Repo: C:\Users\hp\MisakaNet
Maintainer: Ikalus1988
Date: 2026-08-02
- v2.14.0 released: PyPI, GitHub Release, GHCR container.
- GHCR images:
ghcr.io/ikalus1988/misakanet:2.14.0ghcr.io/ikalus1988/misakanet:latest
- PR Genius merged in #722:
- advisory only, not merge blocker
- pinned to
v1.0.0 - permissions:
contents: read - skips draft/docs-only PRs
- no PR comments, only CI logs
- Welcome workflows cleaned:
- pure ASCII
- DCO-first
- Search/Register/CONTRIBUTING links
pr-welcome.ymlpermissions:issues: write+pull-requests: read
- SEO landing pages merged:
- #736 MCP setup SEO
- #738 Windows encoding SEO
- Closed-DCO absorption batch completed:
- #748 shell helper (#741)
- #747 CI hygiene pycache reject (#746)
- #750 English translations (#743)
- #749 benchmark task catalog (#742)
- #754 query expansion (#745)
- #752 intake digest CLI (#744)
- #740 runtime smoke report (#683)
- Issues #741-#746 and #683 are closed.
- Verification:
- 433 tests passed
- 1 pre-existing failure:
test_ci_self_heal intake_digest.py --helpworksmisaka_run.py --helpworksmisaka-search.shis a bash script and should not be run with Python
Active / next:
- #756 PR Genius observation over 10 PRs
- #757 Runtime smoke matrix: Cursor / Claude Code / shell / GHCR / Glama path
- #758 GHCR container quickstart docs
- #759 Landing page links from high-signal issues
- #760 Glama first MCP tool call conversion, blocked by #764 evidence
- #761 Public MCP smoke report
- #764 Verify Glama Tool Calls analytics counting
Existing later/backlog:
- #682 benchmark
- #552 Feishu duplicate cleanup
- #513 danmaku experiment
- #429 homepage blind test
- #319 MCP protocol extension
- #646 onboarding
- #309 translation
Glama analytics for 2026-07-07 to 2026-08-02:
- Impressions: 80
- Clicks: 8
- CTR: 10%
- Profile Views: 1,433
- Tool Calls: 0
Interpretation:
Tool Calls = 0does not necessarily mean nobody uses MisakaNet.- Likely Glama counts only Glama-routed / hosted gateway calls, not local stdio calls.
- #764 was created to verify the analytics counting boundary before over-investing in #760.
Use wording:
- Say:
0 Glama-routed tool calls - Do not say:
0 usage
Tianyi Cui posted:
If you are an Agent Harness related OSS project developer and want to join DeepSeekHarness beta, reply/DM with GitHub ID and representative OSS work.
MisakaNet positioning:
- MisakaNet is not a full agent harness.
- Best wording:
failure-memory and recovery layer for coding-agent harnesses and MCP clients.
Suggested pitch:
- GitHub ID:
Ikalus1988 - Representative work:
MisakaNet - Repo:
https://github.com/Ikalus1988/MisakaNet - Optional MCP listing:
https://glama.ai/mcp/servers/Ikalus1988/MisakaNet
MisakaNet can provide DeepSeekHarness:
DeepSeekHarness x MisakaNetintegration report- MCP tool-calling smoke results
- failure recovery smoke matrix
- 10-task coding-agent failure recovery benchmark catalog
- context/tool-result injection feedback
- optional public integration note
Suggested short reply:
想报名 DeepSeekHarness 内测。
GitHub ID: Ikalus1988
代表作: MisakaNet
https://github.com/Ikalus1988/MisakaNet
MisakaNet 是面向 coding agents / MCP clients / agent harness 的 failure-memory & recovery layer,提供 MCP tools、CLI、GHCR、Cursor/Claude Code/shell runtime entry,用于让 agent 在遇到工程失败时检索可复用 recovery lessons。
很希望参与内测,并反馈 MCP tool calling、failure recovery、context reuse、runtime smoke 等真实问题。
- No DCO, no review/merge.
- Closed DCO-failed PRs can inspire clean-room issues, but code/text should not be copied.
- Keep PRs small and scoped.
- PR Genius is advisory triage signal only.
- DCO and audit/shape/security remain hard blockers.
- Avoid overclaiming:
- no
verified users - no fake benchmark scores
- no
MisakaNet is an agent harness
- no
- Reply/DM for DeepSeekHarness beta.
- Do #764 first: verify what Glama Tool Calls actually counts.
- Do #761/#757 smoke docs after #764 evidence.
- Keep #760 blocked until Glama counting boundary is known.
- Observe PR Genius across 5-10 PRs before changing workflow again.
- Local docs drafted for #764:
docs/integrations/glama-analytics.md- Evidence: Glama API listing
https://glama.ai/api/mcp/v1/servers/Ikalus1988/MisakaNetreturnstools: []. - Current conclusion: say
0 Glama-routed tool calls; do not say0 usage.
- Local docs drafted for #761:
docs/integrations/mcp-smoke-report.md- Verified stdio MCP calls:
initialize,tools/list,misakanet_search,misakanet_usage_status.
- Local implementation cleanup:
scripts/mcp_server.pynow reportsserverInfo.versionfrom installed metadata orpyproject.tomlinstead of stale2.12.0.tests/test_mcp_server.pynow checks MCPserverInfo.versionagainstpyproject.toml.
- Integration index linked:
docs/integrations/README.mdlinks the MCP smoke report and Glama analytics boundary doc.
- Plugin/handoff update:
misakanet-growthskill source and installed cache now point to this handoff and include the Glama wording rule.
- Validation:
python -m pytest tests/test_mcp_server.py -q-> 9 passed.python tests/test_mcp_server.py-> 31 passed, 0 failed.python C:\Users\hp\plugins\misakanet-growth\scripts\misakanet_growth.py smoke-> PASS.- plugin manifest validation -> PASS.
- skill validation -> PASS.
- site health -> watchlist clear.
misakanet/profile.jsonwas already dirty from local usage counter/activity changes and is not part of the docs/MCP evidence work.