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.

56 signals · Last data refresh Sep 25, 2026, 8:54 PM UTC

ISSUE SCAN COVERAGE36 / 36 current repositories · 5 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.
30 Product Capability signals
#1
Provider interoperability · CodingREPEATED ACROSS 8 PROJECTS

Make Gemini less of a sycophant

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

What the reporter described: What would you like to be added? I need gemini-cli to be less of a sycophant and more like a trusted equal. For example, I am working on designing and architecting complex software. Every response from gemini is prefaced with this sycophantic mirroring language: You are having the exact realization that every great…

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

27 comments39 positive reactions432 days openEvidence score 95/100Project Radar 97
priority/p2area/agentStalestatus/bot-triaged
Start guided sprint →Original GitHub Issue ↗Project analysis →
#2
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 reactions325 days openEvidence score 92/100Project Radar 95
langchainfeature requestcandidateexternal
Start guided sprint →Original GitHub Issue ↗Project analysis →
#3
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 reactions218 days openEvidence score 90/100Project Radar 97
priority/p1area/enterprisekind/customer-issue🔒 maintainer only
Start guided sprint →Original GitHub Issue ↗Project analysis →
#4
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 reactions170 days openEvidence score 87/100Project Radar 95
bugcorelangchainexternal
Start guided sprint →Original GitHub Issue ↗Project analysis →
#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 reactions189 days openEvidence score 85/100Project Radar 90
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#6
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 reactions251 days openEvidence score 71/100Project Radar 96
Start guided sprint →Original GitHub Issue ↗Project analysis →
#7
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.

383 comments0 positive reactions203 days openEvidence score 68/100Project Radar 79
Start guided sprint →Original GitHub Issue ↗Project analysis →
#8
Knowledge organization · CodingSTRONG 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 reactions134 days openEvidence score 67/100Project Radar 97
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#9
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 reactions132 days openEvidence score 66/100Project Radar 84
Start guided sprint →Original GitHub Issue ↗Project analysis →
#10
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 reactions50 days openEvidence score 63/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#11
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 reactions581 days openEvidence score 62/100Project Radar 98
NEW SIGNAL🐞 Bug⚙️ In-progress
Start guided sprint →Original GitHub Issue ↗Project analysis →
#12
Product Capability workflows · ProductivityREPEATED ACROSS 8 PROJECTS

[BUG] Spark Pod Template Resources not getting applied

Observed in flyteorg/flyte · Go · Apache-2.0

What the reporter described: Describe the bug Resources defined in Flyte Pod Templates do not seem to get applied to Flyte Spark Tasks. I am able to submit the following sample code but dont see the resources getting propagated down to the driver or executor pods. Sample Workflow im using: Describing Resources for driver: Describing Resources for…

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

22 comments0 positive reactions555 days openEvidence score 60/100Project Radar 91
bug
Start guided sprint →Original GitHub Issue ↗Project analysis →
#13
Human approval & safety · CodingSTRONG 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 reactions56 days openEvidence score 59/100Project Radar 97
Start guided sprint →Original GitHub Issue ↗Project analysis →
#14
Multi-user & team routing · CodingSUPPORTED ISSUE

[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…

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

3 comments1 positive reactions57 days openEvidence score 58/100Project Radar 91
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#15
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 reactions196 days openEvidence score 58/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#17
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 reactions126 days openEvidence score 56/100Project Radar 91
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#18
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.

3 comments0 positive reactions68 days openEvidence score 56/100Project Radar 93
Start guided sprint →Original GitHub Issue ↗Project analysis →
#19
Setup & configuration · FinanceREPEATED ACROSS 4 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 4 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments2 positive reactions299 days openEvidence score 55/100Project Radar 75
enhancementgood first issue
Start guided sprint →Original GitHub Issue ↗Project analysis →
#20
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

I'm planning a new PR to solve a big problem with agent communication

Observed in 23blocks-OS/ai-maestro · TypeScript · MIT

What the reporter described: I'm planning a new PR to solve a big problem with agent communication. Maybe you didn't used the communication between agents much, but I'm troubled by the complete lack of restrictions on the message exchange inside ai-maestro. THE PROBLEM My problem presented when I started using the agent on multiple projects. I…

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

10 comments0 positive reactions217 days openEvidence score 54/100Project Radar 82
Start guided sprint →Original GitHub Issue ↗Project analysis →
#21
Product Capability workflows · ProductivityREPEATED ACROSS 8 PROJECTS

[BUG] CloudWatch link on the Flyte UI for a task is incorrect for binary version

Observed in flyteorg/flyte · Go · Apache-2.0

What the reporter described: Flyte & Flytekit version Helm chart: flyte-binary v1.16.4 Image: ghcr.io/flyteorg/flyte-binary-release:v1.16.4 Describe the bug When using the flyte-binary chart with CloudWatch logging enabled, the generated CloudWatch link on the Flyte UI for a task is incorrect. The template variables are not resolved - instead of…

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

8 comments0 positive reactions189 days openEvidence score 54/100Project Radar 91
buguntriaged
Start guided sprint →Original GitHub Issue ↗Project analysis →
#22
Testing & evaluation workflows · SecuritySUPPORTED ISSUE

[Enhancement]: PentAGI as a General-Purpose Autonomous Testing Platform

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Target Component Core Services (Frontend UI/Backend API), AI Agents (Researcher/Developer/Executor), Documentation and User Experience Enhancement Description [Proposal] Extend agent system to support pre-deployment QA & load testing — not just security The observation I've been studying PentAGI's architecture deeply…

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

5 comments0 positive reactions145 days openEvidence score 54/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#23
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

feat(fortemi): certify Fortemi Server as the first-class scale-out backend

Observed in jmagly/aiwg · TypeScript · MIT

What the reporter described: Parent: #160 Depends on: #166 Related: #163, #164, #1664, #1684, #1686, #1687, #1689 Summary Make Fortemi Server the primary documented scale-out option after SQLite. This issue covers the live shared/server-backed path, not only the Fortemi Core static JSON cache. AIWG currently has three Fortemi planes that must…

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

4 comments0 positive reactions32 days openEvidence score 52/100Project Radar 82
enhancementP1-highconstructionblocked
Start guided sprint →Original GitHub Issue ↗Project analysis →
#24
Strategy & provenance · FinanceREPEATED ACROSS 2 PROJECTS

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

Observed in AI4Finance-Foundation/FinRobot · Jupyter Notebook · 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 reactions131 days openEvidence score 51/100Project Radar 88
Start guided sprint →Original GitHub Issue ↗Project analysis →
#25
Product Capability workflows · SecurityREPEATED ACROSS 8 PROJECTS

[Enhancement]: Is this pentagi is capable of automate internal penetration testing with adversary attacking plan

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Target Component Security Tools Integration Enhancement Description Hi' I'm curious about security feature of pentagi that capable of internal penetration test such Breach attack simulation such as CALDERA MITRE or something similar that can output as json or pdf report Technical Details No response Designs and…

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

3 comments0 positive reactions520 days openEvidence score 51/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#26
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 reactions188 days openEvidence score 50/100Project Radar 91
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#27
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 reactions300 days openEvidence score 49/100Project Radar 75
Start guided sprint →Original GitHub Issue ↗Project analysis →
#28
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 reactions335 days openEvidence score 49/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#29
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 reactions155 days openEvidence score 47/100Project Radar 91
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#30
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 reactions617 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.