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.

51 signals · Last data refresh Oct 21, 2026, 2:39 AM UTC

ISSUE SCAN COVERAGE34 / 36 current repositories · 1 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.
51 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 reactions351 days openEvidence score 92/100Project Radar 96
langchainfeature requestcandidateexternal
Start guided sprint →Original GitHub Issue ↗Project analysis →
#2
Provider interoperability · CodingREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

127 comments110 positive reactions243 days openEvidence score 90/100Project Radar 98
priority/p1area/enterprisekind/customer-issue🔒 maintainer only
Start guided sprint →Original GitHub Issue ↗Project analysis →
#3
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 reactions214 days openEvidence score 89/100Project Radar 98
priority/p2area/platform🔒 maintainer onlystatus/bot-triaged
Start guided sprint →Original GitHub Issue ↗Project analysis →
#4
Provider interoperability · ResearchREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

17 comments37 positive reactions685 days openEvidence score 89/100Project Radar 96
help wantedopenaiexternal
Start guided sprint →Original GitHub Issue ↗Project analysis →
#5
Tool & system connectors · ResearchREPEATED ACROSS 5 PROJECTS

Feature Request: Pass `_meta` parameter through to MCP SDK `call_tool()`

Observed in langchain-ai/langchain · Python · MIT

What the reporter described: Problem When invoking MCP tools via , the parameter is not passed through to the MCP SDK's method, even though: The MCP SDK already supports it - accepts as a keyword argument The MCP specification (2025-06-18) defines as a reserved field for attaching metadata to requests This prevents users from leveraging MCP's…

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

16 comments10 positive reactions269 days openEvidence score 88/100Project Radar 96
externalmcp
Start guided sprint →Original GitHub Issue ↗Project analysis →
#6
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 reactions214 days openEvidence score 86/100Project Radar 92
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#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 reactions479 days openEvidence score 79/100Project Radar 99
❓ Question🐳 Docker
Start guided sprint →Original GitHub Issue ↗Project analysis →
#8
Reliability workflows · CodingREPEATED ACROSS 3 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 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

65 comments1 positive reactions55 days openEvidence score 78/100Project Radar 98
NEW SIGNALpriority/p1area/enterprisestatus/bot-triagedkind/bug
Start guided sprint →Original GitHub Issue ↗Project analysis →
#9
Context & memory boundaries · Agent InfrastructureREPEATED ACROSS 3 PROJECTS

Feature Request: Team, agent, and memory-level access control

Observed in vectorize-io/hindsight · Python · MIT

What the reporter described: Summary I would like to request a discussion around a more detailed permission and sharing model for the open-source Hindsight server. The current OSS authorization model seems intentionally simple: : one shared API key mapped to the configured schema. : one Supabase user JWT mapped to a schema derived from that…

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

3 comments9 positive reactions126 days openEvidence score 78/100Project Radar 97
core
Start guided sprint →Original GitHub Issue ↗Project analysis →
#10
Reliability workflows · Agent InfrastructureREPEATED ACROSS 3 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 3 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

27 comments6 positive reactions713 days openEvidence score 77/100Project Radar 95
proj-magentic-one
Start guided sprint →Original GitHub Issue ↗Project analysis →
#11
Setup & configuration · ProductivityREPEATED ACROSS 4 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 4 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

10 comments7 positive reactions256 days openEvidence score 76/100Project Radar 98
stale
Start guided sprint →Original GitHub Issue ↗Project analysis →
#12
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.

416 comments0 positive reactions228 days openEvidence score 73/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#13
Provider interoperability · Agent InfrastructureREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

147 comments0 positive reactions220 days openEvidence score 73/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#14
Provider interoperability · General AIREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments3 positive reactions98 days openEvidence score 69/100Project Radar 89
Start guided sprint →Original GitHub Issue ↗Project analysis →
#15
Tool execution & lifecycle · CodingREPEATED ACROSS 2 PROJECTS

Feature Request: Support agent.pause() within tool calls

Observed in browser-use/browser-use · Python · MIT

What the reporter described: What is the problem that your feature request solves? Feature request: human-in-the-loop pause that suspends Problem There is no first-class way for a tool to pause the agent, wait for external input (a human clarification, an approval, a signal from another process), and then resume — without falling foul of . The…

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

16 comments0 positive reactions167 days openEvidence score 67/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#16
Tool & system connectors · CodingREPEATED ACROSS 5 PROJECTS

Bug: Screenshot blob in tool result poisons conversation context → API 400 on all subsequent turns

Observed in browser-use/browser-use · Python · MIT

What the reporter described: Browser Use Version Version 147.0.7727.117 (Official Build) (x86 64) Bug Description, Steps to Reproduce, Screenshots Environment macOS 26.3.1 (Build 25D2128), Intel x86 64 Python 3.11.3 Node v20.19.1 Claude Code 2.1.92 (desktop app) browser-harness 0.1.0 What happened I set up browser-harness following the README and…

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

15 comments0 positive reactions178 days openEvidence score 67/100Project Radar 98
bug
Start guided sprint →Original GitHub Issue ↗Project analysis →
#17
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.

15 comments0 positive reactions76 days openEvidence score 67/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#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 reactions218 days openEvidence score 66/100Project Radar 89
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#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.

12 comments0 positive reactions109 days openEvidence score 66/100Project Radar 97
enhancementcore
Start guided sprint →Original GitHub Issue ↗Project analysis →
#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 reactions418 days openEvidence score 66/100Project Radar 99
✨ Enhancement⚙️ Under Review
Start guided sprint →Original GitHub Issue ↗Project analysis →
#21
Context & memory boundaries · CodingREPEATED ACROSS 3 PROJECTS

Support token or context-window percentage watchdog thresholds

Observed in mvschwarz/openrig · TypeScript · Apache-2.0

What the reporter described: What are you trying to do, and what stops you today? I want a context-usage watchdog to notify an operator at a chosen point in a managed seat's actual context window. Transcript-file size is not a stable substitute for tokens or window percentage: the v0.6.9 watchdog help warns that transcript density varies by…

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

8 comments1 positive reactions9 days openEvidence score 63/100Project Radar 96
Start guided sprint →Original GitHub Issue ↗Project analysis →
#22
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.

5 comments1 positive reactions35 days openEvidence score 63/100Project Radar 90
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#23
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 reactions607 days openEvidence score 63/100Project Radar 99
🐞 Bug⚙️ In-progress
Start guided sprint →Original GitHub Issue ↗Project analysis →
#24
Setup & configuration · CodingREPEATED ACROSS 4 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 4 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

12 comments0 positive reactions21 days openEvidence score 62/100Project Radar 96
Start guided sprint →Original GitHub Issue ↗Project analysis →
#25
Provider interoperability · ProductivityREPEATED ACROSS 11 PROJECTS

[Feature]: Support GPT-5.6 prompt caching parameters in Responses API provider

Observed in agentscope-ai/QwenPaw · TypeScript · Apache-2.0

What the reporter described: Summary 支持 GPT-5.6 模型的 prompt caching 参数（ 、 、 ），使 Agent 循环中的多轮对话能够复用缓存前缀，降低延迟和成本。 Component(s) Affected [x] Core / Backend (app, agents, config, providers, utils, local models) [ ] Console (frontend web UI) [ ] Channels (DingTalk, Feishu, QQ, Discord, iMessage, etc.) [ ] Skills [ ] CLI [ ] Documentation (website) [ ]…

Related friction appears in 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

13 comments0 positive reactions79 days openEvidence score 62/100Project Radar 94
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#26
Provider interoperability · SecurityREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

1 comments7 positive reactions157 days openEvidence score 61/100Project Radar 82
Start guided sprint →Original GitHub Issue ↗Project analysis →
#27
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.

6 comments0 positive reactions93 days openEvidence score 61/100Project Radar 95
Start guided sprint →Original GitHub Issue ↗Project analysis →
#28
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 reactions16 days openEvidence score 60/100Project Radar 96
Start guided sprint →Original GitHub Issue ↗Project analysis →
#29
Setup & configuration · SecurityREPEATED ACROSS 4 PROJECTS

[Bug]: Cannot login on fresh install

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Affected Component Core Services (Frontend UI/Backend API) Describe the bug What happened: I get error "Login failed" Docker logs say Steps to Reproduce Install Pentagi using installer Wait for installer to finish visit try login using credentials System Configuration Pentagi setup using installer running on Kali…

Related friction appears in 4 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

6 comments0 positive reactions20 days openEvidence score 59/100Project Radar 100
bug
Start guided sprint →Original GitHub Issue ↗Project analysis →
#30
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 reactions83 days openEvidence score 59/100Project Radar 90
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#31
Product Capability workflows · CodingREPEATED ACROSS 8 PROJECTS

[FEAT] oMo native support

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

What the reporter described: Summary Support the harness oMo native Problem oMo native is a new harness evolve from the plugin of opencode, agent-teams-ai currently have no support of it. Area Which part of the app would this affect? Provider runtime (Claude, Codex, OpenCode) Describe the solution you'd like Support oMo native Describe…

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

3 comments1 positive reactions21 days openEvidence score 58/100Project Radar 90
Start guided sprint →Original GitHub Issue ↗Project analysis →
#32
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 reactions222 days openEvidence score 58/100Project Radar 98
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#34
Reliability workflows · General AIREPEATED ACROSS 3 PROJECTS

[Bug]: Generated interactive scenes can render but remain unusable after script/runtime failures

Observed in THU-MAIC/OpenMAIC · TypeScript · MIT

What the reporter described: Summary Generated interactive scenes can render correctly while being unusable because the generated JavaScript fails either: before execution (syntax / parse-time failure), or during interaction (runtime exception in generated state/data logic). The current iframe runtime already captures runtime errors, but a broken…

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

6 comments0 positive reactions30 days openEvidence score 57/100Project Radar 89
bug
Start guided sprint →Original GitHub Issue ↗Project analysis →
#35
Tool & system connectors · SecurityREPEATED ACROSS 5 PROJECTS

[Enhancement]: MCP Client Support — Connect PentAGI to External Security Tools via Model Context Protocol

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Target Component Core Services (Frontend UI/Backend API) Enhancement Description Summary Add a generic MCP (Model Context Protocol) client to PentAGI so that agents can use any MCP-compatible external tool as a first-class tool — starting with Burp Suite Pro as a concrete use case. Motivation PentAGI's current toolset…

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

2 comments0 positive reactions173 days openEvidence score 57/100Project Radar 100
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#36
Product Capability workflows · Agent InfrastructureREPEATED ACROSS 8 PROJECTS

Terminal.run_command() hangs indefinitely on Linux/WSL2 — end-of-command marker never yielded from splitlines/tuple-unpack

Observed in FoundationAgents/MetaGPT · Python · MIT

What the reporter described: Summary hangs indefinitely on Linux/WSL2 whenever the persistent shell's stdout ends with the end-of-command marker as the final line (i.e., always, under normal conditions). The read loop in uses after reading each byte, but when the buffer contains exactly one -terminated line, the tuple-unpacking idiom moves that…

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

5 comments0 positive reactions93 days openEvidence score 55/100Project Radar 75
Start guided sprint →Original GitHub Issue ↗Project analysis →
#37
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 reactions325 days openEvidence score 55/100Project Radar 75
enhancementgood first issue
Start guided sprint →Original GitHub Issue ↗Project analysis →
#38
Product Capability workflows · FinanceREPEATED ACROSS 8 PROJECTS

Use Laya as an alternative to Jev

Observed in OpenByteInc/QuantDinger · Python · Apache-2.0

What the reporter described: motivation Use Laya as an alternative to Jev Hi, I’m interested in using Laya instead of Jev for the decision-making/evaluation part of the system. Laya is an open-source alternative that can be self-hosted locally, which would be useful for running without depending on the Jev API. Repository: [link] Questions How is…

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

4 comments0 positive reactions22 days openEvidence score 55/100Project Radar 95
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#39
Provider interoperability · SecurityREPEATED ACROSS 11 PROJECTS

[Enhancement]: Simplify Custom LLM provider setup through the web UI

Observed in vxcontrol/pentagi · Go · MIT

What the reporter described: Target Component External Integrations (LLM/Search APIs) Enhancement Description Problem Statement Current Situation Custom LLM provider configuration is currently split across multiple places: / Docker Compose variables for API keys, endpoints, and connection settings mounted provider YAML files for model and agent…

Related friction appears in 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions55 days openEvidence score 55/100Project Radar 100
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#40
Provider interoperability · Agent InfrastructureREPEATED ACROSS 11 PROJECTS

Append retains wipe every observation of a document when its tag set flips (Hermes integration tags `parent:<same session>` after in-place compaction)

Observed in vectorize-io/hindsight · Python · MIT

What the reporter described: Bug Description On a long session document retained with (one retain per turn, which is what the Hermes integration does), an append whose tag set differs from the previous append relabels every surviving unit of the document. then treats them all as "rescoped": every observation standing on the document is deleted…

Related friction appears in 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

3 comments0 positive reactions15 days openEvidence score 53/100Project Radar 97
integration:hermes
Start guided sprint →Original GitHub Issue ↗Project analysis →
#41
Provider interoperability · DesignREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

4 comments0 positive reactions214 days openEvidence score 51/100Project Radar 92
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#42
Human approval & safety · SecurityEARLY INTERVIEW LEAD

Support Portal Tunnel as an alternative remote-access path

Observed in carrythroughsystems/omp-session-gateway · TypeScript · MIT

What the reporter described: Problem Hey, I'd like to propose adding Portal Tunnel as an additional remote-access path. A user may want to access omp-session-gateway from a normal browser without installing Tailscale or enrolling that device into a tailnet. This is useful for phones, tablets, or temporary devices where opening a standard HTTPS…

Public support is still limited. Use this signal to recruit interviews before considering a product decision.

3 comments0 positive reactions62 days openEvidence score 50/100Project Radar 74
enhancementsecurity
Start guided sprint →Original GitHub Issue ↗Project analysis →
#43
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 reactions289 days openEvidence score 49/100Project Radar 75
Start guided sprint →Original GitHub Issue ↗Project analysis →
#44
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 reactions326 days openEvidence score 49/100Project Radar 75
Start guided sprint →Original GitHub Issue ↗Project analysis →
#45
Product Capability workflows · MarketingREPEATED ACROSS 8 PROJECTS

[Enhancement] Unpublish & Delete posts

Observed in trypostit/trypost · PHP · AGPL-3.0

What the reporter described: Problem Currently if someone publishes something by accident they need to: Log into the designated platform (e.g. instagram) and delete the post manually Copy the "published" post to edit it and publish again This leaves a ghost published post in the trypost database. Proposed solution Both functions should require…

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

2 comments0 positive reactions77 days openEvidence score 49/100Project Radar 85
Start guided sprint →Original GitHub Issue ↗Project analysis →
#46
Product Capability workflows · MarketingREPEATED ACROSS 8 PROJECTS

Media constraints: correct the platform limits, then measure video server-side

Observed in trypostit/trypost · PHP · AGPL-3.0

What the reporter described: Design and implementation plan for the media-constraint work, ready to execute. Supersedes the approach in #287 and covers all three goals of #200. Full design doc and the Phase 1 task-by-task plan are attached as comments below, so this issue is self-contained. Why #287 can't be merged as-is PR #287 extended from…

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

2 comments0 positive reactions54 days openEvidence score 48/100Project Radar 85
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#47
Runtime & deployment environments · DesignEARLY INTERVIEW LEAD

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

Public support is still limited. Use this signal to recruit interviews before considering a product decision.

2 comments0 positive reactions180 days openEvidence score 48/100Project Radar 92
enhancement
Start guided sprint →Original GitHub Issue ↗Project analysis →
#49
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 reactions157 days openEvidence score 47/100Project Radar 89
Start guided sprint →Original GitHub Issue ↗Project analysis →
#50
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 reactions556 days openEvidence score 44/100Project Radar 89
Start guided sprint →Original GitHub Issue ↗Project analysis →
#51
Provider interoperability · MarketingREPEATED ACROSS 11 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 11 independent repositories. This is stronger than one backlog item, but still requires direct user validation.

2 comments0 positive reactions642 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.