Public record
Software health reportschema 0.25.0 · metrics 1.13.0 · 2026-07-21 22:47 UTC

unohee / kis-agent

한국투자증권 OpenAPI Python 래퍼 — CLI · Python SDK · LLM Agent · 실시간 WebSocket. 문서: unohee.github.io/kis-agent

PythonNo license detected★ 49 stars⑂ 12 forkssince Jun 2025View on GitHub ↗

unohee/kis-agent holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Community & Adoption (31/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Heewon OhPersonal account
26 followers32 public repossince Feb 2014Intrect

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIkis-agent1.6.1-6106 days agokiskorean-investmentstocktradingapifinancekoreasecurities

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

80Good · 22% of overall
How it's scored
36/36Push recency — last push 2 days ago
8.3/36Commit cadence — 12/52 weeks with commits
17.5/18Commit volume — 87 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year87
human_commit_share1
days_since_last_push2
active_weeks_last_year12
How it's scored
27/27Ships releases — 4 releases published
36/36Release recency — latest release 4 days ago
19.8/27Release cadence — a release every ~72.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count4
latest_release_tagv1.8.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases72.3
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

31At risk · 18% of overall
How it's scored
27.3/60Stars — 49 stars
8.7/25Forks — 12 forks
0/15Watchers — 1 watchers
Inputs used
forks12
stars49
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

57Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
33.5/38.3PR acceptance — 42/48 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/12 approved changesets -- score normalized to 0
Inputs used
merged_prs42
open_issues0
closed_issues2
issue_closed_ratio1
closed_unmerged_prs6
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
10.3/25Owner reach — 26 followers of unohee
23.1/25Track record — 32 public repos, account ~12 yr old
Inputs used
followers26
owner_typeUser
is_verified
owner_loginunohee
public_repos32
account_age_days4,550
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 106 days ago
20/20Version history — 6 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageskis-agent
ecosystemspypi
any_deprecatedno
min_days_since_publish106

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — .flake8
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://unohee.github.io/kis-agent/
10/10Repository description
10/10Topics — 13 topics
0/10Wiki
Inputs used
topicsasync, cli, llm-agent, openapi, python, stock-trading, websocket, korea-investment-securities, automated-trading, mcp-server, mkdocs, trading-api, kis-openapi
has_wikino
homepagehttps://unohee.github.io/kis-agent/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

45At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/12 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 10 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.1
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages24
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:kis-agent@1.6.1 runtime dependency closure — what installing the published package pulls in — 24 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

42At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 86 of 87 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.989
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .flake8
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 87
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
54.8/55Manageable file sizes — 1/281 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes66,855
source_files_sampled281
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_files

Key facts

49GitHub stars
1contributors
87commits, last 12 months
2days since last push
4releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'pykis-mcp-server' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 49 ★ / 12 ⇿
49Stars
12Forks
3Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

01020304050491272026-032026-052026-07
Major 0Minor 2Patch 1
OpenSSF Scorecard 3.1 / 10
3.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-21 22:47 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/12 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities10 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
PyPImcp>=0.9.0pykis-mcp-server/pyproject.toml
PyPIpython-dotenv>=1.0.0pykis-mcp-server/pyproject.toml
PyPIpykis>=0.1.22pykis-mcp-server/pyproject.toml
PyPIrequests>=2.31.0,<3.0.0pyproject.toml
PyPIhttpx>=0.24.0,<1.0.0pyproject.toml
PyPIpandas>=1.5.0,<3.0.0pyproject.toml
PyPIpython-dotenv>=0.21.0,<2.0.0pyproject.toml
PyPIpycryptodome>=3.23.0,<4.0.0pyproject.toml
PyPIwebsockets>=12.0,<17.0pyproject.toml
PyPIaiohttp>=3.9.0,<4.0.0pyproject.toml
PyPIopenpyxl>=3.0.0,<4.0.0pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Dependency advisories 0

Installing pypi:kis-agent@1.6.1 pulls in 24 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "oid": "eb544e96812983a8fb36e75148f1c3eaf5446808",
          "body": "v1.7.0 was bumped in pyproject but never tagged or released — the newest tag is\nv1.6.1. Its pending content (the KIS_* env var rename, a breaking change) has\nbeen sitting unreleased in CHANGELOG's [Unreleased], and now ships alongside\npaper-trading support as v1.8.0.\n\nBecause v1.7.0 never existed as\n[…]\ngination blocks stay under [Unreleased] —\nthey predate v1.6.1 and were already shipped, so claiming them as new in 1.8.0\nwould be false. That staleness is pre-existing and left for a separate cleanup.",
          "is_bot": false,
          "headline": "chore(release): bump to v1.8.0",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-17T03:16:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a38e3d8e5bc7c432e2b50a4384f2f561d72dcca5",
          "body": "Consequence of the src-path fix: ruff and black run against kis_agent/ for the\nfirst time. They reported 23 and 13 files respectively — not new decay, just the\nbacklog from checks that were pointed at a directory that did not exist.\n\nMechanical only, no behaviour change:\n- F401: REAL_BASE_URL left u\n[…]\n __future__ import annotations`, so\n  PEP585/604 syntax is safe on the py38 target.\n- black formatting across the package.\n\nKept separate from the CI and refactor commit so that diff stays reviewable.",
          "is_bot": false,
          "headline": "style: satisfy ruff and black now that CI actually lints this package",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-17T03:16:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0a0ff6b269c2fc48232c75e1bf9b08a1c7409129",
          "body": "CI declared `src-path: 'pykis/'` — a directory that has not existed since the\npackage was renamed. Every path-driven check silently no-opped while reporting\npass:\n\n    find: 'pykis/': No such file or directory          # LOC gate\n    ##[error]pykis:1:1: E902 No such file or directory  # ruff\n    Fil\n[…]\nixin.py pins all 20 moved methods, checks they delegate\nwith the expected SubscriptionType, and covers paper-trading TR resolution\nthrough the mixin. Dropping the inheritance fails 28 of its 30 tests.",
          "is_bot": false,
          "headline": "fix(ci): point CI at kis_agent/, split ws_agent to clear the LOC gate",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-17T03:15:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9faa368a693c9aa099edece1910b739c89221b6c",
          "body": "…ing-support\n\nfeat(paper): 모의투자 지원 — TR_ID 변환 및 환경 결정 (fixes #44)",
          "is_bot": false,
          "headline": "Merge pull request #45 from unohee/unoheeofficial/sto-1579-paper-trad…",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-07-16T14:54:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14a4393efac25126e31d3bff602147b3cb5687ba",
          "body": "KIS corrected the overseas-order paper TR_IDs on 2026-07-09 (\"해외주식 주문\n모의TR 업데이트\"), changing 미국 매도 from VTTT1006U to VTTT1001U — the value\nthis table already carried on the workbook's authority, and the one conflict the\nearlier cross-check had flagged as a sample-side error.\n\nRe-running the cross-che\n[…]\n or for 구 TR_IDs.\nVTTS3018R in particular appears in zero current samples.\n\nRecord which sources are load-bearing so the next re-check does not re-litigate\nlegacy/ as though it were the live contract.",
          "is_bot": false,
          "headline": "docs(paper): re-verify TR mapping against open-trading-api 885dd4e",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-16T14:38:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf6fcb5c4c0c1088532ce6f52450a2c83084ba25",
          "body": "Pointing base_url at the paper host sent real-trading TR_IDs, so every call\ncame back with HTTP 500 \"모의투자 TR 이 아닙니다\" (issue #44). base_url\npropagation was never broken — that error is the paper server answering. Only\none of 63 hardcoded TR_IDs consulted client.is_real.\n\nResolve TR_IDs at client.make\n[…]\norkbook and\n--check diffs it; the tests run that check plus a guard that no paper-supported\nTR_ID the codebase sends is left unmapped. The workbook is untracked (size), so\nboth skip when it is absent.",
          "is_bot": false,
          "headline": "feat(paper): support 모의투자 across REST and WebSocket",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-16T14:29:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "49f67b9c669d56ed15678f4bac8ab3e31c717585",
          "body": "…e-audit-2026-07-02-re\n\nchore(audit): codebase audit 2026-07-02 — review --max (1 follow-ups)",
          "is_bot": false,
          "headline": "Merge pull request #43 from unohee/swarm/STO-1450-chore-audit-codebas…",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-07-16T13:38:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "061934ef1f86885229b8f731a3968550092864c7",
          "body": "…x (1 follow-ups)",
          "is_bot": false,
          "headline": "feat(STO-1450): chore(audit): codebase audit 2026-07-02 — review --ma…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-02T13:36:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "148c57414e64da5175664cbcd576762aefd5402c",
          "body": "…dge-error-handling\n\nfix(bridge): harden PythonBridge error handling and bound buffers (STO-1411)",
          "is_bot": false,
          "headline": "Merge pull request #42 from unohee/unoheeofficial/sto-1411-python-bri…",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-07-01T02:32:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b4f2d6332104c9bc2bc3eca9a455d8283afb8fd",
          "body": "…und buffers\n\nAddress STO-1411 codebase audit findings in src/python-bridge.ts:\n\n- Handle child.stdin.write() failures and stdin stream 'error' events\n  (EPIPE / closed stdin) by rejecting the pending request immediately as\n  StdinWriteError/StdinError instead of hanging until timeout or crashing\n  \n[…]\ne\n  buffer, and kill the process.\n- Add idempotent failPendingRequest() helper shared by the new failure\n  paths.\n\nTests: 29/29 pass (4 new cases + updated stdin.write assertions),\ntsc --noEmit clean.",
          "is_bot": false,
          "headline": "fix(bridge): harden PythonBridge stdin/callSync error handling and bo…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-07-01T02:21:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6dd63823d9c7b380646086e36211c603a7ad161b",
          "body": "- responses/futures.py: expand DisplayBoardCallPutRow with full field set\n  from FHPIF05030100 (hts_ints_vltl, vega, acpr, atm_cls_name, greeks, etc.)\n- futures/vkospi.py: VKOSPICalculator — vega-weighted OTM IV interpolation\n  between near/far expiry months (KRX VIX methodology, target ±2pt vs offi\n[…]\nerage\n  - VKOSPIResult dataclass with full audit trail\n- futures/__init__.py: expose Futures.get_vkospi() facade method + re-exports\n- tests: 36 unit tests covering all helper functions and calculator",
          "is_bot": false,
          "headline": "feat(futures): add VKOSPI proxy calculator",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-13T14:27:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "389bbf12ff9de1daba6918def0f3b39fcee69672",
          "body": "…-existing test failures\n\nWebSocket:\n- ws_types.py: rename/add 47 TR_IDs (INDEX_FUTURES, INDEX_OPTION, COMMODITY_FUTURES,\n  STOCK_FUTURES, STOCK_OPTION, OVERTIME, OVERSEAS_STOCK, OVERSEAS_FUTURES + NOTICE types)\n- ws_agent.py: fix subscribe_futures/options to use corrected TR_IDs; add 5 new\n  conven\n[…]\nr from kis_auth on missing config files\n\nCode quality:\n- Add .cxtignore to exclude examples/ and benchmark from BS scans\n- Add cxt-ignore markers to docstring examples and TS exception-hiding patterns",
          "is_bot": false,
          "headline": "fix(ws,tests): fix TR_ID renames, add WS convenience methods, fix pre…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-13T14:07:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e762d1e7146a89420318817d2b15e8bd0eeaefda",
          "body": "perf(ws_agent): optimize subscription speed, isolate sync handlers, fix task leaks",
          "is_bot": false,
          "headline": "Merge pull request #41 from unohee/perf/ws-agent-optimizations",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-04T04:35:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f69eaa424c4a0c35943287670527c0e14804cc0d",
          "body": "…ix task leaks\n\nWSAgent 4가지 최적화·안정성 개선.\n\n1. 순차 구독 속도 N배 개선\n   - _subscribe_all에서 구독 사이 0.5초 sleep 제거\n   - _send_subscription이 응답 대기로 자연 직렬화되므로 추가 sleep 불필요\n   - 50 종목 구독 시 ~25초 단축 (이전: 0.5s × N 추가 소비)\n\n2. Sync 핸들러 격리 — 수신 루프 블록 방지\n   - _call_handler에서 sync 핸들러를 asyncio.to_thread()로 격리\n   - 이전: 무거운 s\n[…]\nults/errors 모두 정리\n  * _parse_message가 preparsed json_data 재사용 (이중 파싱 회피)\n- 기존 ws 단위 테스트 144/145 passed (1 pre-existing failure: test_fatal_\n  error_patterns_exist — 본 변경과 무관)\n- ruff: All checks passed",
          "is_bot": false,
          "headline": "perf(ws_agent): optimize subscription speed, isolate sync handlers, f…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-04T04:33:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d344a844700c18989ef7e4238e99e4cf1470cd31",
          "body": "fix(rate_limiter): enforce official KIS limit, lock-free sleep, safer defaults",
          "is_bot": false,
          "headline": "Merge pull request #40 from unohee/fix/rate-limiter-safety-margin",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-04T02:45:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efa73b198c00a9a3f2741e8f12af98444fc2a95d",
          "body": "… defaults\n\nAPI rate limiting이 KIS 공식 한도(20 RPS / 1000 RPM)에 닿지 않도록 안전 마진을\n확보하고, 동시 호출 시에도 sliding window 위반이 발생하지 않도록 수정.\n\n핵심 변경:\n\n1. 기본값 강화 (75~80% 마진)\n   - RPS: 18 → 15 (공식 20의 75%)\n   - RPM: 900 → 800 (공식 1000의 80%)\n   - min_interval_ms: 55 → 70 (15 RPS 이론적 67ms + 3ms jitter)\n   - burst_size: 10\n[…]\n개 호출 시 1초 윈도우에 15개 이하 (기본 15 RPS)\n- priority>=1 + 큰 burst여도 공식 RPS 한도(20) 초과 안 함\n- 슬립이 lock 바깥에서 일어나 get_current_rate() 호출이 즉시 반환\n- 전역 싱글턴이 동시 20개 스레드에서도 단일 인스턴스 보장\n\n문서: docs/RATE_LIMITER_GUIDE.md 갱신.",
          "is_bot": false,
          "headline": "fix(rate_limiter): enforce official KIS limit, lock-free sleep, safer…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-04T02:44:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f4ae370daa536caaa484a70df8bcb27d617817b1",
          "body": "refactor(agent): extract RateLimiterControlMixin (955 → 865 LOC)",
          "is_bot": false,
          "headline": "Merge pull request #39 from unohee/refactor/agent-rate-limiter-mixin",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-04T02:16:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e39716e93b9b1a401a2cf17c7a6d530151ef4dfe",
          "body": "…5 LOC)\n\nagent.py에서 Rate Limiter 제어 메서드 4개를 별도 Mixin으로 분리.\n\n분리 대상 (kis_agent/core/rate_limiter_mixin.py):\n- get_rate_limiter_status() — 상태 조회\n- set_rate_limits()           — 제한 값 동적 변경\n- reset_rate_limiter()        — 통계/백오프 초기화\n- enable_adaptive_rate_limiting() — 적응형 속도 조절 토글\n\n분리 근거:\n- 4개 메서드 모두 sel\n[…]\nlMixin, BaseExceptionHandler, object]\n\n검증:\n- pytest tests/unit/test_agent.py tests/unit/test_agent_unit_comprehensive.py\n  tests/unit/test_rate_limiter.py: 49/49 passed\n- ruff check: All checks passed",
          "is_bot": false,
          "headline": "refactor(agent): extract RateLimiterControlMixin from Agent (955 → 86…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-04T02:14:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3da4efd2de072a7935ab1345214b911c76f88ba8",
          "body": "docs(seo): add OG/Twitter card meta, robots.txt, custom overrides",
          "is_bot": false,
          "headline": "Merge pull request #34 from unohee/docs/seo-mkdocs-improvements",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T14:32:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24f8ce400d20b4422aa9c07ffd260391ad8cca45",
          "body": "docs,examples: standardize KIS_ACCOUNT_NUMBER → KIS_ACCOUNT_NO + KIS_ACCOUNT_CODE",
          "is_bot": false,
          "headline": "Merge pull request #35 from unohee/chore/env-test-and-docs-standardize",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T14:31:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2edbe1238241aebc01ae6ed5bb73e9118e4795ba",
          "body": "feat(constants): add get_ws_url helper for real/mock WebSocket selection",
          "is_bot": false,
          "headline": "Merge pull request #36 from unohee/feat/ws-mock-url-helper",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T14:29:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61fbcf1bfd1723fb5a017be05062f89ee8f7d3dd",
          "body": "test(coverage): boost total coverage 65% → 71%",
          "is_bot": false,
          "headline": "Merge pull request #38 from unohee/chore/boost-coverage",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T14:29:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "872dcefc809b3d35be3f7a52ed27b23994d8b8c2",
          "body": "fix(test): mock httpx.request instead of requests.request in make_request tests",
          "is_bot": false,
          "headline": "Merge pull request #37 from unohee/fix/test-make-request-httpx-mock",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T14:28:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4fce3fd282b281727500af1c0be0b8e7801c4f5",
          "body": "…ts + 3 new test files\n\n목표 70% 달성 + 1%p 안전 마진.\n\n변경 내역:\n\n1. kis_agent/responses/__init__.py\n   - futures.py(171줄) / overseas_futures.py(240줄) re-export 추가\n   - 두 모듈은 TypedDict 정의만 모인 타입 힌팅 전용으로, 다른\n     responses/*.py와 마찬가지로 __init__에서 import만 되면 100% 커버\n   - 결과: responses/futures.py 0% → 100%, respo\n[…]\nrecv/reconnect/is_alive/\n     get_stats 분기를 AsyncMock으로 커버. 재연결 시 지수 백오프 호출 검증\n   - websocket/connection.py 26% → 100%\n\n전체: TOTAL 65% → 71% (statements 9592, missed 2824).\n38개 신규 테스트 추가, 기존 테스트 영향 없음.",
          "is_bot": false,
          "headline": "test(coverage): boost total coverage 65% → 71% via responses re-expor…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T13:23:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cdbfd44aceb767ce29d6ec9427fb3e61ade31b0a",
          "body": "…uest tests\n\nv1.6.1에서 KISClient.make_request가 requests → httpx로 교체되었으나\n(commit 52cb530) 테스트의 mock 타겟이 그대로 requests.request에 머물러\n실제 httpx 호출이 발생, 인증 실패로 JSON_DECODE_ERROR가 반환되며\nmake_request 계열 테스트들이 의도와 다르게 통과/실패하던 문제 수정.\n\n변경:\n- tests/unit/test_client.py: 6개 @patch(\"requests.request\") → httpx.request\n[…]\n requests.post를\n  쓰므로 유지.\n- tests/unit/test_client_comprehensive.py: 7개 with patch(\"requests.request\")\n  → httpx.request.\n\n결과: test_client.py 22 passed, test_client_comprehensive.py 36 passed (58/58).",
          "is_bot": false,
          "headline": "fix(test): mock httpx.request instead of requests.request in make_req…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T13:15:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c59c8d6dc63d19bf01da9d0cd34c05837cb14219",
          "body": "…uest tests\n\nv1.6.1에서 KISClient.make_request가 requests → httpx로 교체되었으나\n(commit 52cb530) 테스트의 mock 타겟이 그대로 requests.request에 머물러\n실제 httpx 호출이 발생, 인증 실패로 JSON_DECODE_ERROR가 반환되며\nmake_request 계열 테스트들이 의도와 다르게 통과/실패하던 문제 수정.\n\n변경:\n- tests/unit/test_client.py: 6개 @patch(\"requests.request\") → httpx.request\n[…]\n requests.post를\n  쓰므로 유지.\n- tests/unit/test_client_comprehensive.py: 7개 with patch(\"requests.request\")\n  → httpx.request.\n\n결과: test_client.py 22 passed, test_client_comprehensive.py 36 passed (58/58).",
          "is_bot": false,
          "headline": "fix(test): mock httpx.request instead of requests.request in make_req…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T12:39:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cd462890ffdebe74bdb889ca519c251bad67efef",
          "body": "v1.7.0에서 도입했지만 미사용으로 dead code 상태였던 WS_MOCK_URL을\n활성화. KIS 공식 샘플 코드(open-trading-api/legacy/websocket/python/*)에서\n모의투자 WS 엔드포인트가 ws://ops.koreainvestment.com:31000임을 확인.\n\n추가:\n- kis_agent.core.constants.get_ws_url(is_real: bool = True) -> str\n  실전/모의 분기 헬퍼. 기본은 실전(기존 동작 호환).\n- kis_agent/websocket/__init__.py 도크스트링에 모의 엔드포인트 사용 예제 추가.\n\n기존 WSAgent/KisWebSocket 시그니처는 변경하지 않음(url 매개변수에 직접\n전달). 사용자가 명시적으로 get_ws_url(False)로 선택할 수 있게 된 점이\n가장 큰 차이.",
          "is_bot": false,
          "headline": "feat(constants): add get_ws_url helper for real/mock WebSocket selection",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T12:35:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e210f6674c49f2dfe9d20d3b60dc783b82c9e08",
          "body": "…ACCOUNT_CODE\n\nv1.7.0 환경변수 표준화 후속 정리. docs와 examples에 남아있던 비표준\n환경변수 KIS_ACCOUNT_NUMBER(합본 \"12345678-01\" 형식)를 표준 KIS_ACCOUNT_NO\n+ KIS_ACCOUNT_CODE 분리 형식으로 통일.\n\n같이 정리한 outdated API 호출:\n- KISClient(account_number=..., is_real=True) — 실제 시그니처와 불일치\n  → KISClient(config=KISConfig(account_no=..., account_c\n[…]\nagent.get_stock_price, agent.inquire_daily_itemchartprice)로 교체\n\n영향: docs/guides/getting-started.md, docs/api/websocket-api.md,\nexamples/websocket_multi_subscribe.py, examples/export_trading_history.py",
          "is_bot": false,
          "headline": "docs,examples: standardize KIS_ACCOUNT_NUMBER → KIS_ACCOUNT_NO + KIS_…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T12:33:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7883c9fa4b0399f1155218a6ac30aba6da6a9eaa",
          "body": "MkDocs Material 사이트의 검색·SNS 노출 최적화.\n\n- docs/index.md: frontmatter (title/description/keywords) + H1·리드 카피\n  검색결과 친화적으로 재작성\n- mkdocs.yml: site_description 확장, edit_uri, copyright, custom_dir\n  추가. plugins에 tags 추가, search 다국어(ko/en) 지원\n- overrides/main.html: extrahead 블록으로 canonical/OG/Twitter Card/\n  JSON-LD/추가 keywords meta 주입. page.meta 우선, 없으면 config 기본값\n- docs/assets/og-image.png: OG 이미지\n- docs/robots.txt: crawl 허용 + sitemap 위치 명시",
          "is_bot": false,
          "headline": "docs(seo): add OG/Twitter card meta, robots.txt, custom overrides",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-06-03T12:30:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5390c23a89994036108f0a04e3cec9657dd95bc6",
          "body": "refactor: unify KIS_* env vars and centralize URL constants (v1.7.0)",
          "is_bot": false,
          "headline": "Merge pull request #33 from unohee/refactor/env-consistency-v1.7.0",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-06-03T12:13:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd5e03305392b5d93fa511f20af81476e3368a48",
          "body": "환경변수 이름과 URL/엔드포인트 상수 일관성을 정리하고, 보안 표면을 축소.\n\n핵심 변경:\n- 환경변수를 KIS_* prefix로 통일. Legacy 별칭(MY_APP, MY_SEC, KIS_SECRET,\n  MY_ACCT_STOCK, MY_PROD, PROD_URL, VPS_URL, MY_AGENT) 즉시 제거\n- kis_agent/core/constants.py 신설: REAL/MOCK BASE_URL, WS URL,\n  AccountProductCode enum, KIS_USER_AGENT_DEFAULT 단일 진실 출처\n- \n[…]\n디렉토리\n  검색 제거(의도치 않은 환경 오염 방지)\n- KISConfig 도크스트링 정정(이전엔 \".env 지원 제거됨\"이라고 표기되어\n  실제 동작과 모순)\n\nBREAKING CHANGE: 환경변수 별칭(MY_*, PROD_URL, VPS_URL, KIS_SECRET,\nMY_AGENT)이 더 이상 인식되지 않습니다. 마이그레이션 표는 README 참조.",
          "is_bot": false,
          "headline": "refactor: unify KIS_* env vars and centralize URL constants (v1.7.0)",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-05-11T12:49:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "83d859ba8b250bbaf73cd934285696339ab08526",
          "body": null,
          "is_bot": false,
          "headline": "docs(architecture): clarify master auto-download on Agent init",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-10T14:17:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5bfa9e7632f60f676f20865d4b50646c0c4b52fd",
          "body": "- stock_master.py: KOSPI/KOSDAQ auto-download, daily cache refresh,\n  memory→file→download fallback chain, search/resolve_code\n- futures_master.py: index/commodity futures auto-download, 17\n  product types, month-type classification\n- CLI integration: resolve_code for name→code auto conversion",
          "is_bot": false,
          "headline": "docs(architecture): add master file auto-download & caching guide",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-10T14:15:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe16063343fbe56b4cb06fbdab10822f26b48a46",
          "body": "- installation.md: is_real → base_url for mock/real switching\n- quickstart.md: fix order_rvsecncl to use account_api\n- websocket.md: fix websocket() params (stock_codes, enable_*)\n- stock.md: fix get_stock_investor to use stock_api namespace",
          "is_bot": false,
          "headline": "fix(docs): correct API signatures to match actual code",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-10T14:12:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd32c762ba09f79e0fa5e0ea0cdaf2e9f814e415",
          "body": "- CLI: complete order/search subcommands, all options, order types\n- Stock API: 62+ methods with code examples (price, chart, index,\n  market info, rankings, investor flow, program trading)\n- Overseas API: 41 methods (price, account, orders, rankings for 9\n  exchanges), reserve orders, foreign margi\n[…]\nodule structure, Facade pattern, caching, rate\n  limiter config, TypedDict response models, stock master utils\n- Examples: categorized guide to 32 example files\n- Updated mkdocs.yml nav with new pages",
          "is_bot": false,
          "headline": "docs: comprehensive documentation overhaul for MkDocs site",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-10T14:08:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "07c7cce319fab9ddc797133c88653ec01b3781ee",
          "body": "- mkdocs.yml with Material theme, Korean search, dark mode\n- Documentation pages: installation, quickstart, CLI, API reference\n  (stock, overseas, futures, account, websocket), LLM agent guide,\n  performance guide, changelog\n- GitHub Actions workflow for auto-deploy to gh-pages\n- Add docs optional dependency (mkdocs-material) to pyproject.toml\n- Update Documentation URL to GitHub Pages",
          "is_bot": false,
          "headline": "docs: add MkDocs Material documentation site",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-10T13:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52cb530d59687d37d0fe72e97a1998ff69888c30",
          "body": "- auth.py: KIS_APP_SECRET 폴백에 KIS_SECRET 추가 (.env 키명 호환)\n- client.py: get_ws_approval_key()의 secretkey도 동일하게 KIS_SECRET 폴백 추가\n- client.py: make_request를 requests → httpx로 교체\n  (openapi.koreainvestment.com:9443과 TLS 협상 시 urllib3 hang 문제 해결)",
          "is_bot": false,
          "headline": "fix(core): KIS_SECRET 환경변수 인식 및 requests → httpx 교체",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-08T15:11:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "926de2ac1a57aa82807a61c617b60195a5761150",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 1.6.1 for PyPI release",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T15:56:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6632c9b1305e348805457e130681106082594b20",
          "body": "…futures_master for auto code resolution",
          "is_bot": false,
          "headline": "feat(futures): add market param (CM/EU) for night session REST + use …",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T15:55:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15a14590486220718d017c0d6e98c8d7abdc55fd",
          "body": "…ose_code)",
          "is_bot": false,
          "headline": "fix(test): update ws_agent tests for websockets v16 compatibility (cl…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T15:31:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70f54157045bbd6ce4300aec46161244559e24b9",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 1.6.0 for PyPI release",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T15:06:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b23a5aa4b191bddae54863c4fcf47ccdecdae6cc",
          "body": "… accidental exposure",
          "is_bot": false,
          "headline": "chore(gitignore): add master file cache and token patterns to prevent…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T14:58:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "620e1244edaddc9a684ccdff58414b7d2f8bb0d3",
          "body": "feat(ws,master): add KRX night futures/options realtime WS and futures master utility",
          "is_bot": false,
          "headline": "Merge pull request #31 from unohee/feature/night-futures-ws-and-master",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-04-06T14:35:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50a72fe65b2c68dc8978f30006cd4e107fd0f8d6",
          "body": "…s master utility\n\nAdd 4 night session SubscriptionTypes: NIGHT_FUTURES_TRADE (H0MFCNT0), NIGHT_FUTURES_ASK_BID (H0MFASP0), NIGHT_OPTION_TRADE (H0EUCNT0), NIGHT_OPTION_ASK_BID (H0EUASP0). Add field definitions/parsers, fix EOD blocking for night session, fix websockets v16 compat, add futures_master.py with auto-preload on Agent init.",
          "is_bot": false,
          "headline": "feat(ws,master): add KRX night futures/options realtime WS and future…",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-06T14:35:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18c0057d7a4e3c6e34dbb7c48d308b43b336f1d0",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 1.5.1 for PyPI release",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-03T10:32:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dfa7b3846f4f484ce708fb202b0865cc23dfe54",
          "body": "…orders\n\n- Add cli_bridge.py: JSON subprocess bridge for Node.js-Python communication\n- Add message_schema.py: request/response schema with validation\n- Add night futures methods (inquire_ngt_balance, inquire_ngt_ccnl)\n- Add pending order field mapping for CLI\n- Add TypeScript bridge prototype (src/python-bridge.ts)\n- Bump version 1.4.1 → 1.5.0\n- Tests: 122 new tests for bridge, schema, futures night, orders",
          "is_bot": false,
          "headline": "feat(v1.5.0): add CLI bridge, message schema, night futures, pending …",
          "author_name": "Heewon Oh",
          "author_login": null,
          "committed_at": "2026-04-03T10:23:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a25dc7a6757d59dbe7a53727314b8b191056f46a",
          "body": "- feat(cli,mcp): stock name display and search by name/code\n- fix(websocket): infinite reconnection loop — backoff, max retries, fatal error handling\n- perf(core): token cache-first init, CLI log cleanup, API response TTL\n- feat(cli): trades subcommand with P&L and date filtering\n- feat(cli): overseas futures support\n- chore: night futures delegation, pending order field map, schema/ws cleanup",
          "is_bot": false,
          "headline": "merge: feature/stock-name-search-and-ws-fixes into main",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-04-02T14:59:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0619b76deb53d81417f851f140d30d6f360c66a8",
          "body": "…r field map, schema updates, ws __init__ cleanup",
          "is_bot": false,
          "headline": "chore: apply pending changes — night futures delegation, pending orde…",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-04-02T14:59:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f04a5305c31ae1b07292715c3fef8559d3ffcd20",
          "body": "- Add KRX master file download/caching utility (stock_master.py) for KOSPI+KOSDAQ full stock list (4,324 stocks)\n- Add kis search CLI subcommand for code/name search\n- Enable name input for kis price and kis orderbook commands (e.g., kis price 삼성전자 resolves to 005930)\n- Inject stock name (_stock_nam\n[…]\n dual ping, pending subscription leak, continue bypassing finally, exit reason tracking, fatal error pattern false positives, subscribe_all race condition\n- Remove unused variables (ruff F841 cleanup)",
          "is_bot": false,
          "headline": "feat(cli,mcp): add stock name display and search by name/code",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-04-01T12:42:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "948155c790aa388c48d0a533a97327afaa211f8e",
          "body": "…atal error handling\n\n- Add max_reconnect_attempts (default 10) to cap reconnection attempts\n- Replace fixed 5s delay with exponential backoff (5s→10s→20s→40s→60s cap)\n- Detect fatal errors (401/403/auth) and stop reconnection after token refresh failure\n- Align ping_check_interval with ping_interva\n[…]\n1s to 0.5s for KIS server rate limit compliance\n- Move ConnectionManager to deprecated section in __init__.py (unused by WSAgent)\n- Add TestWSAgentReconnectConfig tests for new reconnection parameters",
          "is_bot": false,
          "headline": "fix(websocket): prevent infinite reconnection loop, add backoff and f…",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-27T09:37:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "372cac286b568428f45987c7dd5f246d889b91d6",
          "body": "- client.py: read_token() 먼저 확인하여 캐시 히트 시 네트워크 호출 생략\n- CLI 로깅 레벨 WARNING으로 설정 (Rate Limiter/토큰 로그 억제)\n- profit_api.py: client.make_request → _make_request_dict로 변경하여 APICache 활용\n- cache.py: inquire-daily-ccld(5분), period-trade-profit(10분), period-profit(10분) TTL 추가\n- pyproject.toml: websockets, aiohttp, openpyxl을 기본 dependencies로 승격",
          "is_bot": false,
          "headline": "perf(core): token cache-first init, CLI log cleanup, API response TTL",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-25T08:40:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d535f7167d084fc2615104a44481fa034ff47462",
          "body": "kis trades                        — 당일 체결내역\nkis trades --from 7d --pretty     — 최근 7일 (사람 읽기용)\nkis trades --from 30d --sell      — 매도 필터\nkis trades --from 3m --profit     — 기간별 실현손익\nkis trades --profit --daily-profit — 일별 손익 합산\n\n- 상대날짜 (7d, 30d, 3m, 1y) 및 절대날짜 지원\n- 한투 API 필드 → LLM-friendly 영문 매핑 (TRADE_EXECUTION 등 4개 맵)\n- 금액 천단위 콤마, 날짜/시각 포맷팅\n- GraphQL SDL 스키마에 TradeExecution, PeriodProfit 등 4개 타입 추가\n- 42개 유닛 테스트 (파서, 포맷터, 필드매핑, cmd_trades Mock)",
          "is_bot": false,
          "headline": "feat(cli): add trades subcommand — trade history, P&L, date filtering",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-25T08:39:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5918ff7dfdd6999bdf3c2079490195198431f1d8",
          "body": "Extend `kis futures` command with --overseas and --option flags for\noverseas futures/options (CME, NYMEX, COMEX, EUREX, ICE).\n\n- kis futures CLM26 --overseas: WTI crude oil\n- kis futures ESM26 --overseas: E-mini S&P500\n- kis futures GCM26 --overseas: Gold (COMEX)\n- kis futures --overseas --orderbook\n[…]\n- kis query overseas_futures: direct API access via query command\n- field_map: OVERSEAS_FUTURES_PRICE, OVERSEAS_OPTION_PRICE mappings\n- schema: OverseasFutures type with exchange codes and month codes",
          "is_bot": false,
          "headline": "feat(cli): add overseas futures support — kis futures CLM26 --overseas",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-21T09:42:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c29864cbd0edb895750505e9b091a7c9587ebe3e",
          "body": "CLI is the primary user-facing feature — show it first,\nbefore installation details and Python API reference.",
          "is_bot": false,
          "headline": "docs: move CLI section to top of README",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-21T06:28:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22ee7ee2d48fadeda8b5667bb52b727e40f819bc",
          "body": "Replace simple weekend check with KIS API holiday lookup.\nNow detects Korean public holidays (Chuseok, Lunar New Year, etc.)\nand temporary holidays, not just weekends.\n\n- Agent creation triggers one-time is_holiday check (cached for session)\n- Searches up to 10 days back for last business day\n- Falls back to weekend-only check if API call fails\n- _notice field shows the exact business day data is based on",
          "is_bot": false,
          "headline": "feat(cli): use KIS API is_holiday for business day detection",
          "author_name": "Heewon Oh",
          "author_login": "unohee",
          "committed_at": "2026-03-21T06:18:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b4e63570ec1907a457b0d882376e6db000be689",
          "body": "When kis CLI is called during weekends or off-market hours,\na _notice field is added to JSON output indicating the data\nis based on the last business day or previous close.\n\n- Saturday → fallback to Friday\n- Sunday → fallback to Friday\n- Before 09:00 → \"장 시작 전\" notice\n- After 16:00 → \"장 마감 후\" notice",
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          "headline": "feat(cli): add Python CLI for PyPI — `pip install kis-agent` installs…",
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            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 0,
            "reason": "license file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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          {
            "name": "Vulnerabilities",
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            "reason": "10 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "last_merged_pr_at": "2026-07-18T23:19:36Z",
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    "url": "https://github.com/unohee/kis-agent",
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      "key": "overall",
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      "note": null,
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                "key": "openssf_scorecard_signed_releases",
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            "key": "abandonment",
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              "cap": null,
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        "metrics": [
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            "components": [
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                "key": "stars",
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                    "code": "stars",
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                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
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                "key": "watchers",
                "name": "Watchers",
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                "status": "missed",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 1
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": true,
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              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
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              },
              {
                "key": "license",
                "name": "License",
                "detail": "no license file detected",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "license_absent",
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                "max_points": 22.5
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                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
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                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 6.3
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            ]
          }
        ],
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      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "critical",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "top_contributor_share",
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                      "share": 100
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 42,
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              "closed_issues": 2,
              "issue_closed_ratio": 1,
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            "components": [
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                "key": "issue_resolution",
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                "points": 46.8,
                "status": "met",
                "details": [
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                    "code": "issues_closed_share",
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                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "42/48 decided PRs merged",
                "points": 33.5,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/12 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            "value": 54,
            "inputs": {
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              "owner_type": "User",
              "is_verified": null,
              "owner_login": "unohee",
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              "account_age_days": 4550
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            "components": [
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                "key": "ownership_backing",
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                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
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                    "code": "owner_personal",
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                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "status": "excluded",
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "26 followers of unohee",
                "points": 10.3,
                "status": "partial",
                "details": [
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                    "code": "owner_followers",
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                      "login": "unohee"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "32 public repos, account ~12 yr old",
                "points": 23.1,
                "status": "partial",
                "details": [
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
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                "max_points": 25
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            "key": "package_maintenance",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
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              "min_days_since_publish": 106
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            "components": [
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                "name": "Publish recency",
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      },
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        "metrics": [
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                "stock-trading",
                "websocket",
                "korea-investment-securities",
                "automated-trading",
                "mcp-server",
                "mkdocs",
                "trading-api",
                "kis-openapi"
              ],
              "has_wiki": false,
              "homepage": "https://unohee.github.io/kis-agent/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://unohee.github.io/kis-agent/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "13 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 45,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 31,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 10 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/12 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "10 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:kis-agent@1.6.1 runtime dependency closure — what installing the published package pulls in — 24 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:kis-agent@1.6.1",
                  "assessed": 24
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 24,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 24,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 42,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.989,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "86 of 87 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 86,
                      "sampled": 87
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 87",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 87
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 66855,
              "source_files_sampled": 281,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/281 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 281,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Could not fetch pypi package 'pykis-mcp-server' from its registry",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T22:47:19.851154Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/unohee/kis-agent.svg",
  "full_name": "unohee/kis-agent",
  "license_state": "absent",
  "license_spdx": null
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.25.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.