公开记录
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 21:11 UTC

jacob-bd / perplexity-web-mcp

MCP server and Anthropic API-compatible interface for Perplexity AI web interface

JavaScriptMIT★ 149 星标⑂ 21 复刻始于 2026年2月在 GitHub 上查看 ↗

jacob-bd/perplexity-web-mcp 的健康指数为 100 分中的 60 分,处于「中等」区间。 其得分最高的类别是Vitality(82/100),最低的是Security(27/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

60
总分 / 100
中等

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

60
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

Jacob BD个人账户
336 关注者19 个公开仓库始于 2019年2月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIperplexity-web-mcp-cli0.14.21,799456 天前perplexityaimcpanthropicapiclient

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

82良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
12.5/36提交节奏 — 52 周中有 18 周有提交
18/18提交量 — 最近一年 148 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year148
human_commit_share1
days_since_last_push0
active_weeks_last_year18

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 47 个发布版本
36/36发布时效 — 最近一次发布版本于 6 天前
27/27发布节奏 — 约每 7.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count47
latest_release_tagv0.14.2
releases_from_tags
days_since_latest_release6
mean_days_between_releases7.3

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

49存在风险 · 占总体的 18%

流行度与采用

46存在风险
评分方式
35.2/60星标 — 149 个星标
10.8/25复刻 — 21 个复刻
0/15关注者 — 2 位关注者
所用输入
forks21
stars149
watchers2
growth_stateorganic
growth_factor_pct100

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
43.4/80月度下载量 — pypi 合计每月 1,799 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesperplexity-web-mcp-cli
dependents
ecosystemspypi
total_downloads
monthly_downloads1,799
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

60中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
1.4/13.5贡献者广度 — 1 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
38.2/38.3PR 接受 — 已裁定的 PR 中 2/2 已合并
0/15OpenSSF Scorecard:Code-Review — Found 1/30 approved changesets -- score normalized to 0
所用输入
merged_prs2
open_issues0
closed_issues14
issue_closed_ratio1
closed_unmerged_prs0
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
18.2/25所有者影响力 — jacob-bd 有 336 位关注者
21.5/25既往记录 — 19 个公开仓库,账户约 7 年
所用输入
followers336
owner_typeUser
is_verified
owner_loginjacob-bd
public_repos19
account_age_days2,714
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 6 天前
20/20版本历史 — 45 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesperplexity-web-mcp-cli
ecosystemspypi
any_deprecated
min_days_since_publish6

工程质量

基础的工程与文档实践是否到位?

70良好 · 占总体的 20%

工程实践

74良好
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

65中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

27危急 · 占总体的 16%

安全态势

27危急
评分方式
0/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
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 — Project has not signed or included provenance with any releases.
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 48 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate2.7
已排除计分(无数据或不适用):packaging。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

72良好 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 89 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.89
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes3,987
评分方式
18/18一条命令的引导启动 — Justfile
22/22自动化测试
11/11Lint / 格式化配置
11/11静态类型检查 — pyrightconfig.json, src/perplexity_web_mcp/py.typed
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 19 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesJustfile
has_devcontainer
has_linter_config
typecheck_configspyrightconfig.json, src/perplexity_web_mcp/py.typed
agent_commit_share0.19
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — JavaScript,已配置类型检查(pyrightconfig.json, src/perplexity_web_mcp/py.typed)
43.7/55可控的文件大小 — 采样的 1,966 个源文件中有 404 个超过 60KB
所用输入
primary_languageJavaScript
largest_source_bytes4,197,994
source_files_sampled1,966
oversized_source_files404
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
0/40可运行示例
所用输入
example_dirs
has_mcp_signal
api_schema_files

关键数据

149GitHub 星标
1贡献者
148最近 12 个月提交数
0距最近推送天数
47发布版本数
1巴士系数(bus factor)
0开放议题
PyPI软件包生态系统数

数据采集警告

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:perplexity-web-mcp-cli@0.14.2; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 149 ★ / 21 ⇿
149Star
21Fork
21发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

025507510012515014921122026-032026-052026-07
主版本 0次版本 5修订 16
OpenSSF Scorecard 2.7 / 10
2.7综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-21 21:10 UTC

0Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging 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
0Signed-ReleasesProject has not signed or included provenance with any releases.
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities48 existing vulnerabilities detected
直接依赖 13
注册表软件包版本约束清单文件
PyPIcurl-cffi>=0.15.0,<1.0pyproject.toml
PyPIloguru>=0.7.3,<1.0pyproject.toml
PyPIorjson>=3.11.6,<4.0pyproject.toml
PyPIpydantic>=2.12.5,<3.0pyproject.toml
PyPItenacity>=9.1.2,<10.0pyproject.toml
PyPItomli>=2.0.0,<3.0pyproject.toml
PyPIpython-dotenv>=1.0.0,<2.0pyproject.toml
PyPIrich>=13.0.0,<15.0pyproject.toml
PyPIrich-click>=1.8pyproject.toml
PyPIfastmcp>=2.14.4,<3.0pyproject.toml
PyPIfastapi>=0.115.0,<1.0pyproject.toml
PyPIuvicorn>=0.30.0,<1.0pyproject.toml
PyPIhttpx>=0.27.0,<1.0pyproject.toml
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

原始 JSON 报告 机器可读
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          "committed_at": "2026-05-08T00:51:47Z",
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        },
        {
          "oid": "9d811e1c7ffdc9bc37ca1b6861cefe3b9a26500b",
          "body": "The config path function _claude_desktop_config_path() existed but\nclaude-desktop was never registered in CLIENT_REGISTRY, causing\n'pwm setup add claude-desktop' to fail with 'Unknown client'.\n\n- Add claude-desktop entry to CLIENT_REGISTRY\n- Add detection logic so it appears in 'pwm setup add all'",
          "is_bot": false,
          "headline": "fix(setup): add claude-desktop to CLIENT_REGISTRY",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-08T00:49:05Z",
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        },
        {
          "oid": "d3fd889326732ee0a49412bcb137edb0e6a7313c",
          "body": "Perplexity renamed Sonar to Sonar 2 (API id still `experimental`). Live\ntesting confirmed Sonar queries consume 1 Pro Search — all docs, skills,\nMCP tool descriptions, CLI help, cost tables, and council math corrected.\nDefault council now documented as 4 Pro Searches (3 models + synthesis).\n\nAdded integration test that verifies Sonar Pro Search consumption by\ncomparing remaining_pro before and after a live query.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Release v0.10.7: Sonar 2 rename, fix Sonar Pro Search cost documentation",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-27T18:42:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7babd97447fed4d5567d6630daac16a4a8e8371",
          "body": "- Add GPT-5.5 (gpt55/gpt55_thinking) — Max tier, thinking toggle, council support\n- Add --chairman/chairman param to council for custom synthesis model\n- Fix GPT-5.4 description (latest → versatile), Claude Opus 4.6 → 4.7 in CLI\n- Move COUNCIL_DISPLAY_NAMES and THINKING_TOGGLEABLE to shared.py (single source of truth)\n- Fix kimi_k26 missing from CLI thinking-toggle check\n- Update reference model config snapshot",
          "is_bot": false,
          "headline": "Release v0.10.6: GPT-5.5 model, configurable council chairman",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-26T16:52:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77437833cd48037c6f84c0bab963c7b8c79bfebd",
          "body": null,
          "is_bot": false,
          "headline": "docs: add v0.10.5 changelog",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T02:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02925d1fbf19f363fa79c188c750f5137f05e5a0",
          "body": "- Add Moonshot Kimi K2.6 model (standard + thinking variants)\n- Upgrade Claude Opus 4.6 → 4.7 across all layers\n- Remove pre-flight rate limit block (Perplexity API reports inaccurate zeros)\n- Fix pwm usage crash when subscription_tier is None\n- Hoist council display names and thinking-toggleable set to module level\n- Remove dead council pre-flight loop and redundant invalidate_rate_limits call\n- Update SKILL.md and models.md with Kimi, Claude 4.7, and cost clarification",
          "is_bot": false,
          "headline": "Release v0.10.5: Kimi K2.6, Claude 4.7 Opus, rate limit fix",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T02:08:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3208ee47c73923e6c255db3bb1490ad8d445a19a",
          "body": "- Update model registry definitions in models.py\n- Update council configurations to use 4.7 Opus\n- Update CLI, API, and MCP server mappings\n- Sync model maps in shared.py\n- Fix test assertions in test_council.py, test_rate_limits.py, and test_shared.py",
          "is_bot": false,
          "headline": "chore: migrate Claude model configuration from 4.6 to 4.7 Opus",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T01:18:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5752b6b7c6d07062bc051f4776f78f633c7c3ad7",
          "body": "Enable extended thinking for all council models via --thinking / -t flag\n(CLI) or thinking=True (MCP tool). When enabled with default models, uses\nCOUNCIL_DEFAULT_MODELS_THINKING (GPT-5.4 Thinking, Claude Opus 4.6\nThinking, Gemini 3.1 Pro). Custom model lists resolve each model with\nthe thinking flag via resolve_model(). 10 new tests.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add thinking control to Model Council (v0.10.4)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-22T21:16:07Z",
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        },
        {
          "oid": "12515ff199e952117b8a514fb18889fafd00c19d",
          "body": "…t fix\n\n- fix: pwm hack claude -m flag passthrough (Issue #4, thanks @garthgoodson)\n- feat: inject type/status frontmatter for alef-agent skill installs\n- fix: relax upload_limit assertion in integration test (>= 0 not > 0)",
          "is_bot": false,
          "headline": "Release v0.10.3: fix hack -m passthrough, Alef Agent frontmatter, tes…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-21T21:23:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9449fbf39d8ca1b109df5abbe8f0648af728e89a",
          "body": "Updates skill target name, path (~/.alef-agent/workspace/skills/),\nand all references across CLI, README, and CHANGELOG.",
          "is_bot": false,
          "headline": "feat: rename cc-claw to alef-agent skill platform (v0.10.2)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-14T20:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23179f383e0cc84bc000378c07bbd6ac670ebeed",
          "body": "- Rename skill from querying-perplexity to perplexity-web-mcp to match folder name\n- Collapse multi-line YAML block scalar (>-) to single quoted string for CC-Claw compatibility\n- Sync SKILL.md metadata version to 0.10.1",
          "is_bot": false,
          "headline": "fix: correct skill frontmatter — name and description format",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-14T17:44:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f4fb1edffdb16ace9da8a63afeba0b88293dc48",
          "body": null,
          "is_bot": false,
          "headline": "docs: credit @dangeReis for Model Council (PR #1)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:18:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f00f3b45d46aeab59b60ac5871124715595302f3",
          "body": "- Model Council: parallel multi-model queries with Sonar synthesis\n  - pplx_council MCP tool (17 tools total)\n  - pwm council CLI command\n  - Interactive model selection UX for AI agents\n- Usage-Based Credits: /rest/billing/credits endpoint\n  - Credits/CreditGrant dataclasses with cached fetching\n  \n[…]\nkdown\n- pwm usage: Rich tables with color-coded remaining counts\n- Updated: SKILL.md, ai_doc, CLAUDE.md, README, quickstart\n- 11 new council tests + updated usage tests\n- Version bump: 0.9.5 -> 0.10.0",
          "is_bot": false,
          "headline": "feat: Model Council + Usage-Based Credits + prettified pwm usage",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:18:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7a3b96d1a3f245e2c369446dd8a158bfe8abf4c",
          "body": "feat: Model Council — parallel multi-model queries with synthesis",
          "is_bot": false,
          "headline": "Merge pull request #1 from dangeReis/feature/model-council",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:16:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10fd45d2c30cab38334b8130873ad5472e01652e",
          "body": "Adds a new pplx_council MCP tool that queries multiple AI models in parallel\n(default: GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro) and synthesizes their\nresponses into a unified consensus using Sonar (free, no Pro quota cost).\n\nKey features:\n- Concurrent model execution via ThreadPoolExecutor\n- Custom\n[…]\n_mcp/mcp/server.py: Add pplx_council tool\n- src/perplexity_web_mcp/shared.py: Add council_ask wrapper\n- src/perplexity_web_mcp/__init__.py: Export council types\n- tests/test_council.py (new): 22 tests",
          "is_bot": false,
          "headline": "feat: add Model Council — parallel multi-model queries with synthesis",
          "author_name": "Ruslan Sivak",
          "author_login": null,
          "committed_at": "2026-03-21T04:13:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b502f8feea70f696dcff8f2a6073cae020a27e09",
          "body": null,
          "is_bot": false,
          "headline": "Update project title in README.md",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-20T21:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "674d40f90798ad4058a5e541e7b58c1d4a6ce99c",
          "body": null,
          "is_bot": false,
          "headline": "docs: update repository social preview image",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-20T21:57:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "d8b230d9b42d52ccb77e8786df2148e46fa47d55",
          "body": null,
          "is_bot": false,
          "headline": "docs: add unofficial API disclaimer and risk warning to README",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-19T23:40:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7362af36084b0e6880555b8dddd4b144b1a120f1",
          "body": null,
          "is_bot": false,
          "headline": "docs: move demo thumbnail below headline",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-17T15:36:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bcebcfd540771728d645ad0edc7bfa0469473c1",
          "body": null,
          "is_bot": false,
          "headline": "docs: add YouTube demo overview thumbnail to README",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-17T15:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b935633277a8d8ce408647fc3aeaa6d4840612e",
          "body": "- fix: pwm hack claude now preserves ~/.claude/settings.json (prevents /model corruption)\n- feat: OpenCode MCP setup support (pwm setup add/remove opencode)\n- feat: verify hints after claude-code and codex MCP setup\n- fix: Claude Code setup checks both stdout and stderr for 'already exists'\n- fix: README model count corrected\n- 5 new tests for settings guard (352 total)",
          "is_bot": false,
          "headline": "release: v0.9.5 — settings guard for pwm hack claude",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T18:20:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0540ff8db4cc434c72fcd2dec5a7fb0abe86b97c",
          "body": "OpenCode uses a different config format (mcp key, array commands,\ntype:local) at ~/.config/opencode/opencode.json, requiring custom\nhandlers analogous to Claude Code and Codex.\n\n- Add _opencode_config_path, _setup_opencode, _remove_opencode\n- Wire into all routing: setup_add, setup_remove, _setup_all,\n  _remove_all, setup_list, _detect_tool, _is_already_configured\n- Add 3 new tests (add, already-configured, remove)\n- All 36 tests pass",
          "is_bot": false,
          "headline": "feat: add OpenCode support to pwm setup add/remove/list",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T02:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "774de2caf820a1f19fc88e7365607d6d8b021eb3",
          "body": "…ssage\n\nclaude mcp add returns exit code 1 with the 'already exists' message\non stdout (not stderr), causing setup to incorrectly report failure.",
          "is_bot": false,
          "headline": "fix: check both stdout and stderr for Claude Code 'already exists' me…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T02:21:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a3d83ba234cb5f6d8f5003829c4605f33726b06",
          "body": "Updated the number of models listed from 8 to 6.",
          "is_bot": false,
          "headline": "Correct model count in README",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-16T01:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95d1dcab7795899c28d51ca0d33148a8229705ce",
          "body": "CLI-based tools (claude mcp add, codex mcp add) now show a verify\ncommand hint after successful setup, matching the pattern of JSON-based\ntools that show their config file path.",
          "is_bot": false,
          "headline": "setup: show verify hints for Claude Code and Codex CLI after MCP add",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-15T00:23:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98ab894ef9a1758a9a454b57e59c9668def035ff",
          "body": "…t fixes\n\nAdded:\n- CC-Claw as 9th skill platform (pwm skill install cc-claw)\n- docs/quickstart.md — install, auth, first query, MCP setup guide\n\nFixed:\n- Hardcoded personal path in model-update workflow\n- Desktop extension manifest version (0.9.0 → 0.9.4)\n- Skill SKILL.md and references synced from data/ (v0.9.1 → v0.9.4)\n\nChanged:\n- docs/ un-gitignored (only docs/plans/ remains ignored)\n- Internal planning documents removed",
          "is_bot": false,
          "headline": "v0.9.4: cc-claw skill platform, quickstart guide, public release audi…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-14T23:44:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fe3018b6c168faea86702474964e5a09f6e1fd6",
          "body": "Updated gemini-cli skill target from ~/.gemini/skills/ to ~/.agents/skills/ to align with Gemini CLI v0.33.1+ which prioritizes the .agents/skills/ directory. Detection now checks for the gemini binary in PATH.",
          "is_bot": false,
          "headline": "v0.9.3: Gemini CLI skill path migrated to .agents/skills/",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-13T22:01:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bde124eeb27db3a5bc032f3a1dc733eb45dc5b03",
          "body": "Codex MCP setup now uses `codex mcp add` with config.toml fallback\ninstead of redirecting to skill install. Added \"other\" skill export\ntarget. README updated to reflect current models (8) and tools (16).\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.9.2 — full tool parity for skill install and MCP setup",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-12T19:22:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccec1f90eca1fe42c8edf5a328d9e314297e78c3",
          "body": "Models removed (no longer in Perplexity UI):\n- GPT-5.2 (gpt52 / gpt52_thinking)\n- Gemini 3 Flash (gemini30flash / gemini30flash_high)\n- Grok 4.1 (grok41nonreasoning / grok41reasoning)\n- Kimi K2.5 (kimik25thinking)\n\nModel added:\n- NVIDIA Nemotron 3 Super 120B (nv_nemotron_3_super) — reasoning-only\n\nMCP tool count: 21 → 16 (removed 7, added 1)\n\nAlso adds:\n- scripts/detect_model_changes.py for automated model change detection\n- .agents/workflows/model-update.md workflow for future updates",
          "is_bot": false,
          "headline": "v0.9.1: Add Nemotron 3 Super, remove GPT-5.2/Gemini Flash/Grok/Kimi",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-12T01:53:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "634221cfd11d83ac8fef8b784e59cf604d1411d0",
          "body": "Add comprehensive quota awareness across all AI-facing surfaces to prevent\nagents from exhausting Pro Search quotas on simple lookups.\n\n- Quota footer on every direct tool response (remaining counts + warnings)\n- Cost labels on all 17 MCP tool docstrings (FREE / 1 Pro / 1 Research)\n- Rewritten MCP s\n[…]\nd with cost table, classification rubric, decision flowchart\n- New QUOTA-AWARE QUERYING section in pwm --ai reference doc\n- mcp-tools.md reference updated with per-tool cost summary\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.9.0 — quota-aware AI agent usage protocol",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-11T16:37:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ec6e5946c43faf604e59bd1a90e7c88d8b263c4f",
          "body": "…CP extension\n\n- Convert entire CLI to Click + rich-click for colored help output\n- Add 'pwm setup add all' — interactive multi-tool MCP setup\n- Add 'pwm setup remove all' — batch removal with confirmation\n- Add Claude Desktop .mcpb extension (desktop-extension/ + scripts/build_mcpb.py)\n- Fix Codex \n[…]\nia .mcpb extension)\n- Update MCP tool count to 21 across all docs (was 17)\n- Add GPT-5.4 and pplx_smart_query to README and ai_doc.py\n- Publish workflow: auto-build and upload .mcpb to GitHub releases",
          "is_bot": false,
          "headline": "feat: v0.8.3 — rich-click CLI, setup add/remove all, Claude Desktop M…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-08T18:34:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2d4f3e2c86f5a5f740378330e0f82dd267abd0a",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "ci: add workflow_dispatch trigger to publish workflow",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T22:46:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b058ffe21099bf328373f9a1c6788b556305dc34",
          "body": "…elves\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: skill install all detection — ignore directories we created ours…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T22:41:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "485abb64c2a2215c6b0b8bf1830ba2c2aabbe788",
          "body": "- `pwm skill install all` installs to all detected tools on the system\n- `pwm skill update` now shows full breakdown (updated/current/not installed)\n- `pwm skill install --help` no longer errors as \"Unknown tool\"\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: skill install all, improved update output, --help fix",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T21:11:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ad4b302c7aa95bb245b70c6cd4964bc80adb53a",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.8.0 — GPT-5.4 model support",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T20:44:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd893e8c38ec8a226c16f6e80114fe4c9a2847ef",
          "body": "Perplexity added OpenAI GPT-5.4 with thinking toggle. Adds gpt54/gpt54_thinking\nidentifiers, pplx_gpt54/pplx_gpt54_thinking MCP tools, API server aliases,\nCLI model selection, and updated docs/tests across all surfaces.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add GPT-5.4 model support",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T20:43:31Z",
          "body_truncated": false,
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        },
        {
          "oid": "55b707e4c3444fcd22f2763155d05b5de028dfdc",
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        {
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        {
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        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
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          "avatar_url": "https://avatars.githubusercontent.com/u/47641890?v=4"
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      "has_linter_config": true,
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      "scorecard": {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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          {
            "name": "Branch-Protection",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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          {
            "name": "CII-Best-Practices",
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "name": "Code-Review",
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            "reason": "Found 1/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "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",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 13 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"
          },
          {
            "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",
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            "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"
          },
          {
            "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": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "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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            "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": "48 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_dependabot_config": false
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      "key": "overall",
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      "note": null,
      "notes": [],
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      "components": []
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    "categories": [
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        "key": "vitality",
        "band": "good",
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        "weight": 0.22,
        "metrics": [
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            "key": "development_activity",
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            "note": null,
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                "detail": "148 commits in the last year",
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                "key": "openssf_scorecard_maintained",
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          {
            "key": "release_discipline",
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            "name": "Release discipline",
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            "notes": [],
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                "key": "ships_releases",
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                "status": "met",
                "details": [
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              {
                "key": "release_recency",
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                "status": "met",
                "details": [
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              {
                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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          {
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                    "code": "abandonment_unverified",
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                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
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        "weight": 0.18,
        "metrics": [
          {
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            "notes": [],
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              "growth_state": "organic",
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            "components": [
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                "key": "stars",
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                "status": "partial",
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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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                "details": [
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                    "code": "forks",
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "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",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 54,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1799
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,799 downloads/month across pypi",
                "points": 43.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1799,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "critical",
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            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                  }
                ],
                "max_points": 54
              },
              {
                "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",
                    "params": {
                      "count": 1
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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              "closed_issues": 14,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 0
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "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": "2/2 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
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                    "code": "decided_prs_merged",
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                      "decided": 2
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 62,
            "inputs": {
              "followers": 336,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "jacob-bd",
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              "account_age_days": 2714
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
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                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "336 followers of jacob-bd",
                "points": 18.2,
                "status": "partial",
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                    "code": "owner_followers",
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                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "19 public repos, account ~7 yr old",
                "points": 21.5,
                "status": "partial",
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                    "code": "public_repos",
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                    "code": "account_age_years",
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                "max_points": 25
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            "key": "package_maintenance",
            "band": "excellent",
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            "notes": [],
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "points": 0,
                "status": "missed",
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                "status": "excluded",
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                "key": "sast",
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      },
      {
        "key": "ai_readiness",
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              },
              {
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        ],
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      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:perplexity-web-mcp-cli@0.14.2; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:11:08.562675Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jacob-bd/perplexity-web-mcp.svg",
  "full_name": "jacob-bd/perplexity-web-mcp",
  "license_state": "standard",
  "license_spdx": "MIT"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.23.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.