AI Agent Radar
TRACEABLE OPEN-SOURCE DEMAND SIGNALS

Opportunity Radar

We scan public GitHub Issues for recurring requests, workflow friction and missing capabilities—then rank the strongest signals without hiding the original evidence.

58 signals · Last data refresh Oct 6, 2026, 4:01 AM UTC

ISSUE SCAN COVERAGE35 / 36 current repositories · 3 new

“New” means first detected by the Radar within 48 hours. Live opportunities come only from projects in the current curated feed; archived projects remain searchable as historical research but cannot leave stale demand signals here.

Demand confidence
Professional field
Problem theme
Evidence signal, not proof of market demand.

A popular Issue can reveal real friction, but it does not prove willingness to pay. Use these leads for interviews, validation and product discovery.

FROM SIGNAL TO ACTION

A 3-step validation sprint

Use the evidence as a starting point, then verify the problem before building.

  1. 1. Read the threadIdentify who has the problem and the workaround they use today.
  2. 2. Contact five usersAsk about frequency, cost and what they already tried.
  3. 3. Test one narrow fixOffer a manual or lightweight solution before writing a full product.
58 qualified signals
#1
Tool execution & lifecycle · ResearchREPEATED ACROSS 2 PROJECTS

Support dynamic tool addition/removal after agent creation and in middleware

Observed in langchain-ai/langchain · Python · MIT

What the reporter described: Checked other resources [x] This is a feature request, not a bug report or usage question. [x] I added a clear and descriptive title that summarizes the feature request. [x] I used the GitHub search to find a similar feature request and didn't find it. [x] I checked the LangChain documentation and API reference to see…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

19 comments16 positive reactions336 days openEvidence score 92/100Project Radar 95
langchainfeature requestcandidateexternal
Start guided sprint →Original GitHub Issue ↗Project analysis →
#2
Provider interoperability · CodingREPEATED ACROSS 8 PROJECTS

Add gemini-3.1-pro-preview

Observed in google-gemini/gemini-cli · TypeScript · Apache-2.0

What the reporter described: What happened? gemini-3.1-pro-preview isn't in the models list What did you expect to happen? gemini-3.1-pro-preview is in the models list Client information <details <summary Client Information</summary Run to enter the interactive CLI, then run the command. </details Login information Google account Anything else we…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

127 comments110 positive reactions228 days openEvidence score 90/100Project Radar 97
priority/p1area/enterprisekind/customer-issue🔒 maintainer only
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#3
Provider interoperability · ResearchREPEATED ACROSS 8 PROJECTS

The batch method from ChatModels and all the Runnables does not really support the OpenAI batch API.

Observed in langchain-ai/langchain · Python · MIT

What the reporter described: Checked other resources [X] I added a very descriptive title to this issue. [X] I searched the LangChain documentation with the integrated search. [X] I used the GitHub search to find a similar question and didn't find it. [X] I am sure that this is a bug in LangChain rather than my code. [X] The bug is not resolved…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

17 comments37 positive reactions670 days openEvidence score 89/100Project Radar 95
help wantedopenaiexternal
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#4
Context & memory boundaries · CodingREPEATED ACROSS 3 PROJECTS

Long-Context & Complex Reasoning Coding Evaluation Dataset

Observed in google-gemini/gemini-cli · TypeScript · Apache-2.0

What the reporter described: What would you like to be added? Long-Context & Complex Reasoning Coding Evaluation Dataset Difficulty : Medium Size : 175 hours Area : Innovation Description As current agent evaluation benchmarks (such as SWE-bench Pro and TerminalBench) saturate, they are becoming less effective at measuring true enterprise-level…

Related friction appears in 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

80 comments14 positive reactions199 days openEvidence score 89/100Project Radar 97
priority/p2area/platform🔒 maintainer onlystatus/bot-triaged
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#5
Product Capability workflows · ResearchREPEATED ACROSS 8 PROJECTS

[FEAT] Add deterministic pre-action authorization at the tool-call hook level

Observed in VoltAgent/voltagent · TypeScript · MIT

What the reporter described: Is your feature request related to a problem? Please describe. VoltAgent's guardrail system validates content but doesn't deterministically authorize tool execution before it happens. With MCP servers proliferating, agents face silent injection risks where a poisoned prompt triggers unintended tool calls. The Open…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

23 comments10 positive reactions199 days openEvidence score 86/100Project Radar 92
enhancement
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#6
Structured output & schema fidelity · ResearchSTRONG ISSUE SUPPORT

Doesn't honour pydantic model field datatype and randomly throws `langchain_core.exceptions.OutputParserException`

Observed in langchain-ai/langchain · Python · MIT

What the reporter described: Checked other resources [x] This is a bug, not a usage question. [x] I added a clear and descriptive title that summarizes this issue. [x] I used the GitHub search to find a similar question and didn't find it. [x] I am sure that this is a bug in LangChain rather than my code. [x] The bug is not resolved by updating…

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

29 comments5 positive reactions181 days openEvidence score 84/100Project Radar 95
bugcorelangchainexternal
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#7
Failure recovery · ResearchSTRONG ISSUE SUPPORT

[Bug]: Memory Leak on Repeated /md Requests via Docker (MacOS) — Container Crashes Randomly Over Time

Observed in unclecode/crawl4ai · Python · Apache-2.0

What the reporter described: crawl4ai version 0.6.0-r2 or Latest docker image Expected Behavior When sending repeated POST requests to /md every 10 seconds with dynamic URLs, the Docker container should handle each request efficiently without memory leaks or crashes, maintaining stable memory usage over time. Current Behavior Initially,…

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

15 comments7 positive reactions464 days openEvidence score 78/100Project Radar 98
❓ Question🐳 Docker
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#8
Reliability workflows · CodingREPEATED ACROSS 2 PROJECTS

Authentication failure blocking Enterprise Workspace accounts

Observed in google-gemini/gemini-cli · TypeScript · Apache-2.0

What the reporter described: What happened? I was signed in with my Google Workspace account and a Google Cloud Project ID configured as described in the authentication documentation. This setup had been working without (auth) issues. Last week, when opening a new session, I suddenly get this error: Failed to sign in. Message: You do not have a…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

49 comments1 positive reactions40 days openEvidence score 77/100Project Radar 97
priority/p1area/enterprisestatus/bot-triagedkind/bug
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#9
Setup & configuration · ProductivityREPEATED ACROSS 6 PROJECTS

Multi agents setup - Supported ?

Observed in HKUDS/nanobot · Python · MIT

What the reporter described: Is multi agent setup supported? Looks like it does, based on configs If not any plan to implement it Would love to see docs / small guide about multi agent setup

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

10 comments7 positive reactions241 days openEvidence score 76/100Project Radar 96
stale
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#10
Reliability workflows · Agent InfrastructureREPEATED ACROSS 2 PROJECTS

autogen-magentic-one ModuleNotFoundError: No module named 'autogen_core'

Observed in microsoft/autogen · Python · CC-BY-4.0

What the reporter described: Hi, I am trying to run example for autogen-magentic-one and followed all the steps in your docs but getting following error: python autogen-magentic-one/examples/example coder.py --logs dir ./my logs Traceback (most recent call last): File "/home/Ubuntu/autogen/python/packages/autogen-magentic-one/examples/example…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

27 comments6 positive reactions698 days openEvidence score 73/100Project Radar 81
proj-magentic-one
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#11
Rate limits & capacity · ResearchSTRONG ISSUE SUPPORT

Quota guard aborts on a seven_day snapshot past its resetsAt (13.24.23), and the only workaround, restart, discards the in-memory queue

Observed in thedotmack/claude-mem · TypeScript · Apache-2.0

What the reporter described: Before submitting [x] I searched existing issues and confirmed this is not a duplicate Related Defect 1 is a known bug, not a new one. The stale-snapshot mechanism is #3870 (closed 2026-09-11, consolidated into #3606). The variant with an already-reset window is in the #3606 thread from @edgar-eaca (13.24.1), and…

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

13 comments2 positive reactions23 days openEvidence score 72/100Project Radar 97
Start guided sprint →Original GitHub Issue ↗Project analysis →
#12
Tool execution & lifecycle · CodingREPEATED ACROSS 2 PROJECTS

Still can't figure out how to get v3 to actually perform work.

Observed in ruvnet/ruflo · TypeScript · MIT

What the reporter described: First off, let me commend the contributors for an amazing, product, and from what I see in the v3 docs, this looks like a pretty fantastic rewrite. But to be honest, I've been very confused when trying to use v3. Should it have command compatibility with 2.7.x to some degree? I'm able to spawn a hive mind or start a…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

18 comments2 positive reactions261 days openEvidence score 71/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#13
Setup & configuration · Agent InfrastructureREPEATED ACROSS 6 PROJECTS

RFC: Granular sandbox policy - filesystem restrictions

Observed in zeroclaw-labs/zeroclaw · Rust · Apache-2.0

What the reporter described: Problem ZeroClaw has two filesystem-policy layers that have historically drifted: application-layer path admission in tools and ; operating-system sandbox backends such as Bubblewrap, Landlock, and Seatbelt. Agent risk profiles already express workspace and path restrictions, but OS backends largely enforce…

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

29 comments0 positive reactions130 days openEvidence score 70/100Project Radar 94
enhancementconfigruntimesecurity
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#14
Product Capability workflows · Agent InfrastructureREPEATED ACROSS 8 PROJECTS

Feature: Cryptographic action receipts for enterprise agent governance (AAR)

Observed in microsoft/autogen · Python · CC-BY-4.0

What the reporter described: Problem AutoGen enables multi-agent conversations and workflows for enterprise use cases. Enterprise deployments require verifiable audit trails — not just logs, but cryptographic proof of: Which agent was instructed to do what What each agent actually executed What data was consumed and produced Whether outputs were…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

399 comments0 positive reactions213 days openEvidence score 69/100Project Radar 81
Start guided sprint →Original GitHub Issue ↗Project analysis →
#15
Provider interoperability · Agent InfrastructureREPEATED ACROSS 8 PROJECTS

Proposal: GuardrailProvider protocol for tool call interception

Observed in microsoft/autogen · Python · CC-BY-4.0

What the reporter described: Summary Propose a protocol that intercepts tool calls before execution, enabling policy-based approval, audit logging, and argument sanitization. This plugs into the existing and paths without breaking backward compatibility. Motivation AutoGen currently has no standardized hook point between an agent deciding to call…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

138 comments0 positive reactions205 days openEvidence score 69/100Project Radar 81
Start guided sprint →Original GitHub Issue ↗Project analysis →
#16
Provider interoperability · General AIREPEATED ACROSS 8 PROJECTS

[Feature]: Sign in with ChatGPT (Codex subscription) as an LLM provider

Observed in THU-MAIC/OpenMAIC · TypeScript · MIT

What the reporter described: Problem Self-hosted OpenMAIC users may already have a ChatGPT plan with Codex usage, but currently need a separately billed OpenAI Platform API key (or another provider). A "Sign in with ChatGPT" option would let them connect the entitlement they already pay for, without managing an API key by hand. Similar OSS…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments3 positive reactions83 days openEvidence score 69/100Project Radar 91
Start guided sprint →Original GitHub Issue ↗Project analysis →
#17
Knowledge organization · ProductivitySTRONG ISSUE SUPPORT

知识库这里，希望支持文档的分类，添加，删除，批量导入文档

Observed in zhayujie/CowAgent · Python · MIT

What the reporter described: ⚠️ 搜索是否存在类似issue [x] 我已经搜索过issues和disscussions，没有发现相似issue 总结 知识库这里，目前只能依靠对话进行文档的分类，删除，实在是很麻烦，希望支持文档的分类，添加，删除，批量导入文档 举例 No response 动机 No response

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

23 comments0 positive reactions144 days openEvidence score 67/100Project Radar 95
enhancement
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#18
Multi-user & team routing · General AIREPEATED ACROSS 2 PROJECTS

[Feature]: 最好能支持多用户和后台管理

Observed in THU-MAIC/OpenMAIC · TypeScript · MIT

What the reporter described: Problem or Motivation 最好能支持多用户和后台管理 管理员、老师、学生等角色，如果学生能支持上传试题或练习生成针对性的辅导和错题就更好啦。 Proposed Solution Alternatives Considered No response Area Classroom generation Additional Context No response

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments1 positive reactions203 days openEvidence score 66/100Project Radar 91
enhancement
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#19
Context & memory boundaries · Agent InfrastructureREPEATED ACROSS 3 PROJECTS

Provide extra surrounding context for extraction as needed to resolve misattribution and ambiguity

Observed in vectorize-io/hindsight · Python · MIT

What the reporter described: Use Case I am ingesting agents jsonl sessions and want accurate memory extraction. Problem Statement The biggest issue with hindsight for me currently is that even after doing what I can to improve context/ingestion on the client side, I still get frequent misattribution and incorrect memories that I think could be…

Related friction appears in 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

10 comments0 positive reactions94 days openEvidence score 65/100Project Radar 97
enhancementcore
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#20
Tool & system connectors · ResearchREPEATED ACROSS 5 PROJECTS

Bring Docker API server to feature parity with Crawl4AI v0.7.x

Observed in unclecode/crawl4ai · Python · Apache-2.0

What the reporter described: Description The Docker API server lags behind the Python library. This issue tracks adding endpoints/parameters to expose the following library features: 1. Adaptive crawling AdaptiveCrawler, AdaptiveConfig, CrawlState, CrawlStrategy, StatisticalStrategy Missing: endpoints to run/tune adaptive crawls 2. C4A Script…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments4 positive reactions403 days openEvidence score 65/100Project Radar 98
✨ Enhancement⚙️ Under Review
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#21
Context & memory boundaries · CodingREPEATED ACROSS 3 PROJECTS

/add-context writes to global path instead of project-local by default

Observed in darrenhinde/OpenAgentsControl · TypeScript · MIT

What the reporter described: Description Ran expecting project intelligence to land in the project repo, but files were written to instead. The flag made no difference since both paths resolve to the same location. Steps to Reproduce Run in any project Complete the wizard Check where files were created: Run — files go to the same directory What I…

Related friction appears in 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments4 positive reactions138 days openEvidence score 64/100Project Radar 85
Start guided sprint →Original GitHub Issue ↗Project analysis →
#22
Tool & system connectors · MarketingREPEATED ACROSS 5 PROJECTS

[BUG] /api/agents returns HTTP 500 on malformed `limit` or `page` query parameter (regression of #1271 / #1007 / PR #1272 un-deployed)

Observed in Scottcjn/bottube · Python · MIT

What the reporter described: Bounty #1102 claim: Bottube /api/agents returns HTTP 500 on malformed or query parameter (5 RTC, functional tier) Bug summary and on return HTTP 500 with an HTML server error page when the parameter is a non-numeric string. Other shapes (negative, zero, oversized) silently coerce to a default. This is a regression:…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

7 comments1 positive reactions113 days openEvidence score 63/100Project Radar 86
Start guided sprint →Original GitHub Issue ↗Project analysis →
#23
Tool & system connectors · MarketingREPEATED ACROSS 5 PROJECTS

[BUG] /social/api/feed returns HTTP 500 for every request (broader than #4313)

Observed in Scottcjn/bottube · Python · MIT

What the reporter described: Summary Live re-verification at 2026-06-09T23:58+08:00 (just now) found that returns HTTP 500 with the in-app Flask 500 template for every request — including the documented happy-path inputs the source-tree test contract asserts. This is broader than the pre-existing ("BoTTube feed endpoints accept negative limits")…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

7 comments1 positive reactions118 days openEvidence score 63/100Project Radar 86
Start guided sprint →Original GitHub Issue ↗Project analysis →
#24
Workflow orchestration · Agent InfrastructureSTRONG ISSUE SUPPORT

Add support for parallel tool calls

Observed in google/adk-js · TypeScript · Apache-2.0

What the reporter described: Describe the solution you'd like ADK Python allows for parallel tool calls, a big performance boost when considering LLM interpretation steps between each tool call. It'd be great to support this in as well. Currently, every tool call is sequential.

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

8 comments1 positive reactions185 days openEvidence score 63/100Project Radar 84
enhancementneeds review
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#25
Cost & token efficiency · ProductivitySTRONG ISSUE SUPPORT

Logs about token consumption (too many tokens are burned)

Observed in HKUDS/nanobot · Python · MIT

What the reporter described: Problem / Motivation I notice that nanobot consumes enormous amount of tokens. Like million just in some 2 hours without any noticable activity for the user. To trace this it would be nice to know when and which call produces which token consumption. Proposed Solution Log the token consumption on any…

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

14 comments0 positive reactions60 days openEvidence score 63/100Project Radar 96
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#26
Data import & export · General AISUPPORTED ISSUE

[Feature]: 新增视频（含音频）导出课程

Observed in THU-MAIC/OpenMAIC · TypeScript · MIT

What the reporter described: Problem or Motivation 目前只能导出ppt和interactive网页，希望能新增导出视频和音频，字幕等功能 Proposed Solution 不用录屏就可以当做视频教程来用了 Alternatives Considered No response Area Classroom generation Additional Context No response

This Issue has some independent public support. Treat it as a focused validation lead, not proof of a market.

5 comments1 positive reactions194 days openEvidence score 62/100Project Radar 91
enhancementstatus:in-progresstype:epicarea:import-export
Start guided sprint →Original GitHub Issue ↗Project analysis →
#27
Product Capability workflows · ResearchREPEATED ACROSS 8 PROJECTS

[Bug]: When extracting data with scroll_full_page, only the final elements get parsed

Observed in unclecode/crawl4ai · Python · Apache-2.0

What the reporter described: crawl4ai version 0.4.248 Expected Behavior I'm crawiling Twitter, specifically the "following" section of a profile. I have a css selector for the relevant data (user's names and bios) and set up a JsonCssExtractionStrategy. If I don't use scroll full page, I understandably only expect to get the first N user…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

22 comments0 positive reactions592 days openEvidence score 62/100Project Radar 98
🐞 Bug⚙️ In-progress
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#28
Provider interoperability · SecurityREPEATED ACROSS 8 PROJECTS

feat: 本地运行模式、Gemini/Codex 适配器、i18n 国际化、定时启动及项目管理增强

Observed in oritera/Cairn · Python · AGPL-3.0

What the reporter described: 概述 以下是在 Cairn fork 版本中开发的一系列功能增强，分享给上游以供参考，欢迎讨论是否有合并的价值。 --- 新增功能 1. 本地运行模式（无需 Docker） 新增 ，作为 的无 Docker 替代方案。Worker 直接通过 subprocess 在宿主机上运行，通过 中的 启用。 使用原生 Python 超时处理（无需 GNU timeout） 与 ContainerManager 保持相同的文件写入契约，任务代码兼容 适合无 Docker 的开发/测试环境 2. 简化 Worker 适配器 重构了 Claude Code 和 Codex 适配器，直接使用本地已认证的 CLI，无需在配置中填写 API Key 或…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

1 comments7 positive reactions142 days openEvidence score 61/100Project Radar 83
Start guided sprint →Original GitHub Issue ↗Project analysis →
#29
Tool & system connectors · Agent InfrastructureREPEATED ACROSS 5 PROJECTS

Add Retrieve API/MCP

Observed in vectorize-io/hindsight · Python · MIT

What the reporter described: Use Case I know the original premise of this project was to move beyond traditional RAG, but the UI and overall system are far ahead of most other tools in this space as of 2026-09-16. It would be useful to use this system as a single home for documents while allowing AI agents to access that information in two ways:…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments1 positive reactions19 days openEvidence score 60/100Project Radar 97
enhancementcore
Start guided sprint →Original GitHub Issue ↗Project analysis →
#30
Tool & system connectors · MarketingREPEATED ACROSS 5 PROJECTS

[BUG] /api/videos ignores limit query parameter

Observed in Scottcjn/bottube · Python · MIT

What the reporter described: Summary The public BoTTube video feed endpoint ignores the query parameter. Requests with , , , and all return 20 videos, and the response does not include useful pagination metadata ( , , are null/missing in the PowerShell JSON object). URL Steps To Reproduce Run: Observed on 2026-06-13 UTC: Expected returns 1 video.…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

12 comments0 positive reactions115 days openEvidence score 60/100Project Radar 86
Start guided sprint →Original GitHub Issue ↗Project analysis →
#31
Tool & system connectors · ProductivityREPEATED ACROSS 5 PROJECTS

[Feature] 腾讯Agent Mail支持~

Observed in zhayujie/CowAgent · Python · MIT

What the reporter described: Self check [x] I searched existing issues (incl. closed) — no duplicate. What's the problem? Docker方式运行COW 按官方建议发送以下内容到COW， 返回： 后续看看如何实现啊 多谢 What would you like? No response Contribution [ ] I'd be interested in helping implement this.

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

9 comments0 positive reactions90 days openEvidence score 60/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#32
Setup & configuration · CodingREPEATED ACROSS 6 PROJECTS

Daemon event loop saturates at scale: per-seat tmux polling (transcripts, structural, identity) spawns ~300 processes/s; transcript config leaks into seat env

Observed in mvschwarz/openrig · TypeScript · Apache-2.0

What the reporter described: With the default / , the daemon spawns one per seat every 2s. Each async spawn blocks the main thread in (fork, then a blocking read on the exec-status pipe), and that cost grows with RSS: 0.8 ms at 60 MB, 12–20 ms at 1 GB (repro attached). With 90 seats the loop saturates: healthz times out, the accept queue fills,…

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

12 comments0 positive reactions6 days openEvidence score 59/100Project Radar 96
NEW SIGNAL
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#33
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

[FEAT] Multiple Claude Accounts

Observed in 777genius/agent-teams-ai · TypeScript · AGPL-3.0

What the reporter described: Summary We have multiple claude teams as a solution to prevent huge cost. A developer can have multiple premium seats, even in the same team with another e-mailadres. Problem It seems the claude provider only supports one user session. Area Provider runtime: Claude Describe the solution you'd like Allow multiple login…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

4 comments1 positive reactions19 days openEvidence score 59/100Project Radar 89
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#34
Product Capability workflows · FinanceREPEATED ACROSS 8 PROJECTS

Proposal: benchmark-relative Information Ratio for fixed-income fund analytics

Observed in OpenByteInc/QuantDinger · Python · Apache-2.0

What the reporter described: Motivation Fixed-income fund performance should be evaluated relative to an appropriate benchmark rather than through absolute return alone. I propose adding a benchmark-relative Information Ratio metric, initially supporting CDI for Brazilian cash-like and low-duration fixed-income funds while keeping the benchmark…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

5 comments0 positive reactions78 days openEvidence score 59/100Project Radar 92
Start guided sprint →Original GitHub Issue ↗Project analysis →
#35
Human approval & safety · ProductivitySTRONG ISSUE SUPPORT

[Bug] CowAgent have risk leaking user's privacy and executing destruction commands on user's computer

Observed in zhayujie/CowAgent · Python · MIT

What the reporter described: Self check [x] I'm on the latest version and searched existing issues (incl. closed) — no duplicate. Environment Version: Newest Version Platform: macOS 26.4 Form: Desktop App Model: Deepseek / Claude Opus ... This applies for any models. What happened? Invite the CowAgent bot to Feishu(Lark). use"@" to call the bot,…

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

8 comments0 positive reactions66 days openEvidence score 59/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#36
Setup & configuration · ResearchREPEATED ACROSS 6 PROJECTS

[FEAT]how about making every default value configurable?

Observed in VoltAgent/voltagent · TypeScript · MIT

What the reporter described: Is your feature request related to a problem? Please describe. when i reading the source code, i found that many default value were hardcode , which is ugly and not easy to let user to modify as wish Describe alternatives you've considered 1, we need to add a rule to the code of conduct to enforce everyone not use…

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

14 comments0 positive reactions476 days openEvidence score 59/100Project Radar 92
enhancementgood first issue
Start guided sprint →Original GitHub Issue ↗Project analysis →
#37
Tool & system connectors · Agent InfrastructureREPEATED ACROSS 5 PROJECTS

openclaw plugin: auto-retain silently does nothing after OpenClaw reloads the plugin registry (recall keeps working)

Observed in vectorize-io/hindsight · Python · MIT

What the reporter described: Environment: (npm, latest), Hindsight API 0.10.1 (external API mode), OpenClaw 2026.9.6 on macOS arm64, Node 24.19.0. , , with , . What happens Auto-recall works on every turn and the 5-minute summary line reports recalls. Auto-retain stops. The summary never reports retains again, no new documents appear, and nothing…

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

9 comments0 positive reactions9 days openEvidence score 58/100Project Radar 97
integration:openclaw
Start guided sprint →Original GitHub Issue ↗Project analysis →
#38
Multi-user & team routing · CodingREPEATED ACROSS 2 PROJECTS

[FEAT] For opencode, could we have a option of instead of choosing model for team members, choosing agent for each team members.

Observed in 777genius/agent-teams-ai · TypeScript · AGPL-3.0

What the reporter described: Summary So currently, as the docs shows(and my understanding, correct me if I understand wrong), is to manually select the models for the team members, but for some opencode user like me, the opencode extension Oh-My-Openagent had extended numbers of type of agent for opencode. So, What I want, is to instead only can…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments1 positive reactions68 days openEvidence score 58/100Project Radar 89
enhancement
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#39
Debugging & observability · ProductivitySTRONG ISSUE SUPPORT

是否能够或者应该支持在子 agent 执行的过程中，有方式可以看到子 agent 的执行过程？

Observed in HKUDS/nanobot · Python · MIT

What the reporter described: 主 agent 执行过程中可以直观看到其循环执行过程（包括工具调用思考和工具调用），但对于子 agent 来说，该过程却是是黑盒。

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

10 comments0 positive reactions207 days openEvidence score 58/100Project Radar 96
enhancement
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#41
Interface & rendering · CodingSTRONG ISSUE SUPPORT

[BUG] Prompt is not always returned after agents receive messages

Observed in awslabs/cli-agent-orchestrator · Python · Apache-2.0

What the reporter described: When using inter-agent messaging extensively it often happens that the message gets printed to the agent prompt, but return isn't sent or received correctly, leading the agent to hang and needing human tmux intervention to send the return to get the agent processing the message. Provider: Kiro CLI

This Issue has meaningful public discussion or positive reactions, but evidence still comes from one repository.

8 comments0 positive reactions226 days openEvidence score 57/100Project Radar 84
bug
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#42
Context & memory boundaries · CodingREPEATED ACROSS 3 PROJECTS

GPT is incredibly slow when searching/finding OpenAgentsControl context

Observed in darrenhinde/OpenAgentsControl · TypeScript · MIT

What the reporter described: It takes GPT (any GPT model) upwards of 10 minutes to find OpenAgentsControl context. Running opencode on the normal plan/builder mode makes GPT work properly/fast.

Related friction appears in 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments2 positive reactions210 days openEvidence score 56/100Project Radar 85
Start guided sprint →Original GitHub Issue ↗Project analysis →
#43
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

Proposal: an OpenRig Claude Code mod in each Claude seat, so delivery and status don't go through the terminal

Observed in mvschwarz/openrig · TypeScript · Apache-2.0

What the reporter described: Claude Code 2.1.288 added mods (early access): a plugin of function hooks that runs inside the Claude session and can call into it. OpenRig already writes each Claude seat's launch line, so it could load one per seat with . In #48 you explain that the terminal is effectively the API: wake-ups, handoffs and reminders…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

10 comments0 positive reactions1 days openEvidence score 55/100Project Radar 96
NEW SIGNAL
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#44
Setup & configuration · FinanceREPEATED ACROSS 6 PROJECTS

希望可以实现Docker部署

Observed in ValueCell-ai/valuecell · Python · Apache-2.0

What the reporter described: 希望可以出一套Docker部署的方法

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments2 positive reactions309 days openEvidence score 55/100Project Radar 75
enhancementgood first issue
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#45
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

Feature: max_concurrent_seats parameter

Observed in mvschwarz/openrig · TypeScript · Apache-2.0

What the reporter described: Add a configurable limit on concurrent seats, e.g. in the RigSpec (or a host-level daemon setting). The daemon enforces the cap: beyond the limit should queue a pending seat instead of failing or spawning it. Queued seats start automatically when a slot frees, and / the TUI should show them as .

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

8 comments0 positive reactions1 days openEvidence score 53/100Project Radar 96
NEW SIGNAL
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#46
Agent behavior & reasoning · CodingSUPPORTED ISSUE

[BUG] Reasoning agents going into never-ending death spirals

Observed in kyegomez/swarms · Python · Apache-2.0

What the reporter described: To re-create: run Root problem: Evidence from Your Logs 2025-12-18 17:23:40 INFO - Iteration 1/5 [Agent generates 9 initial hypotheses] ... [Still processing paths from iteration 1] ... 2025-12-18 17:26:20 INFO - [Still in iteration 1, hasn't moved to iteration 2] Key observation: Agent ran for 3 minutes but never…

This Issue has some independent public support. Treat it as a focused validation lead, not proof of a market.

6 comments0 positive reactions291 days openEvidence score 53/100Project Radar 88
bug
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#47
Runtime & deployment environments · CodingREPEATED ACROSS 2 PROJECTS

[FEAT] Run web ui on dedicated cloud

Observed in 777genius/agent-teams-ai · TypeScript · AGPL-3.0

What the reporter described: Is your feature request related to a problem? Please describe. Are is possible run this software on server without electron? Describe the solution you'd like Hosted web ui to manage agents accessible by configured port for manage agents from remote machines.

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments0 positive reactions136 days openEvidence score 53/100Project Radar 89
enhancement
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#48
Product Capability workflows · SecurityREPEATED ACROSS 8 PROJECTS

[Bug]: Scan Paused !

Observed in xalgorix/xalgorix · Go · Apache-2.0

What the reporter described: What happened? <img width="1112" height="121" alt="Image" src="[link] / Steps to reproduce create wildcard scan , and the scan during the recon paused ! Relevant logs / output Xalgorix version v4.6.120 How are you running it? Prebuilt binary (installer) Environment Kali linux Pre-flight [x] I searched existing issues…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

8 comments0 positive reactions6 days openEvidence score 52/100Project Radar 81
bugneeds-triage
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#49
Setup & configuration · CodingREPEATED ACROSS 6 PROJECTS

[BUG] Install fails (CachyOS, fish)

Observed in darrenhinde/OpenAgentsControl · TypeScript · MIT

What the reporter described: Description On one else seems to have an issue, so I'm assuming its on my side. I downloaded the script and ran it. I've tried both the 'local' and 'global' options with the same result. I've used fish (default) as well as bash to try the installation, same result. Steps to Reproduce curl -fsSL [link] -o install.sh…

Related friction appears in 6 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments0 positive reactions225 days openEvidence score 52/100Project Radar 85
bug
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#50
Provider interoperability · DesignREPEATED ACROSS 8 PROJECTS

希望可以支持gemini模型，还有stitch的导入

Observed in ZSeven-W/openpencil · Rust · MIT

What the reporter described: Problem codex和claude的审美不好，gemini模型的审美要好些 Proposed Solution 支持gemini模型，希望还可以支持google的stitch导入 Alternatives Considered No response Area None Additional Context No response

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

4 comments0 positive reactions199 days openEvidence score 50/100Project Radar 89
enhancement
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#51
Integrations workflows · FinanceSUPPORTED ISSUE

Binance and GPts APIs but cannot connect

Observed in ValueCell-ai/valuecell · Python · Apache-2.0

What the reporter described: Note: set to trace model behavior locally. and ------------------------------------------ backend.log Start your response with and end it with . Your output will be passed to json.loads() to convert it to a Python object. Make sure it only contains valid JSON. DEBUG =========================== user…

This Issue has some independent public support. Treat it as a focused validation lead, not proof of a market.

6 comments0 positive reactions274 days openEvidence score 49/100Project Radar 75
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#52
Strategy & provenance · FinanceREPEATED ACROSS 2 PROJECTS

After the trading strategy agent is set up, it automatically stops and cannot be started.

Observed in ValueCell-ai/valuecell · Python · Apache-2.0

What the reporter described: Hi, I have now configured the API key as required, and I have also deposited funds and completed the setup for both OpenRouter and OKX. However, after I finish configuring the trading strategy, it automatically stops, as shown in the screenshot. I’m not sure what the problem is. How can I set up automatic trading, and…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments0 positive reactions310 days openEvidence score 49/100Project Radar 75
Start guided sprint →Original GitHub Issue ↗Project analysis →
#53
Product Capability workflows · SecurityREPEATED ACROSS 8 PROJECTS

[Enhancement]: scope of work menu

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Target Component Documentation and User Experience Enhancement Description this will help manage what can and cant be test based on contracts like ip blacklists from testing and websites etc or ip and subnets or services on certain ports Technical Details No response Designs and Mockups No response Alternative…

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions345 days openEvidence score 48/100Project Radar 92
enhancement
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#55
Strategy & provenance · FinanceREPEATED ACROSS 2 PROJECTS

Feedback request: structured strategy representation and provenance layer for financial agents

Observed in AI4Finance-Foundation/FinRobot · Python · Apache-2.0

What the reporter described: Background I maintain an early-stage open-source project called QST. QST tries to represent quantitative trading strategies in a structured format that is easier to transmit, validate, store, compare, and process by agents or automated research systems. It is not a reinforcement learning environment, backtesting…

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions142 days openEvidence score 47/100Project Radar 88
Start guided sprint →Original GitHub Issue ↗Project analysis →
#56
Runtime & deployment environments · DesignREPEATED ACROSS 2 PROJECTS

远程调用问题，打开文件不方便

Observed in ZSeven-W/openpencil · Rust · MIT

What the reporter described: Problem 我现在是部署在服务器的docker，opencode一起。通过skill让他在本地就是服务器上面操作，我打开openpencil之后打开文件只能是打开浏览器本地，能不能像opencode那样直接安装想系统里，然后打开的时候可以直接输入系统路径。飞书群满了50加不进去了，搞个微信或者QQ群吧 <img width="398" height="311" alt="Image" src="[link] / Proposed Solution linux原生安装包 Alternatives Considered No response Area None Additional Context No response

Related friction appears in 2 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions165 days openEvidence score 47/100Project Radar 89
enhancement
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#57
Tool & system connectors · FinanceREPEATED ACROSS 5 PROJECTS

DeepSeek integration

Observed in AI4Finance-Foundation/FinRobot · Python · Apache-2.0

What the reporter described: Hi can i replace openai api key by deepseek api key to use deepseek-chat model in tutorials beginner/annual report file?

Related friction appears in 5 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions541 days openEvidence score 44/100Project Radar 88
Start guided sprint →Original GitHub Issue ↗Project analysis →
#58
Provider interoperability · MarketingREPEATED ACROSS 8 PROJECTS

Support few more llms

Observed in langchain-ai/social-media-agent · TypeScript · MIT

What the reporter described: Only anthropic is supported as of now Is there any plans on supporting other llms

Related friction appears in 8 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions627 days openEvidence score 42/100Project Radar 82
Start guided sprint →Original GitHub Issue ↗Project analysis →

How opportunities are ranked

The evidence score combines capped, diminishing-return discussion, positive reactions, unresolved duration and the underlying project’s Radar Score. This prevents one repeatedly commented thread from overwhelming independent signals. Maintenance-only tickets, dependency dashboards, CI failures and release checklists are filtered out. Rankings are independent and never paid placements.