Feature matrix
Feature Provider Use Default Alternative
Text generation · Speech-to-text Groq
1 call sites
Key needed api.groq.com None
Text generation · Image generation · Speech-to-text · Text-to-speech · Embeddings OpenAI
1 call sites
Undetermined api.openai.com None
External API (api.bilibili.com) api.bilibili.com
1 call sites
Undetermined api.bilibili.com None
External API (r.jina.ai) r.jina.ai
1 call sites
Undetermined r.jina.ai None
External API (stock.xueqiu.com) stock.xueqiu.com
3 call sites
Undetermined stock.xueqiu.com None
External API (www.v2ex.com) www.v2ex.com
3 call sites
Undetermined www.v2ex.com None
External API (xueqiu.com) xueqiu.com
1 call sites
Undetermined xueqiu.com None
External APIs
API Credential Code evidence Pricing Pricing page Checked
Groq Your API key agent_reach/transcribe.py:48Text generation and speech-to-text features are provided via Groq (api.groq.com) and require a GROQ_API_KEY. Free tier Pricing 2026-10-05
OpenAI Your API key agent_reach/transcribe.py:53Not shown to stop without a key or address Paid Pricing 2026-10-05
api.bilibili.com Credential unclear agent_reach/channels/bilibili.py:26Not shown to stop without a key or address No pricing info - -
r.jina.ai Credential unclear agent_reach/channels/web.py:51Not shown to stop without a key or address No pricing info - -
stock.xueqiu.com Credential unclear agent_reach/channels/xueqiu.py:137Not shown to stop without a key or address No pricing info - -
www.v2ex.com Credential unclear agent_reach/channels/v2ex.py:20Not shown to stop without a key or address No pricing info - -
xueqiu.com Credential unclear agent_reach/channels/xueqiu.py:244Not shown to stop without a key or address No pricing info - -

Data sent out: audio · 5 provider(s) unconfirmed

Fetched over the network: GitHub

Checked scope: Full check — all 79 code and config files (122 files in the repository) · tree not truncated · no submodules

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external API badge

[![external API](https://whatitcalls.reactiveworks.dev/badge/Panniantong/Agent-Reach.svg)](https://whatitcalls.reactiveworks.dev/en/Panniantong/Agent-Reach)

Shows as “external API · used” in a README.

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Freshness detailscommit a19a171 · checked 2026-10-07
Committed
2026-09-15 16:16 UTC
Checked
2026-10-07 12:03 UTC
HEAD last seen
2026-10-07 12:03 UTC · a19a171 (same as the checked commit)
Read depth
Basic (up to 400 files · 8 MB)
Scanner · rules
scan-5+verdict-4
Pricing catalog
version 2
Correction revision
0
Summary
Model ollama-cloud/gemma4:31b-cloud · some rule sentences
What is sent out
README claims ↔ code3

free

BrowserAct extracts any data you need from complex websites such as Amazon, LinkedIn, X, and Google Maps. Simply describe your extraction request in natural lan docs/README_en.md:40
CoreClaw Web scraping platform and ready-made data collection tools. CoreClaw provides 100+ ready-made data collection tools for Amazon, TikTok, Google Maps, In docs/README_en.md:48

The README mentions it is free, but the code requires calling Groq (which has a free tier) for text generation and speech-to-text to function.

no API key

🔍 Web Search Search Auto-configured Auto-configured during install, free, no API key (Exa via mcporter) docs/README_en.md:114
Read web pages Jina Reader — Free, no API key needed docs/README_en.md:288

The README states that no API key is needed, but the code requires a Groq key for text generation and speech-to-text features. agent_reach/transcribe.py:48

local

💰 완전 무료 모든 도구는 오픈 소스, 모든 API는 무료입니다. 유일한 비용은 서버 프록시(월 $1)일 수 있습니다 — 로컬 docs/README_ko.md:52
🔒 프라이버시 안전 Cookie는 로컬에 유지됩니다. 업로드되지 않습니다. 완전 오픈 소스 — 언제든지 감사 가능 docs/README_ko.md:53

The README claims it runs locally, but text generation and speech-to-text features require calling the Groq (api.groq.com) server. agent_reach/transcribe.py:48

Code quotes

Source files are not stored. Code is linked at the checked commit on GitHub; stored quotes are at most 3 lines per evidence and 6 per file.

Source: Panniantong/Agent-Reach · commit a19a171 · agent_reach/transcribe.py

Source: Panniantong/Agent-Reach · commit a19a171 · agent_reach/cli.py

Checked scope details

Files

In the repository
122
Checked
79 (64%)

Manifests

All priority files read

  • pyproject.toml

Unresolved import paths (0)

None

Excluded files

  • .md 22
  • .png 6
  • .svg 4
  • .sh 3
  • (none) 2
  • .html 2

+3 more

External code not checked
None
Limits hit
None
Correction history

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